vector
sequencelengths 1.02k
1.02k
| text
stringlengths 2
11.8k
|
|---|---|
[
-0.021061942,
-0.030300146,
-0.006899602,
-0.02768556,
-0.027336948,
0.019507715,
0.024010614,
-0.0035187968,
-0.042269137,
0.061878532,
0.039480247,
-0.007894597,
0.024765939,
-0.05020005,
-0.0022932098,
0.058072858,
-0.030358247,
-0.012891361,
-0.06885076,
0.009267255,
-0.010676226,
0.0365461,
-0.07791466,
-0.017764658,
-0.008185106,
-0.0087588625,
-0.0023149978,
-0.040990897,
0.07163965,
0.051768802,
-0.015687516,
0.021802742,
-0.0131092435,
-0.0111773545,
-0.035151653,
-0.028716868,
-0.025782721,
-0.02935599,
-0.021279825,
-0.026567098,
0.031810794,
0.0082722595,
0.028818546,
-0.04235629,
-0.041891474,
0.003656789,
-0.03584888,
-0.0072518443,
-0.023836307,
-0.050752018,
-0.00034407224,
0.008577295,
0.011133778,
0.004608208,
-0.05871198,
-0.028048696,
-0.07117484,
0.008700761,
-0.04656868,
0.043954093,
0.03172364,
0.02129435,
-0.0101533085,
-0.047759768,
0.02758388,
0.037911497,
0.0060534924,
0.01734342,
-0.060832698,
0.012470122,
-0.035732675,
0.01567299,
-0.033408597,
-0.027482202,
-0.007582299,
0.058072858,
-0.01991443,
0.0025201703,
-0.011990781,
0.006373053,
0.0029759072,
0.030067738,
0.02858614,
-0.0115477545,
-0.021628436,
-0.0220642,
0.043082565,
-0.03430918,
-0.023371493,
-0.023545798,
-0.030416349,
0.041949578,
-0.04717875,
-0.029893432,
0.0062386924,
0.024068715,
-0.005831979,
0.0609489,
-0.015716566,
-0.03744668,
0.0075677736,
0.06553895,
0.021889893,
0.01641379,
-0.005919132,
0.010668963,
0.006431155,
0.024548056,
-0.03474494,
0.0056758304,
0.03474494,
-0.017285317,
-0.013632161,
0.00506576,
0.02585535,
0.015135547,
-0.028862122,
0.014380222,
-0.049706183,
-0.01705291,
0.01564394,
-0.007880071,
-0.006845131,
-0.052146465,
-0.003954561,
-0.045697153,
-0.009826485,
0.019798225,
0.00070811703,
-0.0139662465,
0.010080681,
-0.0030158523,
0.050955374,
0.040003166,
-0.021149095,
-0.041891474,
-0.0036713143,
0.014169603,
-0.028658766,
-0.03683661,
0.031926997,
0.03477399,
0.025898926,
0.049008958,
-0.031229775,
0.007295421,
0.017837286,
-0.04964808,
-0.051507343,
0.015251751,
-0.04293731,
0.019318884,
-0.012971251,
0.018345678,
-0.009986266,
-0.010654437,
0.005283642,
0.04746926,
0.007364417,
0.0065945666,
-0.031868897,
0.002643637,
-0.0350064,
0.04990954,
0.01724174,
0.027961543,
-0.036691356,
-0.02665425,
0.004731674,
-0.016486416,
-0.010668963,
-0.011903629,
0.024199445,
0.02877497,
0.06065839,
0.026973812,
0.032740425,
0.01644284,
0.029341463,
0.025463162,
0.011525966,
-0.007538723,
0.042704903,
-0.0030485345,
-0.00862087,
-0.033641007,
-0.008228683,
-0.011772899,
-0.026523521,
0.0114460755,
-0.0017657533,
0.029980585,
-0.0041361297,
0.017677506,
-0.054034773,
-0.0071174838,
-0.041223302,
0.02479499,
-0.013065667,
-0.02042282,
0.002118904,
0.062750064,
-0.09336977,
0.022470914,
-0.036923762,
0.030503502,
0.012121511,
0.028557088,
-0.00042373542,
0.00907116,
0.05877008,
0.0073862053,
-0.02376368,
-0.008214157,
-0.008083428,
0.011308084,
-0.009819223,
0.011184617,
-0.016094228,
-0.012513699,
-0.00018270327,
0.0038310946,
0.051943105,
0.03250802,
0.014358434,
-0.016341161,
0.018360203,
0.03721427,
0.004346749,
-0.0045573683,
0.0027398681,
0.032595173,
0.030154891,
0.048573196,
0.028687818,
-0.025826298,
0.052727483,
0.011366186,
0.03140408,
0.01763393,
0.020509973,
0.024896668,
-0.0010975813,
0.02392346,
-0.021497706,
-0.0146707315,
-0.01371205,
0.014808724,
-0.030067738,
0.00726637,
-0.029297888,
0.043198768,
0.0027453152,
-0.02145413,
-0.03166554,
0.0073862053,
-0.00533085,
0.013254498,
0.003961824,
0.012963988,
0.03599413,
0.0063512647,
-0.015600363,
-0.02633469,
0.037591934,
0.049793337,
0.014903139,
0.0063004256,
0.020146837,
-0.06850215,
0.023371493,
-0.037708137,
-0.05972876,
-0.02193347,
-0.021047417,
-0.013762889,
-0.0068160803,
-0.036865663,
0.05903154,
-0.0070339623,
0.009368933,
0.002222398,
0.008402988,
0.037940547,
0.03747573,
0.026479945,
-0.04479657,
-0.0039472985,
-0.034192972,
-0.004277753,
0.011874578,
-0.047294952,
0.048573196,
0.0047062547,
0.003627738,
0.012266765,
0.008039852,
-0.04895086,
-0.033611953,
0.017038384,
-0.040032215,
0.045755252,
0.0002671326,
0.043605484,
-0.03683661,
0.0350064,
0.00793091,
-0.0167624,
0.04026462,
0.050722968,
0.008308573,
0.049967643,
0.035500266,
0.021061942,
-0.04415745,
0.012898624,
0.079948224,
-0.017067436,
-0.050171,
-0.059089642,
-0.047324006,
0.034832094,
-0.0054143714,
-0.014431061,
-0.02116362,
0.040613234,
-0.028048696,
-0.043983147,
0.008816965,
-0.045290437,
-0.01962392,
-0.038492516,
-0.010443818,
0.016457366,
-0.015455107,
0.020292092,
-0.02813585,
-0.01734342,
-0.00718648,
0.00806164,
-0.0027362367,
0.007916385,
0.038492516,
0.042821106,
-0.0012882282,
0.003511534,
0.02254354,
-0.036458947,
-0.017270792,
-0.006678088,
0.036429897,
-0.009528713,
0.012295816,
0.034919247,
0.017590353,
0.00048660347,
0.0042813844,
0.045987662,
0.0289638,
-0.015324378,
0.01766298,
-0.011213669,
0.010865057,
-0.0070448564,
-0.032362763,
-0.014343909,
-0.0054143714,
0.020016108,
0.056736514,
-0.022630693,
0.04749831,
0.004081659,
-0.030416349,
-0.005523313,
0.0040054005,
-0.0106617,
0.0141841285,
0.043954093,
0.042414393,
-0.0297046,
-0.02893475,
0.030300146,
0.011286296,
0.051507343,
0.04895086,
-0.013726576,
-0.041281406,
-0.024606159,
-0.020292092,
-0.0011003049,
-0.024402801,
0.03805675,
-0.0022314764,
0.007015805,
-0.040729437,
-0.053947624,
-0.00045414813,
0.03407677,
0.03924784,
0.03683661,
0.039364044,
-0.011010312,
-0.018926697,
0.019217206,
-0.020088734,
-0.015338904,
-0.031229775,
0.022340184,
0.005693987,
-0.0010140599,
-0.009499662,
-0.035180707,
0.00753146,
0.009383459,
-0.025390534,
0.008700761,
-0.01715459,
0.013000302,
-0.012709793,
0.061704226,
-0.023632951,
-0.020640703,
-0.04081659,
-0.017096486,
0.02527433,
-0.035906978,
-0.01506292,
-0.049415674,
0.009543238,
0.013632161,
0.029167159,
-0.038492516,
-0.05144924,
-0.016965758,
-0.053017993,
0.04468037,
0.036400847,
-0.044041246,
-0.003046719,
-0.039712656,
0.003649526,
-0.0004679927,
-0.033030935,
-0.0074951462,
0.024925718,
-0.023327917,
-0.029268837,
0.038928278,
0.020146837,
-0.0072336877,
0.017706556,
-0.020277565,
0.029631974,
-0.06211094,
-0.015121021,
-0.013639423,
0.030503502,
-0.020698804,
0.044999927,
-0.01013152,
-0.006253218,
-0.008497404,
0.012637165,
-0.03959645,
-0.020509973,
0.008925905,
0.019071952,
-0.00014536825,
0.048224583,
0.020350194,
0.00012062955,
0.009753858,
0.031491235,
-0.04592956,
0.027569355,
-0.006852394,
0.019812752,
-0.03410582,
-0.02145413,
0.04601671,
-0.069199376,
0.044999927,
-0.007139272,
-0.0072917896,
0.023255289,
-0.0731503,
-0.03863777,
-0.020713331,
-0.027729135,
0.045232337,
0.022049675,
-0.017648455,
-0.011540491,
-0.017227216,
-0.00517107,
-0.012048883,
-0.056155495,
0.013704788,
0.048805602,
0.025129076,
0.02951577,
-0.03860872,
-0.022441862,
0.046423424,
0.012637165,
0.02495477,
-0.021047417,
-0.025288856,
-0.0045210547,
-0.016922181,
-0.032043204,
-0.046103865,
-0.004807933,
0.02495477,
0.013559533,
-0.04758546,
0.03779529,
-0.02591345,
-0.00639121,
0.01660262,
-0.0079018595,
-0.03657515,
-0.028019646,
0.033263344,
0.03224656,
0.005762983,
0.042094834,
-0.03169459,
-0.05972876,
-0.0076549263,
0.051071577,
-0.01403161,
-0.00350064,
-0.040584184,
-0.049967643,
0.020902162,
0.034657788,
-0.016021602,
-0.047730718,
0.029414091,
-0.012738843,
-0.005004027,
-0.029690076,
-0.0411071,
-0.02874592,
-0.022180403,
-0.023095509,
0.058247164,
-0.033931516,
-0.010196885,
-0.0013717498,
-0.0027816289,
0.020640703,
0.05513871,
-0.04590051,
-0.024562582,
-0.00143893,
0.0073862053,
-0.010487394,
0.0072336877,
-0.0041724434,
0.06548085,
-0.009630391,
0.050664864,
-0.025768196,
-0.011634907,
0.012005307,
-0.020277565,
0.016384738,
-0.037650038,
0.00061233965,
-0.0064565744,
0.0147724105,
-0.0035024558,
0.03497735,
-0.015876347,
-0.014975767,
-0.013036616,
-0.06797923,
0.039131634,
-0.021875368,
0.007829232,
-0.0038891966,
0.014903139,
0.055632576,
-0.032595173,
0.0045283176,
0.033553854,
-0.031636488,
-0.0049241367,
-0.033350494,
0.034948297,
0.0024439115,
0.0066454057,
-0.008352149,
0.02604418,
-0.029443143,
0.0064057354,
-0.003246444,
-0.02251449,
-0.033437647,
0.018287575,
0.02646542,
0.008526455,
0.044186503,
0.013784678,
-0.017561302,
-0.048224583,
0.026450895,
0.02848446,
0.015150073,
-0.006057124,
0.04438986,
-0.012804208,
0.04049703,
0.01856356,
-0.018592611,
-0.0050330777,
0.03982886,
0.013995297,
-0.03410582,
0.0167624,
0.023124559,
-0.037417628,
-0.051594496,
-0.030183941,
0.005526944,
-0.05845052,
-0.021817267,
-0.00044325402,
0.012557275,
-0.053511858,
0.027249794,
0.018636188,
-0.0066018295,
-0.01299304,
-0.006638143,
0.0009350776,
-0.018055169,
-0.02845541,
0.008432039,
-0.015440582,
-0.009151051,
-0.042385343,
-0.016268535,
-0.040467978,
-0.015019343,
0.06972229,
0.0015024791,
0.04961903,
0.013929932,
0.012855047,
0.06182043,
0.0003379443,
0.04784692,
-0.016239483,
-0.042821106,
-0.055864986,
-0.035384063,
0.014874089,
-0.014067925,
0.0030412718,
0.007015805,
0.037417628,
0.035732675,
0.09267254,
-0.028397309,
-0.06797923,
0.028673291,
-0.03901543,
-0.0016504574,
0.023066457,
0.008824227,
-0.0020045158,
0.060309783,
-0.0054252655,
-0.021265298,
-0.017430572,
-0.013799204,
0.010647175,
0.014714308,
-0.026247537,
0.010480132,
-0.030881165,
-0.025971552,
-0.007099327,
-0.030677808,
0.00018224935,
0.0030921109,
0.026450895,
-0.008686235,
-0.0036077653,
0.010116994,
-0.0026164015,
0.012818733,
-0.0087080235,
0.020364719,
-0.023807257,
-0.022340184,
-0.037039965,
0.03445443,
0.047033496,
-0.021918945,
-0.02190442,
0.0019482296,
-0.024460904,
-0.006314951,
0.00270537,
0.042414393,
-0.00011614708,
-0.0380277,
-0.024039665,
0.008889592,
-0.051245883,
0.012317604,
-0.044244602,
-0.02681403,
0.011809213,
0.043198768,
0.005007658,
0.053802367,
0.016050652,
0.019812752,
-0.0013753811,
0.029544821,
0.04078754,
-0.006449312,
0.025230754,
-0.0028379152,
0.002498382,
-0.0018392885,
0.025942503,
0.009492399,
-0.049415674,
0.058363367,
0.027598407,
-0.013363439,
-0.017938964,
-0.005741195,
0.03076496,
0.023531273,
0.01148239,
-0.004964082,
-0.008468353,
-0.025927976,
-0.016849553,
0.03128788,
-0.041019946,
-0.0009986266,
0.019885378,
-0.048021227,
0.0055015245,
-0.02556484,
-0.053424705,
-0.00026100466,
-0.0058174534,
0.0050403406,
0.053453755,
0.018345678,
0.013719313,
0.0058283475,
-0.0057194065,
-0.059612557,
0.0075968243,
0.012637165,
-0.052843686,
-0.026843082,
0.030154891,
0.03169459,
0.017750133,
-0.005240066,
-0.002089853,
-0.021134568,
-0.0017085592,
0.059496354,
-0.049560927,
-0.029922483,
-0.048021227,
0.002792523,
0.0013917222,
-0.03436728,
-0.0031411345,
0.04171717,
0.006057124,
-0.0113298725,
0.029588398,
0.03317619,
-0.018679764,
-0.039189737,
0.006674457,
0.0067725037,
0.0007122023,
-0.025027398,
0.0106617,
0.014576316,
0.0304454,
0.03140408,
0.064725526,
0.00019654786,
0.034570634,
0.004927768,
-0.035674572,
-0.01914458,
0.030590655,
0.01737247,
0.03526786,
0.03105547,
0.013908144,
-0.032449916,
0.016021602,
0.03657515,
0.011620382,
0.011010312,
0.00692139,
0.00047434762,
-0.045232337,
-0.007244582,
-0.015411532,
-0.032043204,
0.024780463,
0.009855536,
0.07210447,
0.025187178,
-0.0010440187,
0.03282758,
0.033292394,
0.0335248,
-0.009107474,
0.028382782,
-0.011097465,
0.030358247,
-0.0113298725,
0.04685919,
-0.023458645,
-0.010407505,
-0.003823832,
-0.055835932,
-0.0030939267,
0.0197837,
-0.014467375,
-0.0047970386,
-0.035413112,
-0.013116506,
0.021759165,
-0.03073591,
-0.011605856,
-0.023996089,
0.012310342,
-0.0015188202,
-0.013239972,
-0.008315836,
0.04229819,
-0.020756906,
0.026320165,
0.011504178,
0.023560325,
0.045406643,
0.06670099,
0.011540491,
-0.0045864196,
0.0144020105,
0.011896365,
-0.0350064,
0.010567284,
0.012128773,
-0.025898926,
0.00867171,
-0.00997174,
-0.07460285,
0.016965758,
0.008984008,
0.0012927675,
-0.039916012,
0.03230466,
-0.01814232,
-0.02225303,
-0.0266833,
0.11788877,
0.018331151,
-0.027859865,
0.0030212991,
0.0032083148,
-0.046713933,
-0.028498987,
-0.056823667,
0.024911193,
-0.019217206,
-0.02055355,
0.0025092761,
-0.05540017,
-0.0062604807,
0.040961847,
-0.0035805302,
-0.0025383271,
0.01241202,
0.02100384,
0.027569355,
0.011300821,
-0.03224656,
-0.03102642,
0.036139388,
0.07471906,
0.018345678,
0.060135476,
0.06443502,
-0.034134872,
-0.0020190412,
0.037650038,
0.005741195,
-0.019856328,
-0.0063076885,
-0.031229775,
-0.025739146,
0.0045682625,
-0.036139388,
0.015004818,
0.018912172,
-0.021555807,
-0.017532252,
-0.011772899,
-0.015121021,
-0.058014754,
-0.0015896319,
-0.056155495,
-0.013043879,
0.012746106,
0.0017339789,
0.024243021,
-0.045726202,
0.25100026,
0.020451872,
0.03657515,
0.043431178,
0.073789425,
0.04052608,
0.004622733,
0.0044992664,
0.019202681,
-0.068385944,
0.0072627384,
-0.031781744,
0.018578086,
0.013603109,
-0.04235629,
0.030271094,
-0.06263386,
0.023298865,
0.0021770059,
-0.023342442,
-0.048282687,
0.013879093,
-0.014343909,
0.06803734,
0.03503545,
0.007705766,
-0.033408597,
-0.082969524,
-0.0004255511,
-0.048892755,
0.0008792453,
-0.01538248,
-0.0048914542,
-0.017256267,
-0.018432831,
-0.013653949,
-0.021178145,
-0.03773719,
-0.022136828,
-0.012346655,
-0.020568077,
-0.030416349,
0.030038686,
-0.000598722,
0.005174701,
0.01148239,
-0.018185897,
0.0129422005,
0.04174622,
-0.025288856,
0.050432455,
-0.044854674,
0.03448348,
-0.05418003,
-0.033582903,
0.05420908,
-0.092498235,
-0.046132915,
0.005359901,
-0.0035841614,
-0.009180102,
0.020233989,
-0.04290826,
0.025143601,
0.021366976,
0.00032046833,
0.013995297,
0.07245308,
0.018127795,
-0.024446378,
0.025143601,
-0.02007421,
-0.055051558,
-0.02302288,
0.036981866,
0.008156056,
-0.0015760142,
0.027947018,
0.014576316,
-0.05031625,
0.014888614,
-0.016849553,
0.035790775,
-0.09726259,
0.04020652,
0.02569557,
-0.014067925,
0.00088560017,
-0.0052037523,
0.012920412,
-0.007705766,
0.0760554,
0.02341507,
0.02421397,
-0.01705291
] | tf_model = TFDistilBertModel.from_pretrained("distilbert/distilbert-base-uncased")
When you load pretrained weights, the default model configuration is automatically loaded if the model is provided by 🤗 Transformers. However, you can still replace - some or all of - the default model configuration attributes with your own if you'd like:
tf_model = TFDistilBertModel.from_pretrained("distilbert/distilbert-base-uncased", config=my_config) |
[
0.006338775,
-0.03507994,
-0.026486238,
-0.03745974,
0.00673908,
-0.032935187,
-0.007278941,
0.00796203,
-0.05185603,
0.0852613,
0.0317306,
0.015248316,
0.04891801,
-0.03913441,
-0.017657492,
0.042131186,
-0.00158653,
-0.0026717607,
-0.070042364,
-0.0005237936,
0.018671108,
0.0071504028,
-0.06008248,
-0.02044861,
-0.03140742,
-0.024238653,
0.029629918,
-0.056145534,
0.06880839,
0.055557933,
-0.024532456,
0.0030702294,
0.0071577476,
-0.058789752,
0.016790776,
-0.024635285,
-0.014388946,
-0.05726198,
-0.0063828453,
-0.043365154,
0.016276622,
0.029483017,
0.016658565,
-0.038899366,
-0.06986608,
-0.013808687,
-0.021697268,
-0.011994461,
-0.023254417,
-0.03146618,
-0.017525282,
0.011840215,
0.012045876,
0.014322841,
-0.013338604,
-0.029556466,
-0.0040654833,
-0.0069080163,
-0.03334651,
0.034404196,
0.061698392,
0.025737043,
-0.003573365,
-0.050122596,
0.02516413,
0.032935187,
-0.014535847,
-0.0030188141,
-0.041426063,
0.0094898,
-0.059083555,
-0.019655345,
-0.030790435,
-0.029629918,
-0.012839141,
0.028160907,
-0.007741679,
0.019567205,
-0.007403807,
0.009945193,
0.023386627,
0.03769478,
-0.007895925,
0.00059953943,
-0.004961579,
-0.027250122,
0.024356173,
-0.04368834,
-0.035226844,
-0.042424988,
-0.015630258,
0.020242948,
-0.050005075,
0.018538898,
0.016261933,
0.03613763,
-0.019772865,
0.05032826,
-0.018524207,
-0.014014348,
0.0045686187,
0.079679064,
-0.001066868,
0.030261591,
0.00072348706,
-0.02695632,
0.006434261,
0.039927673,
-0.020360468,
-0.01587999,
0.021858858,
-0.036695853,
-0.012905247,
0.0022512567,
-0.013323914,
0.01911181,
-0.008153002,
0.005427989,
-0.07010113,
-0.018010054,
0.011450928,
-0.023930162,
0.03507994,
-0.013353295,
0.014712128,
-0.013882138,
0.012060566,
0.03314085,
-0.009622011,
-0.008454149,
0.040103953,
-0.016379453,
0.043747097,
0.024723426,
0.0011605173,
0.010562177,
-0.0053949365,
-0.024649976,
-0.024268033,
-0.035432503,
0.0043262322,
0.013786652,
0.036901515,
0.05864285,
0.017510591,
-0.013096218,
0.024973158,
-0.027294192,
-0.04909429,
0.0054132994,
-0.028190289,
-0.013162323,
0.0010200433,
0.018406687,
-0.037312835,
-0.053383797,
-0.018289166,
0.025854563,
-0.02227018,
0.0057805516,
-0.025105368,
0.0035568387,
0.0012312134,
0.054470863,
0.04095598,
0.029497707,
-0.019434992,
-0.018480137,
0.009651391,
-0.038693704,
-0.01117916,
0.022519913,
0.012530649,
0.039428208,
0.04395276,
0.007396462,
0.04295383,
0.022960614,
0.029394876,
0.027088532,
0.012787726,
0.014352221,
0.040162712,
0.0299531,
-0.0014240209,
-0.033375893,
0.025237579,
-0.0082484875,
0.0039332723,
0.031877503,
-0.006239617,
0.06463641,
-0.015586189,
0.0025120059,
-0.04580371,
0.0059825405,
-0.0541183,
0.0220939,
0.009805637,
-0.013287189,
-0.014513812,
0.06757443,
-0.059553638,
0.021183114,
-0.037342217,
-0.010503417,
0.012714275,
0.03936945,
-0.002526696,
0.029409567,
0.018010054,
-0.0013533249,
-0.010775183,
-0.0033071071,
0.0038377868,
-0.02676535,
-0.016526354,
-0.008130967,
-0.007785749,
-0.0050717546,
0.05191479,
0.02534041,
0.024987848,
0.058730993,
-0.018377306,
-0.0029398547,
0.018171646,
0.016291313,
0.0039295997,
0.020419229,
0.025531381,
0.029497707,
0.04850669,
0.037195314,
0.0220939,
-0.012655515,
0.013984969,
0.00666563,
0.02376857,
-0.0050240117,
0.001607647,
-0.0020419229,
-0.0047008297,
0.037430357,
0.00957794,
-0.013654442,
-0.013022767,
-0.0006201974,
-0.026280576,
0.01103226,
-0.0502695,
0.05567545,
0.010452001,
-0.022534603,
-0.041749243,
0.01113509,
0.02513475,
0.021476915,
-0.006140459,
-0.03496242,
0.04480478,
0.02350415,
0.00478897,
-0.047742803,
0.046391312,
0.03317023,
0.014065764,
0.02692694,
-0.008586359,
-0.101302885,
0.0068602734,
-0.06869087,
-0.07392055,
-0.025193509,
-0.060934506,
-0.011392167,
0.016629186,
-0.04277755,
0.029835578,
0.0036615056,
-0.021491606,
-0.00871857,
-0.009798292,
0.025986774,
0.027734896,
0.035226844,
-0.05576359,
-0.0022255492,
-0.032288823,
0.022696193,
0.02691225,
-0.029629918,
-0.0013771962,
-0.0075066374,
0.004149951,
0.011098365,
0.027455784,
-0.05864285,
-0.024517765,
0.018538898,
-0.03951635,
0.016496975,
0.0007758205,
0.03478614,
-0.019552514,
0.03463924,
0.0055969255,
-0.029247975,
0.00938697,
0.066222936,
0.0028021352,
0.017980674,
0.021770718,
0.026691899,
-0.030437872,
0.045744948,
0.06516525,
-0.02038985,
-0.012354368,
-0.022799024,
-0.045333628,
0.041808005,
0.0044474257,
-0.022872474,
-0.00014196598,
0.06545906,
-0.016555734,
-0.051650368,
0.0036045816,
-0.051532846,
-0.0103932405,
0.0074368594,
-0.023210347,
0.046773255,
0.022901855,
0.017202098,
-0.061345827,
-0.02841064,
-0.005101135,
0.028880723,
-0.0060963887,
-0.019126501,
0.016026892,
0.032112543,
0.006702355,
0.026574379,
0.03314085,
-0.055792972,
-0.005299451,
-0.019905075,
0.054382723,
0.0033291422,
-0.0052260007,
0.00034659437,
0.02202045,
0.011399512,
-0.03317023,
0.004836713,
0.011274646,
0.007763714,
0.024150513,
-0.009093167,
-0.019185262,
0.024312103,
-0.07198145,
-0.01568902,
0.012706931,
0.024826257,
0.05837843,
-0.040250856,
0.006985139,
0.021447536,
-0.046890777,
0.009739531,
-0.018553587,
-0.0671631,
-0.00054766505,
0.02529634,
0.026383407,
-0.030496633,
-0.02855754,
0.018744558,
-0.02235832,
0.020801172,
0.054882187,
-0.002471608,
-0.0440409,
-0.02675066,
-0.009093167,
0.014418326,
0.0052553806,
-0.023621669,
-0.010789873,
0.0018160627,
-0.040192094,
-0.037195314,
0.027250122,
0.02841064,
0.05018136,
0.009695461,
0.04721396,
0.0032520194,
-0.020904003,
0.019508444,
-0.0253551,
-0.019640654,
-0.011245267,
0.046185654,
0.025237579,
-0.012075257,
0.0011954063,
-0.01587999,
0.017686872,
0.014506467,
-0.0013854594,
-0.009658736,
-0.024605906,
0.005747499,
0.024649976,
0.03804734,
-0.024826257,
0.0065187286,
-0.020918692,
-0.01269224,
0.047830943,
-0.045480527,
0.0077930945,
-0.021285946,
-0.014469742,
0.031348657,
0.030849196,
-0.024282724,
-0.024708737,
-0.031965643,
-0.07392055,
0.032288823,
0.055851735,
-0.013316569,
-0.015586189,
-0.038987506,
0.011766764,
0.0015736762,
-0.03305271,
0.01180349,
0.012853831,
-0.03314085,
-0.026691899,
0.021300634,
0.014374256,
0.010723768,
-0.0033713763,
-0.021447536,
0.001305582,
-0.054294582,
-0.014087799,
-0.025457932,
0.025898634,
-0.017554661,
0.0444816,
0.0036100904,
-0.02842533,
-0.020184187,
0.044158418,
-0.06798575,
-0.055557933,
0.020874621,
0.04113226,
0.026016155,
0.03672523,
0.024782186,
-0.016291313,
0.022872474,
0.038429283,
-0.050063837,
-0.0010090257,
0.010312445,
0.003911237,
-0.003466862,
-0.042219326,
0.031289898,
-0.0473021,
0.07092377,
0.004597999,
-0.011825525,
0.01727555,
-0.038546804,
-0.035403125,
0.008902197,
-0.007947341,
0.019552514,
0.022945926,
-0.013316569,
-0.0017214953,
0.022549292,
0.013786652,
-0.03164246,
-0.048712347,
0.015674328,
0.05203231,
0.058789752,
0.05576359,
0.0074074795,
-0.0011035933,
0.0119724255,
-0.031701222,
0.02038985,
-0.0019813264,
0.0007817884,
0.0068345657,
-0.025149439,
-0.022813715,
0.0049028187,
-0.0069227065,
-0.007536018,
0.00296189,
-0.04127916,
0.013022767,
-0.022299562,
-0.012765691,
0.04148482,
-0.029791508,
-0.026383407,
-0.022563983,
0.008380698,
0.0039075646,
0.0133092245,
0.029453637,
-0.043130115,
-0.024943778,
-0.015600879,
0.050915863,
-0.03649019,
0.009695461,
-0.043188874,
-0.03463924,
0.022123279,
0.03296457,
-0.012861176,
-0.048712347,
0.026691899,
-0.02370981,
-0.029659297,
-0.025986774,
-0.029673988,
-0.03290581,
-0.0069447416,
-0.024488386,
0.022284871,
-0.025707662,
-0.032435726,
-0.026633138,
-0.023019375,
0.03349341,
0.038781844,
-0.04421718,
-0.020007906,
-0.004414373,
0.008505564,
0.012552684,
-0.014535847,
-0.0026772695,
0.05849595,
-0.021858858,
0.034609858,
-0.032465104,
-0.056321815,
-0.013764617,
-0.020948073,
0.037019033,
-0.029644607,
0.03604949,
-0.043600194,
0.011788799,
0.006232272,
0.043805856,
-0.001740776,
-0.0444816,
-0.03317023,
-0.052561153,
0.03790044,
-0.00639019,
0.016335383,
-0.0047963155,
0.0019666362,
0.057203222,
-0.03325837,
0.043218255,
0.024767498,
0.003501751,
-0.014330186,
-0.055969253,
0.03193626,
0.0042050392,
0.0006541682,
-0.02986496,
0.026574379,
-0.027117912,
0.024032991,
-0.024503075,
-0.013265154,
-0.025663592,
0.04882987,
0.014374256,
0.015116106,
0.03998643,
0.0069924844,
-0.016335383,
-0.03167184,
0.028087458,
-0.00627267,
0.014440361,
-0.005222328,
0.056292437,
-0.014095144,
0.037577257,
0.009930503,
-0.050651442,
-0.03466862,
0.05876037,
-0.0094898,
-0.05517599,
-0.004421718,
0.012332333,
-0.035667546,
-0.039075647,
-0.03020283,
0.020257639,
-0.041925523,
-0.024929088,
-0.02700039,
0.016159102,
-0.032112543,
0.039780773,
0.027323572,
-0.0059972303,
-0.011634554,
0.027617374,
-0.014264081,
-0.024077062,
-0.009680771,
0.03472738,
-0.007822474,
-0.013816033,
-0.03640205,
-0.020096047,
-0.05044578,
0.0011963245,
0.033287752,
-0.0253551,
0.03281767,
0.022563983,
-0.031113617,
0.06786823,
0.008924232,
0.0048697656,
-0.018112885,
-0.0349918,
-0.0725103,
-0.0040471205,
0.033787213,
0.02184417,
-0.0036541605,
-0.035050564,
-0.0039993776,
0.018832698,
0.05332504,
-0.031701222,
-0.07074749,
0.035197463,
-0.04586247,
-0.03634329,
-0.025898634,
0.01915588,
0.025737043,
0.029115764,
-0.01596813,
-0.018215716,
0.00791796,
-0.00042968523,
0.007712299,
0.0036119267,
-0.01604158,
-0.008534944,
-0.017672181,
0.00030022877,
0.026207127,
0.0011807162,
0.010136164,
0.014109834,
0.009680771,
-0.004491496,
-0.0014166759,
0.019185262,
-0.019875696,
0.0019996888,
-0.0058723646,
-0.006228599,
-0.017143339,
-0.018788628,
-0.07327418,
0.041514203,
0.013110908,
-0.030614154,
-0.007771059,
0.00957794,
-0.028175598,
-0.0016241734,
0.0054353345,
0.050827723,
0.014102489,
-0.017055199,
-0.006919034,
0.0252082,
-0.033816595,
0.0032116217,
-0.05018136,
-0.006210237,
-0.006412226,
0.047742803,
0.01599751,
0.04280693,
-0.012824452,
0.02052206,
0.01117916,
0.010224305,
0.02050737,
-0.0012734474,
-0.000100420555,
-0.005431662,
-0.0005747499,
0.010650317,
-0.0077930945,
-0.004484151,
-0.046832018,
0.051004004,
0.03296457,
-0.015424598,
-0.006254307,
0.006206564,
0.016056271,
0.044981066,
0.05517599,
-0.023357248,
0.0008253996,
0.0034650257,
-0.01583592,
0.031348657,
-0.022035139,
-0.0125600295,
0.007822474,
-0.028616302,
0.013132943,
0.0065444363,
-0.0140363835,
-0.004113226,
0.0084100785,
0.032376964,
0.038017962,
0.011641898,
-0.011561103,
0.017951293,
-0.038458664,
-0.047155198,
-0.03478614,
0.01742245,
-0.018186335,
-0.048712347,
0.0634612,
0.05840781,
-0.00092823023,
-0.0102316495,
-0.011105711,
-0.03646081,
0.021153733,
0.03998643,
-0.051767886,
-0.011252611,
-0.032494485,
0.017069887,
-0.00710266,
-0.017642802,
-0.011663934,
0.025546072,
0.0140363835,
0.017510591,
0.0008396306,
0.038869984,
-0.00006317888,
-0.024047682,
0.010848634,
0.018744558,
0.012817106,
-0.0016645711,
0.010753148,
0.0068969987,
0.03137804,
0.022857785,
0.052649293,
-0.005523475,
0.0383999,
0.006661957,
-0.026001465,
-0.0074919476,
0.057232603,
0.035696927,
0.015600879,
0.016834846,
-0.0017150684,
0.011788799,
-0.01884739,
0.038634945,
0.034433577,
0.03149556,
-0.0033658675,
-0.020801172,
-0.028204978,
0.0017040508,
0.014587263,
-0.05229673,
-0.019846316,
0.00791796,
0.03787106,
0.020360468,
-0.003922255,
0.019332163,
0.04271879,
0.00865981,
-0.015395218,
0.014381601,
-0.0026864507,
0.026500927,
-0.012831796,
0.070688725,
0.011700659,
-0.00005944897,
-0.0117300395,
-0.023886092,
-0.04597999,
0.026060225,
-0.04550991,
-0.02359229,
-0.016908297,
-0.017672181,
-0.023386627,
-0.05220859,
0.0064489506,
-0.0019556186,
0.014109834,
-0.0299531,
-0.029159835,
-0.025825184,
0.010723768,
0.0024128477,
0.014007004,
0.00802079,
0.03322899,
0.04545115,
0.07915022,
0.005975195,
0.009732187,
0.06399004,
0.03020283,
-0.031201757,
0.013838068,
0.01346347,
-0.019963836,
0.008366008,
-0.012493924,
-0.033287752,
-0.0076388484,
0.0036449793,
-0.017172718,
-0.036901515,
0.019464374,
-0.015027965,
-0.026192436,
0.0057438263,
0.11517033,
0.03649019,
-0.002245748,
0.01915588,
0.0047008297,
-0.050739583,
-0.03931069,
-0.041954905,
0.019875696,
-0.012082602,
-0.051385947,
0.009107858,
-0.060993265,
-0.02197638,
-0.024679355,
-0.019890387,
0.013279844,
0.060640704,
0.020066667,
0.04559805,
0.0062910323,
-0.029512396,
-0.0158653,
0.037107173,
0.057320744,
0.018259786,
0.06863211,
0.09190122,
-0.04762528,
-0.025105368,
0.008696535,
0.05062206,
-0.006107406,
-0.030878576,
-0.027793655,
0.0029398547,
-0.05717384,
-0.0600531,
-0.014087799,
0.020419229,
-0.015321767,
0.018083505,
-0.03149556,
0.0014983895,
-0.056645,
-0.028395949,
-0.035138704,
-0.0017380216,
-0.01422001,
-0.024738116,
0.01029041,
-0.05094524,
0.25807557,
0.0668693,
0.008894851,
0.037400976,
0.06845583,
0.051532846,
-0.014748854,
0.00879202,
0.024429625,
-0.029159835,
-0.01107633,
-0.030232212,
0.029527087,
0.018421376,
-0.040720936,
0.039692633,
-0.032200683,
0.0127216205,
-0.035579406,
-0.040397756,
-0.06002372,
-0.003228148,
-0.011113055,
0.034227915,
0.010180234,
0.013088873,
0.00014988486,
-0.059436116,
-0.005971523,
-0.028160907,
-0.0050937897,
-0.023254417,
0.014961859,
0.0015993839,
-0.026148366,
-0.0015543954,
0.0031785688,
-0.01187694,
-0.011171816,
0.013647096,
-0.00639019,
-0.03472738,
0.0407797,
-0.006955759,
-0.008711225,
0.05972992,
-0.038017962,
0.01723148,
0.019978527,
-0.033522792,
0.02369512,
-0.04859483,
0.026089605,
-0.058730993,
-0.012508614,
0.03481552,
-0.07444939,
-0.053442556,
0.021153733,
0.013103563,
0.026559688,
0.042101808,
-0.027441094,
0.026530309,
0.006878636,
-0.0014791087,
-0.021858858,
0.037165936,
-0.009886432,
-0.011443582,
0.004329905,
-0.009173963,
-0.04586247,
-0.04918243,
0.046567593,
0.01592406,
-0.028660372,
0.015160176,
-0.015468668,
-0.045304246,
0.0128832115,
-0.02844002,
0.013015422,
-0.07773997,
0.036607713,
0.013742582,
-0.030643534,
0.013536921,
0.0032171304,
0.024738116,
0.028983554,
0.056468718,
0.043805856,
0.010745803,
0.0068602734
] | tf_model = TFDistilBertModel.from_pretrained("distilbert/distilbert-base-uncased", config=my_config)
Model heads
At this point, you have a base DistilBERT model which outputs the hidden states. The hidden states are passed as inputs to a model head to produce the final output. 🤗 Transformers provides a different model head for each task as long as a model supports the task (i.e., you can't use DistilBERT for a sequence-to-sequence task like translation). |
[
-0.012134597,
-0.017637158,
0.009607762,
-0.033276018,
0.027976181,
0.008753417,
-0.010751716,
-0.04257245,
0.0035639948,
0.085608274,
0.019852662,
-0.010708274,
0.034637176,
-0.028830526,
-0.0051586516,
0.014538347,
-0.04352816,
-0.023168681,
-0.06817384,
-0.032812644,
0.013799845,
0.034926787,
-0.057632092,
-0.05375134,
-0.048017092,
0.021706158,
0.02518146,
-0.04013974,
0.09221135,
0.04526581,
-0.000084450294,
-0.028048584,
-0.014147376,
-0.04900176,
-0.020822851,
-0.029221497,
-0.013582639,
-0.016956579,
-0.037272613,
-0.044628672,
0.009115428,
0.028294751,
0.025760677,
-0.05517042,
-0.061570767,
-0.008977864,
0.0077687483,
-0.0046771774,
-0.026788786,
-0.030032402,
-0.029163577,
0.006574113,
0.01700002,
-0.008188681,
0.003133202,
-0.04222492,
-0.015595418,
-0.0005955075,
-0.021011097,
0.016232558,
0.010418666,
0.051868882,
-0.0009566131,
-0.05337485,
0.019693378,
0.04491828,
-0.033276018,
-0.024978735,
-0.040603112,
-0.040052857,
-0.047466833,
0.0014380872,
-0.024993215,
-0.02897533,
-0.030148245,
0.016855216,
0.0068999226,
0.037880793,
0.022661865,
0.029800715,
0.026716385,
0.033536665,
0.0135102365,
0.005929734,
-0.030698502,
-0.039531562,
0.046279438,
-0.02212609,
-0.040603112,
-0.03637483,
-0.026513658,
0.046887618,
-0.03906819,
0.025311783,
0.024935292,
0.010925481,
0.007602223,
0.05795066,
-0.0072003915,
0.027483847,
0.023559652,
0.08178544,
0.036316905,
0.025384186,
-0.052563943,
-0.011432296,
0.011540899,
0.03304433,
-0.026528139,
0.009310913,
0.006733398,
-0.030698502,
-0.008347965,
-0.030553697,
-0.009390556,
0.014987241,
0.008210401,
0.028236829,
-0.054938734,
-0.01601535,
0.00919507,
0.006443789,
0.05270875,
-0.024124388,
0.003645447,
-0.027324563,
-0.004528753,
0.028092025,
-0.026064765,
0.029409744,
0.030032402,
0.013090304,
0.0050572883,
0.02180752,
0.030437853,
-0.004014698,
0.038257282,
0.003819212,
-0.001055261,
-0.0015928468,
-0.0036273466,
-0.004119681,
-0.011953591,
0.08294388,
-0.009955293,
-0.024370557,
-0.011801546,
-0.019157603,
-0.04995747,
0.01665249,
-0.0333629,
-0.0060528177,
0.03168317,
0.0050138473,
-0.023212122,
-0.051376548,
0.0013638751,
0.034231726,
-0.004282586,
-0.010100096,
-0.05349069,
-0.018100532,
-0.009390556,
0.036635477,
-0.02896085,
0.041008566,
0.026325414,
-0.021054538,
0.005136931,
-0.034839902,
-0.009361595,
0.015551977,
0.016087752,
0.041356094,
0.0320307,
-0.018419102,
0.061802454,
0.018216375,
0.040342465,
0.01259797,
0.024356075,
-0.012728293,
0.03637483,
0.027744494,
-0.015856065,
-0.009991493,
0.021546872,
-0.0073017543,
-0.02858436,
0.028309232,
0.011816027,
0.07344472,
0.012402484,
0.0031205316,
-0.046916578,
-0.0036110561,
-0.03339186,
0.01739099,
0.0058681923,
-0.035332236,
-0.036867164,
0.07083824,
-0.0577769,
-0.003710609,
-0.029062213,
-0.018346699,
0.021720638,
0.040052857,
-0.05172408,
0.014748313,
0.0074356985,
0.006512571,
-0.0015068692,
0.0074356985,
0.0068637216,
-0.024442958,
-0.0401687,
0.018940397,
-0.012178037,
-0.012388004,
0.018086052,
0.033797313,
0.053606536,
0.05722664,
-0.024356075,
-0.023965104,
0.022401217,
0.04147194,
-0.010751716,
0.031856935,
0.066262424,
0.028569879,
0.028092025,
0.04019766,
0.007015766,
0.013865007,
0.030119285,
0.036230024,
0.013162707,
-0.0034915926,
0.017550275,
0.019664418,
0.01359712,
0.034579255,
-0.018057091,
-0.017579237,
-0.02251706,
0.010925481,
-0.040313505,
0.027845858,
-0.049580976,
0.030495776,
0.012047714,
0.0010235851,
-0.020837331,
-0.013242349,
-0.003506073,
0.027961701,
0.00545188,
-0.031914856,
0.026397815,
0.020837331,
-0.019432731,
-0.01700002,
0.04937825,
0.03098811,
0.037822872,
0.034173805,
-0.010708274,
-0.08757761,
-0.01737651,
-0.07802053,
-0.07193875,
0.0036508772,
-0.063076735,
-0.031248758,
-0.013271309,
-0.074429385,
0.011338173,
0.02006987,
-0.014118414,
0.00714971,
0.00047785405,
0.008340725,
0.025586912,
-0.0029105656,
-0.05166616,
0.009701885,
-0.00020136841,
0.0094846785,
0.020287076,
-0.020547723,
-0.014596269,
-0.013799845,
0.032667838,
0.009629482,
0.0012480316,
-0.038894422,
-0.014161856,
0.018143972,
-0.051782,
0.005343277,
-0.013220629,
0.02554347,
-0.005082629,
0.037562225,
0.018578386,
-0.042891018,
0.009006824,
0.038373128,
0.007942514,
0.04668489,
0.015508535,
0.038981304,
-0.025731716,
0.020909734,
0.030119285,
-0.016739372,
-0.022010246,
-0.026325414,
-0.03753326,
0.008094558,
-0.026730865,
-0.02247362,
-0.025022175,
0.08717216,
-0.00096747343,
-0.07587743,
0.0140532525,
-0.036606517,
-0.046916578,
-0.006765979,
-0.0030481296,
0.03646171,
0.037938714,
0.032696802,
-0.07385017,
-0.03504263,
0.01292378,
0.059717275,
-0.01836118,
-0.0170145,
0.047553718,
0.052592903,
0.036027297,
-0.004047279,
0.032725763,
-0.017289627,
0.01601535,
-0.008760657,
0.0131989075,
0.0074429386,
-0.0074501787,
0.005687187,
0.03368147,
0.009998734,
-0.024312634,
-0.0028363534,
0.032465115,
0.021850962,
0.016913136,
0.012974462,
-0.03608522,
0.009955293,
-0.0375043,
-0.022285374,
-0.013944649,
0.013502996,
0.0346951,
-0.04428114,
0.025036655,
0.01293826,
-0.033826273,
0.020214673,
-0.0081669595,
-0.060817786,
0.03307329,
-0.0040581394,
0.056010284,
-0.025036655,
-0.0067225373,
0.014458705,
-0.0053287963,
-0.015885027,
0.022184012,
0.02250258,
-0.027469367,
-0.0057595894,
-0.05948559,
0.0036979385,
0.007551542,
0.02380582,
0.011359894,
-0.007109889,
-0.04320959,
-0.035274316,
0.0059080133,
0.02350173,
0.014169096,
0.018115012,
0.06701541,
-0.016232558,
-0.016102232,
0.0015629809,
-0.0009810488,
-0.0052600144,
-0.008760657,
0.0013530147,
0.033160172,
-0.025384186,
-0.0052563944,
-0.000800496,
-0.010129058,
0.025456587,
-0.06232375,
-0.023704456,
-0.007421218,
0.008586892,
0.017796442,
0.06018065,
-0.0077397875,
0.028063064,
-0.040661033,
-0.0071605705,
0.009607762,
-0.02858436,
0.001395551,
-0.022024726,
0.00061813317,
0.013785365,
0.010339024,
-0.017593717,
0.0031187215,
-0.04940721,
-0.043354392,
0.050304998,
0.037735987,
-0.003992977,
-0.010042175,
-0.039676365,
0.00015113944,
-0.02586204,
0.00017885587,
0.01736203,
0.035274316,
-0.025760677,
0.00038667262,
0.013865007,
0.004793021,
-0.029438704,
0.0017132154,
-0.036114182,
0.003238185,
-0.04260141,
0.00008320588,
-0.00025114487,
0.03848897,
-0.027324563,
0.031161875,
0.0022263655,
-0.017854365,
-0.0011837748,
0.027136317,
-0.052361216,
-0.06382971,
0.016218076,
0.0131989075,
-0.00646913,
0.03819936,
0.021517912,
-0.02214057,
0.021184862,
0.047379952,
-0.03880754,
0.020547723,
0.0074936203,
0.00047921157,
0.0038228324,
0.0038735138,
0.02691911,
-0.054301593,
0.04601879,
-0.039589483,
-0.020214673,
-0.0038373128,
-0.06452478,
-0.045497496,
-0.010860319,
-0.041993234,
-0.0054373997,
0.03310225,
0.0011855848,
-0.00085163,
-0.008130759,
0.018896954,
-0.043875687,
-0.032783683,
-0.0020254494,
0.030727463,
0.043759845,
0.06904267,
-0.039647404,
0.042051155,
-0.003098811,
0.008825819,
0.016391842,
-0.017260667,
0.007696346,
-0.008666535,
-0.013865007,
-0.012018753,
0.016189115,
0.019823702,
0.008673775,
0.010845838,
-0.03298641,
-0.0011674843,
-0.034839902,
-0.012865858,
0.038633775,
-0.034492373,
-0.055720676,
-0.038257282,
0.021228304,
-0.0009937192,
-0.00443101,
0.05175304,
-0.019577535,
-0.030524736,
-0.042804137,
0.054243673,
-0.038952343,
0.0017756622,
-0.03811248,
-0.03339186,
0.02348725,
0.012120116,
-0.016797293,
-0.033131212,
0.0060817786,
-0.029916558,
0.0052238135,
-0.029713832,
-0.05751625,
-0.02762865,
0.026716385,
-0.023429329,
0.008992344,
-0.0072221123,
-0.029424224,
-0.010614152,
0.0058681923,
0.02761417,
0.020866293,
-0.074371465,
-0.040574152,
-0.013104785,
-0.012279401,
0.029149096,
-0.005690807,
-0.030177206,
0.07141746,
-0.011881189,
-0.0016779193,
-0.044454906,
-0.031827975,
-0.011301972,
-0.020866293,
0.012641411,
-0.005929734,
0.0057632094,
-0.02350173,
0.033507705,
-0.012279401,
0.03582457,
-0.018954877,
-0.030698502,
-0.031451482,
-0.037996635,
0.040052857,
-0.002684309,
0.034868862,
0.013698482,
0.0043006865,
0.04587399,
-0.02590548,
0.021662716,
0.024558801,
0.010664833,
-0.014791754,
-0.030524736,
0.018505983,
-0.002687929,
0.002794722,
-0.034376528,
0.008094558,
-0.011381614,
-0.004568574,
-0.023096278,
-0.068753056,
-0.01191739,
0.03066954,
0.049146563,
-0.027730014,
0.053693417,
0.026035804,
-0.036143143,
-0.022068169,
0.01875215,
-0.0075370613,
0.0055604833,
0.026426775,
0.020518763,
-0.012460406,
0.03880754,
-0.027773457,
-0.019490652,
0.0054337797,
0.045816064,
-0.001563886,
-0.0095426,
-0.021011097,
0.016840735,
-0.0544464,
-0.021546872,
0.013213388,
0.021025578,
-0.037040927,
-0.028743643,
-0.018448062,
0.021662716,
-0.0320307,
0.021517912,
0.011106486,
-0.021431029,
-0.010599671,
0.0056039244,
-0.018867994,
-0.059891038,
0.01192463,
0.04320959,
-0.018592866,
-0.016826253,
-0.012569009,
0.0070664478,
-0.051984727,
-0.0075081005,
0.053201083,
-0.014683152,
0.047930207,
0.026310932,
0.013785365,
0.082306735,
0.003097001,
0.0034463413,
-0.004148642,
-0.014943799,
-0.061860375,
0.032754723,
0.0043730885,
0.03466614,
0.010650353,
-0.034839902,
0.008217641,
0.041037526,
0.03475302,
0.005060909,
-0.056589503,
0.02793274,
-0.046395283,
-0.024023026,
-0.027121836,
0.011584341,
0.036287945,
0.012619691,
-0.003674408,
-0.007377777,
-0.00851449,
0.0011810596,
-0.037764948,
0.002005539,
-0.02583308,
-0.0070338664,
-0.0511159,
-0.0049342047,
0.001293283,
-0.012033233,
0.028048584,
0.032580957,
-0.018520463,
-0.009079226,
0.020243635,
-0.016826253,
-0.01533477,
0.018650787,
0.014350101,
-0.016290478,
-0.019765781,
0.0027983421,
-0.048567347,
0.04019766,
0.017086903,
-0.012518328,
-0.02245914,
0.029771755,
-0.010034935,
-0.0046626967,
-0.015856065,
0.04842254,
-0.0028526438,
0.0010652163,
-0.009108188,
0.024240231,
-0.059833117,
0.020026429,
-0.021648236,
-0.028367152,
0.011736385,
0.038981304,
0.040371425,
0.06736294,
-0.03168317,
0.019563055,
-0.0011674843,
0.01088204,
0.037620146,
0.02418231,
0.0108023975,
-0.033218097,
-0.012670372,
-0.0016489584,
0.016362881,
0.021575835,
-0.021300705,
0.027049435,
0.02623853,
-0.0063786274,
-0.036606517,
-0.0026155268,
0.024254713,
0.027092876,
0.0373595,
-0.01739099,
0.030785384,
-0.013734683,
-0.023733417,
0.016131194,
-0.024109907,
-0.017666118,
0.013343712,
-0.03570873,
-0.024660164,
-0.05508354,
-0.017767482,
-0.010932721,
0.004268105,
0.049725782,
0.019852662,
-0.01125853,
-0.01395913,
-0.013148226,
-0.019823702,
-0.028294751,
-0.03915507,
0.00850725,
-0.022647385,
-0.01739099,
0.05682119,
0.07083824,
-0.00852897,
0.00083850714,
-0.015711261,
-0.022574984,
0.015074123,
0.044136338,
-0.049667858,
0.010331783,
-0.047843326,
0.010085616,
-0.009137148,
-0.030148245,
-0.008362446,
0.034405492,
0.014357341,
0.0018516844,
-0.02245914,
0.030264089,
0.018549426,
0.0022408457,
0.015262368,
0.006190382,
-0.010599671,
0.013039623,
-0.024023026,
0.011193369,
0.032899525,
0.042282842,
0.03675132,
-0.018636307,
0.054793928,
0.0032237046,
-0.032117583,
0.0063713873,
0.07066447,
0.0043513677,
0.047872286,
0.011367134,
-0.004297066,
0.018433582,
-0.006172281,
0.041645702,
0.03394212,
0.019722339,
-0.0035676148,
0.0117291445,
-0.014675911,
0.029149096,
0.011881189,
-0.04932033,
-0.024486398,
0.030785384,
0.043122705,
0.021604795,
-0.00955708,
-0.0049921265,
0.051868882,
0.019157603,
0.00048418922,
0.018172935,
0.0041341614,
0.013437835,
-0.013140986,
0.05546003,
0.00886202,
0.016116714,
-0.013162707,
0.00013190763,
-0.061512846,
0.050247077,
-0.007048347,
-0.04772748,
0.030495776,
-0.020866293,
-0.03133564,
-0.057139758,
-0.024080947,
-0.008717216,
-0.0019295167,
-0.015088603,
-0.03061162,
-0.034347568,
0.032204464,
-0.014255979,
-0.009347115,
0.014444225,
0.051550314,
0.029742794,
0.060470257,
-0.0012335512,
0.012453166,
0.066436194,
0.030524736,
-0.017955728,
0.021995766,
-0.01839014,
-0.012786215,
-0.021532392,
-0.010331783,
-0.05786378,
0.007421218,
-0.007120749,
0.015146525,
-0.015494055,
0.006367767,
-0.041182328,
-0.022039207,
0.0020001088,
0.08728801,
0.018448062,
-0.019577535,
0.0032816264,
0.00012692998,
-0.06162869,
0.007891832,
-0.06429309,
0.035940416,
-0.0017874275,
-0.061049473,
0.005915254,
-0.05276667,
-0.024573281,
0.0025413146,
-0.013698482,
-0.006537912,
0.032696802,
0.029771755,
0.021025578,
0.008109038,
-0.030061362,
-0.038749617,
0.049754743,
0.04668489,
-0.00851449,
0.06394556,
0.053085238,
-0.024819449,
-0.027136317,
0.022719787,
0.0015213497,
0.005071769,
-0.024645684,
-0.0170145,
0.030756423,
-0.05282459,
-0.066552036,
0.03066954,
-0.0002755806,
-0.007124369,
-0.0032997269,
-0.007689106,
0.032870565,
-0.04934929,
-0.0030535597,
-0.042340763,
0.022603944,
-0.018143972,
-0.024544321,
0.00044527306,
-0.061860375,
0.249295,
0.029076694,
0.03466614,
0.02451536,
0.04662697,
0.05175304,
-0.0049450654,
-0.016131194,
0.020663567,
-0.020663567,
-0.023718936,
-0.050160192,
0.016073272,
0.035911456,
-0.02551451,
0.014719352,
-0.05349069,
0.02890293,
-0.016464243,
-0.036548592,
-0.080105714,
0.012474886,
-0.025992364,
0.04656905,
0.041124407,
-0.020721488,
0.0013665901,
-0.03565081,
0.012757255,
-0.014096694,
-0.0049305847,
-0.009361595,
0.03301537,
0.009108188,
-0.022936994,
0.0017566566,
-0.032783683,
-0.024616724,
-0.014415263,
0.026093727,
-0.008565172,
-0.015971908,
0.047148265,
-0.034376528,
-0.03504263,
0.03501367,
-0.015812624,
-0.0049957465,
0.03808352,
-0.05412783,
0.010838598,
-0.032494076,
0.035621848,
-0.05679223,
-0.036838204,
0.018013649,
-0.08184336,
-0.06898475,
0.0026499177,
0.028048584,
0.04900176,
0.03909715,
0.001157529,
0.03712781,
0.036664438,
-0.00443101,
0.008384166,
0.030727463,
0.007631184,
-0.0037431899,
0.037880793,
0.04225388,
-0.013785365,
-0.023936143,
0.04871215,
0.0401687,
-0.014610749,
0.026354374,
-0.007913552,
-0.058993254,
0.01021594,
-0.049609937,
0.0156823,
-0.0441653,
0.025036655,
0.019143123,
-0.016464243,
0.014408023,
-0.022270894,
0.0032852464,
0.0072293524,
0.03912611,
0.058095466,
0.0075153406,
0.01260521
] | For example, [DistilBertForSequenceClassification] is a base DistilBERT model with a sequence classification head. The sequence classification head is a linear layer on top of the pooled outputs.
from transformers import DistilBertForSequenceClassification
model = DistilBertForSequenceClassification.from_pretrained("distilbert/distilbert-base-uncased") |
[
0.0022963404,
-0.02746748,
-0.005043088,
-0.027142595,
-0.0011204812,
0.01721886,
-0.016864441,
-0.0072508235,
-0.04055145,
0.08689175,
0.0016973352,
-0.0005925444,
0.029534923,
-0.00008277855,
-0.021073168,
0.017307466,
-0.037686564,
-0.023376891,
-0.052276816,
-0.026906315,
0.00079790445,
0.03880889,
-0.060428455,
-0.044715874,
-0.03804098,
-0.00088835513,
0.020807354,
-0.032842834,
0.070234045,
0.052808445,
0.0013096893,
-0.001536739,
-0.020379098,
-0.044745408,
-0.023805149,
-0.023421194,
-0.027452711,
-0.019862236,
-0.033847023,
-0.03414237,
-0.006305706,
0.028087713,
0.024070963,
-0.0600445,
-0.070942886,
-0.011747516,
-0.019419212,
-0.013748507,
-0.04013796,
-0.03065725,
-0.004936024,
0.00197884,
0.0008569743,
-0.010994376,
-0.016554324,
-0.040344704,
-0.023952823,
-0.0086463485,
-0.033640277,
0.01349746,
0.019123863,
0.051361233,
-0.013970019,
-0.046753783,
0.017248396,
0.03739121,
-0.03928145,
-0.025459103,
-0.04096494,
-0.025724918,
-0.05585054,
0.0077159987,
-0.01739607,
-0.029712133,
-0.038247727,
0.02519329,
0.020231422,
0.03071632,
0.021708168,
0.026108872,
0.016303279,
0.05295612,
0.008794024,
-0.009414257,
-0.027659455,
-0.044893082,
0.057002403,
-0.018562699,
-0.038956564,
-0.037716098,
-0.009613617,
0.035796326,
-0.045867737,
0.010839317,
0.017248396,
0.015402462,
0.009554548,
0.053605888,
-0.00504678,
0.017499443,
0.023524567,
0.055289377,
0.024558289,
0.02612364,
-0.045070294,
-0.0019474591,
0.00012656176,
0.04613355,
-0.0139331,
0.0031380856,
0.02390852,
-0.030568646,
-0.013187343,
-0.040994473,
-0.029505389,
0.00965792,
0.0010761787,
0.01373374,
-0.049500532,
-0.0197884,
0.0000064463434,
0.002307416,
0.049825415,
-0.021058401,
0.0023221835,
-0.029121434,
-0.007996581,
0.021398053,
-0.023938056,
0.009680071,
0.02554771,
0.013652518,
0.023923289,
0.03496935,
0.01961119,
-0.019153398,
0.044184245,
-0.007524022,
-0.005903293,
-0.00023304901,
0.0123899,
-0.007819371,
0.011562923,
0.0756094,
-0.006039892,
-0.0395768,
-0.027969573,
-0.026138408,
-0.054019377,
0.009945885,
-0.034201443,
0.012168389,
0.018474095,
0.0041865753,
-0.035353303,
-0.048732623,
-0.0042345696,
0.021368517,
0.012293912,
-0.008432221,
-0.051272627,
0.00674873,
-0.013224262,
0.037361678,
0.0014066007,
0.02065968,
0.01571258,
-0.023878986,
0.019566886,
-0.04090587,
-0.006206026,
0.009591467,
0.028028643,
0.06657172,
0.04554285,
-0.0059623625,
0.04318006,
0.0069259396,
0.047374018,
0.022741891,
0.019596422,
-0.01288461,
0.041289825,
0.021058401,
-0.028353527,
-0.020807354,
0.021383286,
-0.0020748284,
-0.017647117,
0.033108648,
0.0030254838,
0.05608682,
0.0078119873,
0.0030568645,
-0.026743874,
0.0086611165,
-0.0557324,
0.021338983,
0.012190539,
-0.026020268,
-0.042559825,
0.08866384,
-0.056116354,
0.003843232,
-0.01064734,
-0.00280028,
0.022535147,
0.025296662,
-0.015638743,
0.01448688,
0.011895191,
0.004607448,
0.0021265144,
-0.0019031566,
0.007080998,
-0.03334493,
-0.034733072,
0.01571258,
-0.009266582,
-0.0014822839,
-0.0036715602,
0.033551674,
0.043652616,
0.06982056,
-0.03130702,
-0.029121434,
0.029593993,
0.02618271,
-0.02030526,
0.031897716,
0.0464289,
0.024971778,
0.030804925,
0.044361454,
0.024809336,
0.00021793543,
0.038897496,
0.0253705,
0.029948413,
0.00031934635,
0.004009366,
0.023376891,
0.015963627,
0.034821674,
-0.00791536,
-0.023746079,
-0.023982357,
0.012146237,
-0.036239352,
0.0155501375,
-0.0495596,
0.030332366,
0.021619564,
-0.009569315,
-0.017100722,
0.003843232,
0.0043231742,
0.028235387,
0.011097748,
-0.034467258,
0.04235308,
0.030480042,
-0.016938278,
-0.027526548,
0.041496567,
0.019330608,
0.027570851,
0.02729027,
0.003402054,
-0.08618291,
0.0021025173,
-0.05697287,
-0.06633544,
-0.0033706732,
-0.05655938,
-0.026773408,
-0.007021928,
-0.057977054,
0.0032839144,
0.00027089062,
-0.019212468,
-0.003210077,
-0.0011933955,
0.018754676,
0.017706187,
0.013519611,
-0.061137293,
-0.01652479,
-0.025916895,
0.0051095416,
0.0111789685,
-0.03629842,
-0.0031953095,
-0.014996357,
0.039074704,
0.011053445,
0.0018283963,
-0.045188434,
-0.008336232,
-0.0062171016,
-0.03910424,
-0.0034482023,
0.0048732623,
0.020866424,
-0.024587823,
0.035057954,
0.020393865,
-0.018104909,
0.017130256,
0.03071632,
0.005899601,
0.047905646,
0.009879432,
0.040994473,
-0.033226788,
0.031100275,
0.045277037,
-0.013157808,
-0.014760078,
-0.04852588,
-0.047433086,
0.029800737,
-0.027703758,
-0.020940261,
-0.008912163,
0.0675759,
-0.009968037,
-0.06982056,
0.013268565,
-0.06361823,
-0.05422612,
-0.00019128478,
-0.010898387,
0.0501503,
0.022992939,
0.03600307,
-0.070942886,
-0.043120988,
0.013401472,
0.048260067,
-0.0009764984,
-0.0032746848,
0.018223047,
0.045749597,
0.04013796,
0.0023000322,
0.03544191,
-0.023376891,
-0.0025584628,
-0.0021228227,
0.033197254,
0.010078792,
-0.015786417,
0.009244431,
0.028722713,
0.005404891,
-0.03683005,
0.0042751804,
0.042677965,
0.009406873,
-0.009805595,
0.007298818,
-0.014568101,
0.006722887,
-0.041348893,
-0.025798757,
-0.009650536,
0.005559949,
0.039015636,
-0.047551226,
0.020792587,
0.0056190193,
-0.021634331,
0.010551351,
-0.005881142,
-0.052631233,
0.03316772,
0.009488095,
0.028885156,
-0.02333259,
-0.021279912,
-0.000057627713,
-0.008742337,
-0.007907975,
0.051036347,
0.005175995,
-0.03556005,
-0.029623529,
-0.043032385,
0.00014986667,
-0.0035275775,
0.026670037,
0.007656929,
0.008402686,
-0.044774946,
-0.044361454,
0.0057186997,
0.032429345,
0.04031517,
0.034230977,
0.067753114,
-0.027511781,
-0.01003449,
0.0016087304,
-0.0075830915,
-0.00073283527,
-0.0133645525,
0.01896142,
0.03978354,
-0.008070418,
-0.0040979707,
0.00047071284,
-0.004271488,
0.027201666,
-0.048555415,
-0.030361902,
-0.01832642,
0.0044339304,
0.019817933,
0.040049355,
-0.023288287,
0.00746126,
-0.021914914,
-0.011060829,
0.026079338,
-0.017543744,
0.0041201217,
-0.016066998,
-0.011097748,
0.016303279,
0.030391436,
-0.0037103249,
-0.015328625,
-0.057150077,
-0.052572165,
0.054019377,
0.037745632,
0.0055894842,
-0.017972002,
-0.039754007,
0.003760165,
-0.010662108,
-0.0016881055,
0.01486345,
0.023081543,
-0.039931215,
0.0015865791,
0.032488417,
0.024469685,
-0.025400035,
-0.022328403,
-0.0297269,
0.010219083,
-0.046222154,
-0.025739687,
0.004740355,
0.032340743,
-0.006117421,
0.05493496,
0.0049471,
-0.025990732,
-0.008830942,
0.029520156,
-0.048112392,
-0.06426799,
0.010115711,
0.019345375,
0.014974207,
0.044774946,
0.017381303,
-0.018104909,
0.029165737,
0.04193959,
-0.042500757,
0.0057113157,
0.012559726,
0.014243217,
-0.011119898,
-0.009510245,
0.037479818,
-0.056057286,
0.041791916,
-0.03677098,
0.0022021977,
-0.0083288485,
-0.06651265,
-0.035973538,
0.003813697,
-0.026404222,
0.012109319,
0.01559444,
0.008971233,
-0.00696655,
0.0031251642,
-0.019227235,
-0.03257702,
-0.043416336,
-0.009266582,
0.02885562,
0.04858495,
0.064208925,
-0.040935405,
0.02123561,
0.022092123,
0.012050249,
-0.0028907307,
-0.02467643,
0.011053445,
0.004308407,
-0.03426051,
-0.016318046,
0.036150746,
0.023642706,
0.011215887,
0.021147005,
-0.0290919,
0.013637751,
-0.0133497855,
-0.019936074,
0.03002225,
-0.03083446,
-0.04740355,
-0.020320028,
0.014745311,
0.013010134,
0.0073652714,
0.05650031,
-0.010492282,
-0.040226568,
-0.039133772,
0.049854953,
-0.03065725,
-0.010920538,
-0.042973313,
-0.02479457,
0.044479594,
0.02234317,
-0.020349562,
-0.019005723,
0.0155058345,
-0.035294235,
-0.0017222553,
-0.022254566,
-0.03532377,
-0.04716727,
0.01757328,
-0.02978597,
0.02303724,
-0.017263163,
-0.019817933,
-0.032015856,
-0.0077233827,
0.021693401,
0.036209818,
-0.0594538,
-0.039251912,
-0.009613617,
-0.021929681,
0.014612404,
-0.0016484179,
-0.01995084,
0.061019152,
-0.016421417,
-0.00039849072,
-0.038779356,
-0.053310536,
-0.0071732947,
-0.007346812,
0.0076200105,
-0.005593176,
0.017145023,
-0.030509576,
0.015343393,
0.004367477,
0.046399366,
-0.026596198,
-0.026330385,
-0.017780025,
-0.049027972,
0.03556005,
-0.004448698,
0.015402462,
0.013903566,
0.0247798,
0.045808665,
-0.033492602,
0.03502842,
0.02333259,
-0.025237592,
-0.012441587,
-0.060960084,
0.046251692,
-0.004607448,
-0.002798434,
-0.03677098,
0.0004266412,
-0.0057186997,
0.00018136289,
-0.009879432,
-0.063500084,
-0.02216596,
0.039310984,
0.050504718,
-0.009118908,
0.06143264,
0.03461493,
-0.034880746,
-0.034821674,
0.018828513,
0.010248618,
0.0098942,
0.010920538,
0.03077539,
-0.023022473,
0.02833876,
-0.009886816,
-0.03166144,
-0.012921529,
0.05567333,
-0.0073209694,
-0.022490844,
-0.0062097176,
0.02157526,
-0.051567975,
-0.04979588,
0.0023203373,
-0.0006516143,
-0.044834014,
-0.031927254,
-0.022239797,
0.031602368,
-0.039931215,
0.021663867,
0.028560271,
-0.0026562973,
-0.015180951,
0.0021597412,
0.0012201616,
-0.051124953,
-0.02123561,
0.0415261,
-0.009495478,
-0.012005947,
-0.018223047,
-0.006309398,
-0.05026844,
0.0033872866,
0.06267311,
-0.035530515,
0.042234942,
0.021944448,
-0.0012293912,
0.09610664,
-0.0033134492,
0.0005044011,
-0.0036420252,
-0.028397828,
-0.045808665,
0.031484228,
0.012847692,
0.02588736,
0.0072692833,
-0.029623529,
0.003542345,
0.038779356,
0.049618673,
-0.002994103,
-0.060546592,
0.014774846,
-0.04258936,
-0.035707723,
-0.026610967,
-0.0020139127,
0.031897716,
0.025872594,
0.0042050346,
0.008794024,
0.006087886,
-0.001507204,
-0.0122791445,
0.0041644243,
-0.034171905,
0.017942466,
-0.04684239,
-0.008107336,
0.024853637,
-0.0070108525,
0.01913863,
0.02903283,
0.0008246704,
-0.01355653,
-0.0008865092,
0.016908744,
-0.015461532,
0.0045889886,
0.0086906515,
0.0055784085,
-0.0057223914,
0.009768676,
-0.05892217,
0.040699124,
0.019744096,
-0.021708168,
-0.04991402,
0.011703214,
-0.021058401,
0.004559454,
0.008417454,
0.05020937,
-0.005028321,
-0.018488862,
-0.0056596296,
0.007047771,
-0.066453576,
0.0023701775,
-0.04140796,
-0.01832642,
0.0050541637,
0.06010357,
0.0395768,
0.06267311,
-0.034171905,
0.023760846,
0.013578681,
0.009096757,
0.0427075,
0.024454916,
0.0077750687,
-0.015491067,
0.003542345,
0.022889566,
0.0051686116,
0.020526772,
-0.044597734,
0.031218415,
0.026020268,
-0.00077759917,
-0.028870387,
-0.0012533884,
0.0051095416,
-0.0011703214,
0.058626823,
-0.034880746,
0.025400035,
0.0027116751,
-0.023362124,
0.02309631,
-0.020054214,
-0.029564459,
0.020379098,
-0.02129468,
-0.023303054,
-0.05741589,
-0.026094105,
0.00006270403,
0.00022543453,
0.04601541,
0.018858049,
0.0054491935,
0.0014582869,
-0.012796005,
-0.007863673,
-0.03275423,
-0.04805332,
0.0073135854,
-0.020083748,
-0.03629842,
0.044361454,
0.05771124,
0.015151416,
0.012515424,
-0.0315433,
-0.016052231,
0.007080998,
0.030007482,
-0.049825415,
0.0041644243,
-0.036387026,
0.010964841,
-0.017248396,
-0.028132014,
0.002331413,
0.016672464,
0.0065936716,
-0.003677098,
-0.03461493,
0.041850988,
0.019242004,
-0.010854084,
0.016908744,
0.0047145123,
-0.0012192386,
0.007542481,
-0.011858271,
0.01575688,
0.041053545,
0.034526326,
0.038602144,
-0.021043634,
0.052985653,
-0.008255011,
-0.03195679,
0.0032728387,
0.07531405,
0.0077676848,
0.045985878,
0.010145246,
-0.0072877426,
0.015107114,
0.0043785525,
0.04793518,
0.028988527,
0.0078119873,
-0.0065087588,
-0.001949305,
-0.042028196,
0.026315616,
0.012729552,
-0.053546816,
-0.027600385,
0.022033053,
0.06438614,
0.018754676,
0.0051427684,
0.0037195545,
0.054639608,
0.026345152,
0.010521817,
0.0222841,
-0.002525236,
0.016938278,
-0.024056196,
0.05404891,
0.0007997503,
0.00647184,
-0.0009580391,
0.006091578,
-0.052749373,
0.046694715,
-0.018178746,
-0.026921082,
0.010699026,
-0.015114497,
-0.03874982,
-0.05177472,
-0.021885378,
0.00003014062,
0.0025104685,
-0.029342948,
-0.04090587,
-0.031336553,
0.030110855,
-0.0029276493,
0.01256711,
0.00065945945,
0.02565108,
0.037154935,
0.06852102,
-0.0042345696,
0.030420972,
0.05458054,
0.020393865,
-0.017676651,
0.026655268,
0.009170594,
-0.011444783,
-0.0033023737,
-0.019862236,
-0.04817146,
0.016273743,
0.0037029411,
0.0104848975,
-0.014494264,
0.00046309837,
-0.026404222,
-0.011850888,
0.00702562,
0.10118665,
0.03694819,
-0.0065752123,
0.007841522,
0.007106841,
-0.05729775,
-0.009635769,
-0.050297976,
0.039635867,
-0.0012460046,
-0.08133918,
-0.0018357801,
-0.071474515,
-0.029771203,
0.0018902351,
-0.0040721274,
0.0062724794,
0.027216433,
0.016879208,
0.010086176,
0.0037066329,
-0.03783424,
-0.024248172,
0.051686116,
0.06166892,
-0.0021892763,
0.079685226,
0.06462241,
-0.0328133,
-0.02234317,
0.008853094,
0.0071954457,
0.015697813,
-0.025385266,
-0.0395768,
0.010285537,
-0.060664732,
-0.038484007,
0.028781783,
0.015919324,
-0.0036161821,
0.0039133774,
-0.027659455,
0.025355732,
-0.06016264,
0.008225476,
-0.03520563,
0.005925444,
-0.022269333,
0.0015164338,
0.004094279,
-0.04997309,
0.26085246,
0.043268662,
0.029313412,
0.051065885,
0.037597958,
0.025311429,
-0.011658911,
-0.009288734,
0.031454694,
-0.049087044,
-0.021914914,
-0.048673555,
0.029741667,
0.024100497,
-0.021368517,
0.025843058,
-0.041348893,
0.045129362,
-0.016052231,
-0.015742114,
-0.07442801,
0.008498674,
-0.045690525,
0.058626823,
0.036918655,
-0.017145023,
0.00023212604,
-0.03485121,
0.007804604,
-0.031602368,
-0.016864441,
-0.0071253004,
0.035471443,
0.005486112,
-0.035973538,
-0.0070699225,
-0.013947868,
-0.03118888,
0.008469139,
0.004696053,
-0.008003964,
-0.031868182,
0.052690305,
-0.02216596,
-0.011297109,
0.036800515,
-0.008306697,
-0.008734954,
0.021309447,
-0.04382983,
0.010086176,
-0.025459103,
0.028176317,
-0.05248356,
-0.03485121,
0.025975965,
-0.06976149,
-0.06225962,
-0.009525013,
0.021279912,
0.029712133,
0.033522137,
-0.0034500482,
0.034083303,
0.014029088,
0.010204316,
0.026847245,
0.051627047,
0.014819148,
-0.0067302706,
0.026256546,
0.013593448,
-0.022682821,
-0.027260734,
0.053635422,
0.040580984,
-0.017676651,
0.004810501,
-0.0067118113,
-0.05428519,
0.010595654,
-0.045690525,
0.008926931,
-0.056588914,
0.02501608,
0.018001536,
-0.009473327,
0.025990732,
-0.028427364,
0.017720954,
0.008579895,
0.05434426,
0.05620496,
-0.001236775,
-0.0074538765
] | from transformers import DistilBertForQuestionAnswering
model = DistilBertForQuestionAnswering.from_pretrained("distilbert/distilbert-base-uncased")
``
</pt>
<tf>
For example, [TFDistilBertForSequenceClassification`] is a base DistilBERT model with a sequence classification head. The sequence classification head is a linear layer on top of the pooled outputs. |
[
0.0030172116,
-0.019865278,
-0.017191386,
-0.013514783,
-0.014750005,
0.013391261,
0.0076147807,
-0.0037310973,
-0.040747795,
0.079344854,
-0.021449268,
-0.0011334979,
0.026448285,
-0.014750005,
0.0048246323,
0.01399434,
-0.023556411,
-0.036126614,
-0.042520706,
-0.0118508665,
-0.019850746,
0.02397784,
-0.08643648,
-0.039207403,
-0.019908873,
-0.017118724,
0.0093004955,
-0.021449268,
0.06417342,
0.054931052,
-0.0073059755,
0.03609755,
-0.011058871,
-0.031040404,
-0.012577468,
-0.023948776,
-0.017220449,
-0.04801381,
-0.0118508665,
-0.00876281,
0.001787439,
0.017830795,
0.035138436,
-0.0510946,
-0.0746946,
0.012315891,
-0.02038843,
-0.006328697,
-0.04528179,
-0.03136011,
0.012265028,
-0.0027974148,
0.003949078,
0.0192404,
-0.0388877,
-0.036882278,
-0.028453704,
-0.010397663,
-0.041881293,
0.0044032033,
0.028293852,
0.049844846,
-0.0110879345,
-0.03237735,
0.0022470143,
0.009416752,
-0.04063154,
0.009046186,
-0.04580494,
0.0019145942,
-0.06707983,
0.0105938455,
-0.022248529,
-0.041154694,
-0.03022661,
0.03028474,
0.0057292506,
-0.015810844,
0.0046684127,
0.034121193,
-0.008028944,
0.048827603,
0.005322354,
0.012323157,
-0.0055149035,
-0.044351738,
0.048536964,
-0.021376608,
0.010310471,
-0.054901987,
-0.023367496,
0.013565645,
-0.018121434,
0.008370446,
0.017859858,
0.037143856,
0.005325987,
0.068009876,
-0.0117346095,
-0.0002379619,
0.02791602,
0.05632613,
-0.009017121,
0.03711479,
-0.0024213986,
0.015650991,
0.004090765,
0.040108386,
-0.0068954458,
-0.0046066516,
0.012512073,
-0.021565525,
0.0010944431,
-0.030197548,
-0.029485477,
0.011763674,
-0.0061688446,
0.00012692815,
-0.057982776,
-0.010557516,
-0.005874571,
-0.0093004955,
0.010819092,
-0.03824829,
0.016275868,
-0.05263499,
0.021565525,
0.020998776,
-0.020708134,
-0.022931535,
0.02957267,
-0.0069862707,
0.05080396,
0.051850263,
0.009838181,
-0.025489172,
0.009351358,
0.005939965,
-0.008152465,
-0.00821786,
-0.006702896,
-0.013006162,
0.036795087,
0.07248574,
0.0053732162,
-0.042113807,
-0.0048645954,
-0.062778346,
-0.04298573,
0.037521686,
-0.042055678,
0.02425395,
0.017569218,
0.021347543,
-0.028628089,
-0.015011582,
0.015026113,
0.014779069,
-0.0023832521,
-0.012533871,
-0.030052226,
0.005943598,
-0.0124975415,
0.050135486,
0.024791634,
0.03272612,
-0.018237691,
0.006539411,
0.010542984,
-0.04577588,
-0.0008083439,
0.017191386,
0.024137693,
0.063592136,
0.056936473,
0.0010299572,
0.028221192,
0.014299512,
0.023643604,
0.014779069,
0.02425395,
-0.0063432287,
0.013224143,
0.018412076,
-0.029485477,
-0.026782522,
0.007912687,
-0.0133331325,
0.011821802,
0.023745328,
0.004708376,
0.027683508,
0.0026738925,
-0.012301358,
-0.045252725,
0.02303326,
-0.035777844,
0.03874238,
-0.0023015095,
0.0018501084,
-0.021362076,
0.08661087,
-0.053158145,
0.015723651,
-0.041881293,
0.015738182,
0.015810844,
0.027174886,
0.0056238933,
0.023367496,
0.023716263,
0.0050862087,
-0.022495573,
-0.0033387328,
0.0011189659,
-0.022931535,
-0.020155918,
0.011705546,
-0.024893358,
0.00077155966,
-0.006466751,
0.020548282,
0.044903956,
0.041794103,
-0.007651111,
-0.0044685975,
0.013878084,
0.03359804,
0.00026702596,
0.020417495,
0.025431043,
0.037172917,
0.01630493,
0.03859706,
0.02512587,
-0.017976115,
0.03874238,
0.015403946,
0.03150543,
0.018455671,
-0.004712009,
0.017888922,
0.016479315,
0.025721684,
-0.0075203227,
-0.022045081,
-0.013020694,
-0.011182393,
-0.03481873,
0.020373898,
-0.055396076,
0.026433753,
0.02195789,
-0.021260353,
-0.05597736,
-0.006070753,
-0.0026811585,
0.007745569,
0.0036584372,
-0.028046807,
0.06609165,
0.057837456,
0.0061361473,
-0.016464785,
0.029122178,
0.017816262,
0.020475622,
0.021129563,
-0.024849761,
-0.078182295,
0.021274883,
-0.043828588,
-0.060278837,
0.0075784507,
-0.042607896,
-0.014590153,
-0.0162904,
-0.056820218,
0.007062564,
-0.0166537,
-0.0211005,
-0.021783505,
-0.034586217,
0.059813812,
0.03551627,
0.03566159,
-0.039585236,
-0.007694707,
-0.030662572,
0.025372915,
-0.008036209,
-0.045136467,
-0.0006180652,
-0.01867365,
0.011763674,
-0.0051407036,
0.0019454748,
-0.05339066,
-0.019458381,
-0.013681901,
-0.011008008,
-0.011022541,
0.00951121,
0.039294593,
-0.03795765,
0.010383132,
0.015956163,
-0.0142486505,
0.042317256,
0.050426126,
0.008748279,
0.035865035,
0.0063977237,
0.03795765,
-0.03580691,
0.031854197,
0.07254387,
-0.013732763,
-0.031214789,
-0.03897489,
-0.04048622,
0.03359804,
-0.02656454,
-0.020054193,
-0.014655547,
0.06481283,
-0.016973404,
-0.07492712,
0.007658377,
-0.053303465,
-0.035632525,
-0.017903455,
-0.02705863,
0.06423155,
-0.003166165,
0.016057888,
-0.041096564,
-0.033481784,
0.014364907,
0.026666265,
0.02038843,
0.0010662873,
0.0060271574,
0.05094928,
0.012548403,
0.0032043115,
0.008014412,
-0.032900505,
-0.00023080943,
-0.0062378715,
0.05571578,
0.023367496,
-0.0049263565,
0.021027839,
0.024428334,
0.028904198,
-0.035429075,
0.040864054,
0.03295863,
0.004748339,
0.017990647,
0.013093354,
0.012417615,
-0.007701973,
-0.04865322,
-0.010884486,
-0.014423034,
0.0036965837,
0.059639428,
-0.03760888,
0.023730796,
0.015607394,
-0.000056538658,
0.019560104,
-0.02561996,
-0.07109066,
0.034993116,
0.047054697,
0.034353707,
-0.013892615,
-0.021768972,
-0.0020853456,
0.006939042,
0.0050244476,
0.062255193,
0.009903574,
-0.038015775,
-0.023062322,
-0.012889906,
-0.008530298,
-0.013681901,
0.018383011,
0.0013414875,
0.033045825,
-0.031098533,
-0.057110857,
0.025009613,
0.04263696,
0.06440593,
0.016450252,
0.06120889,
0.007629313,
-0.00032265636,
0.022335721,
-0.012483009,
-0.010579314,
-0.033975873,
0.020039663,
0.025460107,
0.014408503,
0.0030172116,
-0.027262079,
-0.007854559,
0.0048609623,
-0.010572048,
0.00002836867,
-0.007149756,
0.0038073903,
0.011138797,
0.03819016,
-0.043392625,
-0.046095584,
-0.00041643332,
-0.016886212,
0.04493302,
-0.0139798075,
-0.007563919,
-0.016014291,
-0.0073132413,
0.030168483,
0.01306429,
-0.033859618,
-0.034411833,
-0.023847053,
-0.047694106,
0.03731824,
0.06591726,
-0.0042142873,
-0.010499388,
-0.04874041,
-0.022132274,
0.012374019,
-0.02505321,
-0.017409366,
0.027727103,
-0.036213804,
-0.012533871,
0.03481873,
0.022655426,
-0.012083379,
-0.030313803,
-0.01880444,
0.016246803,
-0.049932037,
-0.013689167,
-0.012163305,
0.006543044,
0.011465767,
0.039934002,
0.0024032337,
-0.029311094,
0.00032628936,
0.059988197,
-0.039672427,
-0.055367015,
0.019138677,
0.033743363,
-0.00014895326,
0.042055678,
0.013216876,
-0.0017383934,
0.017641878,
0.019196805,
-0.011298649,
0.0010626543,
-0.012134241,
-0.0131442165,
-0.047112823,
-0.032406416,
0.033830553,
-0.03322021,
0.028381044,
-0.01608695,
0.0024976917,
0.007087995,
-0.057110857,
-0.008130668,
-0.014008871,
-0.012642861,
0.014532025,
0.011531161,
-0.013805423,
-0.0113567775,
-0.008777343,
-0.017046064,
0.008421308,
-0.0333074,
0.0027065896,
0.048071936,
0.0492345,
0.024820698,
-0.027668975,
-0.042113807,
0.039875876,
0.013899881,
-0.010978945,
-0.026433753,
0.0028137632,
-0.008435841,
-0.040515285,
-0.0077746334,
0.014800867,
0.013216876,
-0.004061701,
0.027233014,
-0.02784336,
0.02532932,
-0.012730054,
-0.033394594,
0.026520945,
-0.0325808,
-0.029601734,
-0.011233255,
0.015985226,
0.037085727,
0.00903892,
0.06051135,
-0.006423155,
-0.045107406,
-0.015156901,
0.042695086,
-0.020853456,
-0.007999879,
-0.036824152,
-0.0113931075,
0.042201,
0.029049518,
-0.0076365788,
-0.051152725,
0.0139798075,
-0.02771257,
-0.010855422,
-0.031737942,
0.0016557425,
-0.028395576,
0.0046684127,
-0.041765038,
0.050484255,
-0.02698597,
0.017482026,
-0.035196565,
-0.032697055,
0.026869714,
0.06597539,
-0.030982276,
-0.0044685975,
-0.019066017,
-0.023018727,
0.008457638,
0.014909857,
0.0010390398,
0.056093615,
-0.017859858,
-0.0011353145,
-0.062138937,
-0.06760298,
-0.019719956,
0.0044250013,
0.000808798,
-0.040864054,
-0.007058931,
-0.017976115,
0.029223902,
0.007109793,
0.04830445,
-0.04112563,
-0.014241384,
-0.031069469,
-0.04751972,
0.04013745,
-0.02261183,
0.0013641939,
-0.00093095785,
0.012911703,
0.059406918,
-0.0492345,
0.009889043,
0.025532767,
-0.039672427,
0.005351418,
-0.062313322,
0.049263563,
-0.029848779,
0.005914534,
-0.024864294,
-0.0027283877,
-0.03789952,
0.019996066,
-0.027247546,
-0.044613317,
-0.041794103,
0.040747795,
0.046851248,
-0.02195789,
0.04606652,
0.036766022,
-0.023236707,
-0.062197067,
0.012417615,
0.02181257,
-0.0022688124,
-0.0038873167,
0.039149273,
-0.018092372,
0.023091387,
-0.0052206297,
-0.03667883,
-0.018484736,
0.05548327,
0.012577468,
-0.03603942,
-0.0011144247,
0.015752714,
-0.031214789,
-0.05083302,
0.0017320357,
-0.0043923045,
-0.052954696,
-0.024893358,
-0.012221432,
0.0060017263,
-0.030517252,
0.019923406,
0.059465043,
-0.0004881852,
-0.030604444,
0.010739166,
0.010426728,
-0.0037637944,
-0.030517252,
0.038858633,
-0.027102226,
0.008937195,
-0.03595223,
-0.014023404,
-0.063592136,
0.0049554203,
0.055802975,
-0.0068482165,
0.037725136,
0.026535477,
-0.027392866,
0.08312318,
-0.007622047,
-0.006532145,
0.0022851608,
-0.052286223,
-0.05815716,
-0.013398526,
0.020504687,
-0.0002727025,
-0.015680054,
-0.023600008,
0.009046186,
0.03243548,
0.0643478,
-0.017743602,
-0.07568278,
0.014532025,
-0.020766264,
-0.037783265,
-0.005718352,
-0.016333995,
0.0016339445,
0.049554203,
-0.007680175,
-0.011800004,
0.014263182,
0.0061034504,
0.02410863,
0.009176973,
-0.029790651,
0.022510106,
-0.01794705,
-0.007992613,
0.0064376867,
-0.021652717,
0.006601172,
0.018528331,
-0.009700126,
-0.006070753,
-0.016333995,
0.019908873,
-0.0046066516,
-0.0038982155,
-0.021187691,
0.005213364,
0.012126975,
-0.0138272215,
-0.04272415,
0.030313803,
0.04098031,
-0.048101,
-0.035080306,
0.00045798585,
-0.009750988,
-0.013006162,
0.036824152,
0.061964553,
-0.0028537263,
0.008137934,
-0.01636306,
0.0024341142,
-0.05074583,
-0.02038843,
-0.046095584,
-0.018397544,
-0.007701973,
0.062429577,
0.022117741,
0.036184743,
-0.0025758015,
0.020548282,
0.019618234,
0.007687441,
0.03638819,
0.027465526,
0.039178338,
-0.00662297,
0.020010598,
-0.0052024648,
-0.0066919974,
0.009031653,
-0.050571445,
0.033685233,
0.028976858,
-0.009533009,
-0.028410109,
0.016639167,
0.025925132,
-0.0037855925,
0.045630556,
-0.035981294,
0.009249634,
0.0045521567,
-0.006459485,
0.028366512,
-0.029441882,
-0.048972923,
0.027581783,
-0.011785472,
0.007905422,
-0.031214789,
-0.019196805,
-0.0072769113,
-0.024442865,
0.024878826,
0.024820698,
0.02038843,
0.0047846693,
-0.005485839,
-0.009424018,
-0.031767007,
-0.039265532,
0.013195078,
-0.029267497,
-0.032202967,
0.042811345,
0.0410675,
0.0307207,
-0.0022833443,
-0.03336553,
-0.014938922,
-0.007731037,
0.041619718,
-0.017351238,
-0.029703459,
-0.027218482,
0.025823407,
-0.039875876,
-0.017089661,
-0.0068700146,
-0.0062959995,
0.0043959375,
0.00072478474,
0.004137994,
0.054001004,
0.0337143,
-0.012759117,
0.009533009,
0.015767246,
0.014822665,
-0.0032370086,
-0.011080668,
0.0019418418,
0.026753457,
0.019531041,
0.060976375,
-0.004192489,
0.041154694,
-0.0001274958,
-0.030924149,
-0.020286707,
0.027945083,
0.02534385,
0.022655426,
0.0038001244,
0.0051625017,
0.002094428,
0.010005299,
0.043014795,
0.03868425,
-0.0029627166,
-0.0030462756,
-0.026550008,
-0.054059133,
-0.0072841775,
0.017234981,
-0.049176373,
-0.018281287,
0.027974147,
0.042549767,
0.01636306,
0.030604444,
0.01800518,
0.06568475,
0.036213804,
0.021333013,
0.025808876,
-0.021492865,
0.031127596,
-0.01794705,
0.042113807,
-0.024748039,
0.0014432117,
-0.010666506,
-0.00011398557,
-0.042055678,
0.06266209,
-0.02785789,
-0.022582766,
-0.011313181,
-0.010063427,
-0.046415288,
-0.05577391,
-0.025634492,
-0.021652717,
0.03231922,
-0.031069469,
-0.039062083,
-0.042811345,
0.017234981,
-0.016246803,
0.050716765,
0.011465767,
0.024849761,
0.031999517,
0.0829488,
0.00603079,
0.008428575,
0.038073905,
0.013798158,
-0.027509123,
-0.006386825,
0.018557396,
-0.01987981,
0.017990647,
-0.024137693,
-0.036213804,
0.015781779,
0.015374882,
-0.013420325,
-0.020330302,
0.029485477,
-0.0068918127,
-0.0046502477,
-0.0005526711,
0.09637639,
0.031621687,
-0.0044613318,
0.011182393,
0.01902242,
-0.039672427,
-0.03467341,
-0.05118179,
0.05103647,
-0.01324594,
-0.08137934,
0.0015821742,
-0.05318721,
-0.01672636,
-0.012831777,
-0.00079063297,
-0.0039054817,
0.010811826,
0.0067537585,
0.035138436,
-0.0075203227,
-0.029848779,
-0.022248529,
0.049757652,
0.052373417,
0.010092491,
0.109571464,
0.069172435,
-0.026753457,
-0.00009814793,
0.0061288816,
0.013311335,
-0.013754562,
-0.029311094,
-0.029020453,
-0.03246454,
-0.024748039,
-0.05033893,
-0.01195259,
0.037434496,
0.022204934,
-0.001956374,
-0.030982276,
0.006484916,
-0.060104452,
-0.0046102847,
-0.012250497,
-0.0010953513,
-0.007015335,
-0.004029004,
0.05786652,
-0.047345337,
0.25204343,
0.0429276,
0.036271933,
0.04531085,
0.019647297,
0.0414744,
-0.015026113,
-0.004621184,
0.029223902,
-0.041677848,
-0.0056529576,
-0.029659862,
0.023338431,
0.0057437825,
-0.05138524,
0.04600839,
-0.051908392,
0.039033018,
-0.034324642,
-0.0049772183,
-0.035690654,
0.03150543,
-0.031621687,
0.06649855,
0.039934002,
-0.0062451377,
0.017104194,
-0.039062083,
-0.00932956,
-0.059465043,
0.00832685,
-0.025300255,
0.019749021,
-0.0036638868,
-0.013304069,
0.0030408262,
0.0025903333,
-0.053710364,
0.012519339,
0.013376729,
-0.021056904,
-0.063475884,
0.02935469,
0.0003169798,
-0.0069099776,
0.0039018486,
-0.008755545,
0.020853456,
0.02181257,
-0.05635519,
0.029906906,
-0.04531085,
0.031854197,
-0.047287207,
-0.042404447,
0.008799141,
-0.06975372,
-0.05504731,
0.0002776979,
0.0075348546,
-0.01062291,
0.020490155,
-0.031069469,
0.031011341,
-0.0020290338,
0.023730796,
0.020650007,
0.048101,
-0.008748279,
-0.021478333,
-0.006503081,
-0.008428575,
-0.036795087,
-0.036795087,
0.035981294,
0.052169967,
-0.012853576,
0.031214789,
-0.016406655,
-0.043683264,
0.037434496,
-0.020693604,
-0.006386825,
-0.06591726,
0.03615568,
0.042259127,
-0.009976235,
0.019036952,
-0.011908994,
0.029688926,
0.028947793,
0.054960117,
0.040747795,
0.008537564,
-0.024035968
] | from transformers import TFDistilBertForQuestionAnswering
tf_model = TFDistilBertForQuestionAnswering.from_pretrained("distilbert/distilbert-base-uncased")
Tokenizer
The last base class you need before using a model for textual data is a tokenizer to convert raw text to tensors. There are two types of tokenizers you can use with 🤗 Transformers: |
[
0.0020017396,
0.007427144,
-0.040476553,
0.009187294,
-0.014122617,
-0.010119138,
0.024614492,
-0.023247788,
-0.03191739,
0.050361004,
0.0004931009,
-0.018457418,
0.018843962,
-0.058920167,
0.00822784,
-0.009187294,
-0.040725045,
-0.050857987,
-0.048842445,
0.02341345,
0.0017929374,
-0.0054115993,
-0.05958281,
0.0088007515,
-0.015503127,
0.03277331,
-0.017491061,
0.013301214,
0.07073733,
0.059969354,
0.0028973455,
0.036583517,
-0.010850809,
-0.0088490695,
-0.035672378,
-0.076590694,
-0.018153707,
-0.013604926,
-0.039620638,
-0.019768903,
0.022046745,
-0.0130320145,
0.01372227,
-0.012679985,
-0.043679338,
-0.024462637,
-0.014025982,
-0.010712758,
-0.03716333,
-0.015047559,
-0.013632536,
0.001304582,
0.031420406,
0.007937932,
-0.032193493,
-0.00048490413,
-0.009767109,
-0.018843962,
-0.030619713,
0.022502312,
-0.0013623908,
0.023482475,
-0.04690973,
-0.07278049,
-0.019962175,
0.033629224,
0.009318442,
-0.004317545,
-0.044673305,
-0.052100446,
-0.038819943,
-0.009732596,
-0.027844887,
-0.04403827,
-0.02901832,
0.0011786104,
0.031420406,
0.015406491,
-0.026409157,
0.047434323,
0.011161423,
0.021025168,
-0.029570524,
-0.01377749,
-0.023482475,
-0.03042644,
0.00722697,
-0.06731367,
0.0009965557,
-0.033463564,
-0.019409971,
0.04290625,
-0.00093270704,
0.002555669,
0.029377254,
0.034650803,
-0.02428317,
0.059030607,
-0.021743033,
0.003713572,
0.029404864,
0.060245458,
-0.01710452,
0.020666234,
-0.026271105,
0.0034581777,
0.039234094,
-0.005484076,
-0.03683201,
0.0119966315,
-0.028259039,
0.0005431444,
-0.009097561,
-0.0018498834,
-0.0099258665,
0.008890484,
-0.0056531886,
0.022046745,
-0.02425556,
0.016331434,
-0.011761946,
0.0151441945,
0.00008202171,
-0.029460084,
0.0109474445,
-0.10270994,
0.0007623004,
0.04724105,
-0.0582023,
-0.0070509547,
0.057484437,
0.036362633,
-0.0032390216,
0.04124964,
0.009180391,
0.032248713,
-0.007268385,
0.010857712,
0.009525519,
-0.023399645,
-0.01321148,
-0.009035438,
0.025801731,
0.06609882,
-0.023648137,
-0.018581664,
0.0020604113,
-0.032745697,
-0.036362633,
0.00554965,
-0.077529445,
0.017780969,
-0.00097325956,
0.008724824,
-0.022626558,
-0.007862004,
-0.0052045225,
0.032580037,
-0.011824069,
0.007102724,
-0.009449591,
-0.019630853,
0.008966412,
0.021494541,
-0.028245235,
0.027941523,
-0.024241755,
-0.02907354,
0.029460084,
-0.051272143,
0.034761243,
0.0018930243,
0.03583804,
0.02541519,
0.052100446,
0.039151262,
0.06587794,
0.0035686183,
0.021453125,
0.017629113,
-0.0014081202,
-0.01916148,
-0.000066437045,
0.019423775,
-0.019630853,
0.022626558,
0.014302083,
-0.021522151,
-0.008918094,
-0.019658463,
0.0024262464,
0.02693375,
-0.025304748,
0.022971686,
-0.030730153,
0.008876679,
-0.018319368,
-0.022267627,
-0.004880103,
-0.04958792,
-0.017532477,
0.05676657,
0.017449647,
0.008918094,
-0.029846625,
-0.020873312,
0.018609274,
0.034070987,
-0.028742218,
0.014799067,
0.060521558,
0.007012991,
-0.047682814,
0.0068473294,
0.014164032,
0.007413339,
-0.00059620774,
0.031254746,
-0.008207132,
0.039786298,
-0.003651449,
0.04111159,
0.05345335,
-0.020997558,
0.013929346,
-0.023882823,
-0.010360728,
0.03271809,
0.029901847,
0.0028973455,
0.016814612,
0.008241645,
0.0023727515,
0.034347087,
0.010512584,
0.0035479106,
0.0276102,
0.028548947,
-0.021977719,
0.015710203,
-0.018070877,
0.023951849,
0.032441985,
0.0052252305,
-0.0034219392,
-0.004055248,
-0.000754535,
-0.020252082,
-0.026174469,
0.028162405,
-0.056269586,
0.04851112,
-0.0077101486,
0.009967282,
-0.023620525,
-0.04122203,
-0.012196806,
0.011499648,
-0.0006691159,
0.02217099,
0.012279636,
0.0088145565,
0.029984677,
-0.011409915,
0.038930383,
0.077860765,
0.011299474,
0.055027127,
-0.03719094,
-0.050222956,
0.005794691,
-0.050747547,
-0.049090937,
-0.015254635,
-0.025774121,
-0.023068322,
-0.027817277,
-0.037991636,
0.0069543193,
-0.0050078,
0.006025926,
0.014191642,
-0.035175394,
0.02433839,
0.03183456,
0.010139846,
-0.02642296,
0.03180695,
-0.009449591,
0.03981391,
0.0036479977,
-0.010560902,
0.0021553212,
0.013459972,
-0.0130458195,
0.012196806,
0.003968966,
-0.034706023,
-0.0028214173,
0.015875865,
0.011182131,
-0.023399645,
-0.019768903,
0.012403882,
-0.043182354,
0.060355898,
0.0064400793,
-0.027624005,
0.07427144,
0.04862156,
-0.021908693,
0.03862667,
-0.0055082347,
0.026657648,
-0.015793035,
0.052045226,
0.03172412,
-0.0109543465,
-0.034181427,
-0.0511617,
-0.004597098,
0.010726563,
-0.04312713,
-0.087689996,
-0.026740478,
0.061405085,
-0.056214366,
-0.039675858,
-0.0065815817,
-0.017587697,
-0.047323883,
0.0034530007,
0.0013114845,
0.032856137,
0.011603187,
0.02547041,
-0.049974464,
0.031392798,
-0.0088145565,
-0.001323564,
0.015737815,
-0.0099120615,
0.041691404,
0.020569598,
0.027458344,
0.030205559,
0.0044141808,
-0.019492801,
-0.0035203006,
-0.02284744,
0.022543728,
0.048014138,
0.0046005496,
0.023579111,
-0.026781894,
0.041774232,
-0.029211592,
0.029322032,
0.034954514,
0.025843147,
0.02890788,
0.027665421,
-0.008786947,
-0.013094137,
-0.0038861358,
-0.022888856,
-0.04028328,
0.03456797,
0.042989083,
-0.038930383,
0.039289314,
0.013956957,
-0.0010129492,
0.028742218,
-0.011817166,
-0.043348014,
0.03622458,
0.039786298,
0.07051645,
-0.042464487,
0.02019686,
0.02019686,
0.03335312,
0.015627373,
0.029349642,
0.035009734,
-0.010698953,
-0.030757762,
-0.01142372,
-0.022667974,
-0.007454754,
0.025981199,
-0.01916148,
0.008918094,
-0.035561938,
-0.07355357,
0.027706835,
0.031420406,
0.030095117,
0.008490137,
0.04260254,
-0.034015767,
0.0020258983,
0.015834449,
0.012196806,
-0.038819943,
-0.062785596,
0.022971686,
-0.004193299,
-0.008020763,
-0.029322032,
-0.02022447,
-0.0058637164,
0.020238277,
-0.025346164,
0.028272845,
-0.025746511,
-0.025180502,
0.01800185,
0.033491172,
-0.031006254,
-0.023855213,
-0.044866577,
0.03454036,
0.036638737,
-0.0630617,
0.02904593,
-0.016497094,
0.005021605,
0.016138162,
-0.0027869046,
-0.012258929,
-0.010685148,
0.010415948,
-0.03694245,
0.055689774,
0.043486066,
-0.0016669658,
0.003242473,
-0.08487376,
-0.0012131232,
-0.0042864834,
-0.0037446334,
-0.016414264,
0.018264147,
-0.0013459972,
-0.022543728,
0.0016246877,
0.03859906,
-0.030039897,
0.038157295,
-0.05787098,
0.04928421,
-0.0384334,
0.007896517,
-0.05803664,
0.0039379047,
0.025884563,
0.018319368,
0.029183982,
-0.030978644,
-0.015820645,
0.057208333,
-0.0064435303,
-0.05936193,
0.00052977074,
-0.014730042,
-0.018236537,
0.0045625856,
0.0029853529,
0.010236481,
0.0151165845,
0.036252193,
0.006288223,
0.003026768,
-0.022654168,
0.004583293,
-0.0013097589,
-0.009932769,
0.032276325,
-0.037881196,
0.022267627,
0.0009111366,
-0.03594848,
-0.003713572,
-0.052348938,
0.0029508402,
-0.016248602,
-0.008600578,
0.023261594,
0.02225382,
-0.011651505,
0.0023261593,
-0.032690477,
-0.024379807,
-0.023123542,
-0.02901832,
0.001471106,
0.051741514,
0.040835485,
0.02330301,
-0.042243607,
-0.0140397865,
0.028686998,
-0.0072959955,
-0.038819943,
-0.030923424,
0.008897387,
-0.001371019,
-0.006888745,
-0.010761076,
0.003589326,
-0.0018447065,
0.00931154,
0.025856953,
0.026754284,
0.0004780016,
-0.014012177,
-0.05930671,
0.0027661968,
-0.0060569877,
-0.06499441,
-0.043458454,
0.032441985,
0.009566935,
0.028880268,
0.056877013,
-0.000038206694,
-0.033518784,
-0.019340945,
0.038019244,
-0.029791405,
0.02535997,
-0.04956031,
-0.027955327,
0.027693031,
0.011437525,
0.012928477,
-0.041857064,
-0.026188275,
-0.043624114,
0.01718735,
-0.015834449,
-0.005383989,
-0.01066444,
-0.01071966,
-0.008469429,
0.0468269,
-0.0019465191,
0.009000925,
-0.003088891,
0.003151014,
0.024007069,
0.06648536,
-0.069964245,
0.005242487,
0.000119716104,
-0.010512584,
0.011616992,
-0.0013106217,
-0.026119249,
0.06538095,
-0.054557756,
0.014440134,
-0.049063325,
-0.0039758687,
-0.044949405,
0.019285725,
-0.0033235778,
-0.035341054,
-0.04274059,
-0.027817277,
0.08708257,
0.017518671,
0.05392272,
-0.04428676,
-0.0046385136,
-0.045197897,
-0.04116681,
0.018402198,
-0.015447907,
0.021038972,
-0.0072131646,
0.028521337,
0.046744067,
-0.032690477,
0.014647211,
0.03589326,
-0.020390132,
0.023799993,
-0.05372945,
0.04536356,
0.006188136,
-0.016372848,
0.017656723,
-0.008524649,
-0.025925977,
0.024545468,
-0.013687757,
-0.09105844,
0.000378346,
0.025042452,
0.07703246,
-0.041829452,
0.016151967,
-0.013528998,
-0.051437803,
-0.03854384,
0.028024353,
0.041028757,
0.0109198345,
0.043458454,
-0.01854025,
0.03200022,
0.020445352,
-0.039620638,
0.0066368016,
-0.0070751137,
0.03854384,
-0.019603241,
-0.023675747,
0.067810655,
0.0065470687,
-0.0050526666,
-0.07421622,
0.027872497,
-0.010119138,
-0.006654058,
-0.019023428,
0.009387468,
-0.009125171,
-0.02341345,
-0.03569999,
0.010353825,
0.001032794,
-0.017118324,
0.008786947,
0.007475462,
-0.008538455,
0.021052778,
0.03282853,
-0.033159852,
0.008572967,
-0.031613678,
0.013356434,
-0.017145934,
-0.023233984,
0.052072838,
-0.016731782,
0.040504165,
-0.00036950214,
0.007972445,
0.053342905,
-0.012272734,
-0.046219476,
-0.013604926,
-0.012838743,
-0.061349865,
0.0070475037,
-0.0005375361,
-0.027596395,
0.018857766,
-0.032331545,
0.019120064,
0.011734335,
0.013915541,
0.0008835264,
-0.07653548,
0.033767276,
-0.019575631,
-0.012279636,
0.024103705,
-0.018843962,
-0.022350457,
0.019423775,
-0.0026781894,
-0.038129687,
0.004645416,
0.008234742,
0.0006294263,
-0.016428068,
-0.049725972,
0.02634013,
-0.01063683,
-0.01794663,
-0.017698139,
-0.01174814,
0.015475517,
0.005135497,
-0.029211592,
-0.01935475,
0.026188275,
0.017353011,
-0.01310104,
0.00452117,
-0.035120174,
-0.010505681,
-0.018885376,
0.011175228,
0.04724105,
0.046302304,
0.06764499,
-0.047903698,
-0.007378826,
0.025070062,
-0.010374533,
-0.023068322,
0.006398664,
0.048179798,
-0.021549761,
0.0011302925,
-0.030647323,
0.03730138,
-0.04856634,
-0.016179577,
-0.0041242735,
-0.01588967,
-0.0075306823,
0.03713572,
0.019023428,
0.048538733,
0.03710811,
0.020900922,
0.002609164,
0.039537806,
0.0165109,
0.0008572104,
0.028714608,
0.003242473,
-0.02473874,
-0.051741514,
0.032497205,
0.00760661,
0.008938802,
0.062675156,
0.0015668789,
-0.030868204,
-0.04809697,
0.022433288,
0.0006013847,
-0.0046143546,
-0.0025108026,
-0.027541174,
0.0013537626,
-0.010602317,
-0.049367037,
0.00208457,
-0.012169195,
-0.053315297,
0.00050820026,
-0.0074961693,
-0.00928393,
-0.08029046,
-0.046136644,
0.0057532755,
-0.005560004,
0.021066582,
0.00465577,
0.01811229,
0.028272845,
-0.0098775495,
-0.021577371,
-0.011209741,
-0.01215539,
0.032524817,
-0.04696495,
-0.014191642,
0.027168436,
0.05925149,
-0.009822329,
0.000780851,
-0.030978644,
0.0038447203,
0.038819943,
0.06173641,
-0.03456797,
-0.0074685593,
-0.048069358,
0.03467841,
-0.04555683,
0.004997446,
0.007924127,
0.051382583,
0.0035617158,
0.024034679,
0.005049215,
0.039040823,
0.022032939,
-0.014909508,
0.018664496,
0.00449356,
0.0025953588,
-0.025263334,
0.0020931982,
-0.02016925,
0.036970057,
0.028438507,
0.06372434,
-0.019782709,
0.06284081,
0.03473363,
-0.047489543,
-0.01060922,
0.0059776083,
0.002798984,
-0.01277662,
0.00051208294,
-0.008179522,
-0.007882712,
0.013218383,
0.018333172,
0.04254732,
-0.014895703,
0.012900866,
0.019989785,
-0.050333396,
-0.00660574,
0.020127837,
-0.06758977,
0.010008697,
0.0062675155,
0.04550161,
0.025318554,
-0.005822301,
-0.027982937,
0.039648246,
0.050222956,
0.025484215,
0.022667974,
-0.010333117,
0.025594655,
-0.00048619838,
0.001037971,
-0.02907354,
0.013170065,
-0.03851623,
0.0063054794,
-0.059030607,
0.0552204,
-0.014233058,
-0.02904593,
0.02636774,
0.0006941377,
-0.022101965,
-0.07405055,
0.018857766,
-0.025028646,
-0.014177837,
0.016262408,
-0.005021605,
-0.031144306,
0.010181261,
-0.018912988,
-0.007910322,
0.023523891,
0.05781576,
0.0036859617,
0.061294645,
-0.0088835815,
0.016262408,
0.025608461,
-0.0141019095,
0.0018205476,
-0.07493408,
-0.024007069,
-0.010022502,
0.007896517,
-0.03304941,
-0.059858914,
0.03879233,
0.041139197,
-0.008662701,
-0.03597609,
0.026547207,
-0.0028214173,
-0.010816296,
0.012459103,
0.07885473,
-0.0045246216,
0.024241755,
-0.021729227,
0.030619713,
-0.07151042,
-0.01645568,
-0.029322032,
0.011175228,
-0.032248713,
-0.068473294,
-0.0051009846,
-0.026146859,
-0.039454974,
-0.007475462,
-0.0009931044,
-0.0007950875,
0.027113216,
0.03746704,
0.03868189,
0.03857145,
0.0070889187,
-0.003689413,
0.06598838,
0.03205544,
-0.006937063,
0.07327747,
0.023137348,
-0.021397905,
0.01207256,
0.00045211703,
-0.00014290436,
-0.016552314,
-0.020431548,
-0.023206374,
0.006153623,
-0.037964024,
-0.07139998,
0.019423775,
0.021674007,
0.029653355,
-0.041498132,
-0.008780044,
0.00928393,
-0.056821793,
0.006409018,
-0.043458454,
-0.00032010576,
-0.0120173395,
-0.016980274,
0.034816463,
-0.023261594,
0.22209644,
0.045970984,
0.043320403,
0.028631777,
0.011154521,
0.019258115,
0.01727018,
-0.03716333,
0.016428068,
-0.029487694,
0.03611414,
-0.050637107,
-0.009456494,
-0.02279222,
-0.009421981,
0.06261993,
-0.024559272,
0.03462319,
-0.029957067,
-0.021991525,
-0.019575631,
0.024296977,
0.021632591,
0.05958281,
0.035258226,
0.007682538,
0.02549802,
-0.014799067,
-0.0039758687,
-0.011761946,
0.012818036,
-0.024807764,
0.046219476,
0.014716237,
-0.015033754,
0.05118931,
-0.00022034234,
-0.039206482,
0.00895951,
0.013812003,
-0.01172053,
-0.054695807,
0.017877605,
0.0027920816,
0.001004321,
0.030592103,
-0.015323661,
0.016359044,
0.058754507,
-0.07642503,
-0.0049284208,
-0.035341054,
0.03183456,
-0.05947237,
-0.034098595,
0.0024486796,
-0.034291867,
-0.0066816686,
-0.041139197,
0.013342629,
0.021259854,
0.023289204,
0.019727487,
0.025263334,
0.038157295,
0.039565418,
0.017546281,
0.01859547,
-0.06355868,
-0.036611125,
0.054474924,
-0.019713683,
0.028410897,
-0.01526844,
0.012355564,
0.036196973,
-0.0032925163,
0.06565706,
-0.0036687052,
-0.054281652,
0.01145133,
-0.023454865,
-0.0538675,
-0.037328992,
0.007937932,
0.06598838,
-0.029542914,
0.0042450684,
0.00038417004,
0.043486066,
-0.0037894999,
0.01602772,
0.029266812,
-0.01060922,
-0.0098706465
] | [PreTrainedTokenizer]: a Python implementation of a tokenizer.
[PreTrainedTokenizerFast]: a tokenizer from our Rust-based 🤗 Tokenizer library. This tokenizer type is significantly faster - especially during batch tokenization - due to its Rust implementation. The fast tokenizer also offers additional methods like offset mapping which maps tokens to their original words or characters.
Both tokenizers support common methods such as encoding and decoding, adding new tokens, and managing special tokens. |
[
0.017098373,
-0.005222501,
-0.033245236,
0.007475132,
0.0140492115,
0.008239225,
0.032639727,
-0.011194677,
-0.008469894,
0.07796627,
0.012362441,
0.01820847,
0.03318757,
-0.06164641,
0.015757607,
0.008938441,
-0.006325389,
-0.040136486,
-0.056427516,
0.010192706,
-0.005063915,
-0.019650154,
-0.059570387,
-0.006365035,
-0.028343508,
-0.00552165,
-0.009363738,
-0.017675046,
0.077677935,
0.039963484,
-0.015498104,
0.019606903,
0.008938441,
-0.012694028,
-0.0126003185,
-0.054005485,
-0.008462685,
-0.031659383,
-0.046306893,
-0.02463838,
-0.0035970018,
-0.028689513,
0.048988424,
-0.034513917,
-0.07698593,
-0.008801482,
-0.0330434,
-0.024018457,
-0.053832483,
-0.04019415,
-0.01323466,
-0.007770677,
0.007010189,
0.0413475,
-0.03837763,
-0.033302903,
-0.0061848247,
0.008325726,
-0.018640975,
0.010106205,
-0.003550147,
0.068508826,
-0.015080015,
-0.03713778,
-0.022374937,
0.018294971,
-0.019765489,
-0.005060311,
-0.030909706,
-0.04345236,
-0.026209816,
0.0151521,
0.011007258,
-0.034946423,
-0.027464082,
-0.019304149,
0.012794946,
0.004238551,
-0.020024993,
0.062684424,
0.006498391,
0.030534869,
0.009270028,
0.0026833345,
-0.004764766,
-0.03258206,
0.025301555,
-0.06476045,
-0.0030437554,
-0.025344806,
-0.0303042,
0.04065549,
-0.049161427,
0.008758231,
0.038348798,
0.054149654,
-0.030592537,
0.048209917,
-0.016651452,
0.0021372966,
0.027204579,
0.06516412,
0.012852614,
0.0151521,
-0.021365758,
0.0049990397,
0.010336875,
-0.0030347449,
-0.027564999,
0.016983038,
-0.036215104,
-0.018540056,
0.0026472923,
-0.022187518,
-0.021135088,
0.023427365,
0.027954254,
0.036474608,
-0.094343804,
-0.014762845,
0.04267385,
-0.0014975494,
-0.006739873,
-0.015137683,
0.011446971,
-0.041232165,
0.019736655,
0.042645015,
-0.012333607,
0.008448268,
0.03367774,
0.028848099,
0.028458843,
0.023052529,
0.025618726,
0.009680908,
0.028170507,
0.006635351,
0.024537463,
0.00037596418,
-0.0023733724,
0.0076337173,
0.024422128,
0.059022546,
-0.007813928,
-0.046624064,
0.017559713,
-0.0495651,
-0.053457644,
0.036589943,
-0.039213806,
0.038031626,
-0.012773321,
0.014380799,
-0.045182377,
-0.009680908,
0.025907062,
0.0073309634,
0.0070966897,
-0.0006433515,
-0.027983088,
0.02455188,
-0.021207172,
0.046710566,
0.0008906904,
0.02204335,
0.002366164,
0.014532176,
0.04581672,
-0.034052577,
-0.02436446,
0.0032780292,
-0.0027734397,
0.04573022,
0.0360421,
0.031053875,
0.062915094,
0.010271999,
0.020976502,
-0.0027806482,
0.00067083363,
0.019318566,
-0.008109473,
0.0035933976,
0.0002750463,
-0.007089481,
0.030361867,
-0.019462734,
0.0053234184,
0.015036765,
-0.021481093,
0.0413475,
-0.02815609,
-0.0018417514,
-0.052304298,
0.007749052,
-0.0057991743,
0.007085877,
0.029222935,
-0.027954254,
-0.017862465,
0.07652459,
-0.008217599,
0.028401176,
-0.020515164,
-0.022101017,
0.002537364,
0.035840265,
0.0024724882,
0.0032149556,
0.040367153,
0.023513867,
-0.053717148,
0.016896537,
0.005438753,
-0.010596378,
-0.008102264,
0.036070935,
-0.021798262,
0.008678938,
0.020717,
0.043913696,
0.061992414,
0.011641599,
-0.015844109,
0.0069417087,
0.020313328,
-0.0015705345,
0.027190162,
0.014892597,
0.03258206,
0.020053826,
0.029641025,
0.023888705,
0.01711279,
0.02701716,
0.010805422,
0.039040804,
0.0059577595,
-0.0011794778,
-0.017141623,
0.04933443,
0.007424673,
0.040770825,
-0.022173101,
0.0004534547,
-0.023153447,
-0.02478255,
-0.035609595,
0.017285792,
-0.05562017,
0.062915094,
-0.013349994,
-0.005777549,
-0.050257105,
-0.020183576,
-0.0072228373,
0.010819839,
-0.004130425,
-0.049853437,
0.027175745,
0.04919026,
0.0046458268,
-0.014164546,
0.029785194,
0.013025615,
-0.014669135,
0.049997605,
-0.013277911,
-0.06147341,
0.021582011,
-0.028631845,
-0.073179886,
0.0073453803,
-0.024205875,
-0.023600368,
-0.015022348,
-0.051496956,
-0.0045809513,
0.019880824,
-0.00081725465,
-0.009601616,
-0.005060311,
0.056052677,
0.018381473,
0.06545246,
-0.014164546,
0.04431737,
-0.00990437,
0.04120333,
0.00552165,
-0.0063578268,
-0.019477151,
-0.0071255234,
-0.009270028,
0.027867753,
0.015382769,
-0.041549336,
-0.013407662,
0.022562355,
-0.034802254,
-0.01086309,
-0.0015128672,
0.041693505,
-0.017631797,
-0.001732724,
-0.015570188,
-0.033706572,
0.06816282,
0.05325581,
-0.017473212,
0.013739249,
0.0027644292,
0.063837774,
-0.016074777,
0.05068961,
0.039271474,
0.0045881597,
-0.07260321,
-0.04345236,
0.00040141892,
0.018006634,
-0.0061992416,
-0.038002793,
0.013076074,
0.06718248,
-0.03924264,
-0.045153543,
-0.008541978,
-0.025431307,
-0.028458843,
-0.009579991,
-0.025301555,
0.004112404,
0.013890626,
0.0057379026,
-0.04509588,
-0.032524392,
-0.03641694,
0.027579416,
-0.017055122,
0.0037663996,
0.017588546,
0.036820613,
0.02459513,
-0.007936471,
0.014128504,
-0.051842958,
0.010012496,
0.0027644292,
0.02267769,
0.014395216,
0.007085877,
0.0031230482,
0.017357877,
0.042818017,
-0.017876882,
0.027478497,
0.024350043,
0.011072134,
0.042818017,
0.04549955,
0.004717911,
0.005208084,
-0.03186122,
-0.020659333,
0.0021571198,
0.011648808,
0.06032006,
-0.0139338765,
0.056283347,
0.01004133,
-0.019678988,
0.037397284,
-0.046537563,
-0.05818637,
0.05827287,
0.016507283,
0.06331877,
-0.027204579,
0.0053270226,
-0.02016916,
-0.01145418,
-0.0146403015,
0.047287237,
0.031111542,
-0.030275365,
-0.005402711,
-0.010098997,
0.018410306,
-0.0006798441,
0.012355233,
-0.010776589,
-0.010639628,
-0.010891923,
-0.055879675,
0.0035050944,
0.013580664,
0.033648904,
0.013450912,
0.06331877,
-0.017141623,
0.0017930946,
0.029871695,
0.016363114,
-0.034802254,
-0.03932914,
0.0052549383,
0.032870397,
0.006091115,
-0.02332645,
-0.023614785,
-0.00593253,
0.01884281,
-0.036849447,
-0.00008807789,
-0.032841563,
-0.009320487,
0.012124563,
0.042414345,
-0.070642516,
-0.025258305,
-0.047027733,
-0.0016930777,
0.021293674,
-0.06014706,
0.0052945847,
0.004234947,
-0.041953005,
-0.004317844,
0.024350043,
-0.004782787,
-0.016997455,
-0.0002187305,
-0.028329091,
0.04454804,
0.03226489,
0.0068912497,
0.0032023408,
-0.06424144,
-0.014164546,
0.00449445,
-0.011281177,
0.021956848,
0.03728195,
0.024537463,
-0.015180933,
0.019823156,
-0.023340866,
-0.010805422,
0.042818017,
-0.012463359,
-0.0076841763,
-0.027983088,
-0.026065648,
-0.037253115,
-0.004101591,
0.011749725,
0.033447072,
0.028920183,
-0.01127397,
0.012016437,
0.037080113,
-0.042126007,
-0.072026536,
-0.0054783993,
0.021942431,
-0.033447072,
0.017213708,
0.011064925,
0.0113820955,
0.036474608,
0.04261618,
0.011000049,
0.022994861,
-0.005096353,
-0.019924074,
-0.01875631,
-0.012333607,
0.011115384,
-0.048930757,
0.045701385,
-0.001577743,
-0.026137732,
-0.008823106,
-0.022259602,
-0.010978424,
-0.006379452,
0.0041412376,
0.024306793,
0.008195974,
-0.0074318815,
-0.0053774817,
-0.012838197,
-0.01437359,
-0.030246532,
-0.026065648,
-0.014301506,
0.043192856,
0.06014706,
0.026541404,
-0.02025566,
-0.00069200835,
0.023643618,
-0.023629202,
0.0055649006,
-0.009861119,
-0.0144673,
0.027665917,
0.0086501045,
-0.0016543325,
0.027810086,
0.016910953,
-0.030909706,
0.027954254,
-0.0068876455,
0.026930658,
-0.01875631,
-0.037772123,
0.01802105,
-0.039963484,
-0.06539479,
-0.045413047,
0.025301555,
0.009688117,
0.018900478,
0.054178488,
-0.04379836,
-0.041780006,
-0.010322458,
0.027579416,
-0.010466626,
0.007914846,
-0.036820613,
-0.0029626607,
-0.00017638103,
0.04477871,
0.015108849,
-0.058301702,
0.009695325,
-0.05097795,
0.014734011,
-0.04731607,
-0.04307752,
-0.019174399,
0.013184201,
-0.02373012,
0.005694652,
0.0045881597,
0.0053126058,
-0.0384353,
-0.018482389,
0.01593061,
0.030707872,
-0.07289155,
0.0067651025,
0.0026887408,
-0.0089456495,
-0.0008019368,
-0.016737953,
-0.024263542,
0.051958293,
-0.031659383,
0.010207123,
-0.04111683,
-0.0046566394,
-0.05472633,
0.0051359995,
0.012557068,
-0.05613918,
-0.028603012,
-0.014207796,
0.064356774,
-0.0023859872,
0.04449037,
-0.05654285,
0.007842761,
-0.032466725,
-0.006725456,
0.0072084204,
-0.021913597,
0.03485992,
-0.027319914,
-0.0015840504,
0.06914317,
-0.03243789,
-0.008794273,
0.039675146,
-0.03416791,
0.02130809,
-0.08113798,
0.06677881,
0.004544909,
-0.015498104,
0.0012056082,
0.028055172,
-0.035753764,
0.018640975,
0.00009979157,
-0.04345236,
-0.0070714606,
0.04056899,
0.052650303,
-0.031515215,
0.01884281,
0.02478255,
-0.037656788,
-0.048555918,
0.02929502,
0.021336924,
0.0031158398,
0.027564999,
0.02227402,
-0.0022237976,
0.022793025,
-0.025777312,
-0.0027139704,
-0.0062893466,
0.06700948,
-0.016824452,
-0.019549236,
0.007626509,
0.02172618,
-0.034831088,
-0.066202134,
0.011410929,
0.030736705,
-0.050112937,
-0.012722862,
-0.016406365,
0.034052577,
-0.031428713,
0.00743909,
0.03171705,
-0.037656788,
-0.013155367,
0.022475855,
-0.012766113,
-0.011446971,
0.009075401,
0.039675146,
-0.06014706,
-0.005074728,
-0.0016507283,
0.02463838,
-0.042731516,
-0.018655391,
0.037800957,
-0.005608151,
0.030563703,
0.010531502,
-0.011324428,
0.041232165,
0.00794368,
-0.024436545,
-0.017718296,
-0.04832525,
-0.037108947,
0.014114087,
0.0008537473,
-0.008001346,
0.0073345676,
-0.019015813,
0.031053875,
-0.01802105,
0.025878228,
0.0002836063,
-0.05928205,
0.039415643,
-0.0078932205,
-0.009623242,
0.021610845,
0.020428663,
0.011821809,
0.04002115,
-0.021365758,
-0.051900625,
0.0070786686,
0.023614785,
-0.0440867,
-0.03171705,
-0.044749875,
0.019549236,
-0.058301702,
-0.018813977,
0.0149214305,
-0.061069738,
0.030217698,
0.0137680825,
-0.042789184,
-0.030823205,
0.0054603782,
0.031053875,
-0.029929362,
0.026253067,
-0.022101017,
0.0026653134,
-0.0059433426,
-0.0248258,
-0.012160605,
0.04838292,
0.03439858,
-0.035667263,
-0.011627182,
0.013638332,
-0.011663225,
0.0006798441,
0.008996109,
0.044144366,
-0.031140376,
0.014488925,
-0.021928014,
0.017891299,
-0.043423526,
-0.00071949046,
-0.046249226,
-0.0049954355,
-0.018511223,
0.03745495,
0.008873565,
0.044605706,
-0.022980444,
-0.0007149852,
0.0019336587,
0.018294971,
0.013306744,
-0.002247225,
0.014070837,
0.016737953,
-0.004523284,
-0.0143447565,
0.0077130096,
0.027507331,
-0.011093759,
0.010783797,
0.024018457,
-0.030217698,
-0.032524392,
-0.0032798313,
0.024609547,
0.034283247,
0.051554624,
-0.029107602,
0.008996109,
0.011980395,
-0.035667263,
0.045326546,
-0.031140376,
-0.063607104,
-0.014993514,
-0.035782598,
-0.008239225,
-0.03485992,
-0.01774713,
0.027954254,
-0.0029428375,
-0.0027518144,
0.02400404,
0.015397185,
0.022403771,
-0.027464082,
-0.04549955,
-0.040770825,
-0.01898698,
-0.018727476,
-0.020097075,
-0.020097075,
0.0466529,
0.06101207,
-0.018972563,
-0.0037808164,
-0.027377581,
0.013840167,
0.009327696,
0.07750493,
-0.045701385,
-0.011742516,
-0.041405167,
0.022749774,
-0.032783896,
0.0010767578,
0.004097987,
-0.0071579614,
0.0040439237,
0.026800906,
-0.0073165465,
0.049392097,
0.019779906,
-0.006379452,
0.022158684,
0.039069638,
-0.00675429,
-0.016766787,
0.018309388,
0.012953531,
0.015483687,
0.0012317388,
0.079984635,
-0.0074318815,
0.04881542,
0.018323805,
-0.035205927,
-0.022158684,
0.018943729,
0.024277959,
-0.0029626607,
-0.0067939362,
0.021928014,
0.012160605,
0.003755587,
0.03350474,
0.01989524,
0.032380223,
0.017559713,
0.017732713,
-0.045787886,
-0.009507907,
0.024061708,
-0.070354186,
-0.0033825513,
0.005644193,
0.024061708,
0.003551949,
0.0074462984,
-0.012629152,
0.061185073,
0.022793025,
0.021394592,
0.01209573,
-0.0008983494,
0.028646262,
0.007269692,
0.001165962,
-0.025892645,
-0.010466626,
-0.042818017,
-0.002832909,
-0.077447265,
0.045701385,
-0.0065921005,
-0.058157537,
0.004732328,
-0.009940412,
-0.028055172,
-0.06971984,
-0.006963334,
-0.041289832,
-0.024768133,
-0.0056009428,
-0.025445724,
-0.05342881,
-0.0032401849,
-0.039876983,
0.012247106,
0.009053776,
0.041607004,
0.022403771,
0.0469989,
-0.009334904,
0.0064515364,
0.061934747,
0.009464656,
-0.043769527,
-0.031342212,
-0.0024724882,
-0.021351341,
-0.031082708,
-0.0139338765,
-0.051237453,
0.02651257,
0.01624778,
-0.03422558,
-0.03829113,
0.012787738,
-0.005006248,
-0.010005288,
-0.011194677,
0.0963045,
0.015829692,
0.009529532,
0.00545317,
0.010473834,
-0.053630646,
-0.029410355,
-0.005222501,
0.03318757,
-0.047892746,
-0.04252968,
0.024177043,
-0.044230867,
-0.022519106,
-0.01154789,
0.00038204627,
-0.02003941,
0.044576872,
0.004051132,
0.026930658,
0.01962132,
-0.0073489845,
-0.010985632,
0.053688314,
0.027680334,
0.02003941,
0.09809218,
0.047719743,
-0.027348747,
0.009464656,
0.035926767,
0.013263494,
-0.000007651907,
-0.037022445,
-0.02149551,
-0.006693018,
-0.04074199,
-0.072949216,
-0.01633428,
0.006992168,
0.033389404,
-0.027348747,
-0.030707872,
-0.00939978,
-0.04754674,
-0.017804798,
-0.031428713,
0.005871258,
-0.025488975,
-0.029929362,
0.047402572,
-0.045557216,
0.24727765,
0.033447072,
0.05216013,
0.054639827,
0.02569081,
0.038319964,
0.013249077,
-0.0030041093,
0.035523094,
-0.019289732,
-0.021783845,
-0.052909806,
0.00422053,
0.03079437,
-0.061069738,
0.02086117,
-0.02952569,
0.014488925,
-0.007626509,
0.0065236203,
-0.037945125,
0.0036780965,
-0.007907637,
0.074390896,
0.04676823,
-0.0023283197,
-0.010149456,
-0.036589943,
0.017631797,
-0.009832285,
0.02710366,
-0.0098683275,
0.044519205,
0.012607527,
-0.007886012,
0.015310685,
0.007388631,
-0.049766935,
0.0032942481,
0.05068961,
-0.020428663,
-0.025445724,
0.016233362,
0.0043322607,
-0.029641025,
0.008210391,
-0.022821859,
0.027363164,
0.0469124,
-0.058071036,
0.022101017,
-0.026353985,
0.018785143,
-0.050718445,
-0.038175795,
-0.0038492964,
-0.047114234,
-0.03774329,
-0.021091837,
0.0059109046,
0.013732041,
0.00889519,
0.0006622736,
0.026411653,
-0.039184973,
-0.005298189,
0.0030996208,
0.061704077,
-0.050084103,
-0.037887458,
0.029727526,
0.03093854,
-0.002935629,
-0.021019753,
0.028271426,
0.016089194,
-0.008008555,
0.072487876,
-0.016218945,
-0.03837763,
0.020226827,
-0.028084006,
-0.020298911,
-0.05302514,
0.052506134,
0.040914994,
-0.02130809,
0.0027229807,
0.008174349,
0.017357877,
-0.002777044,
0.019563653,
0.026368402,
-0.024133792,
-0.000008348815
] | Both tokenizers support common methods such as encoding and decoding, adding new tokens, and managing special tokens.
Not every model supports a fast tokenizer. Take a look at this table to check if a model has fast tokenizer support.
If you trained your own tokenizer, you can create one from your vocabulary file:
from transformers import DistilBertTokenizer
my_tokenizer = DistilBertTokenizer(vocab_file="my_vocab_file.txt", do_lower_case=False, padding_side="left") |
[
0.005515011,
-0.029118659,
-0.01807365,
-0.011000049,
-0.011015035,
0.011359723,
-0.035098247,
-0.012730983,
-0.03198107,
0.08308484,
0.028639091,
-0.024382941,
0.033269905,
-0.02974809,
-0.026780773,
0.026840718,
-0.032670446,
-0.03458871,
-0.041062854,
-0.021640424,
0.024233079,
0.029388415,
-0.07559162,
-0.013944885,
-0.035158195,
-0.008055213,
0.027649987,
-0.03096199,
0.06402209,
0.060095634,
-0.00626808,
-0.026945625,
0.004986739,
-0.036207244,
-0.013502785,
-0.05182312,
-0.013637663,
-0.008107666,
-0.029733103,
-0.047926642,
-0.020486467,
0.016335223,
0.024712645,
-0.054520678,
-0.06737905,
-0.00960631,
-0.0138549665,
-0.00082097604,
-0.021760315,
-0.035517868,
-0.0031377864,
0.000057369976,
0.00532768,
0.016604979,
-0.0052490016,
-0.03842524,
-0.018478284,
-0.002877397,
-0.04495933,
0.006792605,
0.048256345,
0.07055617,
-0.02540202,
-0.036237217,
0.027110474,
0.040942963,
-0.02860912,
-0.028788956,
-0.025506925,
-0.018807985,
-0.031741284,
0.0041924575,
-0.013832486,
-0.037346214,
-0.0499648,
0.0038365293,
0.029163618,
0.03054237,
0.021640424,
0.049455263,
0.0030965738,
0.057487994,
0.008984372,
-0.0086321905,
-0.011149913,
-0.05224274,
0.059885826,
-0.010850185,
-0.032640472,
-0.035098247,
-0.024038253,
0.031411584,
-0.025042346,
0.009059304,
0.00535016,
0.010460537,
-0.013180576,
0.03075218,
0.028669065,
0.0007305891,
0.008579738,
0.03186118,
-0.0024390435,
0.053651463,
-0.02223988,
-0.018013705,
0.0018601922,
0.047177322,
-0.022614542,
-0.015053881,
0.026136355,
-0.005069164,
-0.018208528,
-0.03740616,
-0.036387082,
0.021055952,
0.018268473,
0.038065564,
-0.037645943,
-0.00007212225,
-0.0057885135,
-0.020501453,
0.045858514,
-0.019722158,
0.024008282,
-0.014889031,
-0.009366526,
0.023243973,
-0.033839386,
0.010198275,
0.014799112,
0.01605048,
0.033929307,
0.034948383,
0.02456278,
-0.018358393,
0.032011043,
0.004784422,
-0.00535016,
-0.008002761,
0.010992556,
-0.0032913976,
-0.010977569,
0.07774966,
0.012820901,
-0.015900616,
-0.0054438254,
-0.004938033,
-0.04567868,
0.010153315,
-0.016829776,
0.013592703,
0.0083399555,
0.012813409,
-0.036207244,
-0.0485261,
0.0076355925,
0.02561183,
-0.0024465367,
0.006440424,
-0.04073315,
0.0155559275,
-0.023154054,
0.043130983,
0.009104264,
0.03126172,
0.013495292,
-0.0240982,
0.033509687,
-0.0385751,
0.002834311,
0.0021505544,
0.032880254,
0.0645616,
0.02860912,
-0.027020557,
0.036117326,
0.002607641,
0.035158195,
0.020276656,
0.017279368,
-0.030287601,
0.051283605,
0.016005522,
-0.026840718,
-0.025132265,
0.008909441,
0.029508306,
-0.0299579,
0.027545081,
0.010670347,
0.07691042,
0.00021484471,
-0.0015323638,
-0.022060044,
0.01697964,
-0.051373526,
0.0326105,
0.0126860235,
-0.01807365,
-0.03323993,
0.08704126,
-0.028743997,
0.006447917,
-0.021670396,
-0.0064703966,
0.03126172,
0.0047956617,
-0.020921074,
-0.0025814148,
-0.0015529701,
-0.00087389693,
-0.014709193,
-0.016425142,
0.025746709,
-0.039744046,
-0.01798373,
0.02388839,
-0.004679517,
-0.014357012,
0.032550555,
0.032580525,
0.028639091,
0.037436135,
0.009478925,
-0.00669894,
0.0045446386,
0.028639091,
-0.006841311,
0.037556026,
0.04406014,
0.015480995,
0.037975647,
0.046068326,
-0.016694898,
0.012985753,
0.024757603,
0.028474241,
0.024697658,
-0.019017795,
0.023708552,
0.015173773,
0.026391126,
0.032340743,
-0.0023603647,
-0.03749608,
-0.026600936,
0.023858417,
-0.031921122,
0.012139019,
-0.05931634,
0.041422527,
-0.0053651463,
0.004612078,
-0.02191018,
-0.00756066,
0.028893862,
0.019392457,
-0.0036791717,
-0.048076507,
0.029897952,
0.045588758,
0.0006083559,
-0.046877593,
0.016230317,
0.031531475,
0.03126172,
0.03905467,
-0.010250727,
-0.08716115,
-0.008549766,
-0.04966507,
-0.06336268,
-0.0025121025,
-0.059466206,
-0.028893862,
-0.030257627,
-0.071635194,
-0.0073396103,
-0.028459255,
-0.017324328,
-0.016889721,
-0.0049230466,
0.025836628,
0.0007774217,
0.007066108,
-0.08248538,
0.016545033,
-0.0046345573,
0.011307271,
-0.0048668473,
-0.023738526,
-0.014386985,
-0.032850284,
0.0214456,
-0.0021861473,
0.014147202,
-0.031951096,
-0.017249396,
0.009591323,
-0.026061423,
0.0024765097,
0.037346214,
0.015098841,
-0.019392457,
0.027290313,
0.034558736,
-0.031711314,
0.02493744,
0.05185309,
-0.016410155,
0.0407931,
0.033179983,
0.019722158,
-0.023094108,
0.031951096,
0.046487946,
-0.0062418533,
-0.012783435,
-0.039803993,
-0.06600029,
0.018088637,
-0.027694946,
-0.024322996,
0.000691718,
0.060515255,
-0.035937488,
-0.089978606,
0.012266403,
-0.06803845,
-0.04828632,
-0.0049904855,
-0.046817645,
0.049275424,
0.05341168,
0.02337885,
-0.050923932,
-0.022209909,
0.0011408429,
0.08961893,
0.0028511707,
-0.011434656,
0.023828443,
0.033090066,
0.037945673,
0.0054138526,
0.042741336,
-0.033629578,
-0.009433966,
0.000015791378,
0.044000197,
0.022734433,
-0.0093365535,
0.004379788,
0.06683953,
0.025851613,
-0.044000197,
0.0015717031,
0.057787724,
0.00401262,
-0.007122307,
0.012596105,
-0.01202662,
0.023034163,
-0.03863505,
-0.021535518,
-0.004507173,
0.027694946,
0.014057283,
-0.06420192,
0.0116219865,
-0.00075541035,
-0.025821641,
0.01491151,
-0.018822972,
-0.06492127,
0.039983828,
0.009171703,
0.03863505,
-0.033629578,
-0.017249396,
-0.016185358,
-0.030137736,
-0.02262953,
0.028833916,
-0.017788908,
-0.05110377,
-0.011891742,
-0.0299579,
0.01630525,
-0.00077227014,
-0.014499383,
0.003104067,
-0.011577027,
-0.048765883,
-0.032070987,
0.01065536,
0.0071635195,
0.053561546,
0.011659453,
0.050354447,
-0.019722158,
0.00011772553,
0.011914222,
-0.00016555336,
-0.011884249,
-0.016784815,
0.027230367,
0.028743997,
0.008991865,
-0.006399211,
0.015480995,
-0.00070764107,
0.048016563,
-0.028878875,
-0.028189499,
-0.051463444,
-0.0020512694,
0.01635021,
0.014461917,
-0.02721538,
0.023978308,
-0.038694996,
0.018343406,
0.028324377,
-0.033419766,
0.014656741,
-0.035787623,
-0.034199063,
0.016589992,
0.018837959,
-0.022899285,
-0.011659453,
-0.051073797,
-0.061324522,
0.041992012,
0.05838718,
-0.018448312,
0.013195563,
-0.045319002,
-0.017908799,
0.0119816605,
-0.01516628,
0.011142421,
0.018343406,
-0.011547054,
0.0053351736,
0.024487847,
0.012228937,
-0.0005741681,
0.0055187577,
-0.03252058,
-0.010363125,
-0.047297213,
-0.014948976,
0.0012972639,
0.03779581,
-0.04073315,
0.05305201,
0.02468267,
-0.02051644,
-0.023738526,
0.042231794,
-0.051763173,
-0.058027506,
-0.00082800095,
0.03156145,
0.0012747843,
0.03842524,
0.013742568,
-0.01958728,
0.034139115,
0.044150062,
-0.025087304,
0.009321568,
0.0046420507,
0.009299087,
0.004765689,
-0.0052789743,
0.026630908,
-0.06126458,
0.040373478,
-0.03282031,
0.0031059403,
-0.019137688,
-0.055809513,
-0.030872071,
0.022090016,
-0.023903375,
0.0005376386,
0.016904708,
0.01756411,
0.010213261,
0.0070136553,
-0.007867882,
-0.04175223,
-0.055959377,
-0.014993936,
0.044629626,
0.07079595,
0.054071084,
-0.03186118,
0.0039414344,
0.023064135,
0.002349125,
-0.018058663,
-0.018433325,
-0.010572935,
0.00025266205,
-0.017848853,
-0.03947429,
0.047596943,
0.0027331526,
0.033269905,
0.038485184,
-0.052362632,
0.017953759,
-0.023348877,
-0.016125413,
0.031621393,
-0.012641065,
-0.06827823,
-0.0051628295,
0.0018133596,
0.0010040917,
0.017713975,
0.032640472,
-0.027035542,
-0.03096199,
-0.033090066,
0.053501602,
-0.024293024,
0.009403992,
-0.05308198,
-0.033299875,
0.027395217,
0.043670494,
0.0108651705,
-0.03186118,
0.002845551,
-0.025222182,
-0.011899236,
-0.019227605,
-0.01404979,
-0.0385751,
0.011794331,
-0.011869263,
0.010348138,
-0.007021148,
-0.021985112,
-0.019842051,
-0.013600197,
0.009703722,
0.021895193,
-0.072174706,
-0.046158243,
-0.014439438,
0.0045858514,
-0.0032295785,
-0.006417944,
-0.037016515,
0.04208193,
-0.018118609,
-0.0042186836,
-0.034348927,
-0.046487946,
-0.0089768795,
-0.00646665,
0.036716785,
0.011314765,
0.017803894,
-0.026570963,
0.02274942,
0.004447227,
0.02793473,
-0.010115849,
-0.018733053,
-0.026870692,
-0.042021986,
0.021370668,
-0.0017075178,
0.034139115,
0.0066652205,
0.020231698,
0.050324474,
-0.03482849,
0.02186522,
0.01963224,
-0.0048855804,
-0.013412866,
-0.0570384,
0.03054237,
-0.002079369,
-0.015181267,
-0.047447078,
0.020051861,
-0.025821641,
0.002864284,
-0.022764407,
-0.04292117,
-0.019916981,
0.027545081,
0.052632388,
0.012805915,
0.0602455,
0.024637712,
-0.020741237,
-0.04091299,
0.027635,
0.0049043135,
0.0235437,
0.004016367,
0.012453734,
-0.04684762,
0.010108355,
-0.0029598225,
-0.029598225,
-0.015181267,
0.05775775,
0.016425142,
-0.025761696,
-0.0072534382,
0.009636283,
-0.034528762,
-0.05071412,
0.02800966,
-0.0033120038,
-0.044809464,
-0.014312053,
-0.015600887,
0.019407444,
-0.03353966,
-0.01030318,
0.0092166625,
-0.024832536,
-0.021880206,
0.011179886,
-0.009471431,
-0.020906087,
-0.007167266,
0.052962087,
-0.0114496425,
0.007987774,
-0.04489938,
-0.018478284,
-0.044180032,
0.022494651,
0.045738623,
-0.04250155,
0.01626029,
0.02312408,
0.00558245,
0.07121558,
0.018523242,
0.000047652204,
0.009254129,
-0.031711314,
-0.033179983,
0.030467438,
0.024742616,
-0.00558245,
-0.004705743,
-0.03884486,
0.0077779638,
0.03270042,
0.046188217,
-0.010325659,
-0.07325373,
0.02077121,
-0.05131358,
-0.007755484,
-0.03407917,
-0.004964259,
0.020336602,
0.03716638,
0.004593345,
0.006005817,
0.0066352477,
0.022479665,
-0.037556026,
-0.0133903865,
-0.044269953,
0.010670347,
-0.042141877,
-0.008145131,
0.026136355,
-0.011644466,
0.0032408182,
0.026181316,
0.021970125,
-0.008549766,
0.009209169,
0.0066240076,
-0.009081785,
0.007189746,
-0.027140448,
0.023993295,
-0.0078004436,
-0.006571555,
-0.071874976,
0.031231746,
0.015990535,
-0.027155435,
-0.020906087,
-0.003319497,
0.013173083,
-0.013532758,
-0.009269115,
0.04340074,
-0.01575075,
0.0009684989,
0.011127434,
-0.0049043135,
-0.05485038,
0.020801183,
-0.016575005,
-0.036806703,
-0.0009628789,
0.026840718,
0.0329402,
0.057008427,
-0.013435346,
0.032430664,
0.02616633,
0.01739926,
0.048436183,
0.026870692,
0.026555976,
-0.009666256,
-0.016485088,
0.023438796,
-0.016245304,
0.032550555,
-0.044929355,
0.02742519,
0.02170037,
-0.008002761,
-0.03252058,
0.00693123,
-0.0031677594,
0.03315001,
0.07061612,
-0.03003283,
0.031291693,
0.0048069013,
-0.003952674,
0.021685382,
-0.030152723,
-0.033389796,
-0.011607,
-0.0115695335,
-0.014379492,
-0.054670542,
-0.037346214,
-0.025791667,
0.005398866,
0.037885725,
0.021280749,
0.0076955385,
0.00535016,
0.019392457,
-0.010797732,
-0.032580525,
-0.024308011,
-0.012903327,
-0.015023909,
-0.036387082,
0.036087353,
0.087101206,
0.020576386,
-0.019872023,
-0.039144587,
0.004615824,
0.0056536356,
0.032880254,
-0.027545081,
0.022075031,
-0.042411633,
-0.0044097607,
-0.010895144,
-0.017953759,
-0.0073321173,
0.029313482,
0.0077404976,
-0.002939216,
-0.036207244,
0.0060282964,
-0.005822233,
-0.016889721,
-0.00030722207,
0.006339265,
0.01223643,
0.011427162,
0.016649937,
-0.0020643824,
0.04624816,
0.0549403,
0.043250874,
-0.041902095,
0.02696061,
0.0018508256,
-0.026735814,
0.0034131624,
0.05544984,
0.016649937,
0.026466059,
0.01451437,
0.030677248,
-0.0033944293,
-0.0053614,
0.038095538,
0.02514725,
0.012573625,
0.013382893,
-0.003619226,
-0.039444316,
0.01849327,
0.023948336,
-0.06564062,
-0.022090016,
0.012693517,
0.047027458,
-0.0064703966,
-0.010790239,
-0.0032801577,
0.05679862,
0.027410204,
0.000102856175,
0.0235437,
0.025431992,
0.002823071,
-0.019032782,
0.021925166,
0.0052677346,
0.009696228,
-0.0075906334,
-0.0023940841,
-0.034109145,
0.033629578,
-0.026301207,
-0.021850234,
0.007725511,
-0.01756411,
-0.047327187,
-0.06054523,
-0.02211999,
-0.012865861,
0.009801134,
-0.019602267,
-0.028279418,
-0.05982588,
0.01584067,
-0.000105607585,
0.01895785,
0.0026807,
0.037586,
0.023738526,
0.043550603,
-0.0027500123,
0.02414316,
0.049605124,
0.03530806,
-0.00026085778,
0.031621393,
0.007171013,
0.009643775,
0.0021880206,
-0.013173083,
-0.038784914,
0.010565442,
0.010355632,
0.0135627305,
-0.020291643,
0.01723441,
-0.021595463,
-0.016799802,
0.017758934,
0.10502499,
0.050923932,
0.009284101,
0.0036417055,
0.015915602,
-0.038065564,
0.006571555,
-0.038065564,
0.035368003,
-0.011554548,
-0.08164614,
0.0071934927,
-0.06006566,
-0.03479852,
0.0023416316,
-0.009711215,
0.005515011,
0.009636283,
0.024038253,
0.008145131,
0.019617254,
-0.023318905,
-0.009636283,
0.0467577,
0.05056426,
-0.004833128,
0.05443076,
0.06432181,
-0.035098247,
-0.019782104,
0.020246685,
0.02800966,
0.03303012,
-0.022809366,
-0.03800562,
0.00872211,
-0.07325373,
-0.022015084,
0.020666305,
0.01575075,
-0.0153311305,
-0.004945526,
-0.04229174,
0.023768498,
-0.061864037,
0.011734385,
-0.020876115,
0.02182026,
-0.02486251,
-0.007890362,
-0.022015084,
-0.07091585,
0.26879683,
0.051373526,
0.028803943,
0.032550555,
0.042201824,
0.044180032,
-0.001272911,
-0.02679576,
0.030902045,
-0.033509687,
-0.027050529,
-0.035697706,
0.009006852,
0.017803894,
-0.03037752,
0.013622676,
-0.049335368,
0.03803559,
-0.011299778,
-0.038065564,
-0.08470337,
0.03596746,
-0.037765834,
0.040883016,
0.011876755,
-0.014057283,
0.008160118,
-0.025791667,
0.00084954395,
-0.009681242,
0.01988701,
-0.018628148,
0.049095586,
0.013075671,
-0.019692186,
0.0008551639,
-0.0030085284,
-0.0470874,
-0.01672487,
-0.0022629527,
0.015173773,
-0.030137736,
0.029793048,
-0.017639043,
-0.03303012,
0.045019273,
-0.008092679,
-0.0038196696,
0.035577815,
-0.053261817,
0.02881893,
-0.04549884,
0.02556687,
-0.043970224,
-0.0240982,
0.00050579244,
-0.04624816,
-0.06923737,
-0.0063654915,
0.01895785,
0.03458871,
0.03344974,
-0.011067488,
0.023079121,
0.00039503328,
-0.003090954,
0.041482475,
0.040403448,
0.013487798,
0.006609021,
0.025042346,
0.02316904,
-0.026900664,
-0.015735764,
0.03965413,
0.02658595,
-0.019961942,
-0.0006964013,
-0.00043718264,
-0.049994774,
0.0077629774,
-0.035038304,
-0.015495982,
-0.032011043,
0.015436036,
0.03003283,
-0.006189401,
0.021985112,
-0.00736209,
0.026615921,
0.014889031,
0.037376188,
0.046188217,
-0.022209909,
-0.012341335
] | from transformers import DistilBertForSequenceClassification
model = DistilBertForSequenceClassification.from_pretrained("distilbert/distilbert-base-uncased")
Easily reuse this checkpoint for another task by switching to a different model head. For a question answering task, you would use the [DistilBertForQuestionAnswering] model head. The question answering head is similar to the sequence classification head except it is a linear layer on top of the hidden states output. |
[
-0.004762355,
-0.0064211935,
-0.025118519,
-0.017670078,
-0.018991342,
-0.005920275,
0.009531969,
-0.0030526984,
-0.030606842,
0.07503612,
0.03429476,
0.015898716,
0.015869677,
-0.061329838,
-0.00021370704,
0.024319952,
-0.01925269,
-0.056277096,
-0.06638258,
0.004010977,
-0.02484265,
0.009539229,
-0.060458675,
-0.02363754,
-0.031216655,
0.00719435,
0.0033793843,
-0.013350565,
0.07526844,
0.044864867,
-0.0045336746,
0.037053443,
0.0027514214,
-0.0074847373,
-0.02089338,
-0.063362546,
0.0021760913,
-0.026555935,
-0.028457973,
-0.02321648,
-0.014998514,
-0.017481327,
0.02506044,
-0.04521333,
-0.050904926,
-0.0029129495,
-0.009139946,
-0.007542815,
-0.009677163,
-0.05099204,
-0.002270467,
-0.0150565915,
0.017931428,
0.013248929,
-0.020298086,
-0.0292275,
-0.0057823407,
-0.000365253,
-0.035224,
-0.0022541329,
0.0005349482,
0.07009954,
-0.0076734894,
-0.06551142,
-0.008297822,
0.019673752,
-0.013292488,
0.004228768,
-0.04829144,
-0.03272667,
-0.051601857,
0.009836876,
-0.01621814,
-0.019557597,
-0.029735679,
0.007060046,
0.025408905,
0.0042215083,
-0.003457426,
0.042599846,
0.012218053,
0.048639905,
0.026033238,
0.010090965,
-0.018991342,
-0.03153608,
0.04103175,
-0.054273423,
0.003087182,
-0.009626345,
-0.008646287,
0.043267734,
-0.05799038,
-0.0070854547,
0.03295898,
0.048146244,
-0.01160824,
0.044138897,
-0.02157579,
0.0054120966,
0.023231,
0.07619768,
0.020980496,
0.040189628,
-0.027761044,
0.0047841338,
0.009604566,
0.004780504,
-0.018323451,
0.028690284,
-0.01857028,
-0.0025681143,
-0.009778799,
-0.015303421,
-0.0040037176,
0.046984695,
0.012827868,
0.008501094,
-0.10773376,
-0.017974986,
0.021953294,
-0.003128925,
-0.0044755973,
-0.03464323,
0.017539404,
-0.04550372,
-0.007854981,
0.034904577,
-0.012733491,
-0.012414065,
0.03295898,
0.025815448,
0.03464323,
0.030026067,
0.0459393,
0.020690108,
-0.0044392985,
0.012588298,
0.011245255,
-0.02437803,
0.0022486881,
0.020109333,
0.012813348,
0.05012088,
-0.011869589,
-0.06620835,
0.033568792,
-0.037198637,
-0.04332581,
0.017800754,
-0.049104523,
0.024813611,
0.018163737,
0.015855158,
-0.017582962,
-0.00743029,
0.024726495,
0.015129188,
-0.0018530352,
-0.018308932,
-0.019325288,
0.011339632,
0.0039891982,
0.053460337,
0.008297822,
0.00020724138,
-0.010497508,
-0.015709963,
0.021866178,
-0.05316995,
-0.03452707,
0.0042832154,
0.0015136448,
0.011484825,
0.016624684,
0.021038573,
0.053750724,
0.04440025,
0.025539579,
0.008755183,
-0.0030545134,
-0.013895041,
0.0012895019,
0.01414913,
0.0037641479,
-0.038185954,
0.000041374544,
-0.028385377,
-0.01743777,
0.012624596,
-0.0019655603,
0.03487554,
0.019557597,
0.013038398,
-0.05270533,
0.015187265,
-0.0048458413,
0.030229338,
0.023652062,
-0.024770053,
-0.00026112187,
0.06103945,
-0.036501706,
0.05247302,
-0.026614014,
-0.013060178,
-0.004432039,
0.045387566,
-0.0025608547,
0.01951404,
0.024261875,
0.030752035,
-0.033075135,
-0.001413824,
0.004036386,
-0.01974635,
-0.028269222,
0.027209308,
0.00094738917,
-0.008443017,
0.017292574,
0.017786233,
0.07735923,
-0.006101767,
-0.008566431,
0.0038948222,
0.006297779,
0.020791745,
0.015434095,
0.021924255,
0.02109665,
0.018178256,
0.03295898,
0.05494131,
0.010758856,
0.019005861,
0.025655735,
0.025888044,
0.014679087,
-0.006334077,
-0.003159779,
0.04855279,
0.011041984,
0.064407945,
-0.020501357,
-0.020864341,
-0.013960378,
0.0023249148,
-0.030810112,
0.0011706245,
-0.050933965,
0.014940436,
0.012718972,
0.0040726843,
-0.063188314,
-0.02829826,
0.013350565,
-0.009183505,
0.016305257,
-0.03481746,
0.025670255,
0.036792096,
-0.003782297,
-0.017307095,
0.024407068,
0.002853057,
0.008515613,
0.04338389,
0.0033811992,
-0.05308283,
0.019586636,
-0.046316806,
-0.08403814,
0.0063304473,
-0.021053093,
-0.0190349,
-0.00811633,
-0.05796134,
0.019731829,
0.03040357,
-0.00013816092,
-0.022882534,
-0.0005449303,
0.045184292,
0.018134698,
0.049336836,
-0.029851833,
0.02416024,
-0.015651885,
0.0129585415,
0.036995366,
-0.015042072,
-0.0016443192,
-0.024044083,
0.026497858,
0.022417914,
0.013343305,
-0.02990991,
-0.03502073,
0.015448614,
-0.037750375,
0.024610339,
0.0070854547,
0.046229687,
-0.018671915,
0.0067442493,
0.009394036,
-0.020719148,
0.04573603,
0.044632558,
-0.014497595,
0.021387039,
0.022083968,
0.03464323,
-0.026962478,
0.022214644,
0.04318062,
-0.021445116,
-0.04988857,
-0.037982684,
-0.034381878,
0.012769789,
-0.016131025,
-0.02436351,
0.020733668,
0.06591796,
-0.020341644,
-0.06324639,
0.01486058,
-0.034788422,
-0.023056766,
-0.0023793625,
-0.033307444,
0.014541154,
0.012849647,
-0.012007522,
-0.042716,
-0.039783087,
-0.04085752,
0.024087641,
-0.0016116506,
0.02205493,
-0.0001780892,
0.037401907,
0.017190939,
0.022403395,
0.011455786,
-0.056683637,
-0.0051398585,
-0.012145457,
0.03943462,
0.001344857,
0.017118342,
0.022432433,
0.01902038,
0.020254528,
-0.024436107,
0.011085542,
0.049336836,
0.008196187,
0.039608855,
0.025597658,
-0.0031670386,
-0.015913235,
-0.04106079,
-0.025191115,
0.0022922463,
0.020733668,
0.06080714,
0.00096916826,
0.0348465,
0.01996414,
-0.02343427,
0.046084493,
-0.0380698,
-0.061213683,
0.03731479,
0.016276218,
0.055551127,
-0.03737287,
-0.026947958,
-0.003620769,
0.005085411,
0.010969387,
0.043296773,
0.023623021,
-0.037198637,
0.005147118,
0.014032976,
0.000040750667,
0.028719323,
0.0053104614,
-0.0039347503,
-0.0064683813,
-0.029822795,
-0.049220677,
0.00487488,
0.024305433,
0.042077146,
0.019833466,
0.08450276,
-0.014272545,
-0.008159888,
0.008181668,
0.011942185,
-0.029082308,
-0.028051432,
0.027543254,
0.015579289,
-0.0108604925,
-0.009626345,
-0.034178607,
-0.017655559,
0.020138372,
-0.027412578,
0.020530395,
-0.010845972,
0.0031833728,
0.028879035,
0.04756547,
-0.06278177,
-0.018381529,
-0.050440308,
0.0073177647,
0.028254703,
-0.062956005,
-0.003433832,
-0.014345142,
0.0019637453,
0.01578256,
0.024087641,
-0.026541416,
-0.0068349955,
-0.0031815579,
-0.038737692,
0.034381878,
0.05041127,
-0.005713374,
0.00045690656,
-0.037547104,
0.0055101025,
0.014454037,
-0.021401558,
-0.00019589812,
0.0496853,
-0.017249016,
-0.03017126,
0.03371399,
0.0011379559,
-0.019920582,
0.021924255,
-0.03275571,
-0.0049293274,
-0.040189628,
-0.014562933,
-0.037721336,
0.021953294,
-0.00011286545,
0.023172922,
0.015535731,
-0.033046097,
-0.019601155,
0.025902564,
-0.04948203,
-0.056015745,
-0.02183714,
0.019165574,
-0.0292275,
0.018584799,
-0.004504636,
0.013328786,
0.023593983,
0.032378204,
-0.002018193,
0.0070201177,
-0.0113686705,
-0.00789128,
-0.020588472,
-0.020298086,
0.020777225,
-0.05061454,
0.050178956,
0.009800578,
-0.048088167,
-0.024813611,
-0.05938424,
-0.014287065,
0.0028984302,
-0.02831278,
0.044864867,
0.002181536,
-0.033104174,
0.008733404,
-0.02205493,
0.011557422,
-0.03083915,
-0.03670498,
-0.013568356,
0.046984695,
0.057496723,
0.038331147,
-0.03295898,
-0.011078282,
0.014069274,
0.008972974,
0.005502843,
-0.017190939,
-0.02945981,
0.01669728,
-0.008312342,
-0.012377767,
0.027441617,
0.0050418526,
0.0036806613,
0.00905283,
-0.024682937,
0.012493921,
-0.0394927,
-0.037489023,
0.026178433,
-0.042309456,
-0.07317765,
-0.07823039,
0.027877199,
0.010613663,
0.032900903,
0.0418158,
-0.022229163,
-0.03693729,
-0.01067174,
0.040973675,
-0.02295513,
-0.01462101,
-0.031071462,
-0.018613838,
0.009408555,
0.023100324,
0.005887606,
-0.052560136,
0.012733491,
-0.0421933,
0.024973324,
-0.039376542,
-0.037227675,
0.0014319733,
-0.0012559259,
-0.032929942,
-0.002990991,
-0.005553661,
-0.011020205,
-0.025728332,
-0.0079566175,
0.029387213,
0.041351177,
-0.068996064,
-0.010308756,
-0.029997028,
-0.010185341,
0.01996414,
0.0008716162,
-0.013640952,
0.06800875,
-0.03017126,
0.013887782,
-0.026483338,
-0.00017003549,
-0.047507394,
-0.034730345,
0.024392549,
-0.031245694,
-0.02371014,
-0.0022142045,
0.04108983,
0.011448527,
0.0283273,
-0.036966328,
-0.015114669,
-0.04521333,
-0.021314442,
0.016552087,
-0.021401558,
0.037227675,
-0.0020109334,
-0.0019546708,
0.054650925,
-0.03412053,
-0.0017323429,
0.027804602,
-0.0116155,
0.014729905,
-0.09681519,
0.035717662,
0.0037314792,
-0.0059602032,
0.0024029564,
0.028922593,
-0.030113183,
-0.000509993,
0.0093141785,
-0.042628884,
-0.021691944,
0.04553276,
0.048262402,
-0.015855158,
0.03362687,
0.041147906,
-0.03763422,
-0.046491038,
0.017960466,
0.02736902,
0.0021851659,
0.025917083,
0.028893555,
-0.010374093,
0.012334209,
-0.031042423,
0.0041452814,
0.02898067,
0.064175636,
0.00047868563,
-0.019935101,
-0.004094464,
0.004856731,
-0.04178676,
-0.05546401,
0.032523397,
0.017612,
-0.03487554,
-0.026889881,
-0.01115088,
-0.017815273,
-0.024232836,
0.01880259,
0.021967813,
-0.03179743,
-0.009067349,
0.00021438763,
-0.0074629583,
-0.035543427,
0.03876673,
0.037285753,
-0.043761395,
-0.013945859,
-0.03205878,
0.02109665,
-0.046810463,
-0.028065952,
0.055522088,
-0.0037532584,
0.046578154,
0.024407068,
-0.015027553,
0.05064358,
-0.004341293,
0.0017296205,
0.00057896005,
-0.04991761,
-0.063536786,
0.027920756,
0.027339982,
-0.020486837,
0.009081868,
-0.01184781,
0.009996589,
0.002370288,
0.050672617,
-0.006359486,
-0.05868731,
0.032842826,
-0.0071399026,
-0.016740838,
0.014715386,
0.0045336746,
-0.0129803205,
0.03902808,
-0.0028585019,
-0.03156512,
0.016131025,
0.016537568,
-0.028487012,
-0.006410304,
-0.04222234,
0.028835477,
-0.06551142,
-0.023289077,
0.005920275,
-0.04498102,
0.014896878,
0.013648212,
-0.014584712,
0.0067224703,
-0.022417914,
0.020123852,
0.004740576,
0.008893116,
-0.033307444,
-0.005408467,
0.018599318,
-0.010403132,
-0.036763057,
0.040450975,
0.034265723,
-0.04919164,
-0.014446777,
-0.003551802,
-0.0020091184,
-0.01695863,
-0.0073903617,
0.030055106,
-0.026846323,
0.00037137838,
-0.004428409,
0.012167236,
-0.03412053,
-0.006845885,
-0.042657923,
-0.016740838,
0.005894866,
0.024944285,
0.0092923995,
0.05775807,
-0.013771627,
0.010983907,
0.0034701305,
0.02016741,
0.03856346,
0.00394564,
0.011325112,
0.0013003915,
-0.023666581,
-0.023623021,
0.0021760913,
0.033830144,
-0.018454125,
0.027238347,
0.02041424,
-0.016319776,
-0.06057483,
-0.005459285,
0.012668154,
0.022200124,
0.04480679,
-0.05871635,
0.013394123,
0.0045917523,
-0.027020555,
0.04849471,
-0.04010251,
-0.056683637,
-0.0067261,
-0.032871865,
-0.012689933,
-0.03316225,
-0.038882885,
0.02089338,
-0.010526546,
0.003500984,
0.02736902,
0.024407068,
0.008268784,
-0.033133212,
-0.017771713,
-0.029430771,
-0.016537568,
-0.012029301,
-0.030984346,
-0.016537568,
0.023027727,
0.054418616,
-0.0010862307,
-0.0066389837,
-0.029997028,
0.015201785,
-0.0050237034,
0.051630896,
-0.020559434,
-0.0035554317,
-0.02276638,
0.012254352,
-0.017974986,
0.0100982245,
-0.005401207,
0.01228339,
0.0064393426,
0.013669991,
0.01855576,
0.04570699,
0.056102864,
-0.024813611,
-0.007796904,
0.040305782,
0.006127176,
-0.014940436,
-0.005263273,
0.011361411,
0.011702616,
0.035717662,
0.06742798,
0.010250678,
0.06313024,
0.0036389183,
-0.043006387,
-0.011593721,
0.026367184,
0.032552436,
-0.0067878077,
-0.0025681143,
-0.015274382,
0.016101986,
0.017045746,
0.02784816,
0.016639203,
0.015448614,
0.017394211,
-0.003088997,
-0.052008398,
-0.0058803465,
0.036559783,
-0.071841866,
0.008602729,
0.010976647,
0.038650576,
0.023506867,
0.01623266,
0.018642876,
0.04332581,
0.03371399,
0.024218317,
0.011579202,
-0.020080294,
0.033975337,
0.026860842,
0.03322033,
-0.03153608,
-0.015042072,
-0.045881223,
-0.0051761568,
-0.034962654,
0.05508651,
-0.014337882,
-0.06382717,
-0.01321989,
-0.011172659,
-0.010635442,
-0.07033185,
0.018192776,
-0.03731479,
-0.023245519,
-0.010127264,
0.00719435,
-0.061329838,
0.006236071,
-0.01298758,
0.014998514,
0.015637366,
0.04686854,
0.036240358,
0.06196869,
-0.007637191,
0.009408555,
0.04408082,
0.01091131,
-0.014787983,
-0.050933965,
-0.006548238,
-0.023100324,
-0.00005898496,
-0.038940962,
-0.05528978,
0.012929503,
0.009118167,
-0.004268696,
-0.023666581,
0.040799443,
-0.0023503238,
-0.007963877,
-0.016319776,
0.10436527,
0.025452463,
-0.0051870467,
0.016900552,
0.032581475,
-0.06725374,
-0.032407243,
-0.007266947,
0.02575737,
-0.04065425,
-0.0768946,
-0.007404881,
-0.025873525,
-0.01714738,
0.0063086683,
-0.0043304036,
-0.004294105,
0.06423371,
0.008559171,
0.030142222,
-0.0015998536,
0.0011588276,
-0.014236246,
0.054244384,
0.041728683,
0.0039855684,
0.074571505,
0.053315144,
-0.05078877,
0.019383365,
0.012145457,
0.013597394,
-0.021662906,
-0.026033238,
-0.036095165,
-0.014192688,
-0.028254703,
-0.07770769,
-0.021358,
0.018454125,
-0.0011905887,
-0.0065010497,
-0.036617864,
0.012798829,
-0.05830981,
-0.022853496,
-0.022998689,
-0.0150130335,
-0.035688624,
-0.017103823,
0.04643296,
-0.045997377,
0.25182402,
0.024958804,
0.023652062,
0.044138897,
0.04849471,
0.055986706,
0.020225488,
-0.01787335,
0.02903875,
-0.027732005,
-0.00075455377,
-0.06080714,
0.010657221,
0.029793756,
-0.036124203,
0.04335485,
-0.023826294,
0.021169247,
-0.010700779,
-0.00998207,
-0.040247705,
0.05799038,
0.0014619195,
0.08241197,
0.033830144,
-0.009423074,
-0.00018841156,
-0.05177609,
-0.0070673055,
-0.030142222,
0.018279891,
-0.011571941,
0.047972012,
-0.0039129714,
0.0028730212,
0.02087886,
0.0063449666,
-0.028530572,
0.008399458,
0.016900552,
-0.008668067,
-0.032203972,
0.01695863,
-0.007825943,
-0.012414065,
0.0074339197,
-0.017321615,
0.052066475,
0.049801454,
-0.065279104,
0.042861193,
-0.032320127,
0.047013734,
-0.040480018,
-0.031448964,
0.0027006036,
-0.06905414,
-0.05796134,
-0.02506044,
0.008021954,
0.0056807054,
0.005687965,
-0.013909561,
0.030287415,
-0.009125426,
0.007985656,
0.023724658,
0.034730345,
-0.044922944,
-0.02530727,
0.013379604,
0.013357825,
-0.020080294,
-0.020210968,
0.06034252,
0.04614257,
-0.009800578,
0.04315158,
0.019688271,
-0.052995715,
0.024131201,
-0.051805127,
0.008319601,
-0.06591796,
0.032813787,
0.046055455,
-0.0034047933,
0.003996458,
-0.006472011,
0.022548588,
-0.010403132,
0.03899904,
0.038156915,
-0.009386776,
-0.0037677777
] | It is important to remember the vocabulary from a custom tokenizer will be different from the vocabulary generated by a pretrained model's tokenizer. You need to use a pretrained model's vocabulary if you are using a pretrained model, otherwise the inputs won't make sense. Create a tokenizer with a pretrained model's vocabulary with the [DistilBertTokenizer] class:
from transformers import DistilBertTokenizer
slow_tokenizer = DistilBertTokenizer.from_pretrained("distilbert/distilbert-base-uncased") |
[
0.008568868,
-0.024440413,
-0.026825562,
0.007004534,
-0.013272911,
0.00018760501,
-0.036483943,
-0.004796063,
-0.03998805,
0.083097406,
0.013898645,
-0.012647177,
0.043256585,
-0.03144863,
-0.02498517,
0.016872719,
-0.034128238,
-0.036542833,
-0.044699453,
-0.034246024,
0.0152678965,
0.029740743,
-0.07290899,
-0.01331708,
-0.025397416,
-0.01828614,
0.011196949,
-0.037043422,
0.058598097,
0.06277947,
-0.0006910674,
-0.020568227,
-0.0050978875,
-0.04163704,
-0.019346206,
-0.04252043,
-0.0029519896,
-0.010622745,
-0.020008748,
-0.040253066,
-0.010828869,
0.014973434,
0.038074043,
-0.06531185,
-0.057125784,
-0.0028213218,
-0.029696574,
-0.007847434,
-0.026251359,
-0.050412033,
-0.005602155,
0.00041569865,
0.005826683,
0.010203136,
-0.02925488,
-0.047614634,
-0.03642505,
-0.011366264,
-0.04552395,
0.0075750556,
0.05747914,
0.058244742,
-0.026781391,
-0.039134108,
0.032714818,
0.04378662,
-0.032096446,
-0.01880145,
-0.028238984,
-0.0080830045,
-0.04711405,
0.0006436773,
-0.021863863,
-0.034481596,
-0.03309762,
0.020435719,
0.024543475,
0.010850955,
0.008855969,
0.03563,
0.007243785,
0.053503893,
0.0037415181,
-0.003309026,
0.0021532592,
-0.06054155,
0.060600445,
-0.003942121,
-0.02822426,
-0.05082428,
-0.03474661,
0.018212525,
-0.022335004,
-0.008414275,
0.00053555425,
0.007692841,
-0.0021679825,
0.046436783,
0.02410178,
-0.009172517,
0.0027201,
0.026943346,
-0.0017014429,
0.042461537,
-0.0137882205,
-0.009128347,
-0.0031801984,
0.031507522,
-0.009665742,
-0.026751947,
0.036690067,
-0.01102027,
-0.008171343,
-0.030270776,
-0.023689533,
0.013493758,
0.0068425797,
0.026987515,
-0.028783739,
-0.006124826,
-0.012161314,
-0.022526404,
0.049381413,
-0.027223086,
0.021878587,
-0.034069348,
0.015010241,
0.009187239,
-0.039163552,
0.0044611115,
0.011417795,
0.0014704736,
0.038103487,
0.042726554,
0.02264419,
-0.02184914,
0.026855009,
0.00083093724,
-0.023498133,
-0.014244638,
0.009312387,
0.0017143256,
0.0012155792,
0.07803264,
0.0044795154,
-0.012816493,
-0.00445375,
-0.020730183,
-0.038604073,
0.009474341,
-0.027738396,
0.030359115,
0.008193428,
0.008289128,
-0.03197866,
-0.046495676,
0.005153099,
0.021201322,
-0.009224048,
0.017873893,
-0.038280167,
0.01331708,
-0.016475193,
0.059599273,
0.019625947,
0.035158858,
0.0063861622,
-0.03262648,
0.03509997,
-0.019537607,
0.0016940814,
0.0060732956,
0.04131313,
0.06972879,
0.040429745,
-0.013935452,
0.0352472,
-0.0017594153,
0.039840817,
0.034982182,
0.01594516,
-0.026619438,
0.03998805,
0.008716099,
-0.030418009,
-0.026177743,
0.005944468,
0.016946334,
-0.01331708,
0.022997545,
-0.0024440412,
0.06896319,
-0.010674276,
-0.005020591,
-0.021863863,
0.011550304,
-0.058009174,
0.016166009,
0.011093887,
-0.008355382,
-0.03825072,
0.0934625,
-0.044611115,
-0.0028452468,
-0.019670116,
0.014082684,
0.03189032,
0.020185426,
-0.0053813076,
-0.0007421383,
0.0022857676,
0.0067431983,
-0.016710764,
-0.009776165,
0.014877734,
-0.033598207,
-0.0041519254,
0.031213058,
-0.0071480847,
-0.02221722,
0.018963404,
0.028724847,
0.03309762,
0.05002923,
0.0022434385,
-0.0108877625,
-0.0054033925,
0.034010455,
-0.0021017282,
0.028872078,
0.025088232,
0.026840284,
0.026310252,
0.047084603,
0.0032446121,
-0.0050279526,
0.016975781,
0.026310252,
0.02751755,
-0.01045343,
0.012993172,
0.008340659,
0.026648885,
0.050470926,
-0.0047003627,
-0.030624133,
-0.0267225,
0.011756428,
-0.027326148,
0.0067358366,
-0.0673142,
0.049293075,
-0.0049101673,
-0.0155770825,
-0.025618264,
-0.010298837,
0.026884453,
0.018448096,
-0.0069493223,
-0.03689619,
0.040105835,
0.039840817,
0.0004145484,
-0.054917313,
0.030418009,
0.037809025,
0.019331483,
0.03713176,
-0.0027826736,
-0.08680764,
0.004762936,
-0.052944414,
-0.06142494,
-0.013390696,
-0.050765388,
-0.041990396,
-0.01931676,
-0.072025605,
0.002442201,
-0.025117677,
-0.02747338,
-0.014730502,
-0.016710764,
0.036866743,
0.004571535,
0.0071002343,
-0.06972879,
0.0023943507,
-0.017520538,
0.015959885,
-0.0018808811,
-0.030388562,
-0.0053187343,
-0.02663416,
0.023483409,
0.005138376,
0.006249973,
-0.052591056,
-0.0143477,
0.014752586,
-0.023851488,
-0.0011281606,
0.027856182,
0.02232028,
-0.023306731,
0.018345034,
0.02916654,
-0.027900351,
0.021142429,
0.064134,
-0.0053040115,
0.04617177,
0.027016962,
0.022187773,
-0.032037552,
0.030241331,
0.058892563,
-0.004722447,
-0.015842099,
-0.036778405,
-0.0609538,
0.020877413,
-0.025367972,
-0.0132287415,
-0.0014787554,
0.054917313,
-0.034776058,
-0.08050613,
-0.001926891,
-0.072791204,
-0.044198867,
-0.00562424,
-0.03928134,
0.055771254,
0.043168247,
0.020435719,
-0.053386107,
-0.037308436,
-0.0024624453,
0.07179003,
0.00562424,
-0.01701995,
0.020921582,
0.03710231,
0.03247925,
0.008664568,
0.04846858,
-0.041195348,
-0.016489917,
-0.00014079003,
0.053739462,
0.035423875,
-0.005292969,
0.0005019671,
0.060659338,
0.025397416,
-0.032950386,
0.019095913,
0.051972687,
0.012345353,
-0.012632455,
-0.0050573987,
0.012742878,
0.028769016,
-0.044876132,
-0.017417476,
0.00487704,
0.010652192,
0.028651232,
-0.06908097,
0.01003382,
0.00248453,
-0.009768804,
-0.0038905898,
-0.017638322,
-0.07532359,
0.023306731,
0.01631324,
0.039516907,
-0.021878587,
-0.02367481,
-0.0061101033,
-0.0076633943,
-0.014826203,
0.043845512,
-0.02236445,
-0.057920836,
-0.008701376,
-0.021201322,
0.019449268,
-0.0046561933,
-0.0048218286,
-0.004520004,
0.003975248,
-0.04187261,
-0.029240157,
0.021819694,
0.02592745,
0.06009986,
0.013685159,
0.042461537,
-0.012455776,
0.00914307,
0.01289011,
-0.004884402,
-0.013140403,
-0.032420356,
0.029461004,
0.028077029,
0.01880145,
0.0006399965,
0.0080314735,
0.0022508001,
0.03769124,
-0.017667769,
-0.031242505,
-0.045052808,
-0.009555318,
0.010711085,
0.020995198,
-0.016902165,
0.0108804,
-0.019184252,
0.007335805,
0.033598207,
-0.025058785,
0.013442227,
-0.031654753,
-0.029269602,
0.02663416,
0.026177743,
-0.024631813,
-0.018006401,
-0.05120708,
-0.06071823,
0.052149363,
0.05630129,
-0.025912726,
0.0010048543,
-0.04932252,
-0.018389203,
0.01964067,
-0.031242505,
-0.02184914,
0.004630428,
-0.011977275,
-0.0074425475,
0.022997545,
0.010865677,
-0.007435186,
-0.0040856716,
-0.021024644,
0.0006367758,
-0.057861943,
-0.017829724,
-0.0027495464,
0.024911553,
-0.016372131,
0.055359006,
0.017756106,
-0.018816173,
-0.019493438,
0.06866872,
-0.038280167,
-0.05606572,
0.005554305,
0.040900882,
0.009739357,
0.04004694,
0.017388029,
-0.01476731,
0.021157153,
0.03689619,
-0.032243676,
0.012558838,
0.011255841,
0.006503947,
-0.019581776,
-0.007582417,
0.025853835,
-0.06595967,
0.043816067,
-0.011403073,
0.022438066,
-0.018580602,
-0.055064544,
-0.021569401,
0.011874213,
-0.021466339,
0.0024403606,
0.017888615,
0.009260856,
-0.0149660725,
0.013140403,
-0.02062712,
-0.024322627,
-0.05842142,
0.0031912406,
0.06389843,
0.053651124,
0.039693587,
-0.03580668,
-0.010055905,
0.04946975,
-0.009260856,
-0.024720153,
-0.01682855,
-0.025161847,
-0.011756428,
-0.025883282,
-0.04252043,
0.031124718,
0.0107847005,
0.029946867,
0.043874957,
-0.046819586,
0.025618264,
-0.018830897,
-0.013906006,
0.023822041,
-0.017888615,
-0.0625439,
0.00815662,
0.011366264,
0.015356235,
0.003032967,
0.044346098,
-0.02794452,
-0.03174309,
-0.026619438,
0.05138376,
-0.022791421,
0.016563533,
-0.05591849,
-0.026339699,
0.03554166,
0.03451104,
0.0076339482,
-0.037926808,
0.0026704096,
-0.01710829,
-0.017697215,
-0.011277925,
-0.0211866,
-0.04946975,
0.00080149097,
-0.007965219,
0.022011096,
-0.019655392,
-0.011322095,
-0.020406272,
-0.0085394215,
0.0075345673,
0.043904405,
-0.062720574,
-0.032332018,
-0.015415128,
0.013169849,
-0.0005235917,
-0.0035556385,
-0.016975781,
0.034304917,
-0.023026992,
0.004740851,
-0.045906752,
-0.048409685,
-0.008774992,
-0.0034820228,
0.035129413,
-0.0067358366,
0.011484049,
-0.01411213,
0.019331483,
0.010482876,
0.041695934,
-0.005020591,
-0.023262562,
-0.031006934,
-0.055270668,
0.033833776,
-0.013545289,
0.02578022,
0.00361085,
0.022114158,
0.06554742,
-0.037220098,
0.043433264,
0.02410178,
-0.013913368,
-0.028724847,
-0.046083428,
0.032361463,
-0.0010711085,
-0.0029943187,
-0.040576976,
0.008281766,
-0.02446986,
0.010107436,
-0.029843805,
-0.037161205,
-0.018315587,
0.02438152,
0.038456842,
-0.007365251,
0.049528643,
0.019184252,
-0.01219076,
-0.047467403,
0.029519897,
-0.0068793874,
0.014642163,
0.0036550197,
0.008966393,
-0.047702976,
-0.001725368,
0.0051273336,
-0.044905577,
-0.026663607,
0.05865699,
0.015039688,
-0.036925636,
-0.0038942706,
0.022526404,
-0.02635442,
-0.06354507,
0.018772004,
-0.0012735516,
-0.051825453,
-0.027738396,
-0.022658912,
0.02240862,
-0.040518083,
-0.0014971594,
0.02363064,
-0.021966925,
-0.019949855,
0.000010330641,
0.0034341726,
-0.023100607,
-0.014355062,
0.04172538,
-0.015047049,
0.018109463,
-0.06431068,
-0.01646047,
-0.046348445,
0.021495786,
0.038927983,
-0.034069348,
0.011844766,
0.022379173,
-0.000867285,
0.073085666,
0.013810306,
0.0105270455,
0.014413955,
-0.042402644,
-0.033598207,
0.00562424,
0.02386621,
0.0037912086,
0.0050978875,
-0.034776058,
0.009437533,
0.04004694,
0.04964643,
-0.017211352,
-0.08138952,
0.014561186,
-0.048556916,
-0.009172517,
-0.02854817,
0.0070634265,
0.017829724,
0.04234375,
-0.0033255892,
0.0070450227,
0.0006873866,
0.0040010135,
-0.0036513389,
-0.012286461,
-0.045082256,
0.013066787,
-0.03745567,
-0.0007835471,
0.03262648,
-0.0027348234,
-0.0037010293,
0.027826736,
0.024587644,
-0.009960204,
0.005635282,
0.012448415,
-0.015503467,
0.015297343,
-0.030211885,
0.036307264,
-0.0050573987,
0.0009579243,
-0.0648996,
0.032067,
0.024013441,
-0.035453323,
-0.014796756,
-0.004946975,
0.0010094553,
-0.016519364,
0.00562424,
0.045641735,
-0.00033541155,
-0.0013913368,
0.0032390908,
0.003820655,
-0.047673527,
0.006507628,
-0.029313773,
-0.026295528,
-0.011196949,
0.046966817,
0.017976955,
0.041931503,
-0.010998186,
0.023689533,
0.024911553,
0.02067129,
0.041931503,
0.025515202,
0.029519897,
-0.0031231462,
0.0036752638,
0.016401578,
-0.013162487,
0.012588285,
-0.052002132,
0.03801515,
0.030359115,
-0.000674964,
-0.023336178,
0.0127207935,
0.0014980795,
0.0152678965,
0.06878651,
-0.013110956,
0.02583911,
0.0042034565,
-0.011219033,
0.0269139,
-0.027605888,
-0.023660086,
-0.0029685532,
-0.016946334,
-0.0031525923,
-0.039546356,
-0.044287205,
-0.027915074,
0.00801675,
0.026751947,
0.025544649,
0.0040304596,
0.010438707,
0.029372664,
-0.021157153,
-0.024263736,
-0.02949045,
-0.0012956364,
-0.02700224,
-0.034128238,
0.044876132,
0.08121284,
0.025632987,
-0.020317934,
-0.041048117,
0.0063051847,
0.014038514,
0.019964578,
-0.015054411,
0.0017115651,
-0.042402644,
-0.0014097407,
-0.009621572,
-0.02728198,
0.006537074,
0.02545631,
0.004608343,
0.006573882,
-0.043315478,
0.021083537,
-0.013773498,
-0.01936093,
0.01336125,
0.0014631121,
0.012455776,
-0.0047040433,
0.010571214,
-0.0046009813,
0.047791313,
0.036189478,
0.04717294,
-0.031684197,
0.02030321,
-0.0017584951,
-0.033068173,
-0.00018449935,
0.06666638,
0.015562359,
0.028106475,
0.013294996,
0.02480849,
-0.002714579,
-0.023233116,
0.05226715,
0.020921582,
0.00562424,
0.016445749,
-0.020170702,
-0.027988689,
0.009665742,
0.015164834,
-0.05471119,
-0.01716718,
0.010512322,
0.05114819,
0.008723461,
-0.006286781,
0.011807959,
0.061248265,
0.021628292,
0.00024362197,
0.03389267,
0.007707564,
0.021716632,
-0.032685373,
0.041843165,
0.010490238,
0.0079284115,
-0.010637469,
-0.004681959,
-0.0340399,
0.023321453,
-0.03247925,
-0.02386621,
-0.0039089937,
-0.011830043,
-0.034717165,
-0.061483834,
-0.019537607,
-0.015024965,
0.033774883,
-0.01931676,
-0.034304917,
-0.04181372,
0.01833031,
-0.002705377,
0.0336571,
0.01448757,
0.033392083,
0.026972793,
0.06554742,
0.00025443427,
0.022820868,
0.043256585,
0.027016962,
-0.019684838,
0.030624133,
0.012492585,
0.0073615704,
0.0126692625,
-0.017888615,
-0.03197866,
0.0080314735,
0.012286461,
0.019949855,
-0.025956897,
0.017815,
-0.010600661,
-0.018168354,
0.012595647,
0.12084754,
0.04961698,
-0.00009725324,
0.01331708,
0.0074131014,
-0.053003304,
0.008598314,
-0.03421658,
0.044905577,
-0.014266723,
-0.08015277,
0.016681317,
-0.067903124,
-0.033951562,
-0.0018183078,
-0.01880145,
0.00946698,
0.012595647,
0.011042356,
0.020715458,
0.0041850526,
-0.029578788,
-0.0090473695,
0.042697106,
0.055624023,
-0.0046856394,
0.07190782,
0.07320345,
-0.03825072,
-0.011461965,
0.01734386,
0.02873957,
0.008163981,
-0.02882791,
-0.026133575,
-0.014561186,
-0.057891387,
-0.016961057,
0.008870692,
0.008428998,
-0.000951483,
-0.008024111,
-0.04458167,
0.0034746611,
-0.069611005,
0.008171343,
-0.009599487,
0.020553503,
-0.012779686,
-0.0035004267,
0.0044095805,
-0.060482662,
0.25936285,
0.058568653,
0.032243676,
0.04496447,
0.034157686,
0.04305046,
-0.0076265866,
-0.030683024,
0.008119812,
-0.043433264,
-0.023218391,
-0.037573453,
0.011587111,
0.009489064,
-0.02826843,
0.02592745,
-0.05559458,
0.022055265,
-0.021716632,
-0.041695934,
-0.07255564,
0.035983354,
-0.0376029,
0.035600554,
0.00914307,
0.010239944,
0.01790334,
-0.030977488,
0.004928571,
-0.012742878,
0.01927259,
-0.03418713,
0.0336571,
0.009989651,
-0.022261389,
0.008878053,
0.007567694,
-0.046907924,
-0.004744532,
-0.01302998,
0.01768249,
-0.008465806,
0.02897514,
-0.011918382,
-0.01500288,
0.03886909,
-0.006588605,
-0.0024403606,
0.037072867,
-0.04997034,
0.03221423,
-0.052296594,
0.031242505,
-0.033127066,
-0.038427398,
0.0069198757,
-0.06519406,
-0.06319172,
0.004825509,
0.015105942,
0.020833243,
0.040076386,
-0.019228421,
0.0233509,
-0.0033071854,
0.008215512,
0.037661795,
0.040576976,
0.018830897,
0.0034231301,
0.026604714,
0.010622745,
-0.030211885,
-0.011925744,
0.030211885,
0.033274297,
-0.0050242716,
0.0057972367,
-0.007416782,
-0.044198867,
0.010873039,
-0.033539314,
-0.015562359,
-0.05279718,
0.022747252,
0.032037552,
-0.003642137,
0.021260215,
-0.016004054,
0.0231595,
0.021024644,
0.05733191,
0.037308436,
-0.008119812,
-0.0065922863
] | from transformers import TFDistilBertForSequenceClassification
tf_model = TFDistilBertForSequenceClassification.from_pretrained("distilbert/distilbert-base-uncased")
Easily reuse this checkpoint for another task by switching to a different model head. For a question answering task, you would use the [TFDistilBertForQuestionAnswering] model head. The question answering head is similar to the sequence classification head except it is a linear layer on top of the hidden states output. |
[
0.018704649,
-0.010271048,
0.008835542,
-0.044931352,
-0.013881347,
-0.0068940194,
-0.024561515,
0.014914911,
-0.048290435,
0.05762123,
0.007550764,
-0.026642999,
0.04246228,
-0.033849243,
0.0031796468,
0.05552539,
0.0116922,
-0.057477675,
-0.043151323,
0.01805867,
-0.019120945,
-0.032471154,
-0.07246436,
-0.018862555,
-0.021920184,
-0.042749383,
0.030576287,
-0.030576287,
0.06390875,
0.015202013,
-0.085498765,
0.001550347,
-0.019436756,
-0.036863804,
-0.010306936,
-0.020513387,
-0.01451297,
-0.05615701,
-0.05434827,
-0.021389045,
0.050501116,
-0.007134467,
0.00016059728,
-0.043811657,
-0.03341859,
-0.0064310688,
-0.034825385,
-0.0047945916,
-0.001124181,
-0.059142865,
-0.01788641,
0.024877327,
-0.0039584087,
0.027504303,
-0.03379182,
0.0063054617,
0.010830896,
0.0055446434,
-0.021389045,
0.024733776,
0.010917027,
0.05340084,
-0.003990708,
-0.047601394,
0.00065091247,
0.05566894,
-0.004080427,
0.0010290786,
-0.010981624,
-0.017154302,
-0.03126533,
0.037179615,
-0.009337969,
-0.008146499,
-0.015977187,
0.04427102,
0.0070375702,
-0.028781904,
-0.001550347,
0.027274622,
-0.018819489,
0.031495012,
-0.012287935,
-0.0056666615,
-0.011519939,
-0.007392858,
0.019695148,
-0.03548572,
-0.0033788232,
-0.016996397,
-0.039447717,
0.074474074,
-0.039591268,
0.025307978,
0.03577282,
0.038902223,
-0.025264913,
0.055037316,
0.0155895995,
-0.020341126,
0.007780445,
0.095030524,
-0.02454716,
0.036806386,
-0.017312208,
0.027461238,
0.02789189,
0.02148953,
-0.052711796,
-0.0027292566,
0.04039515,
-0.021790987,
-0.0153886285,
0.018518033,
0.01294109,
0.0070483363,
-0.011577359,
0.00500274,
-0.055238288,
-0.033389878,
0.025609434,
0.007866575,
-0.026542515,
-0.04952497,
0.020369835,
-0.03605992,
-0.001986382,
0.03987837,
-0.022063734,
-0.02018322,
0.006258808,
-0.0072170086,
0.019723859,
0.034480866,
-0.0064956667,
-0.007123701,
-0.02579605,
-0.015804926,
0.010414599,
-0.010550972,
0.00041853983,
-0.02460458,
-0.03620347,
0.09072401,
0.013292789,
0.009596361,
0.0069370847,
-0.039820947,
-0.061956458,
0.02355666,
-0.05799446,
-0.015115882,
-0.046567827,
0.053860202,
-0.011455341,
0.010952914,
-0.007543586,
0.016982041,
-0.0402516,
0.0062229205,
0.029944664,
-0.016192513,
-0.030404026,
0.055094738,
0.008806832,
0.054434404,
-0.031236619,
-0.024518449,
-0.0067899455,
-0.01672365,
0.01064428,
-0.04257712,
-0.02922691,
-0.013343032,
0.04065354,
0.00221068,
0.05578378,
0.023542305,
-0.010622747,
-0.006334172,
-0.043610685,
-0.0019774102,
0.0040947823,
0.010170563,
-0.023858117,
-0.017154302,
0.01439813,
-0.0039799414,
0.0052360096,
0.030404026,
0.024862971,
0.03290181,
-0.022537451,
-0.021130655,
-0.054635376,
0.02812157,
-0.009847574,
-0.015891057,
-0.032930516,
-0.036662836,
-0.010371534,
0.019178366,
-0.018403193,
0.017785925,
-0.0023021933,
0.02690139,
0.0033231974,
0.05383149,
-0.009675314,
0.037093487,
0.043381006,
0.0068760756,
-0.04048128,
0.0070842244,
0.02570992,
0.022853263,
0.013163594,
0.002169409,
0.000463848,
0.017297853,
0.05552539,
0.0020258585,
0.06419585,
-0.0040732496,
0.027647853,
-0.009718378,
-0.013113352,
0.030863388,
0.015675731,
0.0021855584,
-0.02585347,
0.027001876,
0.035342168,
0.0060937246,
0.015144593,
0.022494385,
0.017441403,
0.013881347,
0.010048545,
0.022853263,
-0.021647437,
0.022896327,
0.0060147718,
-0.007845042,
-0.00024134452,
0.024676355,
-0.0077947997,
-0.021661792,
-0.0025121362,
0.032643415,
-0.01652268,
0.047888495,
-0.02120243,
-0.010579682,
-0.024059087,
-0.04013676,
0.024561515,
-0.0015126648,
-0.00334473,
0.0099839475,
0.007758912,
0.010866784,
-0.036863804,
0.0062659853,
0.028523512,
0.05348697,
-0.0069514397,
0.01922143,
-0.0097327335,
-0.06861721,
0.004435715,
-0.022494385,
-0.07183274,
-0.0023326979,
-0.005354439,
-0.0402516,
0.025480239,
-0.018675938,
0.011362033,
-0.028652709,
-0.0074789883,
-0.030030794,
-0.010572505,
0.025480239,
0.061439674,
-0.0006962206,
-0.014843136,
-0.0006352116,
-0.025078297,
0.03347601,
-0.015345563,
-0.017642373,
-0.0020258585,
-0.021661792,
-0.017312208,
-0.022350835,
0.008440778,
-0.03987837,
-0.040797092,
0.02661429,
-0.0058532776,
0.008835542,
-0.015833635,
0.015876701,
-0.041313875,
-0.005849689,
0.022523096,
0.0021299326,
0.05845382,
0.027805759,
-0.0009716584,
0.043725524,
-0.004198856,
0.04234744,
-0.009079578,
0.015273788,
0.026599934,
-0.014283289,
-0.048118174,
-0.021633081,
-0.018518033,
0.016450904,
-0.04240486,
-0.013271257,
-0.028236412,
0.060980313,
0.003097105,
-0.029384816,
-0.027848825,
-0.029183846,
0.009725556,
-0.028423026,
-0.015948476,
0.024862971,
0.008892963,
0.041486137,
-0.03626089,
0.039103195,
-0.0031796468,
-0.005490812,
0.005419037,
-0.003030713,
0.016235577,
0.041112904,
-0.0044500697,
0.0029212555,
0.039706107,
-0.035887662,
-0.005849689,
-0.00945281,
0.04277809,
0.004127081,
0.02896852,
0.029915953,
0.0020132978,
0.029858533,
-0.026485093,
0.013299967,
0.036892515,
-0.028265122,
0.05113274,
0.0038399796,
-0.008462311,
0.008060369,
-0.0334473,
-0.01768544,
-0.024446674,
0.011117998,
0.05790833,
-0.04923787,
0.012553504,
0.008720702,
-0.042318728,
0.0056379517,
0.015316853,
0.0018105325,
0.055152155,
0.046309438,
0.10071513,
-0.03577282,
0.019120945,
0.010945736,
-0.01672365,
0.03356214,
0.015661376,
0.019451112,
-0.032987937,
0.0067109927,
-0.034136344,
-0.019250141,
-0.012905203,
0.027906245,
-0.000674688,
-0.0063126395,
-0.081651606,
-0.028609643,
-0.00266107,
0.012036721,
0.032155342,
0.019006105,
0.008699168,
0.012208982,
-0.0000028177421,
0.068157844,
-0.000049317496,
-0.023025524,
-0.024374899,
0.03611734,
-0.0025462294,
-0.020786133,
-0.027088007,
-0.011419454,
0.007909641,
0.031896953,
-0.052338563,
0.027533013,
-0.03356214,
0.021432111,
-0.04401263,
-0.012094142,
-0.015460405,
-0.022781488,
-0.056357983,
-0.0034182996,
0.029600142,
-0.042031627,
-0.009251839,
-0.052309852,
0.04659654,
0.033389878,
-0.017613664,
-0.043668106,
-0.012998511,
-0.0072205975,
-0.020513387,
0.038729962,
0.052137595,
-0.020814843,
-0.016996397,
-0.03143759,
0.0070914016,
0.0065136105,
-0.011814218,
-0.021934537,
-0.00051409076,
0.012252048,
-0.0021981192,
-0.0051319352,
-0.023283914,
-0.005935819,
0.023068588,
-0.046366856,
0.0008227246,
-0.016407838,
-0.03155243,
-0.0023129596,
0.0112471925,
-0.044127468,
0.0068940194,
0.014900557,
-0.06850237,
-0.015144593,
-0.00055715593,
-0.038213182,
-0.04272067,
-0.014419662,
0.02661429,
0.021977603,
0.05607088,
0.022207284,
0.0021048114,
0.03626089,
0.039390296,
-0.08515424,
-0.0013718058,
-0.049984332,
-0.0003476617,
0.014498615,
-0.008060369,
0.017039461,
-0.018690294,
0.03318891,
0.025135718,
-0.013658844,
0.017728504,
-0.046711378,
-0.0029248444,
0.016077671,
-0.029327396,
0.0020402134,
0.032528576,
-0.046854928,
0.015690085,
-0.0149579765,
0.018159157,
-0.026930101,
-0.014111028,
0.021661792,
0.09187241,
0.0008967429,
0.04005063,
-0.037208326,
-0.034940228,
-0.012374065,
-0.04699848,
0.00072537933,
-0.0056558955,
0.00884272,
-0.004543378,
0.0005620905,
-0.032298893,
-0.04527587,
-0.0030791613,
-0.0075220536,
-0.02879626,
-0.016063318,
0.019824343,
-0.03608863,
0.018661583,
0.06511457,
-0.018561099,
-0.07717282,
-0.034997646,
0.016493969,
0.025638144,
-0.009072401,
0.03789737,
-0.03580153,
-0.053285997,
-0.038930934,
0.05856866,
-0.02006838,
0.015359919,
-0.028092861,
-0.018632874,
-0.022207284,
0.040682252,
0.030404026,
-0.05319987,
-0.009079578,
-0.024805551,
-0.016063318,
-0.03525604,
-0.018776424,
-0.018948685,
-0.013098996,
-0.0134435175,
0.0038686898,
-0.013601423,
-0.01451297,
-0.008993448,
0.03804092,
0.026772195,
0.021733567,
-0.031954374,
-0.0042455103,
-0.020355482,
-0.0038076807,
-0.023054233,
-0.00029943767,
-0.016493969,
0.04748655,
-0.012144384,
0.07435923,
-0.0017701589,
0.00610808,
-0.004019418,
-0.009244662,
0.023140363,
-0.0020348304,
0.030978229,
-0.0041809124,
0.033820532,
-0.0040732496,
0.017513178,
0.003915344,
0.0019343449,
-0.048089463,
-0.048261724,
0.059315126,
-0.008002948,
-0.015718795,
0.0025731453,
0.005196533,
0.055496678,
-0.063793905,
0.03112178,
0.048003335,
0.02670042,
0.02471942,
-0.050041754,
0.037208326,
0.011512762,
0.0040840157,
0.0011035455,
0.011304613,
-0.00887143,
0.008275694,
-0.0019235786,
-0.039246745,
-0.03390666,
0.016321708,
0.014785716,
0.020743068,
0.045706525,
-0.024532804,
-0.046395566,
-0.01902046,
0.0376964,
0.04045257,
0.009940882,
-0.010780653,
0.0077373795,
0.00456491,
0.05862608,
-0.034739256,
-0.022121154,
-0.034423444,
0.060291268,
0.0082685165,
-0.048146885,
0.035887662,
0.0041845012,
-0.04918045,
-0.021159364,
0.0017647757,
0.010594037,
-0.049984332,
0.0014704969,
-0.005261131,
0.0022411845,
-0.015029753,
0.007608184,
0.045649104,
-0.018446257,
0.007952706,
0.028265122,
-0.0063592936,
-0.018417547,
0.002745406,
0.0253654,
-0.03304536,
-0.0026520982,
-0.01902046,
-0.009495875,
-0.03818447,
-0.011842928,
0.025164427,
0.015632665,
0.018230932,
0.0165801,
-0.0011591715,
0.07923996,
0.0067863567,
0.018704649,
-0.011763975,
-0.021661792,
-0.062186137,
-0.037380587,
0.030719837,
0.021101944,
0.008512553,
-0.012768829,
-0.0015548329,
0.023312625,
0.06953593,
-0.03318891,
-0.05322858,
0.035169907,
-0.031753402,
-0.018503677,
-0.004371117,
0.009897817,
-0.012230515,
0.029269977,
-0.033102777,
-0.021302916,
0.01922143,
0.023484886,
0.01108211,
-0.01899175,
-0.05322858,
-0.0026628645,
-0.024073442,
-0.064023584,
0.0036784853,
-0.06344938,
0.03330375,
0.043725524,
0.0017369628,
-0.009172886,
0.022494385,
0.0120797865,
-0.0019845876,
0.03353343,
-0.024145218,
0.026915746,
0.0068688984,
-0.004076838,
-0.049926914,
0.015618309,
0.05162081,
-0.038356733,
-0.006560264,
0.013192304,
0.008426422,
0.0016840284,
0.012122852,
0.025307978,
-0.01012032,
0.012144384,
0.0084336,
0.0049166093,
-0.048233017,
0.0075220536,
-0.0033088422,
-0.01825964,
0.015431694,
0.062702924,
0.015331209,
0.029772403,
0.047285583,
0.0077947997,
-0.002844097,
0.023872472,
0.045936204,
0.041859366,
0.013012866,
-0.03318891,
-0.0043926495,
-0.030490156,
0.048204307,
0.04530458,
-0.04022289,
0.036289603,
-0.0047622924,
-0.019680792,
-0.014462727,
-0.02236519,
0.0515921,
0.052195013,
0.012431486,
-0.018805133,
0.00418809,
-0.009904995,
-0.026384609,
0.02349924,
-0.06482747,
-0.025523305,
0.042605832,
-0.07211984,
0.019580308,
-0.016766716,
-0.006703815,
0.023800697,
0.017111236,
-0.02440361,
0.03637573,
0.023226494,
0.014986687,
0.01754189,
-0.03341859,
-0.053975042,
-0.011433809,
0.031810824,
-0.023987312,
-0.017398337,
0.017340917,
0.021819698,
0.028408673,
-0.050386276,
-0.057047024,
-0.023054233,
0.0037323167,
0.043897785,
-0.034251183,
-0.009596361,
-0.0402516,
0.014785716,
-0.051075317,
0.0033734401,
0.02117372,
0.0049345535,
-0.010773475,
-0.014347887,
0.025982667,
0.025896536,
0.055467967,
-0.021101944,
0.017599309,
0.027059296,
0.021834053,
-0.018403193,
0.030490156,
-0.015173303,
0.030805968,
0.043180034,
0.033389878,
0.005996828,
0.044931352,
0.06344938,
-0.03804092,
0.014742651,
-0.012639634,
0.0073569706,
-0.016034607,
0.005142702,
-0.016694939,
-0.019623373,
0.02937046,
-0.0011816012,
0.007055514,
-0.007622539,
-0.013723441,
-0.013055931,
-0.008010126,
-0.00782351,
-0.017943831,
-0.03947643,
0.011074932,
-0.0015198424,
0.018805133,
0.000059887534,
0.028724484,
-0.03172469,
0.030518867,
0.039332874,
0.012058254,
0.0467688,
-0.0049417308,
0.0040876046,
0.0011690406,
0.020685647,
-0.016336063,
-0.019652084,
-0.019436756,
-0.06333454,
-0.023068588,
0.0140248975,
0.0037036065,
0.0019971484,
-0.0028674242,
-0.008462311,
0.008483843,
-0.030978229,
0.023355689,
-0.048462696,
0.016350418,
0.028308187,
-0.024705065,
-0.037036065,
0.03341859,
-0.029743694,
0.030576287,
0.032672126,
0.053975042,
0.020900974,
0.05348697,
0.041687105,
-0.026599934,
0.0067468802,
0.03829931,
-0.02029806,
-0.032672126,
0.003181441,
0.015015397,
0.02349924,
-0.030777257,
-0.03115049,
0.020585163,
0.015891057,
-0.010342823,
-0.005856866,
0.02454716,
-0.032471154,
-0.011053399,
-0.0053580278,
0.063277125,
0.003106077,
-0.045907494,
0.027604789,
-0.013716264,
-0.020570807,
-0.030059505,
-0.04920916,
0.043524556,
-0.014534502,
-0.012352533,
-0.00953894,
-0.047831073,
-0.019250141,
0.028595287,
0.0020455967,
0.011117998,
0.03551443,
0.03166727,
-0.0034505986,
0.009790154,
0.019996604,
-0.005706138,
0.018230932,
0.05153468,
0.038729962,
0.11392179,
0.055152155,
-0.03804092,
-0.0063269944,
0.026025731,
0.008735057,
-0.03508378,
-0.031638563,
-0.0084336,
0.020771777,
-0.022982458,
-0.032585997,
-0.0074574556,
0.05785091,
-0.010084433,
-0.009036513,
-0.0564154,
0.045677815,
-0.07074176,
-0.008562796,
-0.03198308,
0.015919765,
-0.020556452,
0.011117998,
0.0041522025,
-0.06706686,
0.24415094,
0.043897785,
0.028552223,
0.039964497,
0.029456591,
0.06528683,
0.003908166,
-0.030576287,
-0.018575452,
-0.03815576,
0.0060219495,
-0.039505135,
0.016493969,
0.018518033,
-0.025207493,
0.044070046,
-0.07550764,
-0.0038076807,
0.009251839,
-0.026858324,
-0.02457587,
0.028164636,
-0.020025315,
0.04941013,
0.015158948,
0.067698486,
0.01573315,
-0.027360752,
-0.0021658202,
-0.03568669,
0.043352295,
0.0040158294,
0.0253654,
-0.02463329,
-0.024662001,
0.015402984,
-0.02922691,
-0.051649522,
-0.032557286,
0.0009842191,
-0.006782768,
-0.03548572,
0.0065207877,
0.0070052715,
-0.045189742,
0.008727879,
-0.021733567,
0.0005719596,
0.024877327,
-0.02446103,
0.047256872,
-0.06448295,
-0.036547992,
-0.046309438,
-0.055037316,
0.011412276,
-0.095375046,
-0.03301665,
0.03755285,
0.011426631,
0.021862762,
-0.018489324,
-0.003461365,
-0.0074789883,
0.004877133,
0.024188284,
-0.01980999,
0.05363052,
-0.0276335,
0.0126827,
0.034308605,
-0.007407213,
0.010787831,
-0.016508324,
0.02347053,
0.016766716,
-0.009230306,
0.041112904,
-0.005189356,
-0.07843607,
0.019465467,
-0.014290466,
-0.00085053756,
-0.050300144,
0.06942109,
0.025035232,
-0.036835093,
0.006854543,
-0.043151323,
0.0037036065,
0.017728504,
0.06511457,
-0.013256902,
-0.001887691,
-0.010220806
] | from transformers import ViTImageProcessor
vit_extractor = ViTImageProcessor()
print(vit_extractor)
ViTImageProcessor {
"do_normalize": true,
"do_resize": true,
"image_processor_type": "ViTImageProcessor",
"image_mean": [
0.5,
0.5,
0.5
],
"image_std": [
0.5,
0.5,
0.5
],
"resample": 2,
"size": 224
}
If you aren't looking for any customization, just use the from_pretrained method to load a model's default image processor parameters. |
[
0.014160917,
-0.02230621,
-0.0021313978,
-0.05481824,
-0.0009905036,
-0.029068602,
-0.01611081,
0.01904256,
-0.010994071,
0.04519324,
0.013953482,
-0.018890442,
0.040989216,
-0.03570653,
0.017258618,
0.040159475,
0.0136285,
-0.079378575,
-0.059630737,
0.008809086,
-0.030977007,
-0.015792742,
-0.077276565,
-0.045386847,
-0.022071118,
-0.05166522,
0.008961205,
-0.012522178,
0.06997485,
0.018613862,
-0.05774999,
0.014714078,
-0.03161314,
-0.023702942,
-0.028404808,
-0.014575788,
-0.02810057,
-0.025445398,
-0.07030674,
-0.024449708,
0.060183898,
-0.030313212,
0.0065549556,
-0.03700646,
-0.031640798,
-0.011982846,
-0.01327586,
-0.0072533214,
-0.0071219457,
-0.01976167,
-0.0060225385,
0.017811779,
0.021255204,
0.019803157,
-0.044723053,
-0.008594736,
0.0019464346,
-0.00047969416,
-0.019637208,
0.0330237,
-0.0069317967,
0.035540584,
-0.0014969915,
-0.043423124,
0.009438307,
0.038334046,
-0.02485075,
-0.0028090198,
-0.02245833,
-0.018530888,
-0.063281596,
0.01637356,
0.00075065653,
0.0022524018,
0.0011227436,
0.019734012,
-0.010724406,
-0.02357848,
-0.010959499,
0.022278553,
-0.022900859,
0.031723775,
-0.011561061,
-0.0040588174,
-0.023951864,
-0.0118653,
0.016262928,
-0.028792022,
0.009376076,
-0.007903285,
-0.030008975,
0.049507894,
-0.03794683,
0.0066171866,
0.030423846,
0.039136127,
-0.0045808633,
0.06383476,
0.036619246,
0.00024849022,
-0.0025428112,
0.085242085,
-0.0017113413,
0.027851647,
-0.007847969,
0.013725303,
0.0040588174,
0.01284716,
-0.036619246,
-0.0024909524,
0.05221838,
-0.034378946,
-0.0123216575,
0.0220158,
-0.0010587844,
0.024643315,
-0.030036632,
0.00685228,
-0.07639151,
-0.040602006,
0.021822196,
0.004646551,
-0.029760052,
-0.06566019,
0.032664146,
-0.053462993,
-0.005220455,
0.04967384,
-0.038748916,
-0.02005208,
0.01638739,
-0.023882719,
0.019540407,
0.04121048,
-0.026427258,
-0.016553339,
-0.031253587,
0.017479882,
0.017590513,
-0.011111618,
0.009237786,
0.0019222338,
-0.03742133,
0.07617024,
-0.005676813,
0.009908494,
0.011367455,
-0.044142235,
-0.06400071,
0.0010682918,
-0.02823886,
-0.029096259,
-0.027934622,
0.05620114,
-0.00413142,
0.0071772616,
-0.008954291,
0.025860269,
-0.02727083,
0.029677078,
0.038334046,
0.010952584,
-0.02386889,
0.049203657,
0.011713181,
0.043533757,
-0.03385344,
-0.016262928,
-0.011934445,
-0.037200067,
0.0143683525,
-0.019830815,
-0.025168817,
-0.017728804,
0.045414504,
0.011305224,
0.034019392,
0.041404087,
0.00036949414,
0.008767599,
-0.026358113,
-0.0028332206,
0.027160196,
0.0059672226,
-0.007000942,
-0.017383078,
-0.016594825,
-0.00035112747,
-0.005123652,
0.02515499,
0.017161814,
0.024339076,
-0.007647448,
-0.005984509,
-0.04585703,
0.028308006,
0.0085325055,
-0.0330237,
-0.004134877,
-0.02740912,
-0.007882542,
0.019388286,
-0.03191738,
0.019001074,
0.011291395,
0.011816898,
-0.002561826,
0.05830315,
-0.01920851,
0.04530387,
0.024491195,
-0.0044529447,
-0.052937493,
0.000026699194,
0.032249276,
0.010523885,
0.00011905922,
-0.015087461,
-0.0052792286,
0.0041971076,
0.04898239,
0.0041383347,
0.062341224,
-0.0072533214,
-0.00021078452,
-0.015889544,
-0.017161814,
0.040629663,
0.00003462657,
0.01510129,
-0.051056743,
0.012501434,
0.0064166654,
0.022831714,
0.017825607,
0.020577583,
0.0074953292,
0.010281877,
-0.0035142999,
0.03614906,
-0.03133656,
0.02556986,
0.0035575156,
0.03446192,
0.0060640257,
0.014188576,
-0.010323364,
0.000649964,
-0.0014935342,
0.007522987,
-0.036812853,
0.0307834,
-0.023232754,
0.0075644744,
-0.015571477,
-0.027588896,
0.025915585,
0.010613773,
0.003197961,
0.0020086654,
-0.028626073,
0.005604211,
-0.035540584,
-0.001996565,
0.032857753,
0.050227,
-0.012860989,
0.0072464067,
0.0005924871,
-0.04759949,
-0.002247216,
-0.023371045,
-0.059077576,
-0.008110721,
0.02331573,
-0.03830639,
0.03399173,
-0.027187854,
0.013794448,
-0.026537891,
0.004809042,
-0.016428877,
-0.016484194,
0.033079017,
0.03780854,
-0.0060709403,
-0.023675283,
0.0034036676,
-0.02019037,
0.022389185,
-0.008677711,
-0.022403013,
0.018129846,
-0.01158872,
-0.006202316,
-0.024366735,
0.009735631,
-0.0324982,
-0.05562032,
0.017728804,
-0.022264723,
0.009445221,
-0.007910199,
0.0016681256,
-0.031862065,
-0.004183279,
0.031087639,
-0.0024218073,
0.06184338,
0.017244788,
-0.033798125,
0.051333323,
0.0021417695,
0.047793094,
-0.015695939,
-0.003500471,
0.029621761,
-0.032664146,
-0.031170612,
-0.014105601,
-0.022541303,
0.012273256,
-0.021255204,
-0.01709267,
-0.036121402,
0.051084403,
0.0062541747,
-0.045220897,
-0.021836024,
-0.03147485,
0.015308726,
-0.05830315,
-0.018683007,
0.015848057,
0.035098054,
0.023080636,
-0.023274241,
0.037753228,
-0.02767187,
0.0058877054,
0.015709767,
0.014451327,
0.044723053,
0.02964942,
-0.0037926089,
0.010212732,
0.035678875,
-0.040574346,
-0.01920851,
-0.014396011,
0.04997808,
0.006589528,
0.008926633,
0.038887206,
0.0010112472,
0.026897445,
-0.026980419,
0.026579378,
0.044667736,
-0.029428156,
0.034240656,
0.0040035015,
0.010655261,
0.005787445,
-0.012895562,
-0.03343857,
-0.00060804473,
0.019498918,
0.04530387,
-0.029234549,
0.007951687,
0.015267239,
-0.061732747,
0.008456446,
0.013296603,
0.0035817164,
0.055288423,
0.058413785,
0.077608466,
-0.028211202,
0.020287173,
0.032525856,
0.00072861655,
0.021697734,
0.013421064,
0.009092581,
-0.037614938,
0.015640622,
-0.013815192,
-0.013669987,
0.016027834,
0.038472336,
-0.018323453,
-0.03064511,
-0.069642946,
-0.026496403,
0.013822106,
0.017452223,
0.037725568,
0.024809264,
0.020771189,
-0.0065791565,
0.0028142056,
0.06339223,
-0.0037303783,
-0.014907684,
-0.035512924,
0.03700646,
-0.013144484,
-0.018185163,
-0.051720537,
0.0025566402,
-0.01736925,
0.01876598,
-0.053545967,
0.04165301,
-0.040574346,
0.013158313,
-0.013082254,
0.022707252,
-0.03316199,
-0.01241846,
-0.04599532,
0.0024494652,
0.03603843,
-0.0649964,
-0.03092169,
-0.07301723,
0.052605595,
0.021918997,
-0.03161314,
-0.03357686,
-0.02385506,
-0.0149906585,
-0.030396188,
0.039606314,
0.042565726,
-0.024615657,
-0.0024598371,
-0.011657865,
0.008304327,
0.013635415,
-0.012674297,
-0.034130022,
-0.011208422,
0.013974225,
0.013033852,
-0.005510865,
0.0016421962,
-0.016774602,
0.017037353,
-0.053850207,
-0.012432289,
-0.018586203,
-0.0041383347,
-0.018669179,
0.022278553,
-0.031696115,
0.0024684803,
0.00009766746,
-0.05296515,
-0.005607668,
0.020383976,
-0.029981317,
-0.012715785,
-0.019305313,
0.0067520193,
0.021946656,
0.049231313,
0.029068602,
-0.0102749625,
0.031032322,
0.030700427,
-0.0753405,
0.0061227987,
-0.06438792,
0.024034837,
0.017037353,
-0.009058009,
0.02598473,
-0.038334046,
0.036895826,
0.024311418,
-0.027049564,
0.0055350657,
-0.046437852,
-0.011941359,
0.027741015,
-0.055979874,
0.013787533,
0.029704737,
-0.060847692,
0.029981317,
-0.016995866,
-0.0015350212,
-0.009770203,
0.0018807468,
0.03628735,
0.074123554,
0.017424567,
-0.003944728,
-0.013365748,
-0.03883189,
0.011747753,
-0.060903005,
-0.00058081886,
-0.0404084,
-0.00347627,
-0.0018409884,
0.0053172586,
-0.038721256,
-0.029926,
0.009313845,
-0.0038133524,
0.009396819,
0.003699263,
0.0026344284,
-0.06377944,
0.017936239,
0.06925573,
-0.025998559,
-0.07451076,
-0.04137643,
0.005334545,
0.034157682,
0.0052550277,
0.018655349,
-0.050807822,
-0.06931105,
-0.031640798,
0.055675637,
-0.0058185603,
0.016719285,
-0.01566828,
-0.03628735,
-0.017797949,
0.025099672,
0.039606314,
-0.038997836,
0.007329381,
-0.024643315,
-0.009376076,
-0.05633943,
-0.024283761,
-0.010924926,
-0.0126328105,
-0.029151576,
0.0037372927,
-0.007211834,
-0.00550395,
0.001875561,
0.058413785,
0.021573272,
0.0143683525,
-0.035125714,
-0.014382182,
-0.034932107,
-0.017313933,
-0.02175305,
0.026620865,
-0.01907022,
0.047101643,
-0.03360452,
0.05166522,
0.0046672947,
0.017853266,
0.018323453,
-0.021407325,
0.02173922,
-0.0012385617,
0.044667736,
-0.010848867,
0.03330028,
-0.005915364,
0.02061907,
0.005822018,
-0.016580995,
-0.030811058,
-0.05929884,
0.05183117,
-0.0139949685,
-0.024532683,
-0.0015782369,
-0.0029023658,
0.036204375,
-0.07749783,
0.032110985,
0.062507175,
0.016262928,
0.016484194,
-0.04676975,
0.013185971,
0.024269931,
0.009424478,
-0.007709679,
0.026648523,
-0.0259709,
0.0029455815,
0.010406338,
-0.051720537,
-0.053407677,
0.030174922,
0.004449487,
-0.005704471,
0.0474612,
-0.026344284,
-0.039716948,
-0.009058009,
0.036480956,
0.029843027,
-0.008428788,
-0.010752063,
0.022831714,
0.007329381,
0.04068498,
-0.055952217,
-0.044806026,
-0.026081532,
0.056698985,
0.003393296,
-0.04516558,
0.019651039,
0.012425375,
-0.06582614,
-0.044529445,
0.008131464,
0.008988864,
-0.04253807,
-0.01051697,
0.015211923,
-0.023495506,
-0.02937284,
0.012328572,
0.053545967,
-0.02245833,
0.014243891,
0.008096891,
-0.015460845,
-0.036508616,
0.0057770736,
0.01257058,
-0.036342666,
-0.0013422794,
-0.03487679,
-0.026634693,
-0.029677078,
-0.011070131,
0.0338811,
0.014506643,
0.043699704,
0.024228444,
0.0011970747,
0.08347197,
-0.0031582026,
0.017880924,
-0.016124638,
-0.045110267,
-0.048346255,
-0.028957969,
0.0421232,
0.010053698,
-0.0034088537,
0.009569682,
0.022804055,
0.040187135,
0.062341224,
-0.039910555,
-0.03808512,
-0.0045186323,
-0.031530168,
-0.0011106433,
-0.019941447,
0.0027277744,
-0.03728304,
0.015032145,
-0.0035920881,
-0.011892958,
0.022389185,
0.0034970136,
0.011505745,
-0.015128949,
-0.038334046,
-0.01255675,
-0.0307834,
-0.05025466,
0.011899873,
-0.058247834,
0.008774513,
0.039163787,
0.0048885588,
0.0043181116,
-0.020508438,
0.024864579,
0.014409839,
0.041404087,
-0.012722699,
0.019955277,
-0.011892958,
-0.0041487063,
-0.020715874,
0.037089434,
0.060515795,
-0.058247834,
0.015460845,
0.0114366,
-0.00048055846,
-0.013096083,
-0.00062619534,
0.016553339,
-0.001617131,
-0.0036785195,
0.025818782,
0.0015384785,
-0.015723597,
-0.019526577,
-0.0071841762,
-0.029483473,
0.025818782,
0.045801718,
0.020231858,
0.04107219,
0.042704016,
0.019194681,
0.010447825,
0.0076889354,
0.035236344,
0.0068349936,
-0.001958535,
0.012086564,
-0.00085264555,
-0.035955455,
0.041044533,
0.03802981,
-0.049507894,
0.04546982,
-0.012667383,
0.0005713114,
-0.024601828,
-0.0026188707,
0.037725568,
0.03924676,
-0.0053552883,
-0.0075437305,
-0.008705368,
-0.016622484,
-0.031640798,
0.004618893,
-0.066489935,
-0.04663146,
0.030811058,
-0.06748562,
0.01808836,
-0.020411635,
-0.009500537,
0.0035955454,
0.018033043,
-0.02413164,
0.036812853,
0.023702942,
0.038665943,
0.02285937,
-0.006976741,
-0.035070397,
0.013462552,
0.018309623,
-0.031115297,
-0.02978771,
0.029179234,
0.02808674,
0.006800421,
-0.036204375,
-0.038251072,
-0.012397717,
0.014949171,
0.019277655,
-0.014451327,
0.017797949,
-0.05238433,
0.02314978,
-0.019153195,
0.02541774,
0.015419358,
0.031281244,
-0.0017026982,
-0.009092581,
0.038776573,
0.030672768,
0.024670973,
-0.030147266,
0.026316626,
0.018240478,
0.022845542,
0.0011331154,
0.039910555,
0.006468524,
0.012563665,
0.04953555,
0.08004237,
0.024103982,
0.07423418,
0.06903447,
-0.016636312,
0.030313212,
0.008981949,
0.02696659,
-0.023274241,
-0.012266342,
-0.018931929,
-0.005745958,
0.00961117,
0.019471262,
-0.007654363,
-0.012653554,
0.00699057,
-0.033217307,
-0.0007342346,
-0.013192886,
-0.0027191313,
-0.01709267,
0.005282686,
0.009694143,
-0.0043181116,
0.0034589837,
0.026648523,
0.008179866,
0.0014719263,
0.05857973,
0.003109801,
0.04082327,
-0.0034797273,
0.0066068145,
0.017770292,
0.038610626,
-0.011353626,
-0.015225751,
-0.039606314,
-0.05481824,
-0.024103982,
0.008885146,
-0.0070285997,
-0.026593206,
0.005728672,
-0.008836744,
0.017479882,
-0.023467848,
0.005583467,
-0.057805307,
0.024601828,
0.030119607,
-0.006651759,
-0.029732395,
0.033134334,
-0.036121402,
0.022541303,
0.03670222,
0.0522737,
0.007301723,
0.07235344,
0.052909832,
-0.011236079,
0.011464258,
0.023288071,
-0.010655261,
-0.042980596,
0.021918997,
0.014935343,
0.020549925,
-0.03219396,
-0.036536273,
0.060958322,
0.03570653,
-0.017120328,
0.013849764,
0.03330028,
-0.011547232,
-0.016290586,
-0.013587013,
0.05891163,
-0.01122225,
-0.02529328,
0.010689833,
-0.02456034,
-0.011519575,
-0.016014006,
-0.049618527,
0.031779088,
-0.006150457,
-0.010309535,
-0.018890442,
-0.043948628,
-0.028059082,
0.03684051,
-0.0076197903,
-0.0065272977,
0.02937284,
0.029068602,
0.007218749,
-0.00050475926,
0.02937284,
-0.012826417,
0.035319317,
0.053628944,
0.03418534,
0.09536493,
0.05957542,
-0.04217851,
0.014534301,
0.039716948,
0.0017640644,
-0.021172231,
-0.025791124,
0.017742634,
0.017466053,
-0.0077442518,
-0.04278699,
-0.020370148,
0.054873552,
-0.024906065,
-0.023536993,
-0.06505171,
0.027588896,
-0.074676715,
0.0051824255,
-0.008013917,
0.017811779,
-0.0057563297,
0.014188576,
-0.022748739,
-0.057030883,
0.2235876,
0.031557824,
0.029151576,
0.06344755,
0.06211996,
0.063336916,
0.0016880048,
-0.01221794,
-0.022057287,
-0.07827225,
0.03036853,
-0.043589074,
0.011478087,
0.010904183,
-0.026565548,
0.040491372,
-0.0347385,
0.002032866,
0.0251135,
-0.031087639,
-0.045497477,
0.045663428,
-0.029262207,
0.061511483,
-0.0027225884,
0.051582247,
0.00832507,
-0.053324703,
-0.004961161,
-0.01030262,
0.056809615,
0.0026638152,
0.04148706,
-0.03556824,
-0.024048667,
0.028570756,
0.006057111,
-0.058524415,
-0.008518676,
-0.03670222,
-0.016359732,
-0.03642564,
-0.0009792675,
0.023813574,
-0.039550997,
0.020909479,
0.002599856,
0.017286276,
0.02796228,
-0.04433584,
0.032719463,
-0.058469098,
-0.021946656,
-0.00910641,
-0.06538361,
0.00961117,
-0.08922484,
-0.0369788,
0.040491372,
0.0120727355,
0.026634693,
-0.017977728,
-0.017853266,
0.013289689,
-0.0024114356,
0.009818604,
-0.019249996,
0.040850926,
-0.026482575,
-0.0054417197,
0.03418534,
0.01235623,
0.018821297,
-0.016470363,
0.026261311,
0.010980242,
-0.0049265884,
0.035651214,
0.018586203,
-0.09641593,
0.006399379,
-0.0347385,
-0.018544717,
-0.0156129645,
0.031779088,
0.016912892,
-0.020259514,
0.0025704692,
-0.055150133,
0.022887029,
0.007841054,
0.073625706,
-0.019014904,
0.02103394,
0.0014451327
] | If you aren't looking for any customization, just use the from_pretrained method to load a model's default image processor parameters.
Modify any of the [ViTImageProcessor] parameters to create your custom image processor: |
[
0.03743271,
-0.008703175,
-0.012479893,
-0.054769382,
0.008738016,
0.024555637,
-0.0106612155,
-0.011211696,
0.0038847239,
0.06460836,
0.05170341,
-0.038352504,
0.030018637,
-0.065611765,
0.023775207,
0.08947059,
-0.023482546,
-0.040554427,
-0.064887084,
-0.0021723097,
0.016068472,
0.004644248,
-0.09119868,
-0.03877059,
-0.04367614,
0.005058851,
0.05192639,
-0.031913966,
0.059201103,
0.03550951,
-0.008556845,
-0.0054177092,
0.03943953,
-0.030799067,
-0.014423997,
-0.038631227,
0.0012943273,
-0.052121498,
-0.053710226,
-0.02125275,
0.024667125,
-0.004013634,
-0.006609257,
-0.02476468,
-0.020681364,
-0.01807529,
0.024039995,
-0.019301677,
-0.018590929,
-0.025851704,
-0.0028882835,
0.008180566,
0.006469894,
0.0005609332,
-0.03425525,
-0.002306446,
-0.005720822,
0.014772403,
-0.004062411,
-0.016528368,
0.07637054,
0.022367647,
-0.023371056,
-0.04944574,
-0.0025311676,
0.036903135,
-0.004086799,
-0.0056197844,
-0.0032297212,
-0.028039694,
-0.035648875,
0.003113005,
-0.015664322,
-0.0043202313,
0.0016183446,
0.012995534,
0.0027001444,
-0.0034161182,
-0.01252867,
0.027774904,
-0.01836795,
0.032276306,
0.0149675105,
0.009058549,
-0.016291453,
-0.012765585,
0.034673337,
-0.0096020615,
-0.02313414,
-0.03615058,
-0.019970616,
0.018855719,
-0.043369547,
0.04127911,
0.0007486368,
0.026241919,
-0.012521702,
0.033920784,
-0.007825193,
-0.027970012,
-0.023747334,
0.12341925,
-0.0413906,
0.03570462,
-0.03980187,
-0.013789899,
-0.022785734,
0.010765737,
-0.04127911,
-0.029739913,
0.030158,
-0.038603354,
0.002792472,
0.023747334,
0.015580704,
0.020430513,
-0.0012272592,
0.017754756,
-0.05635811,
0.016458686,
-0.033168226,
0.01341362,
0.013469365,
-0.03924442,
0.023148077,
0.0035572224,
0.0026234952,
0.024290847,
-0.034171633,
0.012904949,
0.019064762,
-0.0027193066,
-0.010898131,
0.043481033,
-0.01977551,
-0.024332656,
-0.04010847,
-0.013901388,
-0.0014781113,
-0.011581006,
0.0060727117,
0.029656295,
-0.000011078213,
0.06377219,
-0.017935926,
0.0047592223,
-0.016528368,
-0.05858791,
-0.030603958,
0.032917373,
-0.030074382,
-0.007720671,
-0.03821314,
0.024360528,
-0.041669324,
0.0030224198,
-0.0038185269,
0.046296153,
0.002682724,
0.01108627,
0.010709992,
0.0036547761,
-0.033642057,
0.06628071,
-0.008027268,
0.021824135,
-0.041334856,
0.004567599,
-0.01655624,
-0.042923585,
-0.0007982846,
-0.015106873,
0.017462095,
-0.006194654,
0.015023255,
0.013399684,
0.028485652,
-0.00064716366,
0.007400138,
-0.024123613,
-0.01870242,
-0.03720973,
0.014207985,
0.050755747,
-0.0107030235,
-0.035342276,
0.019190187,
0.021447856,
-0.042087413,
0.02794214,
0.0005888057,
0.04626828,
-0.020486256,
0.0076509896,
-0.033530567,
0.011810955,
-0.017935926,
-0.033530567,
-0.023928506,
0.01673741,
-0.0007503788,
0.020569874,
-0.031049918,
0.027705224,
-0.04532062,
0.037265476,
0.030687576,
0.019524656,
-0.042226773,
-0.00073339406,
0.017587522,
0.03414376,
-0.02217254,
0.00069550495,
0.021754453,
-0.006738167,
-0.011615847,
0.015469214,
0.004745286,
-0.003714005,
0.04125124,
0.031356517,
0.00983201,
0.009483604,
0.025043404,
-0.002238507,
0.019427104,
0.034060143,
0.036317814,
0.030743321,
0.014911765,
0.028875867,
0.015831556,
0.044930402,
0.019873062,
-0.009873819,
0.013775962,
0.03311248,
-0.005128532,
0.026952667,
0.014312508,
0.017601456,
0.03233205,
0.01740635,
-0.012033934,
-0.011351058,
-0.012772554,
0.008271152,
-0.012263882,
-0.008347801,
-0.03311248,
0.08400759,
-0.0052469904,
-0.0122429775,
-0.04674211,
0.012396276,
0.008229343,
0.021461792,
-0.0007921875,
-0.048358716,
-0.012410212,
-0.0045919875,
-0.02136424,
0.003996214,
0.044763166,
0.04952936,
0.0077624796,
0.018604865,
-0.043007202,
-0.065388784,
-0.012389308,
-0.02024934,
-0.07681649,
-0.006090132,
-0.0060483236,
-0.02834629,
0.014800276,
0.016207835,
0.021754453,
-0.033251844,
-0.02731501,
-0.009713552,
-0.069904126,
0.03528653,
0.03707037,
-0.03832463,
-0.061709624,
0.026590325,
-0.0370425,
-0.0023412865,
-0.009455731,
-0.026227983,
0.011504357,
0.015887301,
-0.003475347,
-0.03049247,
0.011532229,
-0.03355844,
-0.03762782,
0.011908508,
-0.008877378,
0.00012422842,
0.014953574,
0.04657488,
-0.025559044,
0.049612977,
-0.030325234,
-0.034088016,
0.032359924,
0.06622496,
-0.05067213,
0.053542994,
0.023398928,
0.00909339,
-0.029879276,
0.060706213,
0.056608964,
-0.016974326,
0.006135425,
-0.0107030235,
-0.03445036,
0.01337878,
-0.03155162,
-0.015650386,
-0.021001898,
0.08567993,
-0.021197004,
-0.06940242,
-0.01984519,
-0.04339742,
-0.039160803,
-0.023733398,
-0.016681666,
0.026214046,
0.030910557,
0.023412865,
-0.04172507,
0.009177007,
-0.009260625,
0.012556543,
0.011190792,
-0.0290431,
0.07168796,
0.037460584,
-0.011051429,
-0.009685679,
0.027997885,
-0.034283124,
0.03403227,
0.017322732,
0.026269792,
0.034394614,
0.012730746,
0.018576993,
0.021503601,
-0.00042810355,
-0.034422487,
0.03219269,
0.009316369,
-0.02716171,
0.04479104,
0.0060518077,
-0.02579596,
0.034784827,
-0.03617845,
-0.022186477,
-0.0061180047,
0.014911765,
0.036094833,
-0.05318065,
0.04272848,
-0.029461188,
-0.02790033,
0.020597747,
0.0062190425,
-0.035676748,
0.002855185,
0.044177845,
0.047327433,
-0.044595934,
0.014786339,
-0.011455581,
0.009748393,
0.052205116,
0.01659805,
-0.009107326,
-0.03751633,
0.01142074,
-0.012075743,
0.010905099,
0.020834662,
0.00043746695,
-0.028206928,
-0.0023604487,
-0.038909953,
-0.065221556,
0.015399533,
0.028402034,
0.04465168,
0.0027227907,
0.016918583,
0.001884875,
-0.01693252,
0.061207917,
-0.026924795,
0.007867001,
-0.03980187,
0.038854208,
0.0019928808,
-0.0413906,
-0.04183656,
-0.011232601,
0.024792552,
0.015497087,
-0.012479893,
-0.001221162,
-0.028332355,
-0.018897526,
-0.04406636,
0.02572628,
-0.03776718,
-0.01792199,
-0.027259264,
0.0263116,
0.04481891,
-0.059033867,
-0.011587975,
-0.07514415,
0.045292746,
0.018674547,
-0.0348127,
-0.020374767,
0.00620859,
-0.019190187,
-0.022827543,
0.035091426,
0.058643654,
-0.035732493,
0.012082711,
-0.04242188,
-0.02783065,
-0.02535,
0.043704014,
-0.03389291,
0.003339469,
0.02693873,
-0.0053097033,
0.017350605,
0.013622664,
-0.016751347,
0.02901523,
-0.019552529,
0.02176839,
-0.03762782,
0.022534883,
-0.0032088167,
0.05931259,
-0.038854208,
0.023677653,
-0.0034422486,
-0.009190943,
-0.03943953,
0.020346895,
-0.04431721,
-0.025029467,
0.005435129,
0.014563359,
-0.0029544805,
0.08947059,
0.017712947,
-0.020165723,
0.018242523,
0.0619326,
-0.06494283,
-0.008006364,
-0.06555602,
0.012842235,
0.014939638,
-0.053933207,
0.035091426,
-0.073527545,
0.05240022,
-0.0075046592,
-0.018423695,
-0.024332656,
-0.04724382,
-0.0026356895,
-0.0070238593,
0.0073165204,
0.015246235,
0.0025433619,
-0.0007473303,
-0.0016200866,
0.026548516,
-0.0042226776,
-0.027970012,
-0.05351512,
0.027593734,
0.049111273,
-0.0197337,
0.04933425,
-0.004567599,
-0.021001898,
-0.009058549,
-0.019315613,
0.026186174,
-0.002668788,
-0.0015625997,
-0.033753548,
-0.009971372,
-0.017476032,
-0.036708027,
-0.024235103,
0.0041216398,
0.0028377646,
-0.0065186713,
0.00243884,
-0.0072468393,
-0.0069088857,
0.04991957,
-0.007839129,
-0.05030979,
-0.034283124,
0.046965092,
-0.015901238,
0.025154894,
0.029126719,
-0.037962288,
-0.029433316,
0.014187082,
0.023663716,
-0.013134896,
-0.012117552,
-0.031607367,
-0.03241567,
-0.0036269038,
0.031774603,
0.012800426,
-0.039383784,
0.017266989,
-0.04164145,
0.0052191177,
-0.046602752,
-0.05089511,
-0.008940091,
-0.0009563737,
-0.033586312,
0.04272848,
0.012584415,
-0.054769382,
0.016249644,
0.028625015,
0.061207917,
0.029684167,
-0.04423359,
-0.041920178,
0.0038185269,
-0.012995534,
0.023398928,
0.01673741,
-0.020458383,
0.043341674,
0.0206953,
0.05713854,
0.0069088857,
-0.026952667,
0.015079,
-0.02568447,
0.057473008,
-0.017211244,
0.009204879,
0.00838961,
-0.000016154594,
0.021642964,
-0.010807546,
0.0010757027,
-0.0036129674,
-0.013441493,
-0.034979936,
0.024346592,
0.0064176335,
-0.017253052,
-0.029321827,
0.017336668,
0.04339742,
-0.008675302,
0.0064176335,
0.042644862,
0.02420723,
0.012340531,
-0.05240022,
0.014619105,
0.017211244,
0.0044177845,
-0.0063514365,
0.01204787,
-0.06839901,
-0.022827543,
-0.00595077,
-0.05223299,
-0.021280622,
0.020221468,
0.0056929495,
-0.0049125208,
0.037795052,
-0.025461491,
-0.0017699011,
-0.026437027,
0.035342276,
0.015037191,
-0.011148984,
-0.01818678,
0.030994173,
-0.005605848,
0.051341068,
-0.022493074,
-0.044261463,
-0.027510116,
0.04674211,
0.015274107,
-0.0059856107,
0.015343788,
0.023705525,
-0.061542388,
-0.011748241,
-0.016807092,
-0.03138439,
-0.026186174,
-0.019190187,
0.017880183,
-0.018897526,
-0.0089888675,
0.024750743,
0.04061017,
-0.045041893,
-0.0017533519,
0.01570613,
-0.005964706,
-0.03403227,
0.008926155,
0.030325234,
0.004187837,
-0.010375523,
-0.02693873,
-0.016040599,
-0.029879276,
-0.05089511,
0.039746124,
-0.012584415,
-0.010737864,
-0.0011898056,
0.030018637,
0.056274492,
-0.012354467,
-0.005546619,
0.015106873,
-0.02040264,
-0.042449754,
-0.019817319,
0.011776114,
-0.000576176,
0.024360528,
-0.044512317,
0.013817771,
0.0040554428,
0.07709522,
-0.028109374,
-0.07453095,
0.03528653,
-0.048330843,
-0.010417331,
-0.0112744095,
-0.020235404,
-0.019691892,
0.010807546,
-0.0012333563,
-0.006619709,
0.014842084,
0.0023447706,
-0.032973118,
-0.017141562,
-0.0580862,
-0.038714845,
-0.020193595,
-0.048888292,
-0.007062184,
-0.02228403,
0.02013785,
0.021963498,
-0.0053515118,
-0.004445657,
-0.008528972,
0.0036965848,
0.018507313,
0.01899508,
-0.011051429,
0.018688483,
-0.025600852,
-0.016375069,
-0.01264016,
0.028792249,
0.025461491,
-0.058643654,
-0.010814514,
0.011155952,
0.006748619,
-0.0015565025,
0.0063444683,
0.011636752,
-0.01371325,
-0.002788988,
0.0037349095,
-0.012180264,
-0.041752942,
-0.0046337964,
0.023956377,
-0.060817704,
-0.012675,
0.027301073,
0.038603354,
0.06449687,
0.004065895,
0.03684739,
-0.0014458838,
0.03414376,
0.0016819286,
0.012911917,
0.008145726,
0.033642057,
-0.018925399,
-0.032833755,
-0.0047731586,
0.041808687,
-0.040080596,
0.03654079,
0.01445187,
-0.013364844,
-0.013887452,
-0.02266031,
0.02331531,
0.06733986,
-0.0011593201,
-0.0056929495,
-0.019301677,
-0.031217154,
-0.011107175,
-0.01803348,
-0.07179945,
-0.024973722,
-0.011581006,
-0.035927597,
0.015566768,
-0.019705828,
-0.04116762,
-0.008083013,
0.031690985,
0.010654247,
0.046073172,
0.009420891,
0.0073234886,
0.026701815,
-0.012089679,
-0.025614789,
0.018270396,
0.018131034,
-0.027872458,
-0.013566919,
0.010765737,
0.02176839,
0.027175646,
-0.05875514,
-0.04590594,
-0.020946153,
0.011079302,
0.051201705,
-0.03049247,
0.006982051,
-0.059089612,
0.01020132,
0.00005111765,
-0.005194729,
-0.011622815,
0.049389996,
0.024053931,
-0.0029509966,
0.035342276,
0.0053306078,
0.005027495,
-0.032833755,
0.006940242,
0.02158722,
0.033502694,
-0.018340077,
0.018117098,
0.0105288215,
0.016514432,
0.055271085,
0.0134275565,
0.035091426,
0.022423392,
0.04375976,
-0.009922595,
0.0015382112,
0.03300099,
0.0022785736,
0.0057521784,
0.006027419,
0.006128457,
-0.029433316,
0.008034236,
-0.0028865414,
0.0010774448,
-0.0039335005,
-0.00487768,
-0.004679089,
-0.030938428,
0.013552983,
-0.0027297589,
-0.05259533,
0.0056372047,
0.031189281,
0.050532766,
0.017336668,
0.0052853147,
0.02091828,
0.016458686,
0.06862199,
-0.01116292,
0.021322431,
0.026395218,
0.017378477,
0.02317595,
0.0048916163,
-0.008884346,
-0.0050727874,
-0.0018744228,
-0.029210337,
-0.017894119,
0.03414376,
0.006156329,
0.016988263,
0.0405823,
-0.02620011,
-0.02476468,
-0.06711688,
0.039049312,
-0.047940627,
0.005267895,
0.017392414,
0.0042122253,
-0.06505432,
0.053152777,
-0.011225632,
0.030353107,
0.031022046,
0.037739307,
0.049947444,
0.0625458,
0.050755747,
0.025224574,
0.039829742,
0.022451265,
-0.0348127,
-0.010166479,
0.01005499,
-0.013336971,
0.022855416,
-0.0685105,
-0.067507096,
-0.002440582,
0.04049868,
-0.025029467,
-0.04172507,
0.004365524,
-0.0043933964,
-0.029572679,
-0.011622815,
0.09426466,
-0.016054535,
0.00089801574,
-0.027328946,
-0.022813607,
-0.027482243,
0.0023865793,
-0.03932804,
0.050839365,
-0.007783384,
-0.010842387,
0.01086329,
-0.035621002,
0.001998107,
0.024472019,
0.008744984,
-0.0029980312,
0.018465504,
0.03403227,
0.0402757,
0.01888359,
-0.032359924,
-0.014814212,
0.053542994,
0.07230116,
0.01751784,
0.08584717,
0.062322818,
-0.020332959,
0.010619407,
0.047801267,
-0.0015774069,
0.019064762,
-0.0034979936,
0.011128079,
0.0036861326,
0.01167856,
-0.061709624,
-0.0031896546,
0.0433138,
-0.042784225,
-0.003114747,
-0.05167554,
0.02668788,
-0.053459376,
0.036345687,
-0.043815505,
0.028736504,
0.00045510498,
-0.03628994,
-0.020193595,
-0.0518149,
0.22833118,
0.030213745,
0.02845778,
0.03263865,
0.05769599,
0.04345316,
0.024179358,
-0.0045919875,
0.005891541,
-0.024235103,
0.027105967,
-0.04729956,
-0.032387797,
-0.007124897,
-0.017503904,
0.06282452,
-0.028025758,
0.01323245,
0.024374465,
-0.035342276,
-0.073639035,
0.03378142,
-0.025642661,
0.026604261,
-0.003217527,
0.026283728,
-0.033279717,
-0.058699396,
-0.017657202,
-0.024193294,
0.022297967,
-0.011169888,
0.021629028,
-0.01289798,
-0.01847944,
0.029210337,
0.03492419,
-0.043035075,
-0.045627214,
0.0052609267,
0.019817319,
-0.04771765,
0.019636147,
0.007664926,
-0.034729082,
0.03810165,
-0.026506707,
0.017336668,
0.013915325,
-0.055521935,
0.05173128,
-0.025893513,
-0.0049438775,
-0.020319022,
-0.03436674,
0.024820425,
-0.047271688,
-0.022702117,
0.0046337964,
0.005961222,
0.04002485,
0.019301677,
-0.021963498,
0.02376127,
0.007191094,
-0.006933274,
-0.024931913,
0.03138439,
-0.0040798313,
-0.0066963583,
0.014047719,
-0.021740517,
0.01108627,
-0.013504206,
0.047940627,
0.026046813,
-0.033391204,
0.063437715,
0.02302265,
-0.036903135,
-0.03210907,
-0.0012716809,
0.019176252,
-0.012438085,
0.04047081,
0.04161358,
-0.04161358,
-0.029210337,
-0.031217154,
-0.0065395758,
0.007546468,
0.015120809,
0.027175646,
0.025113085,
0.012668032
] |
Computer vision models consist of a backbone, neck, and head. The backbone extracts features from an input image, the neck combines and enhances the extracted features, and the head is used for the main task (e.g., object detection). Start by initializing a backbone in the model config and specify whether you want to load pretrained weights or load randomly initialized weights. Then you can pass the model config to the model head.
For example, to load a ResNet backbone into a MaskFormer model with an instance segmentation head: |
[
-0.012062713,
-0.0064798235,
-0.013969582,
-0.0043999236,
-0.017910443,
0.004541173,
-0.006359761,
-0.01054428,
-0.02730354,
0.08350674,
0.025947543,
-0.012557086,
0.034154143,
-0.04808135,
0.018418942,
0.025665045,
-0.014944203,
-0.051782086,
-0.05517208,
0.015608076,
-0.033589143,
0.0006029591,
-0.044211112,
-0.0062432303,
-0.027218789,
0.018305942,
-0.016695697,
0.0013877769,
0.07356277,
0.0649748,
-0.010452467,
0.014873578,
-0.0067517287,
-0.009230658,
-0.024958797,
-0.07356277,
-0.011610714,
-0.008983471,
-0.0315269,
-0.009152971,
-0.0033246614,
-0.014704078,
0.016752198,
-0.02265643,
-0.061754305,
-0.02671029,
-0.009682657,
-0.00672701,
-0.03892838,
-0.01017703,
-0.016610948,
0.007359102,
0.008425536,
0.019704314,
-0.01271246,
-0.025834544,
-0.013934269,
0.0057665133,
-0.009873344,
0.036866136,
-0.011822588,
0.05655632,
-0.033815145,
-0.066217795,
-0.016752198,
0.03774188,
-0.008877534,
0.014718204,
-0.05683882,
-0.037148632,
-0.033250146,
0.030029656,
0.007825226,
-0.031216152,
-0.04469136,
0.027487164,
0.020848434,
0.019930312,
0.026357166,
0.0481661,
0.005438108,
0.023320302,
0.012945522,
-0.010297093,
-0.034041144,
-0.030764153,
-0.0039055503,
-0.067573786,
-0.035877388,
-0.024224298,
-0.016596822,
0.036583636,
-0.0317529,
-0.012161586,
0.02217618,
0.01912519,
-0.024902297,
0.032656897,
-0.010042843,
0.013016147,
0.023616927,
0.035905637,
-0.0020657748,
0.014153206,
-0.027797913,
0.012331086,
0.0067340727,
0.015735202,
-0.028843159,
0.03497339,
-0.02391355,
-0.010819716,
-0.010339468,
-0.02867366,
0.003169287,
-0.004986109,
0.0121404,
0.05172559,
-0.07022928,
0.00322049,
0.039380375,
0.0008245443,
0.012889022,
-0.022783553,
-0.014082581,
-0.0642968,
-0.008446723,
0.027416538,
-0.032967646,
-0.0053851395,
0.055143826,
0.022825928,
0.049380846,
0.036018636,
0.026074668,
0.033673894,
0.011024528,
0.0016128934,
0.011073966,
-0.034464892,
-0.0029273971,
0.0010505436,
0.03508639,
0.06802579,
-0.0158482,
-0.04406986,
0.016384948,
-0.019803189,
-0.06655679,
0.03486039,
-0.05440933,
0.011596588,
0.0041174246,
0.006723479,
-0.04446536,
-0.012634773,
0.009534345,
0.023094302,
-0.0025442576,
-0.010904466,
-0.020735435,
0.00072169694,
-0.012076837,
0.03822213,
-0.00433283,
0.01413908,
-0.027826162,
-0.023362678,
0.04796835,
-0.042770367,
-0.029379908,
0.005258015,
0.024351424,
0.03825038,
0.027741414,
-0.008277224,
0.07989075,
0.010847966,
0.019111065,
0.01615895,
0.0011450042,
0.01909694,
0.0053851395,
0.02285418,
0.013277458,
-0.022840053,
0.009371908,
-0.021710057,
-0.003038631,
0.012472336,
0.00023990354,
0.040623374,
0.0045764856,
0.014887704,
-0.05370308,
0.008319599,
-0.045086857,
0.011511839,
0.00800885,
-0.03517114,
-0.009047034,
0.078252256,
-0.01960544,
0.022910679,
-0.015297327,
-0.026441917,
0.010071093,
0.031131402,
-0.01034653,
-0.0007781968,
0.050228342,
0.018885065,
-0.03536889,
0.02108856,
-0.010424217,
0.0024153674,
-0.013884831,
0.026724417,
-0.00070977904,
0.007373227,
0.012380524,
0.007020103,
0.065822296,
0.022077305,
-0.015057202,
0.00018836952,
0.0037748944,
0.031244403,
0.018800316,
0.0010452467,
0.02066481,
0.016935822,
0.025580294,
0.030594654,
0.0043257675,
0.015254952,
-0.0021099153,
0.018221192,
0.0061408244,
0.015057202,
-0.019845562,
0.0654268,
0.017274821,
0.025326045,
-0.035227638,
0.0015510967,
-0.030820653,
0.002593695,
-0.043787364,
0.01356702,
-0.033617396,
0.044013362,
-0.017825695,
-0.0015528623,
-0.03228965,
-0.013906019,
0.012691272,
-0.0036689572,
0.022162056,
-0.008333724,
0.042120617,
0.01755732,
-0.011603651,
-0.027360039,
0.030961903,
0.026738541,
0.009845094,
0.04412636,
-0.0013145037,
-0.07299777,
0.03251565,
-0.010692592,
-0.06514429,
0.010918591,
-0.02548142,
-0.027783787,
-0.027148165,
-0.0630538,
0.013228021,
0.017175946,
0.030848904,
-0.021286309,
-0.012747772,
0.043307114,
0.015480951,
0.049211346,
-0.013807144,
0.03223315,
-0.0047777663,
0.02058006,
0.021159183,
-0.0039267377,
-0.020071562,
0.002941522,
0.008870472,
0.011624838,
0.008425536,
-0.032854646,
-0.014245017,
0.01114459,
-0.0071931337,
0.0017311899,
0.0035594888,
0.031159652,
-0.022303306,
0.005717076,
-0.0062043867,
-0.014075519,
0.073110774,
0.035425387,
-0.009682657,
0.01932294,
-0.0019404158,
0.045651857,
-0.03144215,
0.019916188,
0.043702614,
-0.027684914,
-0.06683929,
-0.05751682,
-0.0073944144,
0.00883516,
-0.039832376,
-0.06000281,
0.00047715867,
0.04768585,
-0.022091432,
-0.016851071,
0.030340405,
-0.019746687,
-0.021554682,
-0.012119212,
-0.01935119,
0.010000468,
0.0021840713,
0.005826544,
-0.039719377,
-0.019704314,
-0.037289884,
0.0064656986,
-0.0318094,
0.01895569,
0.005070859,
0.05486133,
0.04166862,
0.015692826,
0.033956394,
-0.0482791,
0.00689651,
-0.011497714,
0.022783553,
0.011469464,
0.023433302,
0.039465126,
0.013637644,
0.02864541,
-0.032628648,
0.025735669,
0.055680577,
0.017712694,
0.014146143,
0.03861763,
-0.016949946,
-0.0075568515,
-0.0016490886,
-0.014605205,
-0.015127827,
0.032261398,
0.05497433,
-0.016695697,
0.055426326,
0.0037431133,
-0.021455808,
0.020198686,
-0.019873813,
-0.059098814,
0.027656663,
0.01929469,
0.052883834,
-0.023871176,
-0.0010955669,
-0.029662406,
0.0065539796,
0.008482036,
0.051188838,
0.014675829,
-0.029803656,
-0.028857285,
-0.030594654,
-0.021286309,
-0.0048554535,
0.032882895,
0.015382077,
0.011653088,
-0.022938928,
-0.068364784,
-0.012437023,
-0.0044740797,
0.021074435,
0.014132018,
0.07147227,
-0.0468101,
-0.0073096645,
0.00012591074,
0.011624838,
-0.028772535,
-0.022133805,
0.036442384,
0.022614054,
-0.003919675,
-0.01089034,
-0.01920994,
-0.02730354,
0.005335702,
-0.026399542,
0.024181925,
-0.036131635,
0.012776023,
0.01747257,
0.037374634,
-0.06028531,
-0.010466592,
-0.039465126,
-0.011215215,
0.027317664,
-0.062375803,
-0.008651535,
0.0071472274,
-0.0313574,
0.02565092,
0.040482122,
-0.015184327,
0.017373696,
0.010169968,
-0.04356136,
0.03870238,
0.054804828,
0.02080606,
-0.001526378,
-0.05084984,
0.009979282,
-0.0040291436,
-0.024097174,
0.0008413177,
0.03508639,
-0.01764207,
-0.041244872,
0.020961434,
0.036950883,
-0.018969815,
0.038871877,
-0.015141953,
0.02699279,
-0.023164928,
-0.03228965,
-0.046753604,
0.013644707,
0.013355145,
0.034634393,
0.020368187,
-0.040453874,
-0.010035781,
0.019252315,
-0.03511464,
-0.088987224,
-0.018348318,
-0.0058406694,
-0.010946841,
0.016808698,
0.008686848,
0.003132209,
0.05005884,
0.040538624,
-0.02508592,
0.0030351,
-0.019040441,
-0.019252315,
-0.02094731,
-0.01798107,
0.031583402,
-0.06695229,
0.029295158,
0.007888787,
-0.045877855,
-0.0016896978,
-0.05709307,
-0.010120531,
-0.01581995,
-0.005798294,
0.039465126,
0.010636091,
-0.014633454,
-0.0035047545,
-0.040058374,
-0.007733413,
-0.032967646,
-0.037600633,
-0.023645176,
0.029182158,
0.06689579,
0.0236593,
-0.04059512,
0.013178583,
0.013800082,
0.0030880684,
0.0022953053,
-0.014054331,
-0.010099343,
0.0027102258,
-0.005279202,
-0.013694145,
0.023871176,
-0.0010743794,
0.0035100514,
0.034747392,
0.0046506417,
0.016653324,
-0.010268843,
-0.0485616,
0.01932294,
-0.026823292,
-0.05401383,
-0.05130184,
0.05096284,
-0.013475208,
0.032769896,
0.05754507,
-0.026215918,
-0.040171374,
-0.019393563,
0.055482827,
-0.024845798,
-0.014675829,
-0.045454107,
-0.032911148,
0.013369271,
0.024492674,
0.0024948204,
-0.06683929,
0.01778332,
-0.034464892,
0.0035594888,
-0.03144215,
-0.032063648,
-0.014845328,
-0.010770279,
-0.024817547,
0.03500164,
-0.009965156,
0.0015431514,
0.0014442768,
-0.014972453,
0.02548142,
0.039323878,
-0.07627476,
-0.014343892,
-0.029831907,
0.003771363,
0.004106831,
0.009619094,
-0.0035435983,
0.057008322,
-0.01915344,
0.022303306,
-0.04423936,
-0.009047034,
-0.054833077,
-0.022049056,
-0.001182965,
-0.027600164,
-0.033052396,
-0.012161586,
0.084410734,
0.014117893,
0.06034181,
-0.04751635,
0.0013383395,
-0.030396905,
-0.019859688,
0.018489568,
0.004082112,
0.045764856,
0.0016323152,
0.015396202,
0.053081583,
-0.029718908,
-0.00090399716,
0.012719522,
-0.039747626,
-0.009922781,
-0.09288571,
0.055680577,
0.0017541429,
-0.009590845,
0.015749326,
0.008644473,
-0.016610948,
0.011843775,
-0.0056817634,
-0.03519939,
-0.03584914,
0.039662875,
0.0640143,
-0.026300667,
0.036442384,
0.0318659,
-0.05359008,
-0.042657368,
0.018094068,
0.03796788,
0.015028953,
0.020791935,
0.0033617395,
0.006631667,
0.035425387,
-0.039662875,
0.0042162994,
-0.008256037,
0.048731096,
-0.013312771,
-0.024874046,
0.015791701,
0.021385184,
-0.04808135,
-0.04144262,
0.025001172,
0.0074579767,
-0.025071796,
-0.022303306,
-0.0324874,
0.017571446,
-0.01730307,
-0.011702525,
0.05370308,
-0.025439044,
-0.016031824,
0.008333724,
-0.008856347,
-0.03132915,
0.0013657067,
0.02895616,
-0.024662172,
-0.00957672,
-0.0059395437,
-0.00032178414,
-0.053335834,
-0.012472336,
0.07277177,
0.0033370208,
0.07785676,
0.004170393,
0.0041421433,
0.05726257,
-0.0018450724,
-0.016964072,
-0.04214887,
-0.030425154,
-0.039775874,
0.016568573,
0.018588442,
-0.016427323,
0.0044140485,
-0.022585804,
0.007066009,
-0.0023359146,
0.017627945,
0.018503692,
-0.05192334,
0.023433302,
0.0018018147,
-0.02080606,
0.00883516,
-0.011123403,
0.0025213046,
0.03553839,
-0.0013559958,
-0.0010364186,
0.0059183566,
0.0067305416,
-0.024068924,
-0.040764622,
-0.033730395,
0.02368755,
-0.07305427,
-0.03921088,
0.003540067,
-0.04511511,
0.016144825,
-0.0047071413,
-0.052742586,
-0.022953052,
0.0049437345,
0.022190304,
-0.021314558,
0.0076769134,
-0.017317196,
0.0042233616,
0.0021311026,
-0.0005433694,
0.004848391,
0.040962372,
0.031159652,
-0.05477658,
-0.036159888,
-0.0028708973,
-0.00032288764,
0.01733132,
0.007493289,
0.03858938,
-0.010551342,
-0.017204195,
-0.023433302,
0.009442532,
-0.05172559,
0.003986769,
-0.04197937,
-0.013192709,
-0.008312536,
0.04785535,
0.008736285,
0.058872815,
-0.0020286967,
-0.011215215,
0.011314089,
0.01926644,
0.043617863,
0.0006237051,
0.008969347,
-0.009795656,
-0.026032293,
0.0053003896,
0.014520454,
0.023518052,
-0.008708036,
0.036498886,
0.027148165,
0.0031392714,
-0.049154844,
0.02077781,
0.023179052,
0.032939397,
0.04423936,
-0.043024614,
0.0032681616,
0.011179903,
-0.040962372,
0.019577188,
-0.007429727,
-0.049719844,
-0.02685154,
-0.022840053,
-0.013100896,
-0.036470637,
-0.02881491,
0.018122317,
-0.030820653,
-0.0056711696,
-0.0049755154,
0.02041056,
0.029097408,
-0.030877152,
-0.01029003,
-0.017613819,
0.0031445683,
0.0037784257,
-0.010664342,
-0.031187901,
0.033617396,
0.042798616,
-0.02043881,
0.011935588,
-0.02548142,
-0.0051979837,
0.018659066,
0.102942675,
-0.04836385,
-0.024775172,
-0.036272887,
0.039917126,
-0.03471914,
0.007436789,
0.011222277,
0.0007322907,
-0.021865431,
0.016271949,
0.0040114876,
0.04514336,
0.024944672,
0.018348318,
0.011624838,
0.011646026,
0.009294221,
-0.011667213,
0.0010222937,
-0.0003458407,
0.046725355,
0.010268843,
0.07401477,
-0.013729457,
0.06644379,
0.013694145,
-0.05062384,
-0.000026580848,
0.010325342,
0.02522717,
-0.014089643,
0.013100896,
-0.00057868176,
-0.00783935,
0.013743582,
0.029888406,
0.03734638,
0.00478836,
0.01356702,
0.0061266995,
-0.056330323,
-0.006532792,
0.012083899,
-0.038843628,
0.025439044,
-0.0008788371,
0.042346615,
0.01898394,
0.0071472274,
0.0015608076,
0.0655963,
0.030114405,
-0.0025301327,
0.012613585,
0.0077969753,
0.02665379,
-0.004170393,
0.011985024,
-0.021159183,
0.011194027,
-0.03774188,
0.010685529,
-0.0648053,
0.05381608,
-0.014845328,
-0.04446536,
0.00031935642,
-0.012860772,
-0.026498416,
-0.055991326,
-0.022133805,
-0.015735202,
-0.029973157,
-0.0066599166,
0.0028426473,
-0.05392908,
0.014562829,
-0.020961434,
-0.0066916975,
0.009294221,
0.027119914,
0.046866603,
0.07418427,
-0.010367718,
0.0073661646,
0.032939397,
0.0058901063,
-0.021879556,
-0.046160355,
0.00954847,
-0.0476576,
-0.011850838,
-0.0077969753,
-0.055934824,
0.027670788,
0.014986578,
-0.011660151,
-0.030142656,
0.019492438,
-0.00800885,
-0.010169968,
-0.011307027,
0.09062572,
0.040086623,
0.005868919,
-0.009322471,
0.045284607,
-0.0639013,
-0.008983471,
-0.019492438,
0.033221897,
-0.027713163,
-0.0468101,
0.018079944,
-0.05440933,
-0.02702104,
0.01251471,
-0.001906869,
-0.009767407,
0.04226187,
0.03505814,
0.0018433067,
0.01918169,
-0.00954847,
0.012034462,
0.054550577,
0.04875935,
0.03782663,
0.068138786,
0.03536889,
-0.030170904,
0.017938694,
0.03155515,
0.008072413,
-0.048420347,
-0.0322049,
-0.015579826,
-0.00093842676,
-0.043024614,
-0.06717829,
0.014315642,
0.004982578,
0.016949946,
-0.01744432,
-0.033758644,
0.03500164,
-0.0650313,
-0.033193644,
-0.039041378,
-0.030425154,
-0.015805826,
0.0060949186,
0.03279815,
-0.012606523,
0.23639525,
0.048844095,
0.043222364,
0.05813832,
0.0322049,
0.01901219,
-0.015156077,
-0.03754413,
0.021074435,
-0.0062043867,
-0.021907806,
-0.06537029,
0.044013362,
0.013496395,
-0.039493375,
0.013969582,
-0.0042233616,
0.043589614,
-0.027289415,
-0.02565092,
-0.055511076,
0.025495544,
0.007009509,
0.05116059,
0.0324874,
-0.016413199,
0.0074085393,
-0.030848904,
-0.016314324,
-0.0071189776,
0.016060075,
0.008708036,
0.0632798,
-0.0038631754,
-0.0049719843,
0.0027631945,
-0.005441639,
-0.02108856,
0.012444086,
0.018178819,
-0.015452702,
-0.045680106,
0.01122934,
-0.024859922,
-0.015947076,
0.008051225,
-0.024012424,
0.031187901,
0.047177352,
-0.0640143,
0.01291021,
-0.02651254,
0.042516116,
-0.051584337,
-0.03754413,
0.021328684,
-0.06107631,
-0.04070812,
-0.04189462,
0.018856816,
0.012119212,
0.009929844,
0.016526198,
0.015254952,
0.013863644,
0.009414283,
0.02685154,
0.077743754,
-0.0637318,
-0.02097556,
0.021145059,
0.010819716,
-0.00033988175,
-0.019082814,
0.06254531,
0.033108898,
-0.016695697,
0.055256825,
-0.00632798,
-0.048731096,
0.027345914,
-0.055624075,
-0.005540514,
-0.07028578,
0.036442384,
0.039662875,
-0.011751963,
0.01615895,
-0.01570695,
0.04457836,
-0.014174393,
0.0478836,
0.02906916,
-0.027783787,
-0.0160177
] | from transformers import DistilBertTokenizer
slow_tokenizer = DistilBertTokenizer.from_pretrained("distilbert/distilbert-base-uncased")
Create a fast tokenizer with the [DistilBertTokenizerFast] class:
from transformers import DistilBertTokenizerFast
fast_tokenizer = DistilBertTokenizerFast.from_pretrained("distilbert/distilbert-base-uncased")
By default, [AutoTokenizer] will try to load a fast tokenizer. You can disable this behavior by setting use_fast=False in from_pretrained. |
[
0.02236729,
-0.0044345274,
-0.018686596,
-0.0057758573,
-0.008677942,
0.014524582,
-0.019620927,
-0.02256548,
-0.0099944975,
0.048811655,
0.045357466,
-0.038788844,
0.03808102,
-0.053171862,
0.03827921,
0.076501794,
-0.038420774,
-0.012061348,
-0.07208496,
0.013590252,
-0.0029569415,
-0.0072835255,
-0.09382936,
-0.03255998,
-0.058438085,
-0.007623282,
0.00006674574,
-0.016180893,
0.06676211,
0.039553296,
-0.017469136,
-0.009307907,
0.017851362,
-0.01111994,
-0.019932369,
-0.037797887,
-0.0077790036,
-0.018771535,
-0.05070863,
-0.045527343,
-0.0064553698,
-0.01660559,
-0.0005799746,
-0.04951948,
-0.012110896,
-0.044649642,
0.0016545424,
0.012995678,
-0.04003462,
-0.024773898,
-0.010942984,
0.01980496,
0.006303187,
0.0044946927,
-0.036552116,
-0.0015554468,
-0.009138029,
-0.010468741,
-0.045017708,
-0.009626429,
0.028723564,
0.029558798,
-0.02069682,
-0.062968165,
0.0117357485,
0.03584429,
-0.002748133,
0.022692889,
-0.04790564,
-0.015458912,
0.000119445576,
0.023598906,
-0.010086515,
-0.02391035,
0.009654742,
0.030663006,
0.008529299,
-0.021220611,
0.012946131,
0.01782305,
-0.03808102,
0.047792386,
0.008614237,
-0.0033320892,
-0.026090452,
-0.025410939,
0.023641376,
-0.038788844,
-0.022438072,
-0.022211568,
-0.015133312,
0.01741251,
-0.043545432,
0.018290214,
-0.007602047,
0.025623288,
-0.017157692,
0.038109332,
-0.033069614,
-0.046461675,
0.011721592,
0.09581128,
-0.047792386,
0.02528353,
-0.015204094,
0.0078639425,
0.0033780977,
-0.00401691,
-0.03960992,
-0.011912705,
0.020965794,
-0.014623677,
0.017964615,
0.027916642,
0.03641055,
-0.003381637,
-0.011190723,
0.011502166,
-0.042809293,
-0.0017403662,
-0.03893041,
-0.03904366,
-0.010454585,
-0.045357466,
0.01059615,
-0.017624859,
0.011516322,
0.026600087,
-0.030776259,
0.005637831,
0.043913502,
0.00052069424,
0.014751086,
0.041620146,
0.0023924506,
-0.017639015,
-0.055521842,
-0.0038824235,
-0.009980341,
-0.0330413,
0.012245383,
0.016095955,
0.0125072785,
0.07435001,
-0.017072754,
-0.024179323,
-0.0048450665,
-0.05203934,
-0.041535206,
0.0031073545,
-0.022310663,
-0.0011705667,
-0.049434543,
0.02528353,
-0.023712158,
0.008522221,
-0.02378294,
0.021475429,
0.003397563,
0.015359816,
0.013137244,
0.008267404,
-0.03632561,
0.06234528,
-0.011056236,
0.028270556,
-0.040459312,
-0.0046574925,
0.01359733,
-0.053964626,
-0.014949277,
-0.03558947,
0.020031465,
-0.024448296,
0.019451048,
-0.0063456567,
0.0317389,
0.012677157,
-0.0049901707,
-0.013321279,
0.0014625447,
-0.007297682,
0.024547393,
0.034796707,
-0.013979556,
-0.05203934,
0.029813616,
0.011622497,
-0.03454189,
0.012252461,
0.0056803008,
0.04682974,
-0.007340152,
0.022707045,
-0.040742442,
0.012302009,
-0.029332293,
-0.028582,
-0.021786872,
-0.012648844,
0.0040239887,
0.030663006,
-0.0458671,
0.037656322,
-0.024094384,
-0.003162211,
0.019861586,
-0.011332288,
-0.002585333,
0.026769966,
0.041959904,
0.036268983,
-0.016350772,
0.012946131,
0.0304365,
0.0062359436,
-0.020088091,
0.0445647,
0.010015733,
0.005337005,
0.044876143,
0.033947315,
0.046093605,
-0.005825405,
0.022523012,
-0.009399924,
0.014609521,
0.041506894,
0.042667728,
0.032673232,
0.024250105,
0.004714119,
0.038618967,
0.05642786,
0.012797487,
-0.0043177363,
0.019493518,
0.019465204,
0.014722773,
0.0133000435,
0.03352262,
0.00085779617,
0.024816366,
0.018191118,
-0.026840748,
0.01254267,
-0.02391035,
0.0003446226,
-0.048641775,
-0.029275667,
-0.040402688,
0.07140545,
0.0021411725,
-0.022961862,
-0.062854916,
0.013144322,
-0.0015129773,
0.029813616,
0.022055846,
-0.027109722,
0.032644916,
-0.010093593,
-0.05467245,
0.016421555,
0.064157315,
0.04176171,
0.016959501,
0.015727885,
-0.004402675,
-0.06880065,
0.005145892,
-0.01128274,
-0.062968165,
-0.011898548,
-0.04323399,
-0.01834684,
0.012401105,
-0.009803385,
0.035532847,
-0.015855294,
0.012811644,
0.0044097537,
-0.04988755,
0.02686906,
0.042158093,
-0.014510425,
-0.035079837,
-0.0039602844,
-0.05028393,
-0.006108535,
-0.023938663,
-0.03295636,
0.024349201,
-0.008989385,
0.00081930816,
-0.01782305,
-0.004636258,
-0.03352262,
-0.03315455,
0.05034056,
-0.025071183,
0.033834066,
0.0045088492,
0.05605979,
-0.028426277,
0.03190878,
-0.024589863,
-0.031342518,
0.036099106,
0.05070863,
-0.017384198,
0.04306411,
0.0317389,
0.009959106,
-0.029502172,
0.040289436,
0.05036887,
0.0027817546,
-0.034711767,
-0.027491948,
-0.03462683,
0.023131741,
-0.029813616,
-0.010935905,
-0.016846249,
0.06795126,
-0.047226127,
-0.062175404,
-0.0031232806,
-0.04014787,
-0.04419663,
-0.005248527,
-0.002265042,
0.021404646,
0.019875742,
0.036552116,
-0.05099176,
0.0075100297,
-0.031484082,
-0.004172632,
0.014156512,
-0.0088265855,
0.03938342,
0.04827371,
-0.0128258,
-0.0068057436,
0.026784122,
-0.059400726,
0.0109712975,
0.01984743,
0.014666147,
0.019904057,
0.02569407,
0.020314595,
0.022225725,
0.017483292,
-0.021546211,
0.040827382,
0.037175003,
0.0019022813,
0.057532065,
0.0009113255,
-0.010518289,
0.010199768,
-0.044394825,
-0.0035532846,
-0.0046256403,
0.044224944,
0.026656713,
-0.045074336,
0.029473858,
-0.008847821,
-0.010482897,
0.009208811,
0.03706175,
-0.0064270566,
0.011070393,
0.05889109,
0.044904456,
-0.033182867,
-0.016492337,
-0.00022937974,
0.0026808896,
0.044508073,
0.009916637,
-0.000011198023,
-0.042837605,
0.004211562,
-0.027392851,
-0.013002757,
0.007708221,
0.005110501,
0.0014413099,
-0.0003149824,
-0.040402688,
-0.034768395,
-0.02001731,
0.011353523,
0.037769575,
0.0144608775,
0.038420774,
-0.0041832495,
-0.019776648,
0.059117597,
-0.030294936,
0.0205411,
-0.029530484,
0.022225725,
0.03462683,
-0.0041266233,
-0.028228085,
-0.028652782,
-0.004091232,
0.006915456,
-0.035759352,
0.006441213,
-0.019210387,
-0.008996463,
-0.03873222,
0.032248534,
-0.015274877,
-0.024533236,
-0.047792386,
0.024066072,
0.06653561,
-0.047056247,
-0.0072021256,
-0.07435001,
0.013972478,
0.04212978,
-0.01165081,
-0.018856475,
0.015133312,
-0.015826982,
-0.04510265,
0.056116413,
0.07055606,
-0.03621236,
-0.024887148,
-0.03182384,
-0.03312624,
-0.025113653,
0.02719466,
-0.016294146,
0.026033826,
-0.011834844,
-0.022466386,
0.01104208,
0.0132929655,
-0.010617385,
0.041053887,
-0.008876134,
0.006848213,
-0.061269384,
0.0072835255,
-0.014609521,
0.033352744,
-0.011261506,
0.037203316,
0.0008662016,
-0.03425876,
-0.030153371,
-0.0055387355,
-0.052152593,
-0.029275667,
-0.006688952,
0.010164376,
-0.01960677,
0.062458534,
-0.004781362,
-0.0109571405,
0.05070863,
0.061722394,
-0.02325915,
-0.004416832,
-0.041988216,
0.012238305,
-0.010985454,
-0.047396004,
0.049349602,
-0.08641135,
0.046489988,
-0.01778058,
-0.028610311,
-0.0031108935,
-0.02082423,
-0.01899804,
-0.019394422,
-0.022452228,
0.02910579,
0.0084372815,
-0.007927647,
0.0067066476,
0.008451438,
-0.0015519076,
-0.03641055,
-0.05877784,
0.004664571,
0.074010246,
0.020880856,
0.07497289,
-0.036806934,
-0.017681483,
-0.0028543067,
-0.015444755,
0.02495793,
-0.006076683,
0.0013528317,
-0.0452159,
-0.0049972488,
-0.012061348,
-0.0391286,
-0.032984674,
0.01006528,
-0.03012506,
-0.019337796,
0.005252066,
-0.018941414,
0.004445145,
0.04697131,
0.013165557,
-0.046263482,
-0.025113653,
0.024703113,
-0.009803385,
0.043658685,
0.030209998,
-0.031144327,
-0.02804405,
0.018219432,
0.017016128,
0.006713726,
-0.01128274,
-0.02752026,
-0.031342518,
-0.02415101,
0.051982712,
0.013823834,
-0.031625647,
0.027024781,
-0.022353133,
-0.0025676375,
-0.04306411,
-0.009399924,
0.002918011,
-0.025963044,
-0.03793945,
0.042582788,
0.013406217,
-0.037033435,
-0.0041230842,
-0.016152581,
0.04167677,
0.045357466,
-0.039836425,
-0.045442406,
0.029077476,
-0.02362722,
-0.0047601275,
0.0044345274,
-0.011311053,
0.034372013,
0.016251676,
0.07927647,
-0.031484082,
0.016591433,
0.008309873,
-0.0051211184,
0.056597736,
-0.025991356,
0.01237987,
0.013915852,
0.006487222,
0.011580027,
0.019677551,
0.009746759,
0.00405938,
-0.0063987435,
-0.04728275,
0.014567051,
0.003319702,
-0.027576886,
0.00044969047,
0.024972089,
0.04099726,
-0.017186007,
-0.010737714,
0.031229267,
0.0066712564,
0.037203316,
-0.061269384,
0.030493127,
0.027307913,
-0.0032082195,
-0.012188757,
0.014524582,
-0.035447907,
0.0059528137,
-0.016350772,
-0.04323399,
0.0049264664,
-0.00040699972,
0.016251676,
-0.026161235,
0.063138045,
-0.023513967,
-0.028426277,
-0.041874964,
0.05158633,
0.0061226916,
0.009789228,
-0.013774287,
0.018601658,
0.0033303197,
0.060533248,
-0.005882031,
-0.0011466775,
-0.017016128,
0.0500008,
0.007941804,
0.0062076305,
-0.0016501185,
-0.0043035797,
-0.05906097,
-0.028610311,
-0.04323399,
0.014836025,
-0.03969486,
-0.014276843,
-0.0022331898,
-0.0010113058,
0.010652776,
0.03884547,
0.038477402,
-0.015104999,
-0.009775071,
0.006519074,
0.00094229286,
-0.025467565,
0.005280379,
0.038250897,
0.006717265,
-0.017115224,
-0.013278808,
0.002861385,
-0.042922545,
-0.037797887,
0.051558018,
-0.020979952,
0.030294936,
0.008302795,
0.037288252,
0.09275347,
0.0032524588,
-0.0027339763,
0.020187186,
-0.03278648,
-0.047311064,
-0.0009759146,
0.0022438073,
-0.011849001,
0.034938272,
-0.02995518,
0.027463634,
0.0032984675,
0.0647802,
-0.021178143,
-0.091960706,
0.048245393,
-0.030266624,
-0.008918603,
0.02995518,
0.005836022,
-0.041535206,
0.038534027,
-0.012981522,
-0.018573344,
0.014177747,
0.022112472,
-0.023089271,
-0.0323901,
-0.040855695,
-0.03867559,
-0.039553296,
-0.03397563,
-0.013137244,
-0.040431,
0.023131741,
-0.009569802,
0.031710587,
0.00014941757,
0.012670078,
-0.0065898565,
0.0075241863,
0.013045226,
-0.013413295,
0.025028713,
-0.014347625,
-0.025892261,
-0.0010458124,
0.022438072,
0.04246954,
-0.041790023,
-0.005000788,
-0.00061271153,
0.0061757783,
0.0001424499,
-0.001063508,
0.00734723,
-0.016322458,
-0.014496269,
-0.02341487,
0.00047999425,
-0.05370981,
0.017370041,
0.0046610315,
-0.040940635,
-0.008465595,
0.023811255,
0.019988995,
0.0741235,
-0.0030985067,
0.010440428,
0.01656312,
0.04697131,
0.018290214,
0.010935905,
0.006097918,
0.0074675605,
-0.0043460494,
-0.051812835,
0.018375153,
0.033296116,
-0.027817547,
0.052803792,
0.0007525071,
0.007481717,
-0.021036578,
-0.026953999,
0.028850973,
0.06019349,
0.0025747158,
-0.034145508,
-0.023145897,
-0.025934732,
-0.010893436,
-0.01643571,
-0.070046425,
-0.011289818,
0.021687778,
-0.041337017,
0.011091627,
-0.032644916,
-0.053143546,
-0.01708691,
0.010397959,
-0.018318526,
0.029643737,
0.026288643,
-0.009591037,
0.055012207,
-0.027138034,
-0.040006302,
0.02427842,
0.0066429432,
-0.056880865,
-0.039723173,
0.015614633,
0.015926076,
0.017992927,
-0.03125758,
-0.04728275,
-0.007209204,
0.002017303,
0.07938972,
-0.03621236,
-0.012861191,
-0.057305563,
0.008996463,
0.0016793163,
0.0003636454,
0.0076657515,
0.01606764,
0.0036028323,
0.004197406,
0.014191904,
0.00013216432,
0.0010944754,
-0.05203934,
0.0050467965,
0.026685026,
0.023174211,
-0.027463634,
0.016506493,
0.010093593,
0.020144718,
0.035334654,
0.03284311,
0.018842317,
0.024023602,
0.015812824,
-0.0036311455,
-0.0119339395,
0.024080228,
-0.007216282,
0.0119339395,
0.023797097,
-0.0032949282,
-0.027095566,
0.017865518,
0.021418802,
0.006770352,
-0.017709797,
0.015034216,
-0.010787263,
-0.034655143,
0.014892651,
0.01172867,
-0.05121826,
0.038987037,
0.016619746,
0.09881245,
0.024745584,
0.01647818,
0.006957926,
0.01335667,
0.034060568,
-0.016959501,
0.016648058,
0.025382627,
0.045640595,
0.02017303,
0.015968546,
-0.028058207,
-0.010617385,
-0.010758949,
-0.037854515,
-0.015742041,
0.015770355,
-0.004314197,
0.0211923,
0.00994495,
-0.026755808,
-0.026529305,
-0.052492347,
0.026246173,
-0.035249718,
-0.026246173,
-0.0029569415,
0.011169489,
-0.040770754,
0.044338197,
-0.0010113058,
0.013930008,
0.025679914,
0.05342668,
0.041535206,
0.048924908,
0.02654346,
0.037684634,
0.037033435,
0.01027055,
-0.060023613,
-0.019351952,
0.019267013,
-0.005085727,
-0.007297682,
-0.061382636,
-0.054898955,
-0.014007869,
0.042979173,
-0.0142626865,
-0.04139364,
0.0154305985,
-0.012110896,
-0.02902085,
-0.009201733,
0.12786162,
0.024858836,
-0.022692889,
-0.028553685,
0.006483683,
-0.034060568,
-0.010121906,
-0.040176183,
0.022211568,
0.00037249323,
-0.017285101,
0.036495488,
-0.026076296,
0.025099497,
0.0097963065,
0.0021730247,
0.022593794,
0.010978376,
0.02560913,
0.02134802,
0.04193159,
-0.02260795,
-0.010645697,
0.049349602,
0.058381457,
-0.0062040915,
0.0741235,
0.040402688,
-0.0077506904,
0.004894614,
0.030549753,
-0.0127125485,
0.0026861983,
-0.0020066856,
0.010313019,
-0.000825944,
-0.013830912,
-0.042554475,
-0.011948097,
0.027222974,
-0.029077476,
-0.024858836,
-0.031852152,
0.02208416,
-0.06772476,
0.004781362,
-0.044876143,
-0.005000788,
-0.003523202,
-0.034202132,
-0.0028808503,
-0.03839246,
0.2369234,
0.019663395,
0.029162416,
-0.014029103,
0.027350383,
0.04343218,
0.019663395,
-0.008939838,
-0.00023314006,
-0.027661825,
0.01717185,
-0.03292805,
-0.00702163,
0.011785297,
-0.027251286,
0.057220623,
-0.034315385,
-0.0060448307,
-0.000048358866,
-0.027661825,
-0.054502573,
0.029813616,
-0.01558632,
0.05240741,
0.021829342,
0.00417971,
-0.03332443,
-0.060419995,
-0.03219191,
-0.02569407,
0.03734488,
-0.010171454,
0.036099106,
-0.012783331,
-0.013208026,
0.017582389,
0.020937482,
-0.028808502,
-0.033919003,
-0.0045725536,
0.03482502,
-0.04660324,
0.022692889,
-0.0046008667,
-0.058607962,
-0.019097134,
-0.024943775,
0.0111553315,
0.01830437,
-0.058664586,
0.020442003,
-0.0282564,
0.028850973,
-0.028114833,
-0.005942196,
0.042922545,
-0.06993317,
-0.021532055,
0.007623282,
0.0024667722,
0.024887148,
0.02378294,
-0.027987424,
0.01619505,
0.0029887937,
0.008366499,
-0.04484783,
0.043120738,
-0.0039319713,
-0.013583174,
0.026685026,
-0.0058714137,
-0.014935121,
-0.01936611,
0.054559197,
0.02260795,
-0.02667087,
0.06511996,
0.03097445,
-0.026416052,
0.001879277,
-0.000044100852,
0.036467176,
-0.05305861,
0.044677954,
0.07627529,
-0.039581608,
-0.02260795,
-0.010659854,
0.04615023,
0.01043335,
0.038222585,
0.018545032,
0.021149829,
0.0019535988
] | Set use_pretrained_backbone=True to load pretrained ResNet weights for the backbone.
from transformers import MaskFormerConfig, MaskFormerForInstanceSegmentation, ResNetConfig
config = MaskFormerConfig(backbone="microsoft/resnet50", use_pretrained_backbone=True) # backbone and neck config
model = MaskFormerForInstanceSegmentation(config) # head
You could also load the backbone config separately and then pass it to the model config. |
[
0.00877675,
-0.0069980617,
-0.010113419,
0.016223904,
-0.025092594,
-0.01850119,
0.0022083323,
0.0024417187,
-0.020806767,
0.06472588,
0.013267674,
-0.0048162504,
0.01934987,
-0.049647693,
0.0023250254,
0.025955418,
0.005180475,
-0.06795086,
-0.060199596,
-0.008670665,
-0.014363884,
-0.015148912,
-0.049704272,
-0.019024543,
-0.0035856667,
-0.019661052,
-0.017143305,
-0.004278754,
0.054909497,
0.048006915,
-0.02840244,
0.0129989255,
0.008706027,
0.021924194,
-0.060652222,
-0.05844566,
-0.008599943,
-0.014399245,
-0.052335173,
-0.025955418,
0.043537207,
-0.003329295,
-0.016294627,
-0.012157319,
-0.046762187,
-0.032023467,
-0.017143305,
-0.03312675,
-0.028331717,
-0.0037129684,
-0.020806767,
0.0018564842,
0.0061034127,
0.02386201,
-0.044329308,
-0.02489457,
0.00011967693,
-0.0099861175,
-0.0074330093,
0.023324514,
0.008062446,
0.03952013,
-0.032985304,
-0.08679152,
-0.010757,
0.03462608,
-0.002512442,
-0.0007633686,
-0.014498258,
-0.021471566,
-0.06670613,
-0.012008801,
-0.010021479,
-0.010346806,
-0.024965292,
0.010325588,
0.017737381,
0.0010237184,
0.009179872,
0.041613534,
-0.012454357,
-0.006701024,
-0.0036210283,
-0.026832385,
-0.012100741,
-0.029392565,
-0.0095688505,
-0.03394714,
-0.001302191,
-0.030043218,
-0.01840218,
0.029053094,
-0.043904968,
-0.0008031504,
0.022758728,
0.046422713,
-0.03083532,
0.043650363,
0.023946878,
-0.0012677135,
0.011973439,
0.04305629,
-0.022999188,
0.04192472,
-0.042037874,
-0.011464232,
0.009257668,
0.0016894006,
-0.048063494,
-0.0035644497,
0.011138906,
-0.01956204,
-0.012518008,
0.005244126,
0.003638709,
0.021429133,
0.02328208,
0.0052688792,
-0.059464075,
-0.014123425,
0.021584723,
-0.004720774,
0.011478377,
-0.050750975,
0.04268853,
-0.044895094,
0.011046966,
0.03363596,
-0.052674647,
0.009540561,
0.044102993,
-0.0011801935,
0.010608481,
0.05372135,
-0.0068247896,
0.016153181,
-0.00046765723,
0.0034583649,
0.009950755,
0.00038654654,
-0.01776567,
0.009745658,
-0.0093142465,
0.071685046,
-0.010021479,
-0.008225109,
0.008981847,
-0.041274063,
-0.07581528,
0.015007465,
-0.071288995,
0.01499332,
-0.017298896,
0.027497184,
-0.047978625,
-0.013522278,
0.017624224,
0.03663462,
-0.02130183,
0.005173403,
0.03397543,
0.009667862,
-0.027143568,
0.0717982,
-0.01538937,
0.042009585,
-0.038133953,
-0.010431673,
0.017016005,
-0.036210284,
0.031401105,
-0.01133693,
0.025799826,
0.01289284,
0.024937004,
0.01212903,
0.071232416,
0.023762997,
0.0009370825,
0.022249522,
-0.018967964,
-0.026153443,
-0.015247923,
0.0364366,
0.035785943,
-0.01819001,
0.0016071849,
0.006266076,
0.006817717,
0.013267674,
0.009809309,
0.021994919,
-0.021471566,
0.032023467,
-0.027780076,
0.03389056,
-0.02486628,
-0.01794955,
0.0028094794,
-0.006389842,
0.016266339,
0.055333838,
-0.005229981,
0.02145742,
-0.007779553,
0.0073552136,
0.029335987,
0.04472536,
-0.02565838,
0.029081384,
0.02882678,
0.007553239,
-0.047950335,
0.0028041753,
0.015771275,
-0.0006793848,
0.032504387,
0.026294889,
0.012532152,
0.02148571,
0.03994447,
0.014095135,
0.041217487,
-0.020127825,
0.003723577,
-0.03157084,
-0.018232442,
-0.0010962097,
0.031316236,
0.022645572,
-0.032900438,
0.009660791,
-0.0066479817,
0.0485727,
0.0029721428,
0.0024929931,
-0.014342667,
0.023522539,
-0.02700212,
0.0039322106,
-0.03787935,
0.065404825,
0.036521465,
0.020028813,
-0.029053094,
0.028147837,
-0.00432826,
-0.016860412,
-0.008918197,
0.019392304,
-0.015318647,
0.057512112,
-0.022871885,
0.004261073,
-0.03400372,
-0.02824685,
0.024031747,
-0.0005405905,
0.0017946014,
-0.0311465,
-0.011259135,
0.007213767,
-0.0024611678,
-0.023819577,
0.057993032,
0.051769387,
0.00013824177,
0.022235377,
-0.043508917,
-0.045545746,
0.0055411635,
-0.01874165,
-0.062236425,
0.009215234,
0.0068813683,
-0.06036933,
-0.014866019,
-0.036549754,
0.007645179,
-0.02145742,
-0.00082348334,
-0.0406517,
-0.05952065,
0.046733897,
0.02349425,
0.023621552,
0.010042695,
0.047129948,
-0.008918197,
0.027907377,
0.020495586,
-0.011952222,
-0.03598397,
0.002489457,
-0.005643712,
-0.027016265,
0.024314638,
-0.02090578,
-0.023027476,
0.019406449,
0.029279409,
0.008239253,
-0.010467035,
0.031712286,
-0.0406517,
-0.0025036016,
-0.0042999713,
-0.022376822,
0.065291665,
0.04031223,
-0.04577206,
0.0358991,
-0.017284753,
0.054739762,
-0.019194279,
0.032532677,
0.032843858,
-0.0167614,
-0.019788355,
-0.029335987,
-0.021740314,
0.018246587,
-0.031033345,
-0.06365089,
-0.0113581475,
0.055871334,
-0.017680801,
-0.050411504,
-0.019222569,
-0.020240983,
-0.0142365815,
-0.029053094,
-0.033692535,
0.037624747,
0.038558293,
0.0013304803,
-0.05688975,
0.016549231,
-0.016535087,
0.0070192786,
-0.0030764595,
-0.0010626162,
0.03980302,
0.026973832,
0.0033399034,
-0.0030517064,
0.05060953,
-0.041698404,
0.040114205,
-0.01776567,
0.032108337,
0.03428661,
0.008324122,
0.03739843,
-0.004126699,
0.007829059,
-0.03080703,
0.025375487,
0.035814233,
-0.011662257,
0.021259397,
0.018840663,
-0.023932735,
0.021429133,
-0.0029898237,
-0.030524136,
-0.009010137,
0.02650706,
0.056720015,
-0.013882966,
0.036464885,
-0.0018900777,
-0.025064304,
0.022037352,
-0.0182183,
-0.048006915,
0.03468266,
0.011308641,
0.07898368,
-0.028713623,
0.013154517,
-0.0106721325,
-0.012447285,
0.020382429,
0.013090866,
0.029562302,
-0.029137962,
-0.008048302,
0.0023533148,
-0.0038473425,
0.0113722915,
0.010622626,
-0.022504125,
0.008161458,
-0.05049637,
-0.05711606,
0.024979437,
-0.0047030933,
0.01124499,
-0.016959425,
0.032164916,
-0.047073368,
0.01340912,
0.030920187,
0.01681798,
-0.01657752,
-0.030128086,
0.053523324,
-0.0140880635,
-0.021514,
-0.035814233,
0.006693952,
-0.019972235,
-0.0063615525,
-0.047243103,
0.035814233,
-0.052363463,
-0.002973911,
-0.0082109645,
0.019095266,
-0.04933651,
-0.013946617,
-0.042349055,
0.023805432,
0.023352804,
-0.06834691,
-0.020509731,
-0.01133693,
0.02191005,
0.046931922,
-0.015163056,
-0.009095005,
-0.00528656,
0.010318516,
-0.0066550537,
0.027539616,
0.064442985,
-0.028317573,
0.0049329437,
-0.028699478,
-0.021796893,
-0.001653155,
0.0021888833,
-0.03400372,
-0.014724572,
0.00898892,
-0.020156115,
0.0047525996,
0.0223061,
-0.0025036016,
0.034880687,
-0.041698404,
0.019109411,
-0.010474107,
-0.013027215,
-0.02724258,
0.006570186,
-0.04028394,
0.04022736,
0.020410718,
-0.03988789,
-0.01255337,
0.03680436,
-0.0030941404,
-0.064046934,
-0.033070173,
-0.0029686068,
0.005827592,
0.030891897,
-0.0043105795,
-0.009858815,
0.0358991,
0.029845193,
-0.054739762,
0.0152054895,
-0.040934592,
-0.030269533,
0.012256332,
-0.023154778,
0.021825181,
-0.04611153,
0.016662387,
0.028657043,
-0.046677317,
-0.0051557217,
-0.03120308,
0.02267386,
-0.0030446341,
-0.0048374673,
0.024908714,
0.042801686,
-0.042858265,
0.009802236,
-0.04067999,
-0.009851743,
-0.02724258,
-0.014540692,
0.03157084,
0.070100844,
0.0021676663,
0.026125154,
-0.018274877,
-0.011252062,
0.0139678335,
-0.054739762,
0.00749666,
-0.021004792,
-0.01261702,
0.00012022945,
0.01410928,
-0.032702412,
-0.004342405,
0.009526416,
0.01045289,
0.03915237,
-0.005357283,
-0.0019236712,
-0.008069518,
-0.011252062,
0.04817665,
-0.031655706,
-0.065404825,
-0.039378684,
0.03629515,
-0.005997328,
0.013303036,
0.02961888,
-0.03703067,
-0.03666291,
-0.032476097,
0.051939126,
-0.00005478286,
0.0053678914,
-0.031033345,
-0.03680436,
0.0011404117,
0.02529062,
0.018331455,
-0.061387744,
-0.0011324554,
-0.036945805,
0.0026998585,
-0.03912408,
-0.032843858,
-0.03601226,
-0.012701889,
-0.0031896166,
0.0128645515,
0.012065379,
-0.014066846,
0.009957828,
0.014936741,
0.045489166,
0.044895094,
-0.0828876,
-0.029024804,
-0.021018937,
-0.009795165,
-0.004628834,
0.032900438,
-0.022037352,
0.03954842,
-0.020481441,
0.05646541,
-0.00185118,
-0.023833722,
-0.045941796,
-0.033013593,
0.023437671,
-0.014427534,
-0.02267386,
-0.0005109752,
0.06319826,
0.019250857,
0.055192392,
-0.046733897,
0.0009936611,
-0.039265525,
-0.05963381,
-0.004872829,
-0.017100872,
0.0057639414,
-0.007167797,
0.020990647,
0.03903921,
-0.04746942,
0.05287267,
0.03355109,
-0.010643843,
-0.0015718233,
-0.05049637,
0.035418183,
0.013090866,
-0.013097938,
0.0044237366,
0.01700186,
-0.039322104,
0.0072420565,
-0.004091338,
-0.051090445,
-0.062123265,
0.019463027,
0.038218822,
-0.02565838,
0.0019360478,
-0.0099861175,
-0.037653036,
-0.044046413,
0.03513529,
0.0068035726,
0.0030959086,
0.009597139,
-0.0112379175,
-0.015912723,
0.019731775,
-0.0717982,
-0.018699216,
-0.022928463,
0.07457055,
-0.00568261,
-0.04254708,
0.05010032,
-0.002314417,
-0.031005055,
-0.055956203,
0.045177985,
-0.0076805404,
-0.012850407,
0.0034265395,
-0.0034778137,
-0.021400843,
-0.02855803,
-0.04299971,
0.02386201,
-0.03188202,
0.0023250254,
0.0062979017,
0.018911386,
-0.027355736,
0.007935144,
0.028161982,
-0.037341855,
0.013812243,
-0.046762187,
-0.0071041463,
-0.027072845,
-0.031089922,
0.064046934,
0.029166251,
0.044414174,
-0.0016717198,
0.007362286,
0.064839035,
-0.034569506,
-0.02531891,
-0.01657752,
-0.026082719,
-0.047271393,
-0.012914058,
0.027737642,
-0.0011925701,
0.011117688,
-0.021471566,
0.016096603,
0.03315504,
0.040906303,
-0.016591664,
-0.07372187,
0.018996254,
-0.010198287,
0.0024647037,
0.0062519317,
0.000639161,
-0.03355109,
0.031287946,
-0.016195614,
0.0016230977,
0.028727768,
-0.014144641,
-0.013578856,
-0.081473134,
-0.0390675,
-0.0012624093,
-0.030552426,
-0.04860099,
0.001189034,
-0.04973256,
0.012758466,
0.021414988,
-0.03001493,
-0.015219634,
0.02964717,
0.006280221,
0.006167064,
0.022588992,
-0.027864944,
0.021004792,
-0.013897111,
0.023225501,
0.013119156,
0.052278597,
0.049845718,
-0.070044264,
0.008331194,
0.0103892395,
0.026280744,
-0.0020704218,
0.005159258,
0.021584723,
-0.03742672,
0.0057179714,
0.0013826387,
0.01072871,
-0.025347197,
-0.035418183,
0.0018025577,
-0.00749666,
0.008727244,
0.058106188,
0.015247923,
0.04780889,
0.010863084,
0.019618617,
-0.008140242,
0.042518795,
0.033409644,
-0.0094486205,
0.015163056,
0.0044343453,
-0.0035785944,
-0.05615423,
0.03281557,
0.03595568,
-0.003988789,
0.030580716,
0.03462608,
-0.0070617124,
-0.06976137,
0.0030941404,
0.03909579,
0.043028,
0.028444875,
-0.02410247,
0.008698954,
0.0149084525,
-0.01776567,
-0.00006895513,
-0.055107523,
-0.05479634,
-0.022249522,
-0.04851612,
-0.009363753,
-0.053579904,
-0.02959059,
0.00935668,
-0.00012940136,
-0.020665321,
0.0062024253,
0.024611676,
0.066140346,
-0.0002554876,
-0.02541792,
-0.0406517,
0.025912983,
0.0066550537,
-0.020127825,
-0.012270477,
0.032108337,
0.035220157,
0.010601409,
-0.023409382,
-0.03909579,
0.011648112,
0.015530816,
0.049930584,
-0.017525211,
-0.0028377688,
-0.071345575,
0.030920187,
-0.027412316,
0.017850539,
0.0067576026,
0.004024151,
-0.016096603,
0.008295832,
0.0044131284,
0.00828876,
0.06161406,
-0.028020535,
0.000485338,
0.007935144,
0.04772402,
-0.024965292,
0.027044555,
-0.0012951187,
0.04656416,
0.052363463,
0.0575404,
0.02090578,
0.06659298,
0.04019907,
-0.035701077,
0.020637032,
0.004137308,
0.0142365815,
-0.044499043,
-0.0034972627,
0.02291432,
-0.00012243955,
0.010601409,
0.0030799957,
0.019081121,
0.014477041,
-0.0033345993,
-0.012991853,
-0.027624486,
-0.027596196,
0.030212956,
-0.013352542,
0.009851743,
-0.01212903,
0.028869214,
0.012935275,
0.045913506,
-0.028671188,
0.0673285,
0.049506247,
0.006605548,
0.03312675,
0.0038933125,
0.0135364225,
0.012199754,
0.0025619483,
-0.013840532,
-0.016337061,
-0.03151426,
0.0049258713,
-0.046903633,
0.033437934,
-0.015658118,
-0.030948477,
0.015955156,
0.0028536816,
-0.018062707,
-0.064046934,
0.021598868,
-0.040397096,
0.00322321,
0.04574377,
-0.009590067,
-0.059464075,
0.004349477,
-0.018897241,
0.00281832,
0.03360767,
0.032476097,
0.022376822,
0.08418891,
-0.0024947613,
0.010106347,
0.03001493,
0.009809309,
-0.020368284,
-0.06432983,
0.015728842,
-0.0102548655,
-0.0018034418,
-0.012411923,
-0.047214814,
0.02145742,
0.029279409,
-0.007425937,
-0.03977473,
0.030863607,
0.0033151505,
0.015488382,
-0.014738716,
0.06325484,
0.010127563,
0.012242188,
-0.028925791,
0.004271682,
-0.036917515,
-0.007631034,
-0.015742986,
0.040001046,
0.0012146711,
-0.027369881,
0.0027582052,
-0.031797156,
-0.015035754,
0.024668256,
0.0058346647,
-0.028345862,
0.043933257,
0.050439794,
-0.009491054,
0.04263195,
0.029816905,
0.006333263,
0.05363648,
0.055899624,
0.03459779,
0.08045472,
0.03903921,
-0.037285276,
0.03912408,
0.041387223,
0.013076722,
-0.015502527,
-0.023961022,
-0.0010387471,
0.01840218,
-0.027384026,
-0.03677607,
0.0061812084,
0.041613534,
-0.008104879,
-0.028628755,
-0.065178506,
0.034060296,
-0.07824816,
0.021386698,
-0.016068313,
0.0026715691,
0.0069485554,
-0.0023073447,
0.011711763,
-0.035333317,
0.23740366,
0.053183854,
0.010863084,
0.07383503,
0.034456346,
0.061161432,
0.0069697723,
-0.052646358,
-0.009370825,
-0.024597531,
0.013826387,
-0.0398596,
0.0029809834,
-0.0073976475,
-0.0067823557,
0.03366425,
-0.010311443,
0.020863347,
0.010325588,
-0.010474107,
-0.027355736,
0.049506247,
0.003992325,
0.035107,
0.005870026,
0.025516933,
0.021414988,
-0.051429916,
-0.024328783,
0.000110449764,
0.05131676,
-0.019265002,
0.042122744,
-0.02961888,
-0.017779814,
0.057398956,
0.02703041,
-0.06591403,
-0.00185118,
0.0037518663,
-0.008670665,
-0.044074703,
-0.002135841,
0.0029226367,
-0.03737014,
0.018331455,
-0.008734317,
0.00968908,
0.05683317,
-0.07321267,
0.049081907,
-0.042009585,
0.0018211226,
-0.01270896,
-0.042886555,
-0.01871336,
-0.06291537,
-0.02650706,
0.004137308,
0.02291432,
0.027864944,
-0.01334547,
0.00211816,
-0.015530816,
0.0031454146,
0.024823846,
0.021853471,
0.03635173,
-0.061331168,
-0.017511066,
0.052646358,
0.00582052,
0.020071246,
0.010021479,
0.024682399,
0.038812898,
0.005580061,
0.06432983,
0.027256725,
-0.06427325,
0.0049647694,
-0.03360767,
-0.019576184,
-0.047073368,
0.032560967,
0.04823323,
-0.012510936,
0.006633837,
-0.022829453,
0.027483039,
0.0044661704,
0.010742855,
-0.0134161925,
-0.017256463,
-0.009483982
] | By default, [AutoTokenizer] will try to load a fast tokenizer. You can disable this behavior by setting use_fast=False in from_pretrained.
Image processor
An image processor processes vision inputs. It inherits from the base [~image_processing_utils.ImageProcessingMixin] class.
To use, create an image processor associated with the model you're using. For example, create a default [ViTImageProcessor] if you are using ViT for image classification: |
[
0.0040227375,
0.0030076061,
-0.023676096,
-0.04416423,
-0.011260917,
0.015953539,
-0.017712412,
-0.02522885,
-0.001514109,
0.059252072,
0.0565588,
-0.04355962,
0.039519705,
-0.060955983,
0.0112884,
0.044741362,
-0.03971208,
-0.02259054,
-0.0713993,
0.0011963436,
-0.00604613,
-0.010024209,
-0.078434795,
-0.04960575,
-0.03971208,
-0.0065545547,
-0.009728773,
-0.015376408,
0.07755536,
0.03583706,
-0.016640598,
-0.029268766,
0.01665434,
-0.0055857995,
-0.008533288,
-0.037568454,
-0.0011242023,
-0.014551936,
-0.063044645,
-0.039959423,
0.016159656,
-0.03515,
0.0012985438,
-0.03630426,
-0.0035417955,
-0.03891509,
0.014064123,
0.024473084,
-0.023071483,
-0.03149484,
-0.0017021917,
0.014277112,
0.0107112685,
0.025187628,
-0.039767046,
-0.012834284,
-0.009934891,
-0.016585633,
-0.030780299,
-0.018083425,
0.034627836,
0.006410272,
-0.007784392,
-0.057438236,
0.027661044,
0.040316693,
-0.016750528,
0.020391947,
-0.048891205,
-0.016503187,
0.005496482,
0.019320134,
-0.01905905,
-0.028691635,
0.01698413,
0.024404379,
-0.017959755,
-0.030890228,
0.011947977,
0.016626857,
-0.0426527,
0.020721735,
0.006252248,
0.009673808,
-0.040673964,
-0.031302463,
0.043532137,
-0.026424335,
-0.017973496,
-0.0073171915,
-0.03215442,
0.010628821,
-0.01551382,
0.035177484,
0.0059602475,
0.031412393,
-0.014799277,
0.03938229,
-0.009151642,
-0.032126937,
0.01665434,
0.09800227,
-0.04743464,
0.020584324,
-0.010621951,
0.0021212983,
0.0021642398,
0.0012418614,
-0.06260493,
0.0029784061,
0.010821198,
-0.015238996,
0.030285614,
0.021079008,
0.014771795,
0.010910517,
0.0017674625,
0.013974804,
-0.035232447,
-0.00032506537,
-0.03613937,
-0.037403557,
-0.010113526,
-0.0652982,
0.010992964,
-0.016613116,
0.019114016,
0.025805982,
-0.014593159,
-0.014318335,
0.042185497,
-0.015101584,
0.018179614,
0.069530495,
0.014084735,
-0.024651721,
-0.05100735,
0.023909695,
0.022769175,
-0.039986905,
0.007028626,
-0.0036689015,
0.0123052485,
0.08854832,
-0.016681822,
-0.018000977,
0.01801472,
-0.088713214,
-0.029213801,
0.013548828,
-0.018564368,
-0.03058792,
-0.037788313,
0.036001954,
-0.031549804,
0.030725334,
-0.019031567,
0.012339601,
0.001563062,
0.008801241,
0.026575489,
0.010353997,
-0.022961553,
0.069530495,
-0.019471286,
0.016393257,
-0.023153929,
0.006853426,
0.0061526243,
-0.04105872,
-0.03949222,
-0.033006374,
0.010079173,
-0.029296247,
0.020845408,
-0.005578929,
0.028114503,
0.024940286,
0.013521345,
0.0069393083,
-0.01266939,
0.009206607,
0.013486993,
0.035122517,
-0.00233944,
-0.05397545,
0.022975294,
-0.011810565,
-0.017135281,
0.009021101,
0.011446423,
0.04971568,
-0.025764758,
0.011199081,
-0.036798947,
0.01254572,
-0.006252248,
-0.031137569,
-0.01940258,
-0.01209913,
-0.010518892,
0.024115814,
-0.054140344,
0.053260908,
-0.0540579,
-0.030450508,
0.0064961542,
0.017932272,
-0.00844397,
0.021175196,
0.004345656,
0.037788313,
-0.035067555,
0.013610663,
0.021642396,
-0.0028701941,
-0.025544899,
0.046033036,
0.029268766,
-0.030313097,
0.0326491,
0.021010302,
0.033226233,
-0.004572386,
0.008375264,
0.0036654663,
0.003210289,
0.039189916,
0.04279011,
0.0064377543,
0.014277112,
0.01231899,
0.018317025,
0.057877954,
0.0031896771,
0.005706035,
0.015596267,
0.028911494,
0.00071196613,
0.017726153,
0.021944704,
0.019004086,
0.037898242,
0.040316693,
-0.026039582,
0.014235888,
-0.0024768522,
-0.005695729,
-0.03569965,
-0.023291342,
-0.04438409,
0.07524683,
0.003210289,
-0.028856529,
-0.04666513,
0.0008360664,
-0.003744478,
0.02121642,
0.012112872,
-0.01631081,
0.010079173,
-0.008979877,
-0.06447373,
-0.013136592,
0.059362,
0.038475372,
0.029268766,
0.019787334,
-0.025613604,
-0.053673144,
-0.022192044,
-0.02268673,
-0.058317672,
-0.008808112,
-0.0362493,
-0.013768687,
0.062824786,
-0.019897263,
0.053590696,
-0.0031931123,
-0.009337149,
0.0014368147,
-0.048671346,
0.06123081,
0.044356607,
-0.027111396,
-0.016008504,
0.012360213,
-0.033940773,
0.003569278,
-0.028196951,
-0.0337484,
0.040234245,
-0.015184031,
-0.0051014223,
-0.02191722,
0.00913103,
-0.0390525,
-0.050485186,
0.060076546,
-0.027798457,
0.030615404,
0.011240305,
0.039189916,
-0.032978892,
0.01369998,
-0.008753147,
-0.053728107,
0.030258132,
0.056998517,
-0.021367572,
0.04847897,
0.004266644,
0.020804184,
-0.018069685,
0.034737766,
0.041938156,
0.0051289047,
-0.012566332,
-0.018042201,
-0.014235888,
-0.0045964327,
-0.030615404,
0.0077637807,
-0.03319875,
0.07359789,
-0.030340578,
-0.06502338,
-0.0151565485,
-0.021518726,
-0.013995416,
-0.0066473074,
-0.010910517,
0.030203167,
0.01369311,
0.016516928,
-0.06287975,
-0.017162764,
-0.04633534,
-0.012415178,
0.028361846,
-0.01848192,
0.03102764,
0.037266146,
0.006698837,
-0.0030024531,
0.038612783,
-0.06502338,
0.016929165,
0.005053328,
0.017368883,
0.0076263687,
0.013885487,
0.026946502,
0.023373788,
0.014551936,
-0.023126448,
0.03688139,
0.025503675,
-0.01882545,
0.049193513,
0.019457545,
-0.018000977,
0.017561259,
-0.038035654,
-0.0068018963,
-0.021422537,
0.023456236,
0.049440853,
-0.038832642,
0.017176505,
-0.019072792,
-0.012573202,
0.03135743,
0.011453294,
-0.03069785,
0.016736787,
0.0574932,
0.03583706,
-0.034957625,
-0.010855552,
0.005496482,
0.0018361685,
0.04589562,
0.026616713,
-0.0024751343,
-0.04792932,
0.0041120555,
-0.027853422,
-0.016832976,
0.0110067045,
-0.008224111,
-0.007049238,
0.0002443358,
-0.04564828,
-0.030862745,
-0.010429574,
0.018770486,
0.032731548,
0.01940258,
0.05040274,
-0.008162275,
-0.009611973,
0.062110245,
-0.036111884,
0.02555864,
-0.036826428,
0.046472754,
0.018784227,
-0.024802875,
-0.013617533,
-0.009632585,
-0.0026280053,
0.0058022235,
-0.015197772,
-0.008258464,
-0.009618843,
0.004840339,
-0.004988057,
0.037540972,
-0.00621446,
-0.02610829,
-0.048231628,
0.029955825,
0.044658914,
-0.055789288,
-0.021312607,
-0.057987884,
0.021848515,
0.03215442,
-0.009563878,
-0.024225743,
-0.003067724,
-0.0020817926,
-0.043971855,
0.05078749,
0.06513331,
-0.059966616,
-0.021065267,
-0.022851624,
-0.02487158,
-0.0118517885,
-0.014359559,
0.0026760995,
0.03157729,
-0.0053315875,
-0.025517417,
0.02726255,
0.006341566,
-0.007619498,
0.027358739,
-0.003426713,
0.0020336981,
-0.063814156,
0.010759363,
-0.023882214,
0.032951407,
-0.00042683617,
0.030450508,
-0.007894322,
-0.024844097,
-0.044026818,
0.0018086861,
-0.082777016,
-0.049908053,
-0.003844102,
0.0009799197,
-0.01529396,
0.04314738,
0.018179614,
-0.012339601,
0.028499259,
0.042295426,
-0.032484207,
0.016448222,
-0.015115324,
0.0317147,
-0.010621951,
-0.04611548,
0.0440543,
-0.08503057,
0.04072893,
-0.0034026657,
-0.012944215,
-0.01573368,
-0.028554223,
0.001243579,
0.0060942243,
-0.039767046,
-0.0049811867,
-0.011535741,
-0.0041773263,
0.016489446,
0.01620088,
0.007255356,
-0.0207767,
-0.0435871,
0.01837199,
0.061560597,
0.024005884,
0.060626194,
-0.018633073,
-0.055514466,
-0.005431211,
-0.02384099,
0.025751017,
-0.017753636,
-0.012332731,
-0.04383444,
-0.011707506,
-0.0062316363,
-0.039684597,
-0.032896444,
0.0036345485,
-0.013624405,
-0.018990345,
0.014620641,
-0.027564855,
0.017643707,
0.03558972,
-0.014277112,
-0.06727694,
-0.01699787,
0.029818414,
-0.030752815,
0.030780299,
0.048314076,
-0.043751996,
-0.023634871,
0.015678715,
0.0410862,
-0.026451819,
0.012401437,
-0.026740383,
0.009392113,
-0.029213801,
0.04894617,
0.018866673,
-0.036331743,
0.0049914927,
-0.011776213,
-0.0021470631,
-0.06650743,
-0.010676916,
0.010326515,
-0.0033803363,
-0.013411416,
0.04814918,
0.0050017983,
-0.029955825,
0.0029182883,
0.020378206,
0.04097627,
0.05246392,
-0.035012588,
-0.03660657,
0.008595123,
-0.023373788,
0.0023119575,
0.023071483,
-0.015939796,
0.02190348,
-0.0014831913,
0.051144764,
-0.025022734,
0.012971697,
0.010580728,
-0.025132664,
0.046527717,
-0.02613577,
0.039959423,
-0.012112872,
0.0055136583,
0.011446423,
0.020020936,
-0.0023720753,
0.008485193,
-0.043971855,
-0.03982201,
0.028306881,
-0.005829706,
-0.025792241,
-0.021037783,
-0.0071660383,
0.06804644,
-0.017094059,
-0.0032068535,
0.0031278417,
-0.0016128739,
0.052189093,
-0.05397545,
0.02522885,
0.026740383,
0.0011491082,
-0.0045792563,
0.024019625,
-0.051474553,
-0.0056613763,
-0.011171599,
-0.03580958,
-0.010944869,
0.0025386875,
0.0036208073,
-0.0021264513,
0.047984287,
-0.028884012,
-0.04152592,
-0.05455258,
0.048643865,
0.012140354,
-0.012174707,
-0.0063690483,
0.021202678,
0.023071483,
0.05672369,
0.0017863566,
-0.01926517,
-0.0049365275,
0.05683362,
0.00981809,
-0.009103548,
-0.010450186,
0.015225254,
-0.052986085,
-0.025586123,
-0.046362825,
0.018619332,
-0.06024144,
-0.025132664,
-0.016434481,
-0.018756744,
0.0141534405,
0.04622541,
0.040783893,
-0.02362113,
-0.001818992,
-0.0016635446,
-0.029488625,
-0.03174218,
0.04059152,
0.03660657,
-0.008457711,
-0.011549482,
-0.031329945,
-0.019443804,
-0.059252072,
-0.01838573,
0.01584361,
-0.011522,
0.03946474,
0.02190348,
0.043999337,
0.099541284,
-0.008732535,
0.017657448,
0.022659246,
-0.016516928,
-0.057548165,
-0.024143295,
0.00057584234,
-0.011082281,
0.045923106,
-0.010367739,
0.026973985,
-0.0073790266,
0.057438236,
-0.014730571,
-0.096902974,
0.043422207,
-0.02019957,
-0.010663175,
0.009412725,
-0.0023531814,
-0.0070183203,
0.003205136,
-0.017258953,
-0.00592933,
0.0076813335,
0.0065923426,
0.0036105015,
-0.023360047,
-0.03366595,
-0.051144764,
-0.052299023,
-0.023112705,
-0.0027362173,
-0.046637647,
0.022013409,
0.020680513,
0.0018344508,
0.0035314895,
-0.037540972,
0.0151565485,
0.019237686,
0.036331743,
-0.010360868,
0.028141987,
-0.016434481,
-0.03262162,
-0.02749615,
0.021120232,
0.0232776,
-0.028774083,
-0.005142646,
-0.011494517,
0.02772975,
-0.007550792,
0.00097562553,
-0.009570749,
-0.0022999342,
0.00810731,
-0.007475215,
-0.017891048,
-0.047489602,
0.028306881,
-0.014483229,
-0.047874358,
-0.016118433,
0.03482021,
0.02954359,
0.075026974,
-0.008808112,
0.01506036,
0.023318823,
0.007598886,
0.008938653,
-0.0010589316,
-0.0052353987,
0.016379515,
-0.0076607214,
-0.041470956,
0.006355307,
0.03946474,
-0.029103871,
0.051034834,
-0.0062007187,
0.0071660383,
-0.049193513,
-0.017973496,
0.03319875,
0.046747576,
0.0048643863,
-0.025476193,
-0.015816126,
-0.045208562,
0.0016068621,
-0.019924747,
-0.06672729,
-0.016365774,
0.037733346,
-0.05100735,
0.01802846,
-0.02316767,
-0.03913495,
-0.012923603,
0.013383933,
-0.028719118,
0.04081138,
0.030230649,
0.016915422,
0.057768025,
-0.028224435,
-0.029351212,
0.011425812,
0.01083494,
-0.054112863,
-0.028045798,
0.0014565677,
0.02065303,
0.01174873,
-0.01506036,
-0.04792932,
0.0042494675,
0.018303284,
0.07057483,
-0.0026022405,
-0.004039914,
-0.033336163,
0.019773593,
-0.00810044,
0.009508913,
0.0052457047,
0.0070767202,
0.022411905,
-0.0026503347,
0.02157369,
0.012813673,
0.022535576,
-0.022260752,
0.01209913,
0.021862255,
0.04254277,
-0.022879105,
0.03402322,
-0.0088424655,
0.008794371,
0.04963323,
0.051392104,
0.026809089,
0.03982201,
0.011879271,
-0.021477502,
-0.018413214,
0.037348595,
0.01929265,
-0.0047853743,
0.009804349,
-0.0073858975,
0.00027310645,
-0.0020268275,
0.009151642,
-0.011047929,
0.00024626814,
0.002920006,
-0.023401272,
-0.025283815,
0.0028444293,
-0.0014565677,
-0.048643865,
0.017533777,
0.031549804,
0.055926703,
0.03251169,
-0.00621446,
-0.024912804,
0.042570252,
0.027441185,
-0.012786191,
0.023689836,
0.03377588,
0.03743104,
0.027564855,
0.020625548,
-0.008086699,
-0.001032308,
-0.01003795,
-0.040014386,
-0.021972185,
0.0022827575,
0.0068877786,
0.0018447567,
-0.0022277927,
-0.0116388,
-0.024321932,
-0.07271846,
0.01974611,
-0.05306853,
-0.026438078,
0.01242892,
0.0049605747,
-0.053453285,
0.033583503,
-0.00013505027,
0.021175196,
0.04828659,
0.053096015,
0.042350393,
0.05397545,
0.039986905,
0.016695563,
0.023387529,
0.028306881,
-0.015197772,
-0.014538194,
0.018083425,
-0.02979093,
0.0011379435,
-0.0732681,
-0.051282175,
-0.03174218,
0.013054145,
-0.02704269,
-0.03385833,
0.0134457685,
0.0039574667,
-0.04619793,
-0.0032205947,
0.111578576,
0.037733346,
-0.026657937,
-0.023112705,
-0.006983967,
-0.02669916,
0.009048583,
-0.04482381,
0.02522885,
0.0014033205,
-0.0124220485,
0.0133083565,
-0.0282794,
0.026039582,
-0.0046376563,
-0.003498854,
0.015829867,
0.031302463,
0.028609188,
0.04188319,
0.030642886,
-0.014758053,
-0.008265334,
0.046362825,
0.049111065,
0.0035177483,
0.063814156,
0.048698828,
-0.016035985,
0.007846228,
0.042515285,
0.0078050043,
-0.005005234,
0.0058194,
0.013672498,
-0.008182887,
-0.0050705043,
-0.041690815,
0.011336493,
-0.009323407,
-0.019801075,
-0.023758542,
-0.030670369,
0.030642886,
-0.06711204,
-0.0051185987,
-0.043642066,
-0.0044418443,
-0.01095174,
-0.024473084,
-0.0026280053,
-0.024926545,
0.2196394,
0.02349746,
0.04482381,
-0.03240176,
0.050017983,
0.056201525,
0.031192534,
-0.013514475,
0.029378695,
-0.035864543,
0.021037783,
-0.008416488,
0.0026864056,
0.03685391,
-0.042570252,
0.051584482,
-0.04298249,
-0.0003295742,
0.008017993,
-0.05625649,
-0.05716341,
0.019787334,
-0.011673153,
0.07453229,
0.0101410085,
0.025682312,
-0.02476165,
-0.01996597,
-0.0140160285,
-0.013851134,
0.053150978,
-0.003857843,
0.039519705,
0.0068053314,
-0.013548828,
-0.004438409,
0.0116388,
-0.033720914,
-0.020446911,
0.006606084,
0.04564828,
-0.025352523,
0.027413704,
-0.004768198,
-0.0613957,
-0.0042048087,
-0.019430064,
0.028609188,
0.027221326,
-0.051474553,
0.01735514,
-0.025077699,
0.056283973,
-0.0013208733,
-0.02838933,
0.018413214,
-0.0764011,
-0.012064777,
0.011611317,
0.002360052,
0.017588742,
0.017629966,
-0.014854242,
0.03432553,
-0.0060186475,
-0.010807457,
-0.04814918,
0.026616713,
-0.00541747,
-0.0042941263,
0.0046720095,
-0.0040124315,
-0.007853098,
-0.030862745,
0.04210305,
0.0146069005,
-0.03916243,
0.080138706,
0.03460035,
-0.026328148,
0.0015579091,
-0.016187139,
0.037540972,
-0.033610985,
0.049578264,
0.027097655,
-0.033061337,
-0.018921638,
-0.008045475,
0.01848192,
0.011096022,
0.04471388,
0.02474791,
0.04059152,
0.015390149
] | You could also load the backbone config separately and then pass it to the model config.
from transformers import MaskFormerConfig, MaskFormerForInstanceSegmentation, ResNetConfig
backbone_config = ResNetConfig.from_pretrained("microsoft/resnet-50")
config = MaskFormerConfig(backbone_config=backbone_config)
model = MaskFormerForInstanceSegmentation(config)
Set use_pretrained_backbone=False to randomly initialize a ResNet backbone. |
[
0.014009072,
0.005881431,
0.0038381498,
-0.039130237,
-0.022196192,
-0.026436701,
-0.035547495,
0.008991837,
-0.025345085,
0.072214596,
-0.015198654,
-0.015310614,
0.045959834,
-0.0309851,
-0.0016724117,
0.020614749,
-0.013911107,
-0.048003115,
-0.041929252,
0.016066348,
0.00895685,
-0.049486592,
-0.060626674,
-0.02936167,
-0.013659195,
-0.00776027,
0.029389663,
-0.017703773,
0.0648252,
0.021454453,
-0.06308981,
0.0022024752,
-0.0014161268,
-0.049598552,
0.013267333,
-0.025792927,
0.021230532,
-0.02527511,
-0.0491787,
-0.032076716,
0.03084515,
-0.008746923,
0.0011764611,
-0.035547495,
-0.044504344,
-0.011014125,
-0.015772453,
-0.003547752,
0.007036025,
-0.06717637,
-0.007949204,
0.02254607,
-0.014191008,
0.020082936,
-0.050186347,
0.02524712,
0.0041530393,
-0.020236881,
-0.01714397,
0.020768695,
0.008054167,
0.038906313,
-0.004849294,
-0.049262673,
0.0018788391,
0.040613715,
-0.008236103,
0.004306985,
-0.00815913,
-0.021958277,
-0.012840483,
0.034707792,
-0.021272518,
-0.024169499,
-0.033448234,
0.03216069,
0.022126216,
-0.01549255,
0.0025785929,
0.051809777,
-0.010678244,
0.033560194,
-0.01736789,
0.0056365174,
-0.025596997,
-0.016766103,
0.005034729,
-0.035575487,
-0.030173386,
-0.022350138,
-0.01995698,
0.0662247,
-0.044420376,
0.02458935,
0.03812259,
0.04352469,
-0.01899132,
0.030005446,
-0.010293379,
-0.014792796,
0.03999793,
0.09902917,
-0.045763902,
0.042293124,
-0.01444292,
0.02896981,
0.032300636,
0.018557472,
-0.0730543,
0.0013321564,
0.032300636,
-0.0072914353,
-0.00044150095,
0.021510433,
0.021874305,
0.026744593,
0.0024403916,
0.007655307,
-0.02638072,
-0.03627524,
0.0075153564,
-0.013176365,
-0.009992485,
-0.03798264,
0.011224052,
-0.022839965,
0.024771286,
0.052089676,
-0.02535908,
0.002774524,
0.006728133,
0.017619802,
0.013400286,
0.013456266,
-0.017731763,
-0.006108851,
-0.025345085,
-0.024057537,
0.03311235,
-0.0041985232,
0.0038276536,
-0.039214205,
-0.033196323,
0.093039274,
0.010174421,
-0.012161722,
0.0127425175,
-0.045484,
-0.02618479,
0.021818325,
-0.058835305,
-0.023077883,
-0.028396012,
0.03274848,
-0.035519507,
0.031656865,
-0.018025659,
0.01626228,
-0.03775872,
-0.012560582,
0.0253031,
-0.015212649,
-0.02720643,
0.04887081,
-0.013323314,
0.08609772,
-0.02737437,
-0.04360866,
-0.013785151,
-0.019285217,
0.012868473,
-0.029249711,
-0.027696257,
-0.012546587,
0.058779325,
-0.015128679,
0.047751203,
-0.004240508,
-0.024491385,
0.0035774915,
-0.04903875,
0.006672153,
-0.030145396,
0.018599458,
-0.022070237,
-0.020418817,
0.046547625,
-0.008334069,
0.011874823,
0.0071619805,
0.023805626,
0.040473763,
-0.05043826,
-0.00392212,
-0.044784248,
0.018655438,
-0.02521913,
-0.010783207,
-0.053097323,
-0.051305953,
-0.0121197365,
0.024743296,
0.005213166,
-0.00075617153,
0.008746923,
0.010587276,
0.0216084,
0.051977716,
-0.016808087,
0.035463527,
0.02885785,
0.0114759635,
-0.024827266,
0.008676948,
0.0179137,
0.021216538,
-0.004607879,
0.02004095,
0.026394716,
0.02723442,
0.073949985,
0.025848906,
0.04411248,
0.031936765,
0.0122247,
0.005626021,
0.008446029,
0.039885968,
0.03630323,
-0.0028689909,
-0.022434108,
0.042712975,
0.025862902,
0.024029547,
-0.0020292862,
0.019621098,
0.024365429,
0.021398474,
0.001498348,
0.01728392,
-0.030537259,
0.033700146,
0.0033990543,
-0.007508359,
0.007112998,
0.019033305,
-0.012049762,
-0.03445588,
-0.03403603,
0.061298437,
-0.019313207,
0.04934664,
0.0048387977,
-0.031544905,
-0.031153042,
-0.06723235,
0.0061298436,
0.008250098,
-0.040501755,
-0.0077742655,
0.008264093,
0.006917067,
-0.042405084,
0.014708826,
0.0452041,
0.044840228,
-0.010321369,
0.015954388,
-0.012329663,
-0.07400597,
-0.018739408,
-0.020684725,
-0.07596528,
-0.0051047043,
-0.035911366,
-0.026800573,
0.041089546,
-0.0072284574,
0.009873527,
-0.013505249,
-0.033700146,
-0.013792149,
-0.008250098,
0.00946767,
0.05872334,
0.011329015,
-0.0054370873,
0.0090198275,
-0.03204873,
0.045539983,
-0.034903724,
0.0030876638,
-0.0121197365,
-0.014736816,
0.011147079,
-0.007081509,
0.0037646757,
-0.029781524,
-0.033336274,
0.03274848,
-0.011552936,
0.013841132,
-0.028326036,
0.0061193476,
-0.04159337,
0.012259687,
0.016962033,
-0.009474667,
0.05063419,
0.037282884,
-0.010727227,
0.024743296,
-0.0048597907,
0.0543009,
-0.009607621,
0.019887004,
0.0380946,
-0.016164314,
-0.048786838,
-0.019607102,
-0.022532074,
0.019831024,
-0.046183754,
-0.018473502,
-0.01794169,
0.07025529,
0.009278736,
-0.031404953,
0.0027990155,
-0.023973567,
-0.0108881695,
-0.00019057358,
-0.01134301,
0.03509965,
0.01410004,
0.023469744,
-0.054804724,
0.039242197,
0.0050277314,
0.0035582483,
0.008439031,
-0.018921344,
0.014260984,
0.035015684,
-0.007200467,
0.005902424,
0.03462382,
-0.03787068,
0.025261113,
0.0057694707,
0.02519114,
0.014170015,
0.027724247,
0.036863033,
-0.008536997,
0.039466117,
-0.038262542,
-0.0029354675,
0.03876636,
0.0007045647,
0.07131891,
0.020306857,
-0.0028812366,
0.014694831,
-0.04352469,
-0.03095711,
-0.020712715,
0.002169237,
0.05614825,
-0.020852664,
0.02731839,
-0.005181677,
-0.029613582,
0.026016848,
0.015086693,
-0.0075643393,
0.049486592,
0.036219258,
0.10255592,
-0.027696257,
-0.016360246,
-0.009810549,
-0.03798264,
0.029389663,
0.01452689,
0.028158095,
-0.03442789,
0.00949566,
-0.05102605,
-0.02251808,
-0.012630557,
-0.0010610018,
0.001992549,
-0.009362707,
-0.048087087,
-0.023021901,
-0.00023682295,
0.016892059,
0.035855386,
0.00773228,
0.0062697944,
0.019970976,
0.0038451473,
0.06325775,
0.000049338112,
-0.015674487,
-0.004142543,
0.03649916,
0.016416226,
-0.010769212,
-0.008949852,
-0.016164314,
0.0008375179,
0.01319036,
-0.039046265,
0.025806922,
-0.03462382,
0.021776339,
-0.023525724,
-0.004128548,
0.0008672574,
-0.033504214,
-0.038570434,
0.00869794,
0.019131271,
-0.039018273,
-0.009810549,
-0.031069072,
-0.0018560971,
0.05416095,
-0.014344954,
-0.02194428,
-0.013610212,
-0.026996505,
-0.013925102,
0.036219258,
0.05248154,
-0.0033728136,
-0.013421279,
-0.02905378,
-0.0075293514,
-0.0056645074,
0.020236881,
-0.032132696,
-0.007683297,
0.003698199,
0.015030713,
0.01714397,
-0.025079178,
-0.00707801,
0.0029896984,
-0.062418044,
0.0011930803,
-0.01992899,
-0.03649916,
-0.014904757,
0.0037436832,
-0.026016848,
0.029669564,
0.021216538,
-0.0616903,
0.0020135418,
0.0015525789,
-0.051193994,
-0.05861138,
0.00088912476,
0.017018015,
0.020292861,
0.06532902,
-0.00679461,
-0.0005803584,
0.0488988,
0.027640278,
-0.05127796,
0.008453026,
-0.047863163,
-0.0127425175,
-0.0017117729,
-0.010167424,
0.02621278,
-0.0029267205,
0.013946095,
0.028451992,
-0.0115109505,
0.004782818,
-0.050410267,
0.014121033,
0.02163639,
-0.003371064,
0.001080245,
0.007809253,
-0.011958794,
0.020544773,
-0.016094338,
0.019201245,
-0.03498769,
-0.023553714,
0.022420114,
0.0904082,
-0.007494364,
0.03235662,
-0.030621229,
-0.049458604,
-0.009117792,
-0.055952318,
0.0049787485,
-0.009061812,
0.002492873,
-0.0072424524,
0.00073649094,
-0.014309966,
-0.013638203,
-0.017018015,
-0.04316082,
-0.030649219,
-0.007872231,
0.012406636,
-0.0016103085,
-0.0031838801,
0.07087107,
-0.017745757,
-0.06740029,
-0.02621278,
0.021538423,
0.0008331444,
-0.0040270835,
0.046043802,
-0.043860573,
-0.03602333,
-0.037030973,
0.03644318,
-0.043020867,
0.003911624,
-0.048674878,
-0.013526242,
-0.017101984,
0.059227165,
0.01452689,
-0.0543009,
0.0068156025,
-0.03428794,
-0.03283245,
-0.04540003,
-0.010377349,
-0.027080474,
-0.0063362713,
-0.02524712,
-0.0013479008,
-0.025233123,
-0.026464691,
0.002951212,
0.031460933,
0.019523133,
0.025778932,
-0.047863163,
-0.02632474,
-0.02180433,
-0.012273682,
-0.007655307,
-0.007459376,
-0.017479852,
0.02930569,
-0.029585592,
0.055616435,
-0.0011878322,
-0.011280032,
-0.038570434,
-0.022252172,
0.042629004,
-0.004611378,
0.015282624,
-0.016584167,
0.02817209,
0.015884412,
0.014177013,
-0.0052551515,
-0.009684593,
-0.05295737,
-0.05945109,
0.06521706,
-0.009320721,
-0.011350008,
0.012434626,
0.0037996634,
0.049766496,
-0.04677155,
0.021790335,
0.05080213,
0.051921736,
0.035547495,
-0.061130498,
0.0523136,
0.009530648,
-0.024099523,
0.008439031,
-0.017059999,
-0.0016295518,
0.01102812,
-0.010251394,
-0.047835175,
-0.019719064,
-0.0063047823,
0.024911238,
0.01901931,
0.028270056,
-0.022448104,
-0.0503263,
-0.015954388,
0.0420692,
0.053181294,
0.0060458733,
0.024351435,
-0.013400286,
0.021734355,
0.07075911,
-0.009761566,
-0.010538293,
-0.031936765,
0.06001089,
0.0031593887,
-0.041397437,
0.044028513,
-0.0061473376,
-0.053769086,
-0.020474797,
0.004544901,
0.018151615,
-0.042964887,
-0.00022392123,
-0.0030719193,
0.009817546,
-0.009656603,
0.026310746,
0.052033696,
-0.02265803,
0.01407205,
0.01182584,
0.0108951675,
-0.019914994,
0.00084101665,
0.035435535,
-0.051809777,
-0.02555501,
-0.024071533,
-0.003374563,
-0.031852797,
-0.019173255,
0.013750163,
0.012567579,
0.011930803,
0.022951927,
0.00858598,
0.08402644,
0.013309319,
0.013330311,
-0.0030264354,
-0.015618506,
-0.06560892,
-0.024939228,
0.017115979,
0.02882986,
0.02541506,
-0.029193731,
-0.023875602,
0.007830245,
0.03479176,
-0.025932878,
-0.060906574,
0.03294441,
-0.036583133,
-0.010650254,
-0.011650901,
-0.012805495,
0.0009367955,
0.00029827008,
-0.057155896,
-0.013141378,
0.00040498254,
0.014372944,
0.0013750163,
-0.020404823,
-0.057099916,
-0.008096152,
-0.016766103,
-0.046071794,
-0.014862772,
-0.04148141,
0.024925232,
0.03425995,
-0.015254634,
-0.03087314,
0.021958277,
0.011147079,
-0.013071402,
0.026282756,
0.00446443,
-0.0012884218,
0.017059999,
0.0074873664,
-0.046379685,
0.018655438,
0.029529613,
-0.028801868,
-0.025149154,
-0.012021772,
-0.0007194344,
-0.0040095896,
0.012245692,
0.012553584,
-0.026772583,
0.023413764,
-0.010216407,
0.0025366077,
-0.06544098,
-0.0127915,
-0.0024491386,
-0.004446936,
0.01043333,
0.067680195,
-0.009509655,
0.02191629,
0.021818325,
0.006518207,
-0.018179605,
0.028801868,
0.037114944,
0.028060129,
0.015002723,
-0.03414799,
0.0065776864,
-0.019663082,
0.030257357,
0.03795465,
-0.012329663,
0.035407547,
0.00041504152,
-0.04027783,
-0.007473371,
-0.024995208,
0.050242327,
0.0488988,
0.016458211,
-0.023287809,
0.001833355,
0.0108531825,
-0.028493976,
0.035127643,
-0.05642815,
-0.02092264,
0.042656995,
-0.06706441,
0.024827266,
-0.031796817,
0.0061753276,
0.026674617,
0.013939097,
-0.024267463,
0.023637686,
0.0028305044,
0.011196062,
0.013316316,
-0.057435796,
-0.03775872,
-0.014079047,
0.035239603,
-0.00019614975,
-0.018025659,
0.0029092266,
0.048255026,
0.03801063,
-0.05267747,
-0.075685374,
-0.017619802,
0.008523002,
0.055336535,
-0.020586759,
-0.01412803,
-0.03137696,
0.026016848,
-0.06253,
0.032496568,
0.032244656,
0.0048178053,
-0.022881951,
-0.007928211,
0.0012490606,
0.046519637,
0.052341588,
-0.0036807053,
0.01987301,
0.0012350655,
0.02783621,
-0.03095711,
0.00858598,
-0.012462616,
0.030425297,
0.022084232,
0.019369187,
0.008830894,
0.02885785,
0.07428587,
-0.037170924,
0.011839835,
-0.029109761,
-0.006672153,
0.0043139826,
0.015604511,
-0.028270056,
-0.009236751,
0.042293124,
-0.020432813,
0.02086666,
-0.016388236,
-0.014225996,
-0.0028549957,
-0.0096216155,
-0.00022457725,
-0.015086693,
-0.036107298,
0.009061812,
0.0027535313,
0.051613845,
0.00614034,
0.036219258,
-0.03258054,
0.039326165,
0.041509397,
0.0102443965,
0.04162136,
0.0022584556,
0.010979138,
-0.0077742655,
-0.0023354285,
-0.02905378,
0.003502268,
0.00039776633,
-0.04870287,
-0.05200571,
0.013400286,
0.015156669,
0.019159261,
0.01981703,
-0.012525594,
0.0009945252,
-0.061018538,
0.048590906,
-0.013785151,
-0.007200467,
0.010188417,
-0.03994195,
-0.03571544,
0.023329794,
-0.023749646,
0.035603475,
0.021426463,
0.07893223,
0.019719064,
0.066504605,
0.016038358,
-0.0127425175,
0.020880654,
0.038430482,
-0.028465986,
-0.033364262,
0.0038906315,
0.0042964886,
0.026450695,
-0.046575617,
-0.038934305,
0.00722146,
0.013505249,
-0.0001807333,
-0.021118572,
0.0074803685,
0.00063240255,
-0.0146108605,
-0.0047898153,
0.06913568,
0.019327201,
-0.033588186,
0.010643256,
-0.0007089381,
-0.02260205,
-0.020110926,
-0.020600753,
0.06297785,
-0.032440588,
-0.008746923,
-0.003243359,
-0.05200571,
-0.022210188,
0.011426981,
0.0026573152,
0.0026048338,
0.039774008,
0.04671557,
0.01739588,
0.005531554,
0.0016724117,
0.018543476,
0.0047688223,
0.061242457,
0.0139880795,
0.11100895,
0.059115205,
-0.042265132,
0.00021987579,
0.01310639,
0.030621229,
-0.03266451,
-0.01836154,
-0.009411689,
0.032972403,
-0.030425297,
-0.027808217,
-0.022839965,
0.05200571,
-0.012042764,
-0.0011572179,
-0.058219522,
0.029165741,
-0.049794484,
-0.0045833876,
-0.039242197,
0.019761048,
-0.017815733,
0.0037331867,
0.026436701,
-0.07921214,
0.2299671,
0.068239994,
0.03078917,
0.024211483,
-0.00050732156,
0.06600078,
0.016948039,
-0.0506062,
-0.012490606,
-0.004020086,
-0.007956201,
-0.051305953,
0.017927693,
0.04710743,
-0.025513025,
0.044224445,
-0.08066762,
-0.0016234289,
0.0014082546,
-0.01549255,
-0.042433076,
0.010685242,
-0.017689778,
0.029249711,
0.013036414,
0.048255026,
0.015968382,
-0.029529613,
0.009285734,
-0.04906674,
0.03274848,
0.00035796783,
0.034175977,
-0.0054370873,
0.0054405862,
0.019859014,
-0.011895816,
-0.05111002,
-0.018599458,
0.0064972145,
-0.0010636259,
-0.024813272,
0.018655438,
-0.016794093,
-0.0562882,
0.020152912,
-0.0432168,
-0.00724945,
0.029137751,
-0.014232993,
0.044924196,
-0.04170533,
-0.02083867,
-0.038514454,
-0.053937025,
0.009327719,
-0.04380459,
-0.024183493,
0.035351563,
0.014512895,
0.016850073,
-0.017689778,
0.030397307,
-0.015184659,
-0.010902165,
0.021510433,
-0.027976159,
0.044868216,
-0.02097862,
0.0024998707,
0.011958794,
-0.005720488,
0.023175847,
-0.017955683,
0.011231049,
0.021426463,
-0.02081068,
0.06275392,
-0.0003428794,
-0.060570695,
0.018669432,
-0.0007688546,
-0.0047723213,
-0.054020997,
0.07770067,
0.037674747,
-0.013036414,
0.001566574,
-0.033084363,
-0.010846185,
0.034903724,
0.046015814,
-0.022937931,
0.0210346,
-0.007263445
] | from transformers import ViTImageProcessor
my_vit_extractor = ViTImageProcessor(resample="PIL.Image.BOX", do_normalize=False, image_mean=[0.3, 0.3, 0.3])
print(my_vit_extractor)
ViTImageProcessor {
"do_normalize": false,
"do_resize": true,
"image_processor_type": "ViTImageProcessor",
"image_mean": [
0.3,
0.3,
0.3
],
"image_std": [
0.5,
0.5,
0.5
],
"resample": "PIL.Image.BOX",
"size": 224
}
Backbone |
[
0.0012175957,
-0.009163435,
-0.032625858,
-0.03391478,
-0.0030309823,
0.013526975,
0.002404982,
-0.02305292,
0.006807123,
0.056390367,
0.04758273,
-0.035123143,
0.038667683,
-0.060364548,
0.016312929,
0.057518177,
-0.025442798,
-0.030692471,
-0.060740482,
0.0025123924,
0.00041999077,
-0.017091652,
-0.076852016,
-0.0357139,
-0.044226162,
-0.015238826,
0.010694031,
-0.008485408,
0.06568135,
0.047206793,
-0.033243466,
-0.030021159,
0.018259738,
-0.014325839,
-0.014527233,
-0.03654633,
0.0049475837,
-0.033136055,
-0.040789034,
-0.053731967,
0.019213004,
-0.044709507,
0.0061257393,
-0.04170202,
-0.0065688067,
-0.027349329,
0.016474044,
0.012385742,
-0.02737618,
-0.027134508,
-0.009666921,
0.011311639,
0.003400205,
0.035767604,
-0.04159461,
0.0038197762,
0.007129354,
-0.006699713,
-0.028168332,
-0.0110699665,
0.045676198,
0.008344432,
0.008861343,
-0.06369426,
0.01713193,
0.043581698,
-0.022435311,
0.0039171167,
-0.03318976,
-0.007820807,
-0.012983211,
0.01013684,
-0.014433249,
-0.017212488,
0.005662533,
0.02615439,
-0.021159815,
-0.032840677,
0.020461649,
0.02189826,
-0.030450799,
0.039231583,
0.022569574,
0.0049710795,
-0.03369996,
-0.034505535,
0.022515869,
-0.03426386,
0.0007745284,
-0.018152328,
-0.03192769,
0.03163231,
-0.025939569,
0.026771998,
0.016796274,
0.050348543,
-0.02546965,
0.045998428,
-0.015614762,
-0.027631281,
0.008921762,
0.09849518,
-0.036949117,
0.038264893,
-0.007525429,
0.003890264,
0.0019635933,
0.009646781,
-0.03257215,
-0.02027368,
0.001809191,
-0.012634127,
0.026355784,
0.006364056,
0.009962298,
0.019280136,
0.0069615254,
0.016380059,
-0.037942663,
-0.010089848,
-0.027429886,
-0.0341296,
-0.0051355516,
-0.04956982,
0.017454162,
-0.022596426,
0.010405365,
0.034505535,
-0.0076395525,
-0.0058437875,
0.035660196,
-0.018783363,
0.029806338,
0.05206711,
0.0046522054,
-0.03821119,
-0.06358685,
0.017199062,
0.0066426513,
-0.015963845,
0.0045045163,
-0.00472605,
0.010083135,
0.0935543,
-0.022583,
-0.018367149,
0.030853588,
-0.06911848,
-0.02951096,
-0.0032155935,
-0.01015698,
-0.033270318,
-0.048737388,
0.023965906,
-0.03560649,
0.026100684,
-0.023442281,
-0.008592818,
0.021723717,
0.015493925,
0.027658133,
0.0031199313,
-0.009082877,
0.07851688,
-0.015064284,
0.025160845,
-0.025120566,
-0.0052463184,
0.009666921,
-0.043554846,
-0.0320351,
-0.018837068,
-0.007753676,
-0.025845585,
0.014419823,
-0.00042880175,
0.034881473,
0.021226946,
0.005927702,
0.019333841,
0.0074985763,
0.0021347783,
0.002698682,
0.030934146,
0.007780528,
-0.054456983,
0.027577575,
-0.00005186949,
-0.0079752095,
0.00045775218,
0.018823642,
0.065198004,
-0.025335386,
0.0029319634,
-0.050267987,
0.0073038954,
-0.026812278,
-0.02410017,
-0.02806092,
-0.024865467,
-0.021468619,
0.03509629,
-0.05494033,
0.051422644,
-0.05443013,
-0.021817703,
0.012929506,
0.022260768,
-0.01868938,
0.03246474,
0.02687941,
0.02189826,
-0.036949117,
0.0063271336,
0.021025551,
-0.0059377714,
-0.023751086,
0.042158514,
0.008357858,
-0.021159815,
0.039043617,
0.022609852,
0.028839646,
-0.0066527207,
0.008075906,
-0.015131416,
0.009908593,
0.035176847,
0.034586094,
0.0020944993,
0.009660207,
0.007948357,
0.03635836,
0.0499189,
0.0041554333,
0.009975725,
0.031041555,
0.02200567,
0.00450116,
0.022556147,
0.033458285,
0.019857466,
0.03300179,
0.021186667,
-0.018649101,
0.010197259,
-0.0071763457,
0.0019014967,
-0.03845286,
-0.018407427,
-0.039956603,
0.070085175,
0.0028128054,
-0.021978818,
-0.048039224,
0.010532916,
-0.009640068,
0.026087258,
-0.0015549308,
-0.017682409,
0.028490562,
-0.0017521293,
-0.05649778,
-0.0057498035,
0.05934415,
0.052469894,
0.022717264,
0.020703321,
-0.016366633,
-0.04505859,
-0.012184347,
-0.021763997,
-0.06240534,
-0.0003113218,
-0.041567758,
-0.021965392,
0.07110557,
-0.014164723,
0.051825434,
0.021522325,
-0.01591014,
-0.0003595725,
-0.04368911,
0.05230878,
0.04022513,
-0.0023009283,
-0.026570605,
0.019870892,
-0.026114112,
0.008042341,
-0.024570089,
-0.033887926,
0.028275741,
-0.03066562,
-0.0071226405,
-0.016205518,
-0.008727081,
-0.039634373,
-0.05579961,
0.04379652,
-0.03751302,
0.02972578,
-0.0023865208,
0.046723448,
-0.022569574,
0.022448737,
-0.006004903,
-0.04540767,
0.038076926,
0.054644953,
-0.015883287,
0.041648313,
0.016581453,
0.02972578,
-0.019535234,
0.052120812,
0.052845832,
0.0042863395,
-0.019065315,
-0.0055450527,
-0.005884066,
0.004578361,
-0.02031396,
0.002611411,
-0.017548146,
0.078302056,
-0.0086733755,
-0.054295868,
-0.014742053,
-0.0012956358,
-0.014097592,
-0.003564677,
-0.020367663,
0.018917626,
0.015265678,
0.01648747,
-0.061062712,
-0.020045433,
-0.037942663,
-0.012204487,
0.025120566,
-0.027000245,
0.02929614,
0.035230555,
0.017548146,
-0.00051607256,
0.040842738,
-0.07024629,
0.0018159042,
0.010344948,
-0.0025157488,
0.003618382,
0.013479983,
0.036277805,
0.014325839,
0.024932599,
-0.01597727,
0.024731204,
0.008941901,
0.022274196,
0.06890366,
0.020461649,
-0.0077066836,
0.00885463,
-0.0467503,
0.0052832407,
-0.005044924,
0.016755994,
0.055745907,
-0.024516383,
0.013594107,
-0.009304411,
-0.027282197,
0.050831888,
0.00013730467,
-0.037298203,
0.03308235,
0.05891451,
0.03716394,
-0.013788788,
-0.008022201,
-0.0068507586,
-0.003146784,
0.024073318,
0.03120267,
0.011298213,
-0.070085175,
0.006434544,
-0.027483592,
-0.02189826,
0.011445902,
-0.008686802,
-0.0053067366,
-0.015373088,
-0.049865197,
-0.013748509,
-0.016433764,
0.01507771,
0.048576273,
-0.002327781,
0.052684717,
-0.008700228,
-0.007572421,
0.06605729,
-0.046991974,
0.018823642,
-0.032518446,
0.044387277,
0.023992758,
-0.009801183,
-0.00829744,
-0.0129496455,
-0.020757027,
0.019105595,
-0.002658403,
-0.01554763,
-0.012748251,
0.0068037664,
-0.004544795,
0.0388825,
-0.019575514,
-0.03676115,
-0.04022513,
0.02579188,
0.050026312,
-0.057625584,
-0.0060418253,
-0.06364056,
0.004856956,
0.02337515,
-0.012855661,
-0.03088044,
0.016420338,
0.0064613963,
-0.052201368,
0.052443042,
0.059934907,
-0.047958665,
-0.021092683,
-0.028007217,
-0.009942159,
-0.0061458787,
-0.01980376,
-0.0005936932,
0.026315505,
-0.0068809674,
-0.017950933,
0.027443312,
-0.0150105795,
0.0015305957,
0.030611914,
-0.021334356,
0.014567512,
-0.053543996,
-0.0053302324,
-0.04105756,
0.027161362,
-0.003460623,
0.03128323,
-0.0044172457,
-0.033887926,
-0.034183305,
-0.020421369,
-0.088774554,
-0.058431163,
0.019736629,
0.01764213,
-0.011177377,
0.03539167,
0.020461649,
-0.022395032,
0.032760117,
0.043125205,
-0.028490562,
0.011996379,
-0.0096937725,
0.017105078,
-0.005216109,
-0.044199307,
0.059397854,
-0.06820549,
0.04538082,
0.014768906,
-0.023428855,
-0.010103274,
-0.025456224,
-0.017615277,
0.0025476364,
-0.026087258,
-0.009848175,
-0.0027674916,
-0.0028916846,
0.026570605,
0.019776909,
0.027497018,
-0.041889988,
-0.03874824,
0.02085101,
0.06981665,
0.02951096,
0.06734621,
0.0052597444,
-0.034317568,
-0.003282725,
-0.020891288,
0.012714686,
-0.014943448,
-0.017736113,
-0.018984757,
-0.016782848,
-0.004360184,
-0.042158514,
-0.021388061,
-0.01717221,
-0.023603396,
-0.023308018,
0.018555116,
-0.01633978,
0.0035781031,
0.04264186,
-0.0041990685,
-0.059183035,
-0.023240888,
0.03477406,
-0.0029185372,
0.030934146,
0.037056528,
-0.034075893,
-0.04014457,
0.004528012,
0.055262562,
-0.016406912,
0.018300017,
-0.01713193,
-0.010351661,
-0.014876316,
0.05451069,
0.025066862,
-0.030477652,
0.015144842,
-0.03665374,
0.0048468863,
-0.064231314,
-0.014460102,
0.0012469656,
-0.004826747,
-0.0034975454,
0.06600358,
0.01713193,
-0.029860042,
-0.015305957,
-0.010875286,
0.041567758,
0.03920473,
-0.028034069,
-0.036224097,
0.025389092,
-0.006981665,
-0.0050986293,
0.0016346494,
-0.013949903,
0.014634644,
-0.009290985,
0.044709507,
-0.022435311,
0.008284014,
0.011607017,
-0.03684171,
0.05271157,
-0.027349329,
0.025697896,
-0.03289438,
0.0102039715,
0.006870898,
0.021616308,
-0.00036943244,
-0.0011823516,
-0.06369426,
-0.034586094,
0.04444098,
-0.01858197,
-0.020434795,
-0.030611914,
-0.0024771483,
0.06627211,
-0.0010615151,
-0.0020256897,
0.015775876,
0.008539113,
0.04965038,
-0.049086474,
0.03885565,
0.017360177,
-0.00013740956,
-0.016782848,
0.025066862,
-0.044816915,
-0.00063313294,
-0.012170921,
-0.021267224,
0.0029135023,
0.0046018567,
0.021092683,
-0.0020172982,
0.050670773,
-0.021616308,
-0.049032766,
-0.04715309,
0.059827495,
0.010143553,
-0.00023663815,
0.0020290462,
0.014205002,
0.0078006675,
0.06331833,
0.014473528,
-0.0122716185,
-0.01323831,
0.063801676,
0.0040345965,
-0.009599789,
-0.012090364,
0.00070320134,
-0.050670773,
-0.037620433,
-0.05579961,
0.020515352,
-0.05955897,
-0.0149703,
0.006045182,
-0.013802214,
0.024368694,
0.051718023,
0.045917872,
-0.008706941,
0.0011420728,
0.012996637,
-0.016581453,
-0.02514742,
0.015373088,
0.035552785,
-0.016943963,
-0.020072285,
-0.03531111,
-0.026624309,
-0.05072448,
-0.02510714,
0.04014457,
-0.0086599495,
0.047421616,
0.03394163,
0.04274927,
0.08646523,
-0.0033246821,
0.01843428,
0.010512776,
-0.022717264,
-0.058108933,
-0.021092683,
0.008821065,
0.0067634876,
0.04057421,
-0.009989151,
0.031390637,
0.0006482375,
0.054027345,
-0.03160546,
-0.08737822,
0.056229252,
-0.030450799,
-0.017937507,
-0.0011974561,
-0.013923051,
-0.004880452,
0.008485408,
-0.02615439,
-0.031578608,
0.014742053,
0.010506063,
-0.0022824672,
-0.0012461265,
-0.0262618,
-0.04347429,
-0.04441413,
-0.029860042,
-0.008706941,
-0.048066076,
0.0153596625,
0.017655555,
-0.004249417,
0.0032072023,
-0.034800913,
0.00058068655,
0.0034841192,
0.028195184,
-0.010526202,
0.009875027,
-0.020515352,
-0.029242434,
-0.02031396,
0.0239122,
0.012117216,
-0.017373605,
0.0011269682,
-0.0016002445,
0.01911902,
-0.020099139,
0.0009960621,
-0.0072703296,
-0.015265678,
0.009875027,
0.0073576006,
-0.006253289,
-0.04030569,
0.024865467,
-0.023361724,
-0.04264186,
-0.022985788,
0.024610369,
0.017105078,
0.07078334,
-0.0002666375,
0.026812278,
0.007579134,
0.030692471,
0.0029252504,
-0.003447197,
0.0004615283,
0.017185636,
-0.008344432,
-0.038103778,
0.008861343,
0.040681623,
-0.05158376,
0.046240102,
0.009378255,
-0.008203456,
-0.047421616,
-0.025483076,
0.04137979,
0.0640702,
-0.010183832,
-0.031363785,
-0.016192092,
-0.0320351,
-0.012600563,
-0.015467073,
-0.08646523,
-0.019602366,
0.029027613,
-0.048898507,
0.018528264,
-0.021468619,
-0.02961837,
-0.003036017,
0.018702805,
-0.017924082,
0.05585332,
0.030182274,
0.010734309,
0.051932845,
-0.04296409,
-0.023522839,
0.0030376955,
0.0058907797,
-0.052845832,
-0.035579637,
-0.006766844,
0.005541696,
0.001325845,
-0.015426794,
-0.025751602,
-0.014473528,
0.025724748,
0.078302056,
-0.009311124,
-0.011989666,
-0.040466804,
0.016071254,
-0.019092167,
0.004306479,
-0.017306473,
0.009411821,
0.015695319,
-0.0043299748,
0.021670014,
0.025174271,
0.005128838,
-0.023294592,
0.023133477,
0.019105595,
0.036412068,
-0.016353207,
0.0139901815,
-0.017199062,
0.010257676,
0.028544268,
0.047663286,
0.034317568,
0.043447435,
0.023120051,
0.0036284516,
-0.014930021,
0.020555632,
0.011284787,
0.0044575245,
-0.00085340784,
-0.014930021,
0.018528264,
0.012942933,
0.0262618,
-0.0031367142,
-0.008203456,
-0.011553313,
-0.02846371,
-0.02427471,
0.0069749514,
-0.0036083122,
-0.061599765,
-0.010680605,
0.017440736,
0.057840407,
0.030692471,
0.009143296,
-0.022878379,
0.042077955,
0.01713193,
-0.010519489,
0.025268255,
0.015426794,
0.049113326,
0.026986819,
0.010150266,
-0.0014626252,
-0.0129496455,
-0.016299501,
-0.052684717,
-0.024905747,
-0.012781817,
-0.008109472,
-0.00008024299,
-0.0055450527,
-0.016138386,
-0.038694534,
-0.05821634,
0.03015542,
-0.05934415,
-0.028302595,
0.011882256,
-0.0027305693,
-0.061384942,
0.029913748,
-0.010989409,
0.013701517,
0.03802322,
0.053839374,
0.02737618,
0.058377456,
0.038909353,
-0.00016677954,
0.026234947,
0.02814148,
-0.041352935,
-0.0145003805,
0.01901161,
-0.017212488,
-0.007847659,
-0.06777585,
-0.068957366,
-0.027349329,
0.013151039,
-0.04057421,
-0.04127238,
-0.0006541115,
0.005994833,
-0.053302325,
-0.0007413823,
0.10655095,
0.033807367,
-0.022784393,
-0.015319384,
-0.013204745,
-0.012922793,
0.0027624567,
-0.03791581,
0.018487984,
-0.0028799367,
-0.017991213,
0.0110632535,
-0.029886896,
0.017091652,
-0.0011957779,
-0.008948615,
0.0148494635,
0.03665374,
0.040466804,
0.04548823,
0.027792396,
-0.013083908,
-0.01800464,
0.031417493,
0.052684717,
0.0018880704,
0.070031464,
0.055584792,
-0.01648747,
-0.011929248,
0.043205764,
0.0117614195,
-0.016098108,
0.0067030694,
0.02095842,
0.003829846,
-0.008203456,
-0.04089644,
-0.0028211968,
-0.009425247,
-0.01958894,
-0.029135024,
-0.035042588,
0.016245797,
-0.065896176,
0.0029202155,
-0.058484867,
-0.00874722,
-0.007941644,
-0.025120566,
-0.0034908324,
-0.04194369,
0.20783879,
0.039365847,
0.03498888,
-0.033243466,
0.046696596,
0.06449984,
0.011331779,
-0.017158784,
0.0244224,
-0.037325054,
0.012157495,
-0.01713193,
0.006260002,
0.038050074,
-0.046401218,
0.04613269,
-0.049865197,
-0.0038231327,
0.0077066836,
-0.0629961,
-0.0467503,
0.023509413,
-0.0024318346,
0.064875774,
0.036573183,
0.031148965,
-0.025254829,
-0.022421885,
-0.012694546,
-0.03034339,
0.03759358,
-0.0011168985,
0.040681623,
0.00043803232,
-0.017467588,
-0.005487991,
0.0075925603,
-0.044494685,
-0.011909109,
0.025389092,
0.029054467,
-0.017051373,
0.049220737,
-0.012003093,
-0.04642807,
0.0024805048,
-0.031551752,
0.02337515,
0.033834223,
-0.055907022,
0.02773869,
-0.023133477,
0.039849192,
-0.019159298,
-0.0153596625,
0.024865467,
-0.069762945,
-0.040386245,
0.019682923,
-0.0036922265,
0.005964624,
0.021804275,
-0.014916595,
0.028034069,
-0.024368694,
-0.013614246,
-0.0598812,
0.036197245,
-0.009613215,
0.001596888,
0.003954039,
-0.014124445,
-0.0038264892,
-0.01770926,
0.04159461,
0.011244508,
-0.045246556,
0.07019258,
0.030074863,
-0.013043629,
-0.0014164724,
-0.015990697,
0.03369996,
-0.01601755,
0.050697625,
0.053168062,
-0.043501142,
-0.019387545,
0.015735598,
0.017373605,
0.021025551,
0.042212218,
0.01300335,
0.021307504,
0.015587909
] | You could also load the backbone config separately and then pass it to the model config.
from transformers import MaskFormerConfig, MaskFormerForInstanceSegmentation, ResNetConfig
backbone_config = ResNetConfig()
config = MaskFormerConfig(backbone_config=backbone_config)
model = MaskFormerForInstanceSegmentation(config) |
[
0.012620855,
0.013773923,
-0.012725679,
-0.037541103,
-0.009168639,
0.0021681176,
-0.02696083,
-0.02262809,
-0.012739656,
0.066304915,
0.05322283,
-0.04299197,
0.04528413,
-0.04564752,
0.02503206,
0.051601548,
-0.052579906,
-0.015989212,
-0.07435542,
0.019050084,
-0.01255796,
-0.010272789,
-0.088667445,
-0.05297125,
-0.052999206,
0.0009975786,
-0.015933305,
-0.016702017,
0.06323006,
0.030748483,
-0.011831178,
-0.008281126,
0.014731319,
-0.0033858274,
-0.0068625025,
-0.043047875,
-0.00097311963,
-0.006230062,
-0.06172059,
-0.036590695,
-0.00034548368,
-0.017275058,
-0.0024773495,
-0.038798995,
-0.0018728622,
-0.05612996,
0.002971771,
0.019245755,
-0.040979344,
-0.033655614,
0.004881322,
0.012683749,
0.020517625,
0.018686691,
-0.038100168,
-0.018644763,
-0.0033072091,
-0.019245755,
-0.043830566,
-0.019203825,
0.017540611,
0.02188733,
-0.042768344,
-0.055123646,
0.017540611,
0.029322872,
-0.0052307365,
0.05059523,
-0.05420119,
-0.017806167,
0.005838718,
0.021076689,
-0.009427206,
-0.03276111,
0.014913014,
0.030832343,
0.010692086,
-0.022278674,
0.005346043,
0.018672716,
-0.055291366,
0.038966715,
-0.0017531877,
0.0048952983,
-0.035528474,
-0.029071294,
0.036422975,
-0.023103293,
-0.045228224,
-0.018211488,
-0.011803225,
0.0021523938,
-0.019916631,
0.033851285,
-0.0013871759,
0.02061546,
-0.008833201,
0.039917123,
-0.024640717,
-0.046653837,
0.028791761,
0.09565574,
-0.059092995,
0.01341752,
-0.0109576415,
0.006492123,
0.006006437,
0.0029403237,
-0.060322933,
-0.008532704,
0.018225465,
-0.010950653,
0.016660087,
0.04176203,
0.01615693,
-0.0114887515,
-0.011901061,
0.013214859,
-0.039581683,
-0.0059784837,
-0.03804426,
-0.041873842,
-0.0031639491,
-0.057359897,
0.005394961,
-0.006467664,
0.03513713,
0.03351585,
-0.022292651,
-0.005293631,
0.053781893,
-0.008455833,
0.014703366,
0.05959615,
0.01517857,
-0.0029211058,
-0.042237233,
0.019609146,
0.009622877,
-0.0617765,
-0.0038156072,
0.012453136,
0.011852142,
0.0786043,
-0.00041340114,
-0.023913935,
0.0010823117,
-0.070721515,
-0.031000063,
0.009175627,
-0.021328267,
-0.02364838,
-0.030916203,
0.0414825,
-0.024822412,
0.019804819,
-0.03267725,
0.023955865,
-0.021971188,
0.0008551922,
0.024123583,
0.013382578,
-0.036311164,
0.058086682,
-0.024962178,
0.021048734,
-0.038100168,
-0.00009046562,
0.010489426,
-0.053865753,
-0.032984737,
-0.03963759,
0.019539263,
-0.026946852,
0.012257463,
-0.020196162,
0.03203433,
0.010335684,
-0.0026695274,
-0.01468939,
-0.012145651,
0.0072818,
0.023662357,
0.04827512,
-0.019133942,
-0.047268804,
0.0348576,
-0.0036024645,
-0.026443696,
0.021747563,
0.008707412,
0.04986845,
-0.011167291,
0.013040152,
-0.037317477,
0.01239723,
-0.02511592,
-0.028162817,
-0.018798504,
-0.0010735763,
0.0009145927,
0.033655614,
-0.047184944,
0.034661926,
-0.027617728,
-0.03910648,
0.0018606327,
-0.0020755227,
0.014843131,
0.024277326,
0.009895421,
0.039497826,
-0.037597008,
0.024542881,
0.036702506,
-0.011307056,
-0.026401766,
0.040560044,
0.025912587,
-0.0026660333,
0.041817937,
0.029266967,
0.04774401,
0.011873107,
0.01198492,
0.01685576,
0.012683749,
0.0339631,
0.058142588,
0.034298535,
0.029266967,
0.009881444,
0.028624043,
0.050623186,
0.003591982,
-0.0076871207,
0.00039352817,
0.027240362,
0.0034609514,
0.023746215,
0.009594925,
0.0058422117,
0.023872005,
0.0450046,
-0.02814884,
0.023075338,
-0.0032932325,
-0.0053809844,
-0.04324355,
-0.037597008,
-0.05224447,
0.08587213,
0.00761025,
-0.028987434,
-0.05093067,
0.008693435,
-0.0040916447,
0.016115,
0.019119967,
-0.011376939,
0.023368847,
-0.01063618,
-0.05517955,
-0.007910746,
0.052635815,
0.037121806,
0.027505916,
0.01583547,
-0.025954515,
-0.07407589,
-0.01374597,
-0.03256544,
-0.047632195,
-0.009399252,
-0.038323794,
-0.021468032,
0.029350825,
-0.023508614,
0.049029853,
-0.018504996,
-0.000557753,
0.008532704,
-0.04626249,
0.044277817,
0.037541103,
-0.02859609,
-0.018015817,
-0.006946362,
-0.050092075,
0.0035780054,
-0.03930215,
-0.028959481,
0.027184455,
0.00056692515,
0.002561209,
-0.016967572,
0.022683995,
-0.042516768,
-0.0366466,
0.053334642,
-0.016953595,
0.032817017,
0.016017165,
0.054676395,
-0.033376083,
0.021300314,
-0.01566775,
-0.035081223,
0.03661865,
0.06272691,
-0.023354871,
0.024724577,
0.014325998,
0.00599246,
-0.015947282,
0.020391835,
0.03963759,
0.0052237483,
-0.017149268,
-0.020797156,
-0.033292223,
0.010566297,
-0.040979344,
-0.0025786797,
-0.028260652,
0.06921204,
-0.03390719,
-0.07351683,
-0.005926071,
-0.03195047,
-0.033376083,
0.004479495,
-0.003331668,
0.0414825,
0.029183106,
0.024696622,
-0.06401275,
0.0035745113,
-0.040895484,
-0.0077080857,
0.020419788,
-0.004116104,
0.037932448,
0.03812812,
-0.022935573,
-0.0031482254,
0.032006375,
-0.05931662,
0.019175872,
0.0028774291,
0.027198432,
0.021607798,
0.025605101,
0.010950653,
0.01297027,
0.010202906,
-0.029770123,
0.028651996,
0.04332741,
-0.033236314,
0.04123092,
0.008840189,
-0.030524857,
0.013955618,
-0.03751315,
-0.019790841,
-0.019133942,
0.044892784,
0.038239934,
-0.048862137,
0.023983818,
-0.011146326,
-0.011279102,
0.01350138,
0.026443696,
-0.018910317,
0.0054823146,
0.04855465,
0.035304848,
-0.033739474,
-0.010775946,
0.018393183,
0.0064012753,
0.059875682,
0.02507399,
-0.0086025875,
-0.028009074,
-0.0012797309,
-0.0366466,
-0.003135996,
0.0061496967,
-0.007743027,
0.0069568446,
0.004441059,
-0.04978459,
-0.037736773,
-0.01239723,
0.026779134,
0.020797156,
0.028819716,
0.044193957,
0.012620855,
-0.0084977625,
0.0503157,
-0.027757494,
0.032285906,
-0.03390719,
0.036954086,
0.03452216,
-0.025311593,
-0.027631706,
-0.008232208,
0.0038854901,
-0.005985472,
-0.032257956,
0.0039833263,
-0.021523938,
-0.0108947465,
-0.021831423,
0.02598247,
-0.0028145346,
-0.027645683,
-0.04360694,
0.029909888,
0.049477104,
-0.051349968,
-0.017694354,
-0.05277558,
0.014172256,
0.044780973,
-0.0067961137,
-0.014144302,
0.0045109424,
-0.019343592,
-0.041706126,
0.03910648,
0.06949157,
-0.049113713,
-0.028651996,
-0.030944156,
-0.039330106,
-0.019693006,
0.02254423,
-0.0018379207,
0.024528904,
-0.015891375,
-0.030468952,
0.01853295,
0.012879422,
-0.015933305,
0.037792683,
0.0057164226,
-0.01411635,
-0.06697579,
0.015206523,
-0.025367498,
0.039078526,
-0.007596273,
0.035193037,
-0.012432171,
-0.021579845,
-0.031028016,
0.014353951,
-0.06893251,
-0.03186661,
-0.010419543,
-0.0051503708,
-0.026401766,
0.0644041,
0.0068100905,
-0.015681727,
0.032369766,
0.057751242,
-0.016324649,
-0.010859805,
-0.031139828,
0.035081223,
-0.0075613316,
-0.05154564,
0.035696194,
-0.092469074,
0.039581683,
-0.023354871,
-0.011586588,
-0.0039728438,
-0.015681727,
-0.00046297433,
-0.0052551953,
-0.034298535,
0.013270766,
-0.007204929,
-0.00030879513,
0.012215534,
0.010195917,
-0.015038804,
-0.028484277,
-0.05322283,
0.0090498375,
0.060099307,
0.03161503,
0.06636082,
-0.02696083,
-0.05367008,
-0.00603439,
-0.022921598,
0.03242567,
-0.0013347637,
0.011691412,
-0.06339778,
0.0007333339,
-0.008826212,
-0.03625526,
-0.0388549,
-0.002589162,
-0.015234476,
-0.013718016,
0.0014168761,
-0.015444125,
0.008840189,
0.044529393,
0.0001622594,
-0.050958622,
-0.012474101,
0.022879668,
-0.03600368,
0.03910648,
0.04517232,
-0.030301234,
-0.016296696,
0.024892295,
0.017121315,
-0.02131429,
-0.005873659,
-0.031279594,
0.01145381,
-0.03636707,
0.05313897,
-0.008239196,
-0.05154564,
0.020839086,
-0.010782934,
-0.016115,
-0.059092995,
0.00014937474,
0.008707412,
-0.0076801325,
-0.027631706,
0.030021701,
0.012194569,
-0.038100168,
0.004053209,
0.005272666,
0.031223688,
0.040839575,
-0.038016308,
-0.028624043,
0.011516705,
-0.028651996,
0.010950653,
0.03150322,
-0.010147,
0.032956783,
0.0023917428,
0.06054656,
-0.028274627,
0.014913014,
0.0037771717,
-0.0014858855,
0.044389628,
-0.017121315,
0.03399105,
0.020727273,
0.004262858,
0.020671368,
0.014801201,
0.01034966,
0.007379636,
-0.019036107,
-0.04405419,
0.029350825,
0.0011504475,
-0.032649297,
-0.0126767615,
0.013340649,
0.06295053,
-0.032621346,
-0.006726231,
0.023271011,
0.010244836,
0.047632195,
-0.05629768,
0.036758415,
0.03424263,
-0.0074634957,
0.0036339117,
0.015765587,
-0.033683565,
-0.0061287316,
-0.019679029,
-0.055039786,
-0.009455158,
0.011845155,
0.001988169,
-0.013389567,
0.047073133,
-0.032900877,
-0.035165083,
-0.042265188,
0.04592705,
0.005199289,
-0.0032233496,
0.0010237847,
0.01698155,
0.018141605,
0.06960338,
-0.009762644,
-0.01689769,
-0.029462637,
0.044725068,
0.030468952,
0.00081195217,
-0.015402195,
0.0018763563,
-0.06311825,
-0.026010422,
-0.030161466,
0.022055048,
-0.0388549,
-0.021034759,
-0.020280022,
-0.012935328,
-0.0016090542,
0.048890088,
0.035975724,
-0.018574879,
-0.004671673,
-0.0012605131,
-0.00973469,
-0.03072053,
0.035696194,
0.047967635,
0.002204806,
-0.009350334,
-0.018784529,
-0.009399252,
-0.04042028,
-0.028358487,
0.010028198,
-0.018854411,
0.025185803,
0.005772329,
0.031223688,
0.10370625,
-0.0063278982,
0.0022345062,
0.01583547,
-0.02294955,
-0.051377922,
-0.0034836633,
-0.0007569193,
-0.021342242,
0.042600628,
-0.020182187,
0.010461473,
-0.011048489,
0.060267027,
-0.020769203,
-0.092804514,
0.037820634,
-0.010419543,
-0.006631889,
0.016967572,
-0.0003299784,
-0.018015817,
0.0075543434,
0.0011487005,
0.0015985718,
0.012893398,
0.020098327,
-0.0047380617,
-0.033851285,
-0.034913506,
-0.03829584,
-0.050371606,
-0.019008154,
-0.008504751,
-0.037569057,
0.019958561,
-0.00029503694,
0.01603114,
0.009035861,
-0.007868816,
0.012753632,
0.008085454,
0.028176792,
-0.016827807,
0.023368847,
-0.017945932,
-0.029937841,
-0.0058841417,
0.01407442,
0.0410632,
-0.040923435,
-0.0038156072,
-0.009860479,
0.011970944,
0.0038680194,
0.0024493963,
-0.004144057,
-0.011523693,
-0.006373322,
-0.032453626,
-0.007358671,
-0.058645744,
0.021216454,
0.000755609,
-0.031028016,
-0.003595476,
0.034633975,
0.032341816,
0.06898841,
-0.009965304,
-0.008735364,
0.043383315,
0.019008154,
0.013529332,
0.0014553118,
0.0017619231,
0.008036535,
0.003184914,
-0.0436908,
0.0021786,
0.03742929,
-0.007715074,
0.05207675,
-0.00957396,
0.031475265,
-0.033487894,
-0.016841782,
0.010363637,
0.046290446,
0.0070826337,
-0.03921829,
-0.010887759,
-0.035248943,
-0.009832527,
-0.017191198,
-0.052551955,
-0.0072678234,
0.03223,
-0.045423895,
0.006376816,
-0.03399105,
-0.03580801,
-0.031726845,
0.002299148,
-0.018197512,
0.023816098,
0.028330535,
0.00043218216,
0.061496966,
-0.024207443,
-0.023997793,
0.02475253,
0.017862074,
-0.047716055,
-0.044361677,
0.03214614,
0.031055968,
0.012138663,
-0.0344383,
-0.05657721,
-0.0054823146,
-0.0015802275,
0.06842935,
-0.009930363,
-0.0048743333,
-0.055459082,
0.02012628,
0.0022729419,
0.013263778,
0.011230185,
0.012662784,
0.0108737815,
0.0038680194,
0.020489672,
-0.0036933122,
0.02254423,
-0.034494206,
-0.004528413,
0.02740808,
0.0414825,
-0.03955373,
0.026932877,
0.013731993,
0.015192546,
0.039805308,
0.03424263,
0.025297616,
0.015681727,
0.012033839,
-0.025674984,
-0.011852142,
0.044613253,
0.015961258,
-0.006778643,
0.031195734,
0.009336358,
-0.00916165,
-0.0010036934,
0.0017296022,
0.008525716,
0.004773003,
0.01063618,
-0.014982898,
-0.028120887,
0.0021593822,
0.009434193,
-0.03972145,
0.037708823,
0.026541531,
0.07636805,
0.033851285,
0.0002873935,
-0.024892295,
0.026695274,
0.039889168,
-0.016827807,
0.011090419,
0.049365293,
0.03063667,
0.017638449,
0.032900877,
-0.015947282,
0.005415926,
-0.0120198615,
-0.036842275,
-0.026122235,
0.026010422,
-0.0065969476,
0.021076689,
0.019902654,
-0.021020781,
-0.027226385,
-0.07821296,
0.016212836,
-0.022851713,
-0.022292651,
0.006037884,
0.0051573594,
-0.039805308,
0.047101088,
0.0043641883,
0.022334581,
0.03804426,
0.046877462,
0.036786366,
0.038631275,
0.009217557,
0.04290811,
0.033935145,
0.008945013,
-0.03656274,
-0.02838644,
0.015346289,
-0.013110035,
0.004986146,
-0.06099381,
-0.036590695,
-0.028218722,
0.026639368,
-0.022432417,
-0.034046955,
0.0013443726,
-0.016045118,
-0.03027328,
-0.0063348864,
0.11729149,
0.028484277,
-0.024612764,
-0.023117268,
0.0072748116,
-0.02634586,
-0.008371973,
-0.044333722,
0.01186612,
0.012739656,
-0.0059295655,
0.028400417,
-0.023466684,
0.026275977,
-0.0029560474,
-0.0036793356,
0.01628272,
0.028819716,
0.019287685,
0.038715135,
0.045787286,
-0.020769203,
0.002776099,
0.041957702,
0.054788206,
0.00035465581,
0.08005787,
0.03692613,
-0.016995525,
0.01681383,
0.03435444,
0.001209848,
0.0012360541,
-0.001486759,
-0.00024568214,
-0.020601483,
-0.021146571,
-0.03692613,
0.00038937887,
0.013082082,
-0.0065305587,
-0.019986514,
-0.031083921,
0.03390719,
-0.074299514,
-0.0059994482,
-0.046821553,
0.0028250169,
-0.004699626,
-0.03326427,
0.009441182,
-0.024738552,
0.22899234,
0.03231386,
0.045759335,
-0.013137989,
0.0291272,
0.04069981,
0.026597438,
-0.0012343071,
0.017037455,
-0.009434193,
0.014025502,
-0.022124931,
0.010223871,
0.018686691,
-0.041454546,
0.06099381,
-0.03318041,
0.0011888831,
-0.0063488632,
-0.033012692,
-0.05948434,
0.029518545,
-0.0037492185,
0.06250328,
-0.0023183657,
-0.00006709852,
-0.023452707,
-0.03452216,
-0.035668243,
-0.012278428,
0.044529393,
-0.00981855,
0.04067186,
-0.0012343071,
-0.010272789,
0.012348311,
0.01734494,
-0.020978851,
-0.02806498,
0.0062859682,
0.055459082,
-0.043383315,
0.013061117,
0.009266475,
-0.0653545,
-0.02282376,
-0.013669099,
0.012704714,
0.019846749,
-0.055990193,
0.0035849935,
-0.025870657,
0.042572673,
0.00043130864,
-0.03488555,
0.025786797,
-0.070777416,
0.0014876326,
0.0076801325,
0.004860357,
0.02262809,
0.009511065,
-0.012005885,
0.025213756,
0.0019794337,
-0.00210697,
-0.053865753,
0.029518545,
-0.008931037,
-0.015500031,
0.010084105,
-0.0003743104,
-0.012648808,
-0.031083921,
0.043746706,
0.015304359,
-0.03239772,
0.071168765,
0.026862994,
-0.027100595,
0.011355974,
0.0021855882,
0.026122235,
-0.04872237,
0.042321093,
0.038184024,
-0.045759335,
-0.026667321,
-0.007875805,
0.034661926,
0.011244161,
0.03698204,
0.0317548,
0.020811133,
0.008406915
] | Set use_pretrained_backbone=False to randomly initialize a ResNet backbone.
from transformers import MaskFormerConfig, MaskFormerForInstanceSegmentation, ResNetConfig
config = MaskFormerConfig(backbone="microsoft/resnet50", use_pretrained_backbone=False) # backbone and neck config
model = MaskFormerForInstanceSegmentation(config) # head
You could also load the backbone config separately and then pass it to the model config. |
[
-0.029906245,
0.05724351,
-0.015958374,
-0.03155374,
0.015874604,
0.021263871,
-0.05255234,
-0.0015785596,
0.01958845,
0.06645832,
-0.0043630726,
-0.000059337788,
0.0076301415,
-0.057103895,
-0.012070004,
0.033480473,
0.016963627,
-0.072378136,
-0.050709374,
-0.065173835,
0.02324645,
-0.004785418,
-0.049033955,
-0.01577687,
0.017354557,
-0.008125787,
0.019071862,
-0.01798284,
0.04571104,
0.037278093,
-0.022562321,
-0.036859237,
-0.022534396,
-0.057857834,
0.011748882,
-0.019490719,
0.02711388,
-0.026192397,
-0.035463054,
-0.029264001,
0.019406946,
0.026038818,
-0.0025759581,
-0.04615782,
-0.038115803,
0.004007046,
-0.019630337,
0.007665046,
-0.03590983,
0.002888354,
0.011036828,
-0.0065271566,
0.036468305,
-0.0076929694,
0.0005785434,
-0.038758047,
0.02758858,
0.016474962,
0.0018831021,
-0.000541021,
-0.0007081267,
0.029654931,
-0.036524154,
-0.040712703,
-0.015734985,
0.041550413,
-0.036133222,
-0.052468564,
-0.023832848,
-0.007553351,
-0.07561728,
0.016363267,
-0.02620636,
-0.016572695,
-0.062158078,
-0.00624792,
0.008342194,
-0.019979382,
0.019797878,
0.046660442,
0.007364867,
0.026513519,
-0.0067086606,
-0.01736852,
0.024014352,
-0.007322981,
0.017577946,
-0.023106832,
-0.011532473,
-0.01424805,
-0.048950184,
0.06316333,
-0.034485728,
0.020440122,
0.010073462,
-0.018974131,
0.004411939,
0.008621432,
0.015972337,
-0.007148458,
0.043030366,
0.062437315,
-0.013542977,
0.037445635,
-0.02140349,
0.017717564,
-0.00031741353,
0.008090882,
-0.0507373,
-0.053082887,
0.022967214,
0.009961767,
0.024126045,
-0.005343891,
-0.03093942,
0.030799802,
0.014562191,
0.0029843417,
-0.037669025,
-0.019057902,
-0.03680339,
0.0032949925,
0.0105621265,
-0.033508398,
0.013745424,
-0.05182632,
-0.002858685,
0.000080934995,
-0.017270787,
0.049257345,
-0.005068145,
0.033368777,
0.028258748,
0.037306014,
-0.0041047786,
0.002392709,
-0.0248381,
-0.01974203,
-0.0047644754,
0.009103115,
0.015832718,
-0.016516848,
0.0033648016,
0.05914232,
-0.01745229,
-0.0065341378,
0.01562329,
-0.021543108,
-0.011832653,
-0.0050192787,
-0.033480473,
0.031832978,
-0.003223438,
0.006132735,
-0.004603914,
-0.008286348,
0.0065097045,
0.02286948,
0.0079233395,
0.029682856,
-0.004296754,
0.008349176,
-0.035323437,
0.031274505,
-0.028105168,
0.040182155,
0.02979455,
-0.018331885,
0.03141412,
-0.039763298,
0.013256759,
0.0066702655,
0.03116281,
0.02133368,
0.016572695,
0.002429359,
0.02675087,
0.020314466,
-0.003870918,
-0.027909704,
-0.008111824,
-0.03389933,
0.020523893,
0.018248115,
-0.025564115,
0.012586592,
0.019016016,
0.024949795,
-0.058192916,
0.00053185853,
0.040936094,
0.062213924,
-0.02492187,
-0.020063153,
-0.07343924,
0.004883151,
-0.016963627,
0.016824009,
-0.016796084,
-0.0099408245,
0.0015183493,
0.066849254,
-0.0016108464,
0.010687782,
-0.004289773,
0.046074048,
0.053780977,
0.07120535,
-0.027825931,
0.035630595,
0.029208153,
0.04984374,
-0.051016536,
-0.007483542,
0.023176642,
-0.063386716,
0.030548489,
-0.025675809,
0.01165813,
0.04403562,
0.016502885,
0.01181171,
0.025675809,
0.011965291,
-0.0029895774,
-0.026150512,
0.013542977,
0.040852323,
0.039260674,
0.04906188,
0.022087619,
0.029515313,
0.0041885497,
0.020509932,
-0.0122515075,
-0.008188615,
0.0055079428,
0.031721283,
-0.010673821,
0.0110158855,
0.012509801,
0.031805053,
0.010038557,
0.044175237,
-0.037836567,
-0.023986427,
-0.012167737,
-0.021989886,
-0.042862825,
0.010750611,
-0.023581535,
0.07092611,
-0.014122393,
0.026122589,
-0.0040733647,
-0.037138473,
0.03010171,
-0.0051798397,
-0.0137175005,
-0.02827271,
0.005891893,
0.01782926,
-0.030660184,
-0.0019564019,
0.002300212,
0.04076855,
0.0098779965,
-0.01728475,
-0.042695284,
-0.042108886,
-0.046967603,
-0.07142873,
-0.08109032,
0.019728068,
-0.0012775076,
-0.051295772,
-0.036384534,
-0.04364469,
0.0035986623,
-0.010848343,
0.04121533,
0.0028342518,
-0.020398237,
0.019476756,
-0.000107986045,
0.017926993,
0.014743695,
0.030771878,
-0.0090961335,
0.034541573,
0.0030052844,
-0.033201236,
0.008279366,
-0.05540055,
0.00525663,
-0.0072112866,
0.012398107,
0.008754069,
0.008237481,
0.008042015,
-0.06316333,
-0.006202544,
-0.042360198,
0.036524154,
-0.037306014,
0.0017478468,
0.01387108,
-0.023274375,
0.02856591,
0.061152827,
-0.055372626,
0.035183817,
0.017926993,
0.005720861,
-0.02864968,
0.059254017,
0.013899004,
-0.024879985,
-0.026429748,
-0.0146599235,
-0.030297177,
-0.018178307,
-0.021892153,
-0.026471633,
-0.016195726,
0.097565286,
-0.034122717,
-0.037082627,
0.006736584,
-0.04451032,
0.0073858094,
-0.022394778,
-0.038450886,
0.0074416567,
0.050876915,
0.010220061,
-0.06126452,
0.021822345,
0.0022042242,
0.051016536,
-0.013836176,
-0.05858385,
0.030883573,
0.03314539,
0.02940362,
-0.03549098,
0.015036893,
-0.041941345,
0.008614451,
-0.0051519163,
0.029236076,
0.03808788,
0.013668634,
0.002965144,
0.026499558,
0.022995139,
-0.041494567,
0.00093806064,
0.024935832,
0.021961963,
0.02979455,
0.00035668118,
0.008083901,
0.016335344,
0.007483542,
-0.05241272,
-0.012474897,
0.043365452,
0.0105272215,
-0.06556477,
0.017871145,
0.032279756,
-0.028537985,
0.04328168,
-0.021724612,
-0.01120437,
0.07109365,
0.0081537105,
0.042471893,
-0.032810304,
0.040265925,
0.016293459,
0.01355694,
0.022422703,
0.009528951,
0.008048996,
-0.040936094,
0.0142689925,
-0.0074486374,
0.009717436,
0.011343989,
-0.0028412328,
-0.007937302,
-0.019979382,
-0.03780864,
-0.01767568,
0.002811564,
0.023916619,
0.010164214,
0.008956515,
0.04610197,
0.0058814217,
-0.017787375,
0.037054703,
-0.048698872,
-0.013808252,
0.0069425213,
0.018988091,
0.01204208,
0.015553481,
0.0036370573,
-0.015134626,
-0.011036828,
0.040349696,
0.024810176,
0.0129496,
-0.04573896,
-0.005975664,
-0.02225516,
0.019783916,
0.0007325599,
-0.038283344,
-0.07338339,
0.019518642,
0.0018796116,
-0.028510062,
0.006073397,
-0.072322294,
0.030799802,
0.008600488,
-0.01921148,
-0.020300504,
0.009584798,
0.0046946662,
-0.0024555372,
0.020300504,
0.004055912,
0.009801206,
0.0037382806,
-0.012335279,
-0.019448832,
-0.009089153,
-0.001211189,
-0.029934168,
-0.020440122,
0.011944348,
0.008984439,
0.028370444,
0.0027312834,
0.022925328,
0.013947871,
-0.037669025,
0.02728142,
-0.02171065,
0.016740236,
0.001165813,
0.020160886,
-0.03415064,
0.0069704447,
0.052943267,
-0.016684389,
0.0065411185,
0.049257345,
0.008642375,
-0.10365264,
-0.005685956,
0.046269514,
-0.0001326374,
0.037222244,
0.043253757,
0.024028314,
-0.016461,
-0.0021954982,
-0.08382684,
-0.0066109276,
-0.034234412,
-0.001310667,
0.01904394,
-0.028928917,
0.038199574,
-0.01500897,
0.0050262595,
0.03738979,
-0.037306014,
-0.04490125,
-0.033508398,
-0.043449223,
-0.012663382,
-0.016028184,
0.0040489314,
-0.012014157,
-0.0010715707,
0.023637382,
-0.058192916,
-0.03063226,
-0.022520436,
-0.00426883,
0.0008699967,
0.05729936,
-0.015651215,
0.027295383,
-0.016586658,
0.002911042,
0.03674754,
-0.018513389,
-0.0037312997,
-0.0027487357,
-0.0044154297,
0.029096458,
-0.032726534,
-0.003863937,
0.03345255,
-0.0034328655,
0.019155635,
0.0040943073,
-0.0040873266,
-0.006994878,
-0.0026928885,
-0.06461536,
0.015106702,
0.006303767,
-0.037166398,
-0.037166398,
0.06824543,
-0.010101385,
0.036831312,
0.059756644,
-0.024782252,
-0.01355694,
-0.02217139,
0.05998003,
-0.017605871,
0.014310878,
-0.03155374,
-0.044789556,
-0.009207828,
0.02948739,
-0.036831312,
-0.060538504,
-0.024963757,
-0.044705786,
-0.009131039,
-0.040852323,
-0.034178566,
-0.013089218,
0.01570706,
0.0047435327,
0.023344183,
-0.0066283797,
-0.030045863,
0.005623128,
-0.014813504,
0.027895741,
-0.024852062,
-0.05090484,
-0.016195726,
0.0044224104,
0.040852323,
0.0066248896,
-0.0015427825,
-0.007504485,
0.045599345,
-0.06925069,
0.0077767405,
-0.014771619,
-0.0013045587,
0.016935702,
-0.0105272215,
0.016670428,
-0.014911237,
-0.026415788,
-0.0111136185,
0.025717694,
-0.010576088,
0.0240702,
-0.029543238,
-0.014813504,
-0.070367634,
-0.042360198,
0.01904394,
-0.003275795,
-0.0054835095,
0.010443451,
0.03275446,
0.051379543,
-0.03878597,
0.0464929,
0.03216806,
0.044985022,
-0.0079582445,
-0.0020628606,
0.009836111,
0.0013255015,
0.013375435,
0.008111824,
0.011832653,
-0.042416047,
0.0077907024,
0.023930581,
-0.055428475,
-0.019225443,
-0.0027766593,
0.06757527,
-0.033368777,
0.00095813075,
-0.01516255,
-0.019267328,
-0.009438199,
0.0014808269,
0.010157233,
0.03040887,
0.045040872,
0.007253172,
0.031358276,
0.036943007,
-0.040042534,
-0.03146997,
-0.02750481,
0.058025375,
-0.010974,
-0.01974203,
0.032698613,
0.026527481,
-0.02507545,
-0.042527743,
-0.015274244,
-0.022534396,
-0.024223778,
0.0037452616,
0.011316065,
-0.009047267,
-0.017480213,
-0.037669025,
0.009996672,
-0.028342519,
0.022660054,
0.023721153,
0.033396702,
-0.037892412,
0.044538245,
0.040126305,
-0.03010171,
0.010701745,
-0.00060515816,
0.02408416,
-0.033620093,
0.021543108,
0.005630109,
0.03535136,
-0.008733126,
0.024503015,
-0.013961832,
0.040656857,
-0.0026806719,
0.027085954,
0.0046667424,
-0.01562329,
-0.07170797,
0.011441722,
0.011385874,
0.013759386,
0.012830924,
-0.029543238,
0.026792755,
0.04208096,
0.06081774,
-0.020775206,
-0.054032292,
-0.00095202244,
-0.026653137,
-0.0068308264,
-0.021626879,
0.005274082,
0.037278093,
-0.02080313,
0.009822149,
-0.025089413,
0.0077139125,
0.003825542,
0.014939161,
0.006750546,
-0.08187219,
0.016502885,
0.0046283472,
-0.059756644,
-0.020970672,
0.015609329,
-0.0019494209,
0.0014197439,
-0.025201106,
0.0020174847,
-0.024433207,
0.021515183,
-0.040628932,
0.0077069313,
0.0065341378,
0.0063875383,
-0.03155374,
0.030967344,
-0.04397977,
0.056042794,
0.024698481,
-0.0049075843,
0.03297785,
0.030185482,
0.008237481,
0.008028054,
0.013312607,
0.013591844,
-0.027337268,
-0.028286673,
-0.013193931,
0.043840155,
-0.03214014,
-0.011106637,
-0.0034712607,
0.026220322,
0.018024726,
0.037752796,
0.020132963,
0.065173835,
0.016251573,
0.038981438,
-0.0076859887,
0.021138214,
0.039372366,
0.015665175,
0.022576284,
-0.042443972,
-0.015525557,
-0.017354557,
0.011853595,
0.03297785,
-0.041019864,
-0.005005317,
-0.019002054,
-0.010150252,
-0.0659557,
-0.010701745,
0.0538089,
0.046744216,
0.017256824,
-0.00008006238,
-0.0031675908,
0.0029511824,
-0.038953513,
-0.0204122,
-0.059030626,
-0.013605806,
0.034122717,
-0.032531068,
0.026513519,
-0.0533342,
-0.000298216,
-0.011399836,
0.06232562,
0.031497892,
0.06545307,
0.027030107,
0.008160691,
0.02247855,
0.016726276,
0.015204435,
0.0023054476,
0.011609264,
-0.06361011,
-0.020970672,
0.02225516,
0.061432064,
-0.0021134724,
-0.040182155,
-0.037920337,
-0.022743825,
0.0098430915,
0.004296754,
-0.005249649,
-0.0038290324,
-0.04138287,
-0.006132735,
-0.033117466,
0.005822084,
-0.024140008,
0.0019005544,
0.005661523,
-0.015958374,
-0.004485239,
0.02331626,
0.038981438,
0.029347772,
-0.0071205343,
0.013235817,
0.027211612,
-0.047190994,
0.013207894,
-0.022352893,
0.028984765,
0.015567443,
0.015427825,
-0.007748817,
0.04763777,
0.040238,
-0.027532734,
-0.01272621,
0.054506995,
0.03856258,
-0.025606,
0.050402213,
0.004757494,
0.0049180556,
0.045543496,
-0.022548359,
-0.018960169,
-0.0021274341,
-0.059868336,
0.010031576,
-0.013193931,
-0.025284879,
0.031497892,
-0.04998336,
-0.015288207,
0.0036475286,
0.040852323,
0.025717694,
0.031497892,
-0.029682856,
0.0700884,
0.056517497,
0.033927254,
0.024893947,
-0.012125852,
0.0038464847,
-0.0051833303,
-0.0045829713,
0.007050725,
-0.0011841379,
-0.032195985,
0.016949665,
-0.018764703,
0.0015645978,
-0.006422443,
0.0029424562,
0.016796084,
-0.0075184465,
-0.0155395195,
-0.04847548,
0.0065027233,
-0.045543496,
-0.02020277,
0.01919752,
-0.021361604,
-0.0507373,
0.015972337,
-0.037361864,
0.016768161,
-0.0037766756,
0.036300763,
0.0050506927,
0.08170465,
0.020831054,
-0.00853766,
0.0023054476,
0.03543513,
-0.025284879,
-0.046911757,
-0.006003588,
0.030380948,
-0.0055568093,
-0.022352893,
-0.033257086,
0.017563986,
0.004226945,
-0.01577687,
-0.044286933,
0.0080210725,
-0.04381223,
-0.04451032,
-0.0007622288,
0.06260486,
-0.023274375,
0.01837377,
-0.005242668,
-0.028356481,
-0.053669285,
-0.02201781,
-0.056014873,
0.068971455,
-0.00024847698,
-0.038199574,
-0.017187016,
-0.027951589,
-0.03878597,
0.012293394,
-0.009089153,
-0.031106962,
0.0153440535,
0.017591909,
0.055288855,
-0.012963561,
-0.0032374,
-0.005958212,
0.024223778,
0.019867687,
0.007574294,
0.08740107,
0.002986087,
-0.03010171,
-0.017968878,
-0.0019913064,
-0.016167803,
-0.04397977,
-0.016935702,
-0.019546565,
0.015148588,
-0.039288595,
-0.040293846,
0.0047749467,
0.058918934,
-0.0024572825,
0.00041187406,
-0.023176642,
0.07103781,
-0.07299246,
0.016586658,
-0.025564115,
0.012614516,
-0.012097928,
-0.011560397,
-0.029152306,
-0.08349176,
0.22852728,
0.03468119,
0.04805663,
0.047749467,
0.013598825,
0.079303205,
0.021138214,
-0.030436795,
0.017703604,
-0.02201781,
0.020691436,
-0.0444824,
-0.011064752,
0.046185743,
-0.00533342,
0.049285267,
-0.028454214,
0.006918088,
0.012474897,
-0.03373179,
-0.039428215,
0.05517716,
-0.003109998,
0.012321317,
-0.02157103,
0.04733061,
0.012600553,
0.0097802635,
0.025619963,
-0.048363786,
-0.010638916,
0.019644298,
0.012516783,
-0.0060384925,
0.01500897,
0.035518903,
0.017885108,
-0.056880504,
-0.023092872,
0.018457543,
0.017089283,
-0.0387022,
-0.0043176967,
0.021375565,
-0.060091726,
0.02111029,
-0.00906821,
0.014576153,
0.09594571,
-0.026108626,
0.010855325,
-0.07383017,
0.016488925,
-0.049564503,
-0.01699155,
-0.005574262,
-0.08974666,
-0.015385939,
-0.0070716683,
0.0026318054,
-0.020021267,
0.005818594,
-0.019392986,
0.008942554,
0.004097798,
0.018653007,
0.016265534,
0.054953773,
0.010122328,
-0.013766367,
0.039288595,
-0.051239926,
-0.009235752,
-0.020440122,
-0.026918413,
0.062158078,
-0.02620636,
0.012293394,
-0.029208153,
-0.03040887,
-0.015176511,
-0.0035951717,
-0.013054313,
-0.016363267,
0.024140008,
0.006219996,
-0.014883313,
0.023749078,
-0.035211742,
0.011483607,
0.07371847,
0.02957116,
0.012104909,
-0.014939161,
0.04054516
] | Feature extractor
A feature extractor processes audio inputs. It inherits from the base [~feature_extraction_utils.FeatureExtractionMixin] class, and may also inherit from the [SequenceFeatureExtractor] class for processing audio inputs.
To use, create a feature extractor associated with the model you're using. For example, create a default [Wav2Vec2FeatureExtractor] if you are using Wav2Vec2 for audio classification: |
[
0.0018676467,
0.056921363,
-0.008967439,
-0.021871801,
-0.0024178592,
0.007593616,
-0.041939177,
0.019534253,
-0.008653031,
0.041857157,
0.019944347,
-0.04303277,
0.037537478,
-0.051808827,
0.016185133,
0.058889825,
-0.0019325786,
-0.08147246,
-0.028023245,
-0.028406002,
-0.011209298,
-0.034639463,
-0.05590979,
-0.035486996,
-0.02738076,
0.017101014,
0.013437487,
-0.018837089,
0.07731681,
0.035760395,
-0.017702488,
-0.015816046,
-0.04491921,
-0.056483924,
0.00819509,
-0.027708838,
0.038002253,
-0.0053449213,
-0.03499488,
-0.027271401,
0.012863353,
0.01045062,
-0.019561592,
-0.053613253,
-0.0055226297,
0.0004921155,
-0.018891769,
0.027613148,
-0.00048656212,
-0.04951229,
-0.0077644894,
-0.005874629,
0.00981497,
-0.010765027,
-0.015200902,
-0.027585808,
0.03414735,
0.002258947,
-0.009691942,
-0.012494266,
-0.014230341,
0.041939177,
-0.008270275,
-0.035404976,
-0.009760291,
0.031468052,
-0.010286582,
-0.015269251,
-0.018071575,
-0.018003225,
-0.025972763,
0.033436514,
-0.038002253,
-0.033764593,
-0.044427097,
0.0074022375,
-0.0007168141,
-0.007149345,
0.0053004944,
0.06490457,
-0.016007423,
0.038166292,
-0.00877606,
-0.010334426,
-0.004480302,
0.0010568523,
0.03633453,
-0.025097892,
0.026123133,
-0.0019394136,
-0.035678376,
0.056593284,
-0.024660455,
0.03078456,
0.029991707,
0.0035302453,
0.0002994557,
0.0021512967,
0.0149685135,
-0.0045213113,
0.02623249,
0.09377535,
0.0007091248,
0.044235718,
-0.026109463,
0.04155642,
0.028952796,
-0.029362893,
-0.04956697,
-0.023443837,
0.02949959,
0.01962994,
0.022418596,
0.0019530834,
-0.012049995,
0.013259779,
0.009199826,
-0.009958505,
-0.038767766,
-0.03925988,
-0.0153102605,
0.013410148,
-0.012507936,
-0.019465903,
-0.007935363,
-0.07851976,
0.0033935467,
0.019397553,
-0.016936976,
0.02304741,
-0.008933264,
0.03849437,
0.028296642,
0.034202028,
0.020504814,
0.0024434903,
-0.046504915,
-0.0460128,
-0.004497389,
-0.003950594,
0.011981646,
-0.034475427,
0.00409071,
0.06758387,
-0.050660558,
-0.0041932343,
0.017060004,
-0.008311285,
-0.03171411,
0.0056354064,
-0.014941174,
-0.012952207,
-0.013355468,
0.0065786275,
-0.00060147454,
-0.011250308,
-0.03726408,
0.002638286,
0.004381195,
0.0126378,
0.037892893,
0.015077872,
-0.04314213,
0.05137139,
-0.025986433,
0.051344052,
0.01968462,
-0.018468002,
0.02736709,
-0.061623797,
-0.001640385,
-0.007846508,
-0.011954306,
-0.0018864428,
0.031304013,
-0.020012697,
0.039916035,
0.009336525,
-0.010833376,
0.0014105602,
-0.04306011,
-0.017456431,
0.006113852,
0.025043212,
-0.02531661,
0.0051569603,
0.012289218,
-0.011229803,
-0.025918083,
0.0024588688,
0.04491921,
0.057358798,
-0.02418201,
-0.03272568,
-0.08333156,
0.009657767,
-0.011011085,
0.007996877,
-0.02076454,
-0.029964367,
-0.0038173127,
0.060202133,
-0.016636238,
0.018932778,
-0.022213548,
0.021830792,
0.030975938,
0.077152774,
-0.007976373,
0.022363916,
0.03313578,
0.040490173,
-0.01971196,
0.023512186,
0.02083289,
-0.026082123,
-0.0049519124,
0.0024793737,
0.017716158,
0.027941225,
0.01045062,
-0.003991604,
0.055253636,
0.0054201055,
0.0074022375,
-0.005898551,
-0.0040872926,
0.031522732,
0.04819998,
0.027107364,
0.021571064,
0.050223123,
-0.00029625182,
0.010785532,
-0.0087213805,
0.037728857,
0.015446959,
0.026751947,
-0.00082873617,
0.03171411,
0.013437487,
0.033354495,
-0.001354172,
0.043306164,
-0.03412001,
-0.03603379,
-0.027763518,
-0.012603625,
-0.060912967,
0.0073817326,
-0.0396153,
0.05806963,
-0.019575262,
0.0220085,
-0.022281896,
-0.06539668,
-0.004271836,
0.003769468,
0.014380709,
-0.018180935,
0.00878973,
0.027995905,
-0.024428068,
0.01369038,
-0.005372261,
0.008796565,
-0.0071015004,
-0.0093843695,
0.0042684185,
-0.049785685,
-0.018303962,
-0.0392052,
-0.10782798,
-0.0012362694,
-0.023334477,
-0.05052386,
0.008967439,
-0.04729777,
-0.012323393,
0.010676173,
0.020327104,
-0.03302642,
0.0009987552,
0.022199878,
0.05169947,
0.022705663,
-0.010088368,
0.017128354,
-0.0047844565,
0.017647808,
-0.025043212,
-0.03606113,
-0.0034772747,
-0.041829817,
-0.006107017,
0.0007266393,
-0.0016916471,
-0.009117807,
-0.020422794,
0.006260803,
-0.04262267,
-0.018782409,
-0.028241962,
0.01659523,
-0.03504956,
0.0031304015,
0.025904413,
-0.015569988,
0.032069527,
0.051043317,
-0.038685746,
0.017880198,
0.027886545,
0.028269302,
-0.026615247,
0.060530208,
0.03846703,
-0.0043641077,
-0.03945126,
-0.023990631,
-0.039068505,
0.008680371,
-0.022623643,
-0.019329203,
-0.0009150273,
0.07332521,
-0.014572088,
-0.05571841,
0.0010577067,
-0.031960167,
-0.009726116,
-0.013546847,
-0.01972563,
0.0052321446,
0.041009627,
-0.003231217,
-0.059819374,
-0.005649076,
-0.038767766,
0.031139975,
0.006770006,
-0.027790857,
-0.0028552953,
0.04489187,
0.011776597,
0.007579946,
0.027052684,
-0.03409267,
-0.008406973,
0.0025836064,
0.0332178,
0.012378072,
0.032424945,
-0.0077508194,
0.014476398,
0.03843969,
-0.04393498,
0.0072040246,
0.06408437,
0.010013184,
0.03649857,
0.014079972,
-0.0038583223,
-0.011469025,
-0.010641998,
-0.035596356,
-0.0010884638,
0.05260168,
0.024209348,
-0.043415524,
-0.009063127,
0.011510035,
-0.017975885,
0.020204077,
0.01641752,
-0.0058267843,
0.06042085,
0.03513158,
0.046805654,
-0.05932726,
0.021133628,
-0.00007614548,
0.014954844,
0.036635265,
0.03622517,
0.02969097,
-0.0156246675,
0.023635214,
-0.03729142,
-0.021283995,
-0.0020299766,
0.008324954,
-0.0006805035,
0.004767369,
-0.026998004,
0.0026194898,
-0.017989555,
0.008017382,
0.029964367,
0.032588985,
0.028159944,
0.015091542,
-0.020286094,
0.052164245,
-0.040954947,
-0.03398331,
-0.010375435,
0.037537478,
0.01749744,
-0.0053517562,
-0.00051475625,
-0.0083864685,
-0.020272424,
0.04500123,
0.014244011,
0.0113596665,
-0.04940293,
-0.0084001385,
-0.0038002254,
-0.0049895043,
-0.003068887,
-0.02628717,
-0.08650297,
0.021338675,
0.04177514,
-0.045274626,
0.01371772,
-0.09886054,
0.011817607,
0.014531078,
-0.0066640642,
-0.04180248,
0.004517894,
0.000047016896,
-0.029964367,
0.041829817,
0.012309723,
0.008557342,
0.00992433,
-0.014120981,
0.011222968,
-0.006670899,
-0.02634185,
-0.03830299,
0.004066788,
0.01370405,
0.0035507502,
0.0060625896,
-0.04617684,
0.0038344,
0.057358798,
-0.050933957,
0.017374411,
-0.003364498,
-0.017114684,
-0.0176068,
0.020463804,
0.0037421284,
0.005960066,
0.041857157,
-0.030046387,
0.015228242,
0.010149882,
-0.012911198,
-0.09262708,
-0.0066811517,
0.050824597,
-0.0030005376,
0.026136803,
0.019876,
0.03931456,
0.012241374,
0.018919108,
-0.06370162,
-0.014572088,
-0.047871903,
0.011537375,
0.0013524633,
-0.018755069,
0.04609482,
-0.016936976,
0.0024947522,
0.046942353,
-0.035295617,
-0.0230064,
-0.04275937,
-0.038576387,
0.02311576,
-0.027695168,
0.025959093,
-0.014052632,
-0.0019325786,
0.020299764,
-0.030893918,
-0.017388081,
0.005403018,
-0.00991066,
-0.020600501,
0.05566373,
0.011605725,
0.015597328,
-0.040189434,
-0.022582633,
0.026751947,
-0.0063838316,
0.007347558,
-0.0063975016,
0.002400772,
0.037892893,
-0.030374464,
-0.017702488,
0.024400728,
-0.038904466,
0.019370213,
-0.036990684,
0.011592055,
0.006342822,
-0.013902264,
-0.044290397,
0.03319046,
-0.034284048,
-0.082402006,
-0.043388184,
0.051015977,
-0.0048425533,
0.027517458,
0.057468157,
-0.03931456,
-0.031550072,
-0.005669581,
0.020450134,
-0.05626521,
0.006916957,
-0.03619783,
-0.056429245,
-0.026027443,
0.041447062,
-0.044700492,
-0.088416755,
-0.02733975,
-0.027954895,
-0.0070946654,
-0.048992835,
-0.041228343,
0.00012612596,
-0.000991066,
0.008653031,
0.034776162,
0.002766441,
-0.027011674,
0.014380709,
0.0056969207,
0.019452233,
0.017675148,
-0.020409124,
0.007826003,
-0.0052458146,
0.02857004,
0.011099939,
-0.0036020123,
-0.021065278,
0.02292438,
-0.063154824,
0.040353473,
-0.03264366,
0.008174585,
0.043524884,
-0.0035302453,
0.03515892,
-0.018358642,
0.0052321446,
-0.0029714892,
0.010607824,
-0.025371289,
0.012781333,
-0.016704587,
-0.014585757,
-0.09639996,
-0.027995905,
0.069661684,
0.0034396823,
-0.013758729,
-0.0110247545,
0.008523167,
0.07666066,
-0.010833376,
0.015652006,
0.023785584,
0.024988532,
-0.016280822,
-0.022828693,
0.0070673255,
0.004767369,
0.022432266,
0.03499488,
0.0038651573,
-0.012412247,
0.012384907,
0.016745597,
-0.031550072,
-0.0010850463,
-0.0010978619,
0.031276677,
-0.017237714,
0.032206226,
0.00010316484,
-0.03966998,
-0.025781386,
-0.012501101,
0.052136905,
0.014038962,
0.026068453,
0.026136803,
0.046997033,
0.04956697,
-0.0075115967,
-0.018509012,
-0.016827617,
0.0720129,
-0.008557342,
-0.01652688,
0.01863204,
0.022049509,
-0.036853984,
-0.037947573,
-0.010341261,
-0.024892842,
0.0001484463,
-0.005932726,
0.0074090725,
0.000053584845,
-0.010730852,
-0.0008808526,
0.044481773,
0.018454332,
0.032288246,
0.024824494,
0.03827565,
-0.022309236,
0.051808827,
0.04265001,
-0.039861355,
-0.0015686182,
-0.024537427,
0.011072599,
-0.03165943,
0.0031372365,
0.023361817,
0.021352345,
0.02292438,
0.06227995,
0.0090562925,
0.05484354,
0.019438563,
0.052054886,
0.007566276,
-0.014230341,
-0.042157896,
0.027544798,
0.028816098,
-0.00080438674,
0.009623593,
-0.016745597,
0.006653812,
0.013956943,
0.05148075,
-0.025507988,
-0.055472355,
0.021735102,
-0.00986965,
-0.020012697,
-0.028296642,
-0.0068998695,
0.028269302,
0.020614171,
-0.022035839,
-0.017087344,
0.0029116834,
0.037756197,
0.0065342006,
0.033381835,
-0.06818534,
-0.0039266716,
-0.021871801,
-0.04836402,
-0.02738076,
-0.012829178,
0.025576336,
0.020709861,
-0.03187815,
-0.0031116053,
0.0038719922,
0.046586934,
-0.015200902,
0.03849437,
-0.0031765373,
0.014093641,
-0.023976961,
0.0026263248,
-0.050961297,
0.037018023,
0.022090519,
-0.023635214,
0.015569988,
0.03833033,
0.020942248,
0.015050533,
0.007279209,
-0.006677734,
-0.012446421,
-0.014216671,
-0.0043538553,
0.023935951,
-0.02738076,
-0.022459606,
-0.009760291,
-0.00044128066,
0.046450235,
0.03168677,
0.00011299006,
0.069771044,
0.007272374,
0.013423817,
-0.0045008063,
0.044536453,
0.041310363,
0.034366067,
0.010929066,
-0.048938155,
-0.00007977654,
-0.008031052,
0.04811796,
0.04065421,
-0.050660558,
0.013922768,
-0.018796079,
-0.0262735,
-0.018071575,
-0.0074432474,
0.037537478,
0.051289372,
0.0110315895,
-0.010867551,
0.017907538,
0.014066302,
-0.061241042,
-0.00995167,
-0.05960066,
-0.032069527,
0.05372261,
-0.082675405,
0.044290397,
-0.0100268535,
-0.006407754,
0.010163552,
0.048282,
0.008106236,
0.05910854,
0.018290292,
0.015802376,
0.018331302,
-0.017921207,
0.0050920285,
-0.013170925,
0.010238737,
-0.069442965,
0.0006988724,
-0.012049995,
0.08376899,
0.007456917,
-0.025521658,
-0.02747645,
-0.015583658,
-0.0006565812,
0.030456483,
-0.019465903,
-0.0071835197,
-0.03316312,
0.011387006,
-0.050961297,
0.007867013,
0.016772937,
0.0050646886,
0.00085052254,
0.004832301,
-0.01864571,
0.029144175,
0.0012943663,
0.0060113277,
0.0143123595,
0.020231416,
0.0016010841,
-0.025138902,
-0.009534738,
-0.013806574,
0.022117859,
0.008017382,
0.03641655,
-0.007368063,
0.04932091,
0.041392382,
-0.041118987,
-0.027777188,
0.024496417,
0.02522092,
-0.024838164,
0.05585511,
-0.03305376,
-0.007826003,
0.013854419,
0.018112585,
-0.0018010061,
0.0030603434,
-0.018249284,
0.005707173,
-0.027080024,
0.0070878305,
0.0116740735,
-0.07944932,
-0.010081533,
0.011776597,
0.02642387,
0.025918083,
0.007867013,
-0.010566814,
0.040107414,
0.035514336,
0.016800277,
0.03392863,
-0.04073623,
0.022049509,
-0.0017736664,
0.025918083,
-0.037865557,
-0.02857004,
-0.02191281,
-0.008885419,
-0.015857056,
0.013560517,
0.010156717,
0.0029902852,
0.008974274,
0.0029646542,
-0.009131477,
-0.056593284,
-0.014161991,
-0.057577517,
-0.020286094,
0.03644389,
-0.0052150576,
-0.044017,
0.0352136,
-0.038576387,
0.025822395,
0.016157793,
0.05566373,
0.010300251,
0.05610117,
0.028843436,
-0.01965728,
0.00988332,
0.010826541,
-0.036580585,
-0.019001126,
-0.023348147,
0.0039266716,
-0.024879172,
-0.041091647,
-0.03187815,
0.012733489,
0.018495342,
-0.009582583,
-0.052300945,
0.023416497,
-0.013211935,
-0.058507066,
0.023553194,
0.08726849,
-0.0059566484,
-0.022240886,
-0.01762047,
-0.011769763,
-0.038084272,
-0.033381835,
-0.042021196,
0.061077002,
-0.013410148,
-0.046641614,
-0.018071575,
-0.0396153,
-0.028816098,
0.010416445,
-0.007791829,
-0.005122786,
0.031167315,
-0.010607824,
0.04281405,
-0.0050339317,
-0.008188255,
0.009186156,
0.03176879,
0.021694092,
0.013840749,
0.07266906,
0.04314213,
-0.010402775,
-0.0038959144,
-0.009398039,
-0.008892254,
-0.024318708,
-0.027626818,
-0.0022811606,
0.010457454,
-0.033791933,
-0.05719476,
-0.031987507,
0.007996877,
-0.00660255,
0.0022794518,
-0.03740078,
0.05383197,
-0.07414541,
-0.02412733,
-0.011072599,
0.02191281,
-0.0074227424,
-0.0143123595,
-0.0013951816,
-0.05148075,
0.21729635,
0.053531233,
0.050277803,
0.034694143,
0.016718257,
0.063154824,
0.016198803,
-0.053203154,
-0.008324954,
-0.005714008,
-0.018550022,
-0.05806963,
0.017046334,
0.03625251,
0.002117122,
0.0396153,
-0.040380813,
-0.014079972,
-0.00874872,
-0.028378662,
-0.04718841,
0.050824597,
0.0136562055,
0.022473276,
0.01632183,
0.045247287,
0.010054193,
0.010628328,
0.0049450775,
-0.035787735,
0.0074500823,
0.009876485,
0.03513158,
0.00023174711,
-0.0036942838,
0.034912862,
0.013526342,
-0.03835767,
0.008010547,
-0.0037113712,
0.027995905,
-0.017169364,
-0.0010944444,
-0.0068554427,
-0.048418697,
0.010095203,
0.024947522,
0.021325005,
0.089182265,
-0.0330811,
0.004787874,
-0.05380463,
0.016239813,
-0.04289607,
-0.048282,
0.009411709,
-0.09913394,
-0.02522092,
-0.007210859,
-0.017142024,
-0.019055806,
0.016800277,
-0.013396478,
-0.016185133,
-0.021283995,
0.0123302275,
-0.006219793,
0.07376265,
-0.022650983,
-0.001705317,
0.01655422,
-0.03518626,
-0.03302642,
-0.011236638,
0.008024217,
0.06670899,
-0.04169312,
0.028159944,
-0.05249232,
-0.042403955,
-0.0071971896,
-0.005539717,
0.033682574,
-0.028870776,
0.016690917,
0.019397553,
-0.03403799,
0.03278036,
-0.062608026,
-0.0065922975,
0.035295617,
0.034748822,
-0.016731927,
-0.024537427,
0.038166292
] | Modify any of the [Wav2Vec2FeatureExtractor] parameters to create your custom feature extractor:
from transformers import Wav2Vec2FeatureExtractor
w2v2_extractor = Wav2Vec2FeatureExtractor(sampling_rate=8000, do_normalize=False)
print(w2v2_extractor)
Wav2Vec2FeatureExtractor {
"do_normalize": false,
"feature_extractor_type": "Wav2Vec2FeatureExtractor",
"feature_size": 1,
"padding_side": "right",
"padding_value": 0.0,
"return_attention_mask": false,
"sampling_rate": 8000
} |
[
-0.00435291,
0.016869644,
-0.02368525,
-0.026693331,
-0.0019274752,
0.008780344,
-0.027275978,
0.022858705,
-0.0009230879,
0.046584606,
0.034199983,
-0.041869234,
0.032573994,
-0.068399966,
0.0067309197,
0.052871764,
0.011422577,
-0.068399966,
-0.047560196,
-0.028915517,
-0.020948168,
-0.009288466,
-0.06959236,
-0.02193731,
-0.02199151,
-0.012174598,
0.007682801,
-0.019688025,
0.076584116,
0.04311583,
-0.009193617,
-0.009891437,
-0.049375888,
-0.035554975,
-0.011497102,
-0.02689658,
0.00467472,
-0.015216554,
-0.028590318,
-0.017736837,
0.02834642,
-0.006978206,
0.0044613094,
-0.052953064,
-0.012899518,
0.009877888,
-0.023007754,
0.02658493,
-0.0117681,
-0.038346257,
-0.013068892,
-0.024362745,
0.049782384,
0.0018936004,
-0.012262672,
-0.031869397,
0.025175741,
0.005860338,
-0.025026692,
0.0074389027,
-0.013116317,
0.027370825,
-0.01411901,
-0.043549422,
0.007398253,
0.02678818,
-0.02978271,
-0.01891568,
-0.031191902,
-0.031029303,
-0.064063996,
0.019159578,
-0.03810236,
-0.021246266,
-0.023861399,
0.0041157864,
-0.000046710153,
-0.011944249,
0.001357532,
0.043007426,
0.0024355971,
0.035473675,
-0.0006423506,
-0.0158263,
0.0022171047,
0.0015125092,
0.032519795,
-0.03609697,
-0.0036415395,
-0.0033891723,
-0.049023587,
0.06460599,
-0.035690475,
0.00788605,
0.03474198,
-0.004048037,
-0.004935556,
0.031083502,
0.02046037,
-0.018197535,
0.012757244,
0.10503893,
0.01417321,
0.021341115,
-0.015880499,
0.02535189,
0.015175903,
-0.018102685,
-0.027343726,
-0.029430414,
0.020555219,
-0.0013473696,
0.025080891,
0.0080079995,
-0.013156966,
0.027072728,
-0.013698963,
-0.01586695,
-0.06157081,
-0.03487748,
-0.0159889,
0.008400947,
-0.015203004,
-0.06173341,
0.014782956,
-0.076963514,
-0.015284303,
0.03303469,
-0.02373945,
0.0032621417,
-0.0066801077,
0.008936169,
0.029240714,
0.036638968,
-0.0038380132,
-0.0059856744,
-0.055988245,
-0.02211346,
-0.002493184,
-0.006795282,
0.020893967,
0.0011271834,
0.003865113,
0.05994482,
-0.034850378,
0.009342666,
0.009932087,
-0.02842772,
-0.032438494,
0.011964574,
-0.021625662,
0.0148778055,
-0.024687944,
0.028509019,
-0.008109624,
0.013787038,
-0.022587707,
0.01031826,
0.0014329035,
0.028021222,
0.029051015,
0.009464615,
-0.05344086,
0.050866377,
0.009227491,
0.037885558,
0.0026219084,
-0.006713982,
0.04417272,
-0.055825647,
-0.017682638,
0.0006724145,
0.005464003,
0.005684189,
0.029294914,
0.009200391,
0.018251734,
0.028536119,
-0.004942331,
0.0033010978,
-0.02050102,
-0.022885805,
0.041842133,
0.00093833153,
-0.018631132,
-0.0020680556,
-0.019742224,
0.011761325,
-0.049592685,
0.014539057,
0.019606726,
0.049457185,
0.00023056025,
-0.013942862,
-0.07176034,
0.00012565427,
-0.0047898944,
0.017899437,
0.005677414,
-0.005572402,
0.0025744836,
0.06623198,
-0.039863847,
0.022696106,
-0.015053955,
0.03932185,
0.020934617,
0.07528332,
-0.0045426087,
0.048400294,
0.03772296,
0.03013501,
-0.05043278,
-0.009769488,
0.019674474,
-0.036964167,
0.009884662,
-0.002013856,
0.017682638,
0.008949718,
-0.0065073464,
0.01175455,
0.045229614,
0.0050879926,
-0.009728839,
-0.026923679,
0.0026015835,
0.052898865,
0.026097134,
0.017099991,
0.014674556,
0.02991821,
0.006534446,
0.035907272,
0.010724757,
0.025622888,
0.036882866,
0.021029467,
0.005382703,
0.03449808,
0.006138111,
0.03468778,
-0.0037634887,
0.0639556,
-0.024145946,
-0.035473675,
-0.0071882294,
0.004447759,
-0.032248795,
-0.01570435,
-0.03961995,
0.053955756,
-0.01270982,
0.033386987,
-0.02997241,
-0.035392374,
0.019593176,
-0.0024982654,
0.015880499,
-0.016950943,
-0.006852869,
0.03460648,
-0.025744837,
-0.003287548,
0.006385397,
0.019674474,
-0.011801975,
-0.005209942,
0.009369765,
-0.04574451,
-0.011930699,
-0.04577161,
-0.09289821,
-0.004749245,
0.00084136496,
-0.04886099,
0.0025236714,
-0.03647637,
0.0114767775,
-0.0047763446,
0.032059096,
-0.029620113,
-0.0074863276,
0.03520268,
0.028210921,
-0.006592033,
-0.02070427,
0.022357358,
-0.007547302,
0.011713901,
-0.010907681,
-0.0317339,
0.038454656,
-0.035338175,
-0.0004147544,
0.0026727205,
0.0017445515,
-0.020230021,
-0.038319156,
0.020785568,
-0.04311583,
0.00041390752,
-0.012960493,
0.019362828,
-0.037370663,
-0.004708595,
0.044660516,
-0.0047831195,
0.044606317,
0.050026283,
-0.0315984,
0.04401012,
0.03913215,
0.028210921,
-0.032628193,
0.020230021,
0.0470995,
-0.023238102,
-0.042763527,
-0.02693723,
-0.051164474,
0.0045900336,
-0.02050102,
-0.0124862455,
-0.012994368,
0.07739711,
-0.015406252,
-0.046394907,
-0.0048203818,
-0.03314309,
-0.0060771364,
-0.044796016,
-0.022818055,
-0.0014413721,
0.038454656,
0.017045792,
-0.05821043,
0.004928781,
-0.020365521,
0.029023916,
0.019227328,
-0.027912823,
0.03325149,
0.037126765,
0.009044568,
0.007418578,
0.0061482736,
-0.027560525,
-0.02199151,
-0.0016005835,
0.044904415,
0.020013222,
0.015934698,
0.013759938,
0.016707044,
0.027248876,
-0.037316464,
0.011544527,
0.0469098,
-0.0034094972,
0.021070117,
-0.011171904,
0.017614888,
-0.005328504,
0.0031842298,
-0.0472079,
0.0016869643,
0.03886115,
0.02219476,
-0.046476204,
0.004986368,
0.016991593,
-0.028590318,
0.018482083,
-0.010494408,
0.0051150927,
0.06623198,
0.03783136,
0.033793487,
-0.054524854,
0.037885558,
0.022790955,
0.037126765,
0.032492694,
0.045121215,
0.03764166,
-0.026557831,
0.0070527303,
-0.0102640595,
-0.0061110114,
0.015257203,
0.023129703,
-0.011612277,
-0.009613664,
-0.04284483,
-0.007682801,
-0.014403558,
0.029023916,
0.044416618,
0.032194596,
0.032113295,
0.016056648,
-0.018265285,
0.050757978,
-0.03642217,
-0.012215247,
-0.026056485,
0.024240796,
-0.0085974205,
0.0057011265,
-0.005968737,
0.00118223,
-0.013075667,
0.051679373,
-0.008353522,
0.021232715,
-0.046855602,
-0.013814137,
-0.016165048,
0.013509264,
-0.005352216,
-0.029105214,
-0.08677365,
0.010338584,
0.021747611,
-0.05316986,
-0.0012042486,
-0.08563545,
0.052248467,
0.016314097,
-0.016557995,
-0.046557505,
-0.009681414,
-0.007466003,
-0.04270933,
0.049375888,
0.0029267813,
-0.0236988,
0.022601256,
-0.018265285,
0.0056299893,
-0.0006114399,
-0.033928983,
-0.03471488,
0.012337197,
0.014932006,
-0.009213941,
0.006673333,
-0.028021222,
-0.008983593,
0.045229614,
-0.032031998,
0.002215411,
-0.013095992,
0.0015514651,
-0.013848012,
0.01728969,
-0.0067309197,
-0.0009815219,
0.027967023,
-0.029023916,
0.011639376,
0.0083941715,
-0.003604277,
-0.06422659,
-0.013536364,
0.030839603,
-0.0047187577,
0.04384752,
0.042438332,
0.021043016,
-0.0108196065,
0.007371153,
-0.07213974,
-0.0045561586,
-0.048210595,
0.016083747,
0.0155011015,
-0.026666231,
0.049511384,
-0.05040568,
0.012018774,
0.037289362,
-0.038508855,
-0.019809974,
-0.053007264,
-0.052709166,
0.0042817728,
-0.0470995,
0.027208228,
-0.017140642,
-0.031679697,
0.041625336,
-0.038834054,
-0.021950861,
-0.0036144396,
0.010413109,
-0.0038922129,
0.05368476,
0.003448453,
0.007919924,
-0.022655455,
-0.0314087,
0.03791266,
0.001702208,
0.0068427064,
-0.020758469,
-0.0071475795,
0.041354336,
-0.025365438,
-0.03457938,
0.0037397763,
-0.011212554,
0.01420031,
-0.02499959,
0.0030436495,
0.010629907,
-0.050161783,
-0.02826512,
0.04249253,
-0.01741164,
-0.07268174,
-0.046665903,
0.04127304,
0.0033095665,
0.012818218,
0.05474165,
-0.038210757,
-0.04089364,
-0.01731679,
0.050107583,
-0.03482328,
0.006442984,
-0.032194596,
-0.058860827,
-0.0045900336,
0.03631377,
-0.0031384989,
-0.05956542,
-0.020365521,
-0.0156908,
-0.010230185,
-0.0627632,
-0.06926716,
0.002416966,
0.0033603786,
-0.0071679046,
0.0315713,
-0.0064260466,
-0.005027018,
0.0022628356,
0.013306015,
0.028942617,
0.003512815,
-0.02193731,
0.011910374,
-0.0057112887,
0.01898343,
0.0069578807,
0.02994531,
-0.01909183,
0.045175415,
-0.057018038,
0.040676843,
-0.018305933,
0.024200147,
0.05227557,
-0.005748551,
0.020148722,
-0.0149455555,
0.017940085,
-0.0053183413,
0.01882083,
-0.04270933,
0.016693493,
-0.010006611,
-0.011171904,
-0.08184148,
-0.03753326,
0.038888253,
-0.00055300584,
-0.01741164,
-0.0034653905,
0.004833932,
0.054335155,
-0.034525182,
0.023265202,
0.030406008,
0.027506325,
-0.019715125,
-0.02670688,
0.0058501754,
0.010386009,
0.039213452,
0.003273998,
0.023075504,
-0.041381437,
0.013455065,
0.019511877,
-0.041381437,
-0.02837352,
0.013712513,
0.030297607,
-0.0041564363,
0.042113133,
0.007703126,
-0.027506325,
-0.022953555,
0.0026778018,
0.032872092,
0.009322341,
0.008746469,
0.040053546,
0.035934374,
0.035690475,
-0.03002661,
-0.032194596,
-0.01191715,
0.078155905,
-0.002318729,
-0.030758305,
0.013238266,
0.029620113,
-0.049402986,
-0.057614233,
-0.02050102,
-0.016165048,
-0.03335989,
-0.015189454,
0.024809893,
-0.018156884,
-0.016720593,
-0.002311954,
0.024471145,
-0.022967104,
0.033468287,
0.008970043,
0.0070188553,
-0.040378742,
0.046882704,
0.027072728,
-0.037560362,
0.0030436495,
-0.026232634,
0.0013236572,
-0.028861316,
0.011077055,
0.035798874,
0.01418676,
0.02810252,
0.03265529,
0.010758632,
0.050215982,
0.011788425,
0.053061463,
0.007384703,
-0.024389844,
-0.05316986,
0.011619051,
0.02360395,
-0.011510652,
0.0119036,
-0.0035229777,
0.034145784,
0.049430087,
0.07398253,
-0.032194596,
-0.057397436,
0.0090513425,
-0.020365521,
-0.004651008,
-0.014010611,
0.0050507304,
0.012831769,
0.031760998,
0.009152967,
-0.020202922,
-0.000055205313,
0.021435965,
0.011395478,
0.025392538,
-0.06644878,
-0.00940364,
-0.025311239,
-0.04265513,
-0.02200506,
-0.0137328375,
0.009850788,
0.036178272,
-0.0085974205,
0.01417321,
-0.024064647,
0.04601551,
-0.0074998774,
0.040649742,
-0.01014211,
0.026232634,
-0.02529769,
-0.0050642802,
-0.040324543,
0.045609012,
0.03777716,
-0.02209991,
0.021693412,
0.032519795,
0.009993061,
-0.012167823,
0.00032540967,
0.0125201205,
-0.008875194,
-0.019525426,
-0.007215329,
0.0071679046,
-0.015135254,
0.0012804669,
-0.020392621,
-0.024173047,
0.04899649,
0.041110437,
0.0314087,
0.07018855,
0.023427801,
0.024254346,
0.0011593645,
0.030487306,
0.023441352,
0.0051354175,
0.028807117,
-0.014918455,
-0.010887356,
-0.03308889,
0.030785404,
0.043549422,
-0.068941966,
0.023441352,
-0.028509019,
-0.015324953,
-0.039159253,
0.00059746654,
0.03506718,
0.040270343,
0.015934698,
-0.0020409557,
0.01727614,
-0.01891568,
-0.052790467,
-0.015880499,
-0.06606938,
-0.043657824,
0.048210595,
-0.065473184,
0.027465675,
-0.018495632,
-0.023075504,
0.004041262,
0.04899649,
-0.0012457452,
0.0633052,
0.030460207,
0.02680173,
0.007100155,
0.015948249,
-0.013102767,
-0.011307403,
0.006412497,
-0.069971755,
-0.020758469,
0.015311403,
0.058589827,
0.023319403,
-0.016300546,
-0.020650068,
-0.022330258,
-0.000010433699,
0.0052675293,
-0.029105214,
0.004722145,
-0.03455228,
-0.010372459,
-0.03013501,
0.011720676,
-0.017899437,
0.013292465,
0.01911893,
-0.0038346257,
0.00861097,
0.019511877,
0.0037228388,
0.00315713,
0.01414611,
0.034091584,
0.0058467877,
-0.028509019,
0.000089238885,
0.016219247,
0.00865162,
0.035771772,
0.046232305,
0.0041733733,
0.06975496,
0.03449808,
-0.016774794,
-0.034525182,
0.044768915,
0.04251963,
-0.027574075,
0.03926765,
-0.016015999,
-0.0006046649,
0.02044682,
0.017032241,
-0.02209991,
0.0097423885,
-0.0039768997,
0.004088687,
-0.01724904,
-0.016801894,
0.02999951,
-0.06807477,
0.002637152,
0.009159742,
0.015284303,
0.028210921,
0.020826219,
0.006229573,
0.036882866,
0.061896008,
0.02215411,
0.041869234,
-0.028536119,
0.016598644,
0.007086605,
0.048400294,
-0.022641907,
-0.020622969,
-0.03905085,
-0.015934698,
-0.005833238,
0.009573014,
0.017032241,
-0.02658493,
0.0069104563,
0.013238266,
0.009823687,
-0.04254673,
-0.032167494,
-0.06021582,
-0.018468533,
0.037045464,
0.004806832,
-0.040405843,
0.0470182,
-0.052573666,
0.026219083,
0.019078279,
0.050785076,
0.0236175,
0.055825647,
0.03948445,
-0.006879969,
-0.006009387,
0.022398008,
-0.011639376,
-0.038129456,
-0.009857562,
0.004268223,
-0.017140642,
-0.030297607,
-0.05723484,
0.025528038,
0.018156884,
-0.008441596,
-0.027479226,
0.022614807,
-0.027492775,
-0.06623198,
-0.001675955,
0.087803446,
-0.0119036,
-0.027668925,
0.004129336,
-0.032221697,
-0.060649414,
-0.022492858,
-0.057776835,
0.048508693,
-0.00712048,
-0.053007264,
-0.010453759,
-0.037885558,
-0.02513509,
0.029159416,
-0.019078279,
-0.021856012,
0.027167577,
0.0041970857,
0.05059538,
-0.025460288,
-0.013488939,
-0.0050846054,
0.019457677,
0.015650151,
0.027113378,
0.08693625,
0.04227573,
-0.032438494,
-0.0038549504,
0.016368296,
-0.015907599,
-0.03766876,
-0.021286914,
0.006625908,
0.004454534,
-0.0315171,
-0.046367805,
-0.023319403,
0.0118629495,
-0.017628439,
-0.0023678474,
-0.037560362,
0.04577161,
-0.07647572,
-0.009837237,
-0.011070279,
0.020961717,
-0.00040797945,
-0.012140723,
-0.027384376,
-0.0633052,
0.21192065,
0.03940315,
0.041327238,
0.04886099,
0.04877969,
0.07777651,
0.01417321,
-0.014755856,
0.0037194514,
-0.046530403,
0.01336699,
-0.05826463,
-0.009241042,
0.02978271,
-0.01715419,
0.051110275,
-0.03476908,
-0.016110849,
0.014674556,
-0.038590156,
-0.042004734,
0.05653024,
0.008123173,
0.04888809,
-0.0034213532,
0.046340708,
0.017940085,
-0.00675802,
0.018509183,
-0.027113378,
0.010975431,
-0.0020545057,
0.016639294,
-0.013577014,
-0.016002448,
0.020175822,
0.017560689,
-0.04449792,
-0.009769488,
-0.0022645295,
0.0126894945,
-0.028183822,
0.0028742754,
0.005416578,
-0.036991265,
0.007289854,
0.011686801,
0.028942617,
0.07777651,
-0.043197125,
0.018753082,
-0.060757816,
0.007933475,
-0.051869072,
-0.052682064,
-0.009241042,
-0.12119043,
-0.04384752,
-0.0067343074,
-0.014661007,
-0.019389927,
0.018712431,
-0.033007592,
0.017709738,
0.005823076,
0.002786201,
0.0070188553,
0.05680124,
-0.010345359,
-0.0073643783,
0.02031132,
-0.033332787,
-0.0238072,
-0.012648845,
0.0046103583,
0.053088564,
-0.029620113,
0.0314358,
-0.037072565,
-0.049673986,
-0.009125867,
-0.014904905,
0.012946943,
-0.016503796,
0.026083585,
0.016408946,
-0.021842461,
0.014430658,
-0.0470995,
0.012398171,
0.034010284,
0.04525671,
-0.00008722757,
0.016869644,
0.027750224
] | If you aren't looking for any customization, just use the from_pretrained method to load a model's default feature extractor parameters.
Modify any of the [Wav2Vec2FeatureExtractor] parameters to create your custom feature extractor: |
[
0.027584553,
-0.02530039,
-0.020761158,
-0.0014476071,
-0.02063022,
0.014155997,
-0.020601122,
-0.00074017094,
0.01731309,
0.055983838,
0.024529302,
-0.0038554359,
0.013232147,
-0.04897131,
0.027773688,
0.06919416,
0.004535593,
-0.028748458,
-0.0859544,
0.011464466,
0.0233072,
-0.011740893,
-0.09061002,
-0.03570279,
-0.029388607,
0.021968711,
0.019422667,
-0.010707928,
0.06378201,
0.025591366,
-0.028297445,
0.0006292362,
0.006390567,
-0.009427632,
-0.018244214,
-0.032705735,
0.010686104,
-0.026231512,
-0.019553607,
-0.049204092,
0.016396515,
-0.04379193,
0.019204436,
-0.03843797,
-0.0021714107,
-0.022448821,
0.00024255602,
0.0029534095,
-0.02099394,
-0.06023209,
0.00085110567,
0.0036717572,
-0.013646788,
0.022143297,
-0.036139257,
-0.0066306223,
-0.026478844,
-0.012912073,
-0.05708955,
-0.0031025347,
0.049495067,
0.023336299,
-0.011268057,
-0.07670135,
-0.0029424978,
-0.017982336,
0.002937042,
0.010155072,
-0.0061359624,
0.0051102713,
0.01435968,
0.051531903,
-0.0004928411,
-0.017705908,
0.00021141247,
0.04617794,
0.013355812,
-0.010955257,
0.004622886,
0.034771666,
-0.014927084,
0.06436396,
0.006586976,
0.02711899,
-0.027671846,
-0.010664281,
0.033200394,
-0.019422667,
-0.044373885,
-0.031338148,
-0.002142313,
0.04000924,
-0.01681843,
0.016905723,
-0.0037972406,
0.020091914,
-0.022928933,
0.03043612,
-0.021925064,
-0.020775707,
0.015552683,
0.0994557,
-0.067797475,
-0.008802033,
-0.011137118,
-0.019757291,
0.020281048,
0.0008533789,
-0.0723367,
-0.009565846,
0.0047174534,
-0.015305353,
0.0013257607,
0.02711899,
0.04219156,
0.0020331969,
-0.022870736,
-0.0074708164,
-0.043151785,
0.011311703,
-0.009042088,
-0.028530225,
-0.017240345,
-0.04652711,
-0.01092616,
-0.025183998,
0.0111734895,
0.028748458,
-0.015043475,
-0.018869814,
0.00308253,
0.0010247822,
0.04809838,
0.036779404,
0.018447896,
-0.0393109,
-0.035993766,
0.023772763,
0.031163562,
-0.04626523,
0.03168732,
0.0104315,
0.0171967,
0.089213334,
0.013166677,
-0.011144392,
0.004179147,
-0.096720524,
-0.030348828,
0.011129843,
-0.044286594,
-0.011740893,
-0.04897131,
0.02246337,
-0.01257745,
0.019539058,
-0.020441085,
0.027540907,
0.022317883,
0.012686566,
-0.021881418,
0.029359508,
-0.03177461,
0.05868992,
-0.030843487,
0.02541678,
-0.017327638,
-0.0016458347,
0.010882514,
-0.0015358092,
-0.018520642,
-0.020208303,
-0.012904799,
0.0090493625,
0.04335547,
0.025795048,
0.019364472,
0.03107627,
0.019917328,
-0.011922753,
0.0045792395,
0.01926263,
0.009653139,
-0.009973212,
-0.0076599508,
-0.021881418,
0.013392184,
-0.017094858,
-0.019408118,
0.0023878242,
0.01275931,
0.03584828,
0.003562641,
-0.021401307,
-0.055314593,
0.0062196185,
-0.025140353,
-0.046788987,
-0.031978294,
-0.025227645,
-0.025373133,
0.0129920915,
-0.05496542,
-0.017254895,
-0.030698,
-0.012999366,
-0.014585187,
0.022507016,
0.01185001,
0.01331944,
0.052201148,
0.02748271,
-0.008271001,
0.010446049,
-0.0043500955,
0.007565384,
-0.035790086,
-0.0063469205,
0.0032007392,
-0.02307442,
0.043908324,
0.03212378,
0.05831165,
0.0066997292,
0.022536114,
0.011515387,
0.005532187,
0.019815486,
-0.00038622555,
0.0056740376,
0.007478091,
0.008081866,
0.017531322,
0.06651718,
0.020033717,
-0.014912535,
0.04370464,
0.017516773,
0.02109578,
0.007161654,
0.009660413,
-0.022317883,
0.00044533014,
0.047894698,
0.010526068,
0.0027297214,
-0.03290942,
-0.020848451,
-0.013792276,
-0.023612726,
-0.02726448,
0.0748391,
0.0059613767,
-0.04259893,
-0.04160961,
0.009478553,
-0.0016858439,
0.04245344,
-0.031250853,
-0.029359508,
0.03288032,
-0.0011739075,
-0.055140007,
0.0063178227,
0.0429481,
0.060057506,
0.018724324,
0.03241476,
-0.0054667173,
-0.059359163,
-0.017836846,
-0.033433177,
-0.070590846,
-0.01622193,
-0.029592289,
-0.0026187866,
0.038030602,
-0.016716588,
0.01668749,
-0.023874605,
-0.0017085765,
0.01313758,
-0.011900931,
0.018564288,
0.037099477,
0.002904307,
-0.057205938,
0.01889891,
-0.04134773,
0.0119664,
-0.02391825,
-0.021808673,
0.02639155,
-0.026929855,
-0.0064196647,
0.005175741,
0.005175741,
-0.04579967,
-0.021459501,
0.02602783,
-0.044141103,
0.037390456,
-0.01142082,
0.035382718,
-0.03177461,
0.05778789,
-0.018447896,
-0.016381966,
0.048913114,
0.04981514,
-0.005623117,
0.019859131,
0.02713354,
-0.00065196876,
-0.029854167,
0.030145144,
0.07280227,
0.003649934,
-0.023103518,
-0.020062815,
-0.0466144,
0.011828186,
-0.020572023,
0.0032443856,
-0.016192831,
0.056449402,
-0.0043973792,
-0.045450497,
0.008445587,
-0.04309359,
-0.007536286,
-0.0015330814,
-0.0027242657,
0.024703888,
0.013392184,
0.04446118,
-0.034189716,
-0.025838695,
-0.030348828,
-0.0069579706,
0.023801861,
-0.009587669,
0.04617794,
0.051619194,
-0.04900041,
0.006656083,
0.024820277,
-0.06739011,
0.020353792,
-0.0023132616,
-0.0032625718,
0.009369437,
0.010664281,
0.03622655,
0.004521044,
0.039252702,
-0.0008879324,
-0.0027351773,
-0.004841118,
0.0054194336,
0.008438312,
0.008431038,
0.0025805961,
0.04160961,
-0.014483345,
-0.035673693,
0.00093657995,
0.023045322,
0.030465217,
-0.028224701,
0.03966007,
0.0024969403,
0.0028624793,
0.02909763,
0.003471711,
-0.0063869297,
0.027919175,
0.042278856,
0.044606667,
-0.010809769,
-0.008911149,
0.013472202,
-0.0015339906,
0.050397094,
0.037361357,
-0.018607935,
-0.024703888,
-0.03413152,
-0.042802613,
0.023147164,
-0.0393109,
-0.025140353,
0.017880494,
-0.022739798,
-0.05461625,
-0.078679994,
-0.025591366,
0.056623988,
0.046236135,
0.026667977,
0.006714278,
-0.014730675,
-0.01233012,
0.052230246,
-0.02370002,
0.008452862,
-0.019844584,
0.019117143,
0.029170373,
-0.0020222852,
-0.031047171,
-0.04088217,
-0.010489696,
0.016949369,
-0.01853519,
0.025213096,
0.0051902896,
-0.05682767,
-0.05263761,
0.047312744,
-0.00681612,
-0.041900586,
-0.019335374,
0.019684546,
0.035295423,
-0.01497073,
-0.03968917,
-0.04504313,
0.022026906,
0.044897642,
0.0177932,
-0.02994146,
-0.011566307,
-0.008198258,
-0.023350848,
0.044141103,
0.051153634,
-0.027060796,
-0.0441702,
-0.04984424,
-0.01325397,
-0.0057031354,
0.028821202,
-0.015930953,
0.01718215,
-0.017458579,
0.00993684,
0.019175338,
-0.026857112,
-0.025329487,
0.039980143,
-0.022288784,
0.0046883556,
-0.05129912,
-0.01160268,
0.012002772,
0.0044373884,
0.008489233,
0.023292653,
-0.013093933,
0.007747244,
-0.005335778,
0.018724324,
-0.049931534,
-0.01878252,
0.032822125,
0.001075703,
-0.018622482,
0.048360262,
0.039485484,
-0.022259686,
0.045479596,
0.054383468,
-0.03532452,
0.022143297,
-0.031018073,
0.014221466,
-0.004979332,
-0.033695053,
0.011144392,
-0.0674483,
0.047981992,
-0.0095222,
0.014025058,
0.022899834,
-0.04038751,
-0.035760988,
-0.031454537,
-0.016163733,
0.023394493,
-0.008678368,
0.010620635,
0.041027658,
0.020426536,
-0.030028753,
-0.024893021,
-0.054703545,
0.017094858,
0.037914213,
0.013712258,
0.05301588,
-0.064189374,
-0.030116046,
0.007103459,
-0.035877377,
0.016803881,
-0.0054048845,
0.0040773056,
-0.0016903904,
-0.010111426,
-0.007863634,
-0.05339415,
-0.037361357,
-0.009034814,
-0.003197102,
-0.0070670866,
0.017574968,
-0.01693482,
0.011711796,
0.030261535,
0.007754518,
-0.05141551,
-0.024834827,
0.0061577857,
-0.0024132847,
0.03768143,
0.058631722,
-0.04111495,
-0.047574624,
0.000120596036,
0.024252875,
-0.042424344,
-0.028064664,
-0.01185001,
-0.00051602826,
-0.013675886,
0.053568736,
-0.012475609,
-0.041435026,
0.013486751,
0.01843335,
-0.029388607,
-0.067797475,
-0.0018822529,
-0.0038845337,
-0.029912364,
-0.018186018,
0.009158479,
-0.00092294044,
-0.005797703,
-0.00803822,
0.0018104181,
0.031629123,
0.0057649678,
0.00017526775,
-0.021023037,
-0.01546539,
0.017822297,
-0.02787553,
0.03721587,
-0.0028079213,
0.053976104,
0.015930953,
0.05057168,
-0.0052012014,
0.01865158,
-0.014723401,
-0.012133712,
0.051531903,
-0.04847665,
0.031512734,
0.0070452634,
0.012933896,
0.013508574,
-0.008052769,
-0.03893263,
0.004353733,
-0.009660413,
-0.048360262,
0.038263384,
-0.044984937,
-0.010838867,
-0.024354717,
0.018302409,
0.06145419,
-0.03244386,
0.0022168756,
0.06954333,
0.024747534,
0.026929855,
-0.05449986,
0.021008488,
0.036313843,
-0.0033825994,
-0.023539983,
0.010438775,
-0.030901682,
0.007125282,
-0.03279303,
-0.025635011,
-0.007536286,
-0.012024595,
0.022201492,
-0.010322385,
0.030145144,
0.002873391,
-0.030407023,
-0.030581608,
0.02847203,
0.016512904,
0.0014757954,
0.01404688,
0.008307373,
-0.0030043302,
0.025562268,
0.021750478,
-0.028311994,
-0.051619194,
-0.00029393152,
0.0023241732,
-0.016993016,
0.0032516601,
0.04969875,
-0.043530054,
-0.049931534,
-0.039427288,
0.037041284,
-0.067040935,
-0.008838405,
-0.0028861212,
-0.0027351773,
-0.011304429,
0.060057506,
0.04972785,
-0.015494488,
-0.0059504653,
0.0019240808,
0.0068815895,
-0.024180131,
-0.0012657469,
0.031367246,
-0.01843335,
-0.042657126,
-0.054208882,
0.0022805268,
-0.0153199015,
-0.04603245,
0.027671846,
-0.020150108,
0.032094687,
0.015639976,
0.015145316,
0.062094342,
0.027046246,
0.0019622713,
0.016469259,
-0.017502224,
-0.0675065,
-0.05537279,
-0.014388778,
-0.0115299355,
0.03154183,
-0.03968917,
0.044402983,
0.02663888,
0.05068807,
0.0003098443,
-0.030785292,
0.023539983,
-0.04062029,
0.0042628027,
0.042773515,
0.027148088,
-0.010700653,
0.030988976,
0.0076017557,
-0.041435026,
-0.007252584,
0.030814389,
-0.017647712,
-0.014330583,
-0.035935573,
0.0015739999,
-0.050251607,
-0.014563364,
-0.019218985,
-0.016425611,
-0.013661337,
-0.006707004,
-0.001093889,
-0.017225796,
0.013530398,
0.035382718,
-0.027846431,
0.014519718,
0.0032643904,
0.033956934,
0.009565846,
-0.02074661,
-0.050513484,
0.040940363,
0.04504313,
-0.010147798,
0.002242336,
0.0053976104,
0.0014457884,
-0.00046101556,
0.0067724735,
0.027191734,
-0.0040954915,
-0.005925005,
-0.017880494,
0.02503851,
-0.0343643,
0.038874432,
-0.00656879,
-0.01780775,
0.008074592,
0.031221757,
-0.006343283,
0.047458235,
0.0027842794,
0.013421281,
0.0018968018,
0.0288503,
0.02109578,
0.006554241,
0.017895043,
-0.021183074,
-0.014534266,
-0.032298367,
-0.014461522,
0.04725455,
-0.04160961,
0.02061567,
-0.026071476,
-0.0070452634,
-0.014534266,
-0.04038751,
0.051386412,
0.03573189,
0.01790959,
-0.030377924,
-0.023830958,
-0.027890079,
-0.0107661225,
0.0047974717,
-0.04344276,
0.008307373,
0.04763282,
-0.046847183,
0.013559495,
-0.009398534,
0.004030022,
0.021895966,
0.026304256,
-0.018447896,
0.0154217435,
0.030028753,
0.010489696,
0.021648636,
-0.058719017,
-0.062327124,
0.033200394,
0.021619538,
-0.04774921,
-0.02308897,
0.0251549,
0.01939357,
0.017604066,
-0.00017560874,
-0.044490274,
-0.041522317,
-0.00717984,
0.046818085,
-0.03974736,
-0.018986203,
-0.020761158,
0.006055944,
-0.012068242,
-0.0009042998,
-0.0092530465,
0.018084176,
0.052724905,
0.014388778,
0.016178282,
0.0031225393,
0.026115123,
-0.02652249,
0.0055467356,
0.053219564,
0.038845334,
-0.025955085,
0.0031170836,
0.0021659548,
0.031134464,
0.015436293,
0.01404688,
-0.014927084,
-0.0034189716,
0.017560419,
0.009624041,
-0.012431962,
0.030756194,
0.0072162123,
0.008780209,
0.019568156,
-0.012337395,
0.007299868,
0.03241476,
-0.0060122977,
-0.0046337973,
-0.027162638,
-0.015101669,
-0.018142372,
-0.01668749,
0.0038299754,
-0.039921947,
-0.07414076,
0.025009412,
0.0029352233,
0.073209636,
0.009653139,
-0.01478887,
-0.016774783,
0.04481035,
0.03721587,
0.010657007,
0.03459708,
0.016542003,
0.056914963,
0.011500838,
0.03363686,
-0.01270839,
-0.014592461,
-0.016032794,
-0.085838005,
-0.03127995,
0.002073206,
0.028021017,
0.025445877,
0.013923216,
0.0035517295,
-0.023496335,
-0.030465217,
0.038379773,
-0.039980143,
-0.012977542,
0.01307211,
-0.0070088916,
-0.03253115,
0.05217205,
0.00993684,
0.03817609,
0.03741955,
0.05496542,
0.044693958,
0.08217171,
0.015581781,
-0.017502224,
0.0441993,
0.029257666,
-0.069659725,
-0.022768894,
0.00883113,
-0.024092838,
-0.011711796,
-0.053597834,
-0.08054224,
0.006488771,
0.023350848,
-0.03500445,
-0.004030022,
0.000345989,
0.0035826457,
-0.049931534,
0.008780209,
0.07280227,
0.04210427,
-0.035760988,
0.00072653143,
-0.010897063,
-0.02391825,
-0.019611802,
-0.032618444,
0.018127823,
-0.009034814,
0.0037117663,
0.011057099,
-0.02982507,
0.009129381,
0.005343052,
-0.016032794,
0.008932972,
0.019466314,
0.01790959,
0.048040185,
-0.001450335,
-0.045712374,
-0.01569817,
0.017735004,
0.06669176,
0.010155072,
0.10492605,
0.046294328,
-0.028181054,
0.002955228,
0.005601294,
-0.011820912,
0.018011432,
-0.020790257,
-0.006645171,
-0.0064160274,
-0.017080309,
-0.066109814,
0.0047792858,
0.010533342,
0.024209227,
-0.026769819,
-0.02505306,
0.013588593,
-0.07402437,
-0.008707466,
-0.02074661,
0.017400382,
-0.02025195,
-0.028879397,
0.001767681,
-0.029999657,
0.25210187,
0.045101326,
0.040736683,
0.0076526767,
0.044112008,
0.031861905,
0.045246813,
-0.012715664,
0.008663819,
-0.051386412,
0.02223059,
-0.0024223777,
0.03340408,
0.04774921,
-0.038961727,
0.077923454,
-0.03654662,
-0.019669998,
-0.014519718,
-0.048156578,
-0.055547375,
0.009660413,
-0.023583628,
0.056420304,
0.033782348,
0.0022914384,
-0.012584724,
-0.040649388,
0.01853519,
-0.03814699,
0.024456557,
-0.011777266,
0.010955257,
0.008547429,
-0.017123954,
-0.01828786,
0.02442746,
-0.041726,
-0.022958029,
0.014323308,
-0.013312166,
-0.027017148,
0.028995788,
0.0036790315,
-0.031338148,
0.0074053467,
-0.04344276,
0.027017148,
0.043850128,
-0.007339877,
-0.0057031354,
-0.009893194,
0.014861614,
-0.053539637,
-0.033171296,
0.02074661,
-0.058835406,
-0.03215288,
-0.0050920853,
-0.008525605,
0.027540907,
-0.020062815,
-0.033986032,
0.05828255,
-0.00033007623,
-0.0027624562,
-0.037390456,
0.06471313,
-0.00069061405,
-0.0058304374,
0.013428556,
-0.005539461,
-0.035790086,
-0.036372036,
0.030581608,
-0.004179147,
-0.019786388,
0.03989285,
0.012221005,
-0.03497535,
-0.0251549,
0.009114833,
0.027308125,
-0.03756504,
0.050367996,
0.053626932,
-0.0356155,
-0.035935573,
0.021008488,
0.03253115,
0.03421881,
0.044635765,
-0.011304429,
0.01683298,
-0.0025187635
] | timm models are loaded with [TimmBackbone] and [TimmBackboneConfig].
thon
from transformers import TimmBackboneConfig, TimmBackbone
backbone_config = TimmBackboneConfig("resnet50")
model = TimmBackbone(config=backbone_config) |
[
0.01060271,
0.033244062,
-0.050823383,
-0.006432697,
0.016607527,
-0.010167577,
-0.013619622,
-0.005943174,
-0.0036496674,
0.049895104,
-0.014395608,
-0.03167759,
0.021190915,
-0.052215807,
0.015374654,
0.043194074,
-0.014373851,
-0.087722555,
-0.054797586,
-0.03301199,
-0.007016499,
-0.042468857,
-0.05491362,
-0.016172396,
-0.035506748,
0.007506022,
0.027935456,
-0.028791215,
0.052679945,
0.04165661,
-0.049663033,
-0.025846824,
-0.008340024,
-0.033157036,
-0.013097465,
-0.06463157,
0.004090238,
-0.032576863,
-0.034143336,
-0.03901681,
0.006494341,
-0.018594628,
0.0025418943,
-0.047458366,
-0.04945997,
0.008847678,
0.023540625,
-0.019827502,
-0.0016897615,
-0.03524567,
-0.016694553,
-0.0072957086,
0.0035082495,
0.009609159,
-0.007393613,
-0.030169133,
0.017318243,
0.042642906,
0.0013996736,
0.0011503794,
0.009145019,
0.046356034,
-0.04046725,
-0.06915694,
-0.029792018,
0.024280349,
-0.0040249685,
0.003051361,
-0.020422181,
-0.028530136,
-0.092015855,
0.026470512,
-0.037653398,
-0.031445518,
-0.035564765,
-0.00028147583,
-0.0019272709,
-0.0011032402,
0.017854905,
0.01522961,
0.020828305,
0.034143336,
-0.036289986,
-0.007422622,
0.0015755395,
-0.02177109,
0.00073927065,
-0.029008782,
0.017811392,
-0.028704189,
-0.04682017,
0.04214976,
-0.024323862,
0.039132845,
0.04333912,
0.038291592,
-0.0038690462,
0.035071615,
0.002935326,
0.0013924215,
0.01918931,
0.07112953,
-0.030517237,
0.03283794,
-0.03977104,
-0.016854102,
0.0019127665,
0.0017387138,
-0.038639694,
-0.015128079,
0.010958067,
-0.012756611,
-0.003520941,
-0.0046377787,
-0.010356135,
0.0406413,
0.027877439,
0.016114378,
-0.050997436,
-0.0040177163,
-0.005228833,
0.0048916056,
-0.005870652,
-0.005297729,
0.042991012,
-0.051577613,
-0.015621228,
0.03118444,
0.008891191,
0.018464088,
0.03492657,
0.041308504,
0.02259784,
0.04522469,
0.007687327,
0.013771919,
0.00015750862,
0.00541739,
0.000016685715,
0.005983061,
-0.016955633,
-0.0313875,
0.014003989,
0.0647476,
0.012060401,
0.0059286696,
0.015186097,
-0.038436636,
-0.045340724,
0.0017849465,
-0.030111115,
0.0033305706,
-0.019479396,
0.007168795,
-0.04615297,
-0.011538243,
0.0016408091,
0.01136419,
0.0002993797,
0.032315783,
-0.013967728,
-0.036522057,
-0.05111347,
0.06352923,
-0.008659122,
0.041540574,
0.0013498148,
0.015273123,
0.035999898,
-0.053985342,
-0.0068569505,
-0.0074117435,
-0.0046232743,
0.012633324,
0.015519698,
-0.0012745733,
0.063645266,
0.04568883,
-0.016970137,
-0.01929084,
-0.035129633,
-0.033215053,
-0.03466549,
0.01060271,
-0.027195733,
0.007270326,
0.009413349,
0.0033378229,
-0.003423036,
0.0073464736,
-0.00077779795,
0.058626745,
-0.034491442,
-0.02368567,
-0.04618198,
0.021335958,
-0.016535005,
0.0077671013,
-0.011821078,
0.034375407,
-0.0019363362,
0.06944702,
0.00083400245,
0.0030694916,
-0.018522106,
0.02821104,
0.053985342,
0.05331814,
-0.029342381,
0.05871377,
0.023032973,
0.01255355,
-0.048444666,
0.0020269887,
0.026543034,
-0.032953974,
0.0048118317,
0.012379497,
0.012676837,
0.031822633,
0.031706598,
0.034230363,
0.061092492,
-0.004710301,
0.012125671,
-0.0037058718,
-0.007868632,
0.009957264,
0.060164213,
0.042236786,
0.004133751,
0.028298065,
0.009007227,
0.021103889,
-0.00022833083,
0.027630864,
0.013916963,
0.044847574,
0.012713098,
-0.0058090086,
0.015403663,
-0.0061172266,
0.038262583,
0.020726774,
-0.010530188,
0.003346888,
-0.03214173,
-0.052853998,
-0.02715222,
-0.021611542,
-0.022061178,
0.05430444,
-0.023990262,
-0.011545495,
-0.030662281,
-0.05471056,
-0.0088621825,
0.027210237,
-0.0044818567,
-0.050330237,
0.031010387,
0.03837862,
-0.014482634,
0.007948406,
0.015258619,
0.032054704,
0.020567225,
0.018768681,
-0.05328913,
-0.02937139,
-0.041772645,
-0.0578145,
-0.07501671,
0.020262634,
-0.016984642,
-0.052244816,
-0.021626046,
-0.054768577,
0.012031392,
-0.01810148,
0.00513818,
-0.0147001995,
-0.015331141,
0.029298868,
0.03541972,
-0.020480199,
0.0065160976,
0.042526875,
0.012575307,
0.017593825,
0.020103086,
-0.06347121,
-0.024265844,
-0.03878474,
-0.00018311793,
-0.015940325,
-0.0026651816,
-0.013619622,
-0.02903779,
0.0037675155,
-0.029734,
-0.015708255,
-0.011639773,
0.045775857,
-0.04490559,
-0.0020705017,
-0.00819498,
-0.032025695,
0.07269601,
0.051229507,
-0.056306046,
0.030401202,
-0.0034429797,
0.03594188,
-0.034172345,
0.054391466,
0.038900774,
0.0058271387,
-0.03730529,
-0.009087001,
-0.026876636,
-0.0005194385,
-0.010319874,
-0.02893626,
0.02342459,
0.077627495,
-0.027326271,
-0.032025695,
0.00065315084,
-0.01704266,
-0.0078613795,
-0.014032998,
-0.04687819,
0.028341578,
0.043948304,
0.026049886,
-0.054217413,
0.045369733,
-0.00032090963,
0.026165921,
0.024033776,
-0.013764666,
0.038262583,
0.047980525,
-0.0018692533,
-0.01182833,
0.039858066,
-0.026238443,
0.006911342,
-0.024367375,
0.022771893,
0.032315783,
0.01060271,
0.0069657336,
0.025368178,
0.05064933,
-0.049924113,
0.001038877,
0.0057074777,
0.032083713,
0.032344792,
-0.005609573,
-0.009768707,
0.027369784,
-0.03330208,
-0.02001606,
0.0032000311,
0.02533917,
0.05236085,
-0.019580927,
0.013082961,
0.01149473,
-0.04568883,
0.0399741,
-0.03782745,
-0.047951516,
0.07745344,
0.027703386,
0.04571784,
-0.03466549,
0.042004716,
0.019247327,
0.013866197,
0.00356808,
0.003047735,
0.02435287,
-0.033853248,
0.012285219,
-0.00964542,
0.01972597,
-0.0016897615,
0.012676837,
-0.0029788392,
-0.022554327,
-0.009391593,
-0.030227149,
0.033360098,
-0.000017748049,
-0.003566267,
-0.018072471,
0.033360098,
0.011407703,
0.012118419,
0.028457614,
-0.009862985,
-0.016012847,
-0.01480173,
0.011842835,
-0.002414981,
-0.0031800875,
-0.0073754825,
-0.008608356,
-0.018855708,
0.037740424,
-0.025266647,
0.011552747,
-0.03762439,
0.0109363105,
-0.021234429,
0.0007134347,
-0.035013597,
-0.030807326,
-0.07617706,
0.039858066,
0.026514025,
-0.02451242,
-0.005642208,
-0.02259784,
0.028762206,
0.03872672,
-0.045369733,
-0.020625243,
-0.00645808,
-0.0058488953,
-0.008267502,
0.0073791086,
0.042062733,
-0.00085439923,
0.013061204,
-0.070781425,
-0.021843612,
0.006784429,
-0.0038726723,
-0.071767725,
-0.030082107,
-0.0037421328,
-0.001042503,
0.011625269,
0.0048952317,
0.020262634,
0.018652646,
-0.04496361,
0.014265068,
0.0013099278,
0.003087622,
-0.021321453,
0.007941154,
-0.02417882,
0.0034991843,
0.024120802,
-0.043658216,
-0.016796084,
0.063181125,
-0.013140977,
-0.08899894,
-0.009123262,
0.015534203,
-0.02164055,
0.038494654,
0.029675983,
0.004750188,
-0.0023515243,
0.012691341,
-0.03785646,
0.025977364,
-0.032750912,
-0.026978167,
0.015664741,
-0.016636536,
0.01840607,
-0.0154616805,
0.0044673523,
0.040061127,
-0.013329535,
-0.032199748,
-0.03805952,
0.0035390712,
0.009471367,
0.002679686,
-0.009913751,
0.013431066,
0.005972183,
0.040583286,
-0.02893626,
0.022191718,
-0.015896812,
-0.002826543,
0.012285219,
0.04496361,
0.027732395,
0.06370328,
-0.01344557,
-0.0059576784,
-0.013626874,
-0.052012745,
-0.013684892,
-0.005192572,
-0.008847678,
0.0152876275,
-0.0079991715,
-0.0191603,
0.0038799245,
-0.002152089,
0.023061981,
0.020306146,
0.007426248,
-0.022641353,
-0.020929836,
-0.017260225,
0.032054704,
-0.006070087,
-0.058191616,
-0.04049626,
0.024628455,
-0.017651843,
-0.012408506,
0.0736823,
-0.030836334,
-0.042526875,
-0.028298065,
0.030111115,
-0.027514828,
0.023874227,
-0.030227149,
-0.008086198,
-0.0019000751,
0.027340775,
0.0006041985,
-0.05001114,
-0.03185164,
-0.017550312,
-0.009935508,
-0.05407237,
-0.018913725,
-0.026688078,
0.026426999,
-0.018188506,
-0.008883939,
0.019377865,
-0.027601855,
-0.013822684,
-0.014983036,
0.048502684,
0.01760833,
-0.058249634,
-0.009551141,
0.0016825093,
0.0103126215,
0.026992671,
-0.00018889703,
-0.030517237,
0.029443912,
-0.025455205,
-0.0026252947,
-0.036899168,
-0.013278769,
-0.015012044,
-0.045804866,
0.041250486,
-0.020523712,
-0.021277942,
-0.027645368,
0.056973245,
0.027761403,
0.0111103635,
-0.054623533,
-0.004090238,
-0.065965965,
-0.023105495,
0.022931442,
-0.01166153,
0.018275533,
-0.00815872,
0.008804165,
0.059584036,
-0.049053848,
0.0389878,
0.04760341,
0.01499754,
0.008100702,
-0.017158695,
0.020088581,
0.0021321455,
0.014323086,
-0.022075683,
-0.008100702,
-0.024657464,
0.030169133,
-0.027427802,
-0.054565515,
-0.0074842656,
-0.0019345231,
0.049314927,
-0.03875573,
-0.008579347,
-0.011647025,
-0.021451993,
-0.025281152,
0.019798493,
-0.017506799,
0.005576938,
0.040322207,
0.033621177,
-0.0050801625,
0.045543786,
-0.07292808,
-0.053985342,
-0.026020877,
0.043716233,
-0.013075708,
-0.022815406,
0.035100624,
0.0064435755,
-0.019871015,
-0.029255355,
0.005906913,
-0.0058090086,
-0.053695254,
0.0032181616,
0.0029280738,
-0.0100732995,
0.020233626,
-0.03640602,
0.04281696,
-0.023105495,
0.0048045795,
0.055290736,
0.03547774,
-0.033911265,
0.02916833,
0.031793624,
-0.036348004,
0.026717087,
0.010160325,
0.027253749,
-0.024962056,
-0.019609936,
0.03428838,
0.009362584,
0.0050837887,
0.023163512,
-0.02583232,
0.036696106,
-0.0067699244,
-0.000024816105,
-0.018913725,
-0.013177238,
-0.041250486,
0.019900024,
0.030053098,
0.019145796,
0.03135849,
-0.0373343,
0.011676034,
0.025397187,
0.040960398,
-0.012887151,
-0.058916833,
0.024280349,
-0.01374291,
0.0020958844,
-0.019305345,
-0.001967158,
0.017898418,
0.0023859723,
-0.025788806,
-0.010943563,
0.0122489575,
0.0013117408,
-0.028298065,
-0.023076486,
-0.03811754,
0.010399648,
0.0065632365,
-0.036289986,
-0.008775156,
-0.010776762,
0.008267502,
0.03167759,
-0.036725115,
-0.003196405,
0.014555156,
0.020393172,
-0.029095808,
0.024671968,
0.015012044,
0.019551918,
-0.030778317,
0.03950996,
-0.022351265,
0.039829057,
0.034839544,
-0.0399741,
0.021002358,
0.026020877,
0.019406874,
-0.0208138,
0.021655055,
0.01351084,
-0.038929783,
-0.011944366,
-0.04243985,
0.022409283,
-0.020349659,
-0.030169133,
0.0018212076,
0.023627652,
-0.004877101,
0.040786345,
0.011835583,
0.06840271,
0.010211091,
0.043861277,
-0.011088607,
0.017912922,
0.0094496105,
0.032025695,
0.017419772,
-0.033650186,
-0.010747753,
-0.034839544,
0.015838794,
0.0525349,
-0.014228807,
0.015838794,
0.022191718,
-0.011813826,
-0.05427543,
-0.017173199,
0.058220625,
0.05659613,
0.052970033,
-0.027935456,
0.00014878332,
0.01156,
-0.054188404,
-0.018855708,
-0.04664612,
-0.037450336,
0.02365666,
-0.02226424,
0.023018468,
-0.037972495,
0.00053575594,
-0.015983839,
0.021335958,
0.010682483,
0.02877671,
0.021655055,
0.038929783,
-0.01166153,
-0.039684013,
-0.045630813,
-0.020958845,
0.05215779,
-0.04615297,
-0.036783133,
0.05784351,
0.04354218,
-0.005460903,
-0.03855267,
-0.06022223,
0.0031873398,
0.004090238,
0.029792018,
-0.03307001,
0.010167577,
-0.03573882,
0.0016571266,
-0.047168277,
-0.019131292,
0.0050293976,
-0.025977364,
-0.0024693725,
-0.0028754955,
-0.028225543,
0.039422933,
0.057205316,
-0.015490689,
-0.013257013,
0.013547101,
0.028341578,
-0.020929836,
0.00535212,
-0.026325468,
0.029226346,
0.0251071,
0.035999898,
0.0027612734,
0.06811262,
0.051316533,
-0.003488306,
0.013409309,
0.024947552,
0.04711026,
-0.037160248,
0.019566422,
0.01000803,
0.022177214,
0.016738066,
0.010987076,
0.01291616,
0.0119371135,
-0.021481002,
0.009152271,
0.0061208527,
-0.021930639,
0.04110544,
-0.06730037,
-0.020973349,
0.015476185,
-0.012430263,
0.012444767,
0.042207778,
-0.051838692,
0.07014323,
0.032315783,
0.04571784,
-0.009340827,
0.0089999745,
0.012234453,
-0.011103111,
0.015911316,
0.0035100626,
-0.01595483,
-0.020103086,
0.0044093346,
-0.048560698,
0.023032973,
-0.014707452,
-0.024904039,
0.02451242,
-0.012459272,
-0.038030513,
-0.07948406,
0.0016353701,
-0.056712165,
0.0014359347,
0.026339972,
-0.021306949,
-0.039393924,
0.03811754,
-0.02120542,
0.048212595,
0.017086172,
0.03260587,
0.005562434,
0.08830273,
0.014649434,
0.0031347615,
0.012060401,
0.03782745,
-0.038813747,
-0.06637209,
0.0136631355,
0.04116346,
-0.053434175,
-0.03185164,
-0.047980525,
0.037711415,
0.01747779,
-0.00018969022,
-0.013068456,
-0.0002483877,
-0.0019871015,
-0.010356135,
0.0017731617,
0.045079645,
-0.010464918,
-0.0073065865,
0.0026452383,
0.03565179,
-0.042729933,
-0.019871015,
-0.005388381,
0.0779756,
-0.002857365,
-0.049808078,
0.02151001,
-0.033128027,
-0.033447124,
0.020987853,
0.001967158,
0.015142583,
0.04655909,
0.01678158,
0.03190966,
0.014047503,
-0.005972183,
-0.024729986,
0.03640602,
0.008543086,
-0.009014479,
0.0875485,
0.01123365,
0.0028301692,
0.005569686,
0.020364163,
0.0064834626,
-0.027688881,
0.0032906835,
-0.00092646794,
0.0066393847,
-0.021524515,
-0.048821777,
0.024904039,
0.041946698,
0.029574452,
-0.016999146,
-0.06457355,
0.043107048,
-0.07867181,
0.012792872,
-0.014547904,
0.031242456,
-0.005620451,
-0.01595483,
0.023366572,
-0.040177163,
0.25017172,
0.043165065,
0.029617965,
0.05787252,
0.0004890699,
0.086446166,
-0.00526872,
-0.008223989,
0.013568858,
-0.00248569,
0.0019399623,
-0.023149008,
0.0026470514,
0.02203217,
-0.024541428,
0.038494654,
-0.03759538,
0.0061824964,
-0.025585745,
-0.03541972,
-0.047545392,
0.040960398,
-0.0058996608,
0.022293247,
-0.005645834,
0.037421327,
-0.00815872,
0.017129686,
0.01678158,
-0.04995312,
0.017100677,
-0.029472921,
0.011422208,
-0.019696962,
-0.0147001995,
0.058278643,
0.007912145,
-0.057727475,
-0.019798493,
0.020755783,
-0.0017577509,
-0.034114327,
0.020770287,
-0.002521951,
-0.057408378,
0.05357922,
-0.029937062,
0.014613173,
0.0832552,
-0.043948304,
0.029197339,
-0.060512315,
0.009326323,
-0.026470512,
-0.035564765,
-0.024555933,
-0.06590795,
-0.028065996,
-0.025759798,
-0.017376259,
0.02629646,
-0.015896812,
0.014294077,
0.015345645,
0.0035082495,
0.013982233,
0.010022534,
0.042468857,
-0.033447124,
-0.0031909659,
0.035883863,
-0.012205444,
0.010189334,
-0.015186097,
-0.0015374654,
0.038262583,
-0.0026216686,
0.0346945,
-0.003535445,
-0.048444666,
0.008927452,
-0.0088621825,
-0.014620425,
-0.030836334,
0.02226424,
0.034839544,
-0.023410086,
-0.0048009534,
-0.013895206,
0.020436686,
0.043107048,
0.027340775,
-0.0015555959,
-0.007687327,
0.008115207
] | Processor
For models that support multimodal tasks, 🤗 Transformers offers a processor class that conveniently wraps processing classes such as a feature extractor and a tokenizer into a single object. For example, let's use the [Wav2Vec2Processor] for an automatic speech recognition task (ASR). ASR transcribes audio to text, so you will need a feature extractor and a tokenizer.
Create a feature extractor to handle the audio inputs: |
[
0.0073352465,
0.0546292,
0.0039521502,
0.0014200329,
0.0042679063,
0.009424092,
-0.024483208,
0.007862663,
-0.009507368,
0.045857437,
-0.038806718,
-0.028105723,
0.023192426,
-0.061291296,
-0.0073421863,
0.03150617,
-0.026370801,
-0.09282522,
-0.044413984,
-0.03125634,
-0.03147841,
-0.041055176,
-0.053602125,
-0.031533927,
-0.0074740406,
0.02884133,
0.0046114204,
-0.024899589,
0.07522618,
0.025177175,
-0.0022848912,
0.008306802,
-0.02330346,
-0.04713434,
0.0006124272,
-0.054434888,
0.023358978,
-0.0074462816,
-0.039750513,
-0.016905071,
-0.008091672,
0.005190884,
-0.00879258,
-0.029563056,
-0.026467957,
-0.008431717,
-0.010062543,
0.0012153123,
0.0033032899,
-0.03675257,
-0.008716244,
-0.01958379,
0.016002912,
0.0015336704,
-0.023247944,
-0.04244311,
0.021485263,
-0.0045038555,
-0.019292323,
-0.0040597157,
0.0047051064,
0.0462183,
-0.006540653,
-0.04155483,
-0.037474297,
0.028508225,
-0.009694739,
-0.023886394,
-0.022331905,
-0.016544208,
-0.066620976,
0.025038382,
-0.05174229,
-0.04374777,
-0.045968473,
-0.019070253,
-0.0011233614,
-0.012553889,
0.0065267733,
0.045912955,
0.0037786583,
0.01980586,
-0.015975155,
0.0153089445,
0.0025659485,
-0.027661582,
0.01915353,
-0.04513571,
0.02617649,
-0.01673852,
-0.030257026,
0.04707882,
-0.043497942,
0.035558943,
0.038612407,
0.0422488,
-0.0405,
-0.0020420023,
-0.0024705278,
0.00836232,
0.0219988,
0.0898828,
-0.02730072,
0.042110007,
-0.02928547,
0.021443626,
0.004264436,
-0.020708019,
-0.057349555,
0.002989269,
-0.021748971,
-0.0015796457,
0.04488588,
0.0007889554,
-0.019028615,
0.035475668,
0.030423578,
-0.017488005,
-0.048577793,
-0.016669123,
-0.01673852,
0.002288361,
-0.02353941,
-0.029007882,
0.011811343,
-0.07350514,
-0.015156271,
0.010506683,
-0.018875942,
0.03542015,
0.0060340557,
0.039944824,
0.040277928,
0.02330346,
0.026481837,
0.018556716,
-0.029174434,
-0.04485812,
0.019167408,
-0.0032460375,
-0.0023837816,
-0.032699794,
-0.0014573338,
0.07478204,
-0.007550377,
0.008542752,
0.0065545323,
-0.01958379,
-0.020069567,
0.02709253,
-0.032866348,
0.0004510795,
-0.006977853,
0.024025189,
-0.03436532,
-0.002905993,
-0.005329678,
-0.0042332076,
-0.0073213675,
0.015225668,
0.01718266,
0.0032946153,
-0.03716895,
0.030756682,
-0.0135393245,
0.030229267,
0.010097241,
-0.0059056715,
0.022415182,
-0.06539959,
-0.014420665,
0.0074532214,
0.0061034528,
0.007088888,
0.032505482,
-0.001452129,
0.04968814,
0.013629541,
-0.021110522,
-0.031728238,
-0.034226526,
-0.034420837,
-0.014337389,
0.021540781,
-0.018612234,
0.018778786,
0.014975839,
0.0044344584,
-0.034254283,
0.003169701,
0.021041123,
0.046273816,
-0.024760796,
-0.02331734,
-0.052519534,
0.016266622,
0.0048439,
0.0020628213,
-0.025440885,
-0.0024531786,
-0.020513708,
0.07417135,
0.0007173899,
0.009215902,
-0.0180293,
0.02861926,
0.038973268,
0.055767305,
0.0047467444,
0.032672036,
0.024261137,
0.045163468,
-0.032089103,
0.023275703,
0.019014737,
-0.028091844,
0.00015755252,
0.0071409354,
0.02816124,
0.026384681,
0.0004194172,
0.030284785,
0.038806718,
0.008410898,
-0.0038202964,
-0.01165867,
-0.0055795065,
0.022817682,
0.060458533,
0.02730072,
0.01872327,
0.033116177,
-0.01079815,
0.04155483,
0.0077724466,
0.0405,
0.035309117,
0.050271075,
-0.009666981,
-0.008133311,
0.003695382,
0.019472755,
0.025649074,
0.052075393,
-0.013386652,
-0.021360349,
-0.034004454,
-0.03825154,
-0.06140233,
-0.008265165,
-0.04838348,
0.06356751,
-0.0308122,
0.007005612,
-0.035309117,
-0.07439342,
-0.0005039946,
0.0121513875,
0.0026336103,
-0.04685675,
0.015780844,
0.04330363,
-0.011644791,
0.029202193,
0.0027186214,
0.012588588,
0.0020992546,
0.015003598,
-0.020347156,
-0.034864977,
-0.010478924,
-0.04732865,
-0.11153461,
0.02950754,
-0.032949623,
-0.06251268,
-0.01848732,
-0.025815627,
-0.019930774,
-0.010291552,
0.0050555603,
-0.035558943,
-0.0006714145,
0.032949623,
0.037585333,
0.019625429,
-0.005759938,
0.026787182,
-0.0027689342,
0.03217238,
-0.03611412,
-0.015753085,
-0.0030118232,
-0.038973268,
0.0038896932,
-0.0044379286,
-0.0041464614,
-0.0070090815,
-0.019542152,
0.015197909,
-0.033810142,
-0.022540096,
-0.02000017,
0.024608122,
-0.044386223,
0.013990404,
0.024913467,
-0.02420562,
0.048050378,
0.033366002,
-0.0466902,
0.019167408,
0.009743317,
0.0242195,
-0.038196024,
0.0554342,
0.05085401,
-0.0033778916,
-0.042110007,
-0.0054476527,
-0.0335048,
0.01145048,
-0.01737697,
-0.027994689,
0.029701851,
0.069896504,
-0.01697447,
-0.045885194,
0.0023143848,
-0.03564222,
-0.020444311,
-0.03869568,
-0.011957076,
0.027536668,
0.042776216,
-0.002838331,
-0.06434476,
0.0053088586,
-0.018376285,
0.040333446,
0.013733636,
-0.049854696,
0.009354695,
0.040638793,
-0.012893934,
-0.016197223,
0.021637937,
-0.034948252,
-0.0041048233,
0.003941741,
0.038584646,
0.016100068,
0.021443626,
-0.009375514,
0.012810658,
0.023386737,
-0.04424743,
0.036669295,
0.058182318,
0.024288896,
0.023678204,
0.013560144,
0.01959767,
0.00004104173,
-0.018293008,
-0.043053802,
0.006190199,
0.04030569,
0.03142289,
-0.027855894,
0.0037092615,
0.030784441,
-0.017682316,
0.03544791,
-0.011679489,
-0.026009938,
0.07594791,
0.026232008,
0.05984784,
-0.037918437,
0.008452536,
-0.0039729695,
0.01780723,
0.01869551,
0.03433756,
0.049854696,
-0.007855723,
0.037307747,
-0.011152074,
0.0041256426,
-0.00027173202,
0.01583636,
-0.011318626,
-0.0009637487,
-0.00052481366,
-0.037529815,
-0.006183259,
0.013726696,
0.031728238,
0.014892563,
0.018140336,
0.021818368,
-0.00045151325,
0.061235778,
-0.026134852,
-0.028244516,
-0.020666381,
0.024802433,
0.01122147,
0.009389393,
-0.00093252014,
-0.017779471,
-0.023705963,
0.04641261,
-0.00012534806,
0.023483893,
-0.03719671,
0.010090302,
-0.006689856,
0.0012040352,
-0.034087732,
-0.051659014,
-0.083720356,
0.01648869,
0.034476355,
-0.031284098,
0.013574023,
-0.047162097,
0.0009637487,
0.01123535,
-0.021429745,
-0.020832933,
0.0129147535,
-0.014066741,
-0.011964017,
0.04793934,
0.0049653444,
0.009771076,
0.033088416,
-0.033310488,
0.0039729695,
-0.0010183987,
-0.019875256,
-0.05016004,
0.014642735,
-0.0016351632,
0.016363777,
0.020666381,
-0.040333446,
-0.0023664325,
0.044302948,
-0.043026045,
0.030312542,
0.004535084,
0.009993146,
-0.024025189,
0.012193026,
0.0041568712,
0.021637937,
0.025857266,
-0.057127483,
-0.009701679,
0.04180466,
-0.009965387,
-0.08366484,
-0.020555345,
0.03103427,
-0.029118916,
0.020555345,
0.023456134,
0.033532556,
0.015003598,
0.008188828,
-0.013331134,
-0.014205535,
-0.06567717,
-0.013331134,
-0.0033189042,
-0.022234749,
0.03147841,
0.017265936,
0.0072519705,
0.044802606,
-0.04274846,
-0.022540096,
-0.03342152,
-0.0075781355,
0.0075989547,
-0.020569226,
0.011957076,
0.00726585,
-0.002597177,
0.005347027,
-0.041971214,
-0.0050902585,
0.0073421863,
-0.00083015976,
-0.025121659,
0.049826935,
-0.011519876,
0.028563742,
-0.022401303,
-0.03630843,
0.01784887,
-0.018334648,
-0.0046287696,
-0.010770391,
-0.0063255224,
0.027842015,
-0.030284785,
-0.009382454,
0.043664496,
-0.014490061,
-0.002992739,
-0.009167324,
0.023400616,
-0.016891193,
0.004507325,
-0.037279986,
0.033810142,
-0.036586016,
-0.047189854,
-0.044275187,
0.057516105,
-0.01541998,
0.025593556,
0.07145099,
-0.02396967,
-0.028785812,
0.0021547722,
0.021873886,
-0.019680945,
0.013574023,
-0.044330705,
-0.026009938,
-0.011998715,
0.034282044,
-0.0303403,
-0.09332488,
-0.03342152,
-0.04424743,
-0.0092506,
-0.030923234,
-0.037835162,
-0.016030671,
0.014462302,
-0.021360349,
0.019944653,
0.007661412,
0.011159013,
-0.024733037,
-0.017196538,
0.028980123,
0.054212816,
-0.043720014,
0.016238863,
0.0006011502,
0.0017453308,
0.021526901,
0.022040438,
0.0006302101,
0.037141193,
-0.042803977,
0.009542067,
-0.065122,
-0.0015137187,
0.00011146868,
0.029118916,
0.04230432,
-0.043164838,
-0.022984236,
-0.028091844,
0.040166896,
-0.0020541467,
0.032866348,
-0.026537355,
-0.025510281,
-0.080722414,
-0.028730294,
0.026745545,
-0.0014772854,
0.0017297164,
-0.011811343,
0.006183259,
0.045468815,
-0.019847497,
0.02222087,
0.04180466,
0.026925977,
-0.000561247,
-0.028022448,
0.027189685,
-0.0020177134,
-0.01585024,
0.011242289,
-0.005392135,
-0.026981493,
0.035919808,
0.004424049,
-0.04269294,
0.0023230594,
0.016544208,
0.058015764,
-0.017557403,
0.00616244,
0.0057529984,
-0.020624744,
-0.030007197,
-0.007425463,
0.034282044,
-0.0070680687,
0.030395819,
0.04644037,
0.0449414,
0.045940712,
-0.039028786,
-0.017238177,
-0.00835538,
0.06167992,
-0.010291552,
-0.0065059545,
0.031284098,
0.035975326,
-0.049021933,
-0.049271762,
0.0026127913,
-0.01608619,
-0.03983379,
-0.01759904,
0.0049479953,
0.018653873,
-0.021707334,
-0.015156271,
0.04974366,
-0.02574623,
0.026009938,
0.034226526,
0.023497771,
-0.021610178,
0.045413297,
0.04199897,
-0.023206305,
0.014878684,
-0.019569911,
0.019611549,
-0.03322721,
-0.00009016169,
0.03145065,
0.024899589,
0.0026318755,
0.05635024,
-0.007231151,
0.053851955,
0.0072866688,
0.015878,
0.0024826722,
-0.025815627,
-0.042776216,
0.024358293,
0.019167408,
0.010013965,
0.028452707,
-0.034615148,
0.009347755,
-0.011138194,
0.042026732,
-0.0037439598,
-0.084053464,
0.043858808,
-0.028230637,
-0.03145065,
-0.021901645,
-0.0026422848,
0.009181202,
0.02553804,
-0.022859322,
-0.020791296,
-0.0012673599,
0.020111207,
-0.018806545,
0.015350582,
-0.044719327,
0.027564427,
-0.025940541,
-0.04444174,
-0.029091159,
-0.021013366,
0.02527433,
0.020361034,
-0.019986292,
-0.01783499,
-0.006113862,
0.032533243,
-0.016377656,
0.015517135,
-0.0013506361,
0.013691998,
-0.0064886054,
0.007439342,
-0.043692254,
0.030034956,
0.02903564,
-0.027925292,
0.011714187,
0.040805347,
0.023234064,
-0.0128314765,
0.022276388,
-0.0008822074,
-0.04419191,
0.016474811,
-0.016349897,
0.017571282,
-0.018778786,
-0.031284098,
-0.012921693,
-0.0066551575,
0.01451782,
0.0405,
0.025163297,
0.06750925,
0.0035669978,
0.030201508,
-0.026745545,
0.03561446,
0.030312542,
0.034615148,
0.0028071024,
-0.0395562,
0.009854352,
-0.029007882,
0.035336874,
0.0303403,
-0.025815627,
0.0050312714,
-0.008015336,
-0.03855689,
-0.04530226,
0.0020662912,
0.044636052,
0.06095819,
0.02881357,
-0.040638793,
0.0031176533,
0.023414496,
-0.05235298,
0.0004174654,
-0.070951335,
-0.047467444,
0.03361583,
-0.075115144,
0.022526216,
-0.03214462,
0.0019188228,
0.029479781,
0.042082246,
0.001826872,
0.041943453,
0.022595614,
0.02444157,
-0.012304061,
-0.02599606,
0.002706477,
-0.018112577,
0.011505997,
-0.036863606,
0.012408156,
0.032866348,
0.078446195,
0.025607437,
-0.0387512,
-0.04005586,
-0.005988948,
-0.009528187,
0.013074366,
-0.017099382,
0.01320622,
-0.047578476,
-0.0049584047,
-0.053463332,
0.013830791,
-0.0050069825,
-0.020638622,
-0.005836275,
0.022984236,
-0.013490747,
0.04913297,
0.031200822,
0.008258224,
0.008174948,
0.021401988,
0.018098697,
-0.025871145,
0.0046704076,
-0.017668437,
0.023039753,
0.015003598,
0.031339616,
-0.021582419,
0.056239206,
0.027564427,
-0.012935572,
-0.0224707,
0.031284098,
0.01630826,
-0.013983465,
0.02224863,
-0.0303403,
-0.03211686,
0.01254001,
0.013886309,
0.015683688,
0.0015831155,
-0.020347156,
0.02333122,
-0.03650274,
-0.003254712,
0.032894105,
-0.0673427,
-0.019625429,
0.02155466,
0.021513022,
0.0066343388,
0.038973268,
-0.029812885,
0.054879025,
0.037307747,
0.029812885,
0.0052672205,
-0.020485949,
0.0039556203,
0.004483036,
-0.009264479,
-0.032505482,
-0.011207591,
-0.014614976,
0.009875171,
-0.06301234,
0.016696882,
0.0033518677,
-0.019833619,
0.01583636,
0.00012946849,
-0.023678204,
-0.06023646,
0.00748098,
-0.038889993,
-0.0018563657,
0.041665867,
-0.02773098,
-0.06873064,
0.04030569,
-0.03455963,
0.04485812,
0.019916896,
0.063956134,
0.004639179,
0.07378273,
0.017210418,
-0.007619774,
0.024469329,
0.028272275,
-0.023386737,
-0.044580534,
-0.015808601,
0.00857745,
-0.025926663,
-0.055350926,
-0.04688451,
0.029007882,
0.023178548,
-0.017085504,
-0.036474984,
0.00049445254,
-0.01034013,
-0.03147841,
0.03655826,
0.07483756,
-0.016100068,
-0.022581734,
-0.011152074,
0.0052672205,
-0.049771417,
-0.00923672,
-0.014448424,
0.07661412,
-0.025676833,
-0.058959562,
-0.034920495,
-0.029785126,
-0.025413126,
0.008334561,
-0.0008479427,
-0.005576037,
0.0076405928,
-0.0028331263,
0.0536854,
0.013587902,
-0.016266622,
0.0012716972,
0.061013706,
0.010520562,
0.011408841,
0.10348458,
0.033199452,
-0.008265165,
0.010451165,
-0.013934887,
0.017751714,
-0.024552604,
-0.014684373,
-0.007307488,
0.009479609,
-0.03544791,
-0.055656273,
-0.042276558,
0.021832248,
0.012470613,
0.0075226184,
-0.031339616,
0.052935913,
-0.063956134,
-0.008480295,
-0.0108189685,
0.022387423,
0.0037647788,
-0.029174434,
0.019750342,
-0.050659698,
0.22595613,
0.049604867,
0.04230432,
0.03436532,
-0.00078505185,
0.05879301,
0.022526216,
-0.034864977,
-0.0015484171,
-0.005322738,
-0.023206305,
-0.027897533,
-0.00059768034,
0.052491777,
-0.025038382,
0.050465386,
-0.03830706,
0.0018546308,
-0.01254695,
-0.008771761,
-0.050576422,
0.05429609,
0.019611549,
0.026523475,
0.020347156,
0.03275531,
-0.004607951,
0.015100754,
0.0048577795,
-0.051714532,
0.013511566,
-0.010923063,
0.03211686,
0.0007486185,
0.014170836,
0.03564222,
0.021860007,
-0.044275187,
-0.00946573,
0.008535813,
0.0049896333,
-0.023650445,
0.02045819,
0.011068797,
-0.038418096,
0.010916124,
0.018862063,
0.040888622,
0.08688485,
-0.044330705,
0.016460933,
-0.047189854,
0.009882111,
-0.039250858,
-0.045690883,
-0.006686386,
-0.06462234,
-0.033366002,
-0.029535297,
0.0001281673,
-0.022817682,
-0.0083762,
0.013705878,
-0.006835589,
-0.030950993,
0.01980586,
-0.0022276388,
0.06523304,
-0.04419191,
-0.011165952,
-0.0035947566,
-0.027189685,
0.000113203605,
-0.027619945,
0.0032182788,
0.07139548,
-0.03106203,
0.03405997,
-0.032449964,
-0.016835675,
0.026051577,
-0.009042409,
0.016988348,
-0.026356922,
0.03433756,
0.043497942,
-0.02025,
0.011186772,
-0.038418096,
0.011922378,
0.057127483,
0.021263193,
0.008889736,
-0.010485863,
0.012061172
] | from transformers import Wav2Vec2FeatureExtractor
feature_extractor = Wav2Vec2FeatureExtractor(padding_value=1.0, do_normalize=True)
Create a tokenizer to handle the text inputs:
from transformers import Wav2Vec2CTCTokenizer
tokenizer = Wav2Vec2CTCTokenizer(vocab_file="my_vocab_file.txt")
Combine the feature extractor and tokenizer in [Wav2Vec2Processor]:
from transformers import Wav2Vec2Processor
processor = Wav2Vec2Processor(feature_extractor=feature_extractor, tokenizer=tokenizer) |
[
0.004474114,
0.042497072,
-0.0064692325,
-0.02603121,
-0.018134888,
0.009600411,
-0.039046813,
0.014586453,
-0.015526158,
0.049930554,
0.027279474,
-0.04375936,
0.033969607,
-0.052875895,
0.007510621,
0.072595656,
0.0012149534,
-0.06951006,
-0.034642827,
-0.021837603,
-0.017111031,
-0.01669027,
-0.06608786,
-0.019916119,
-0.020982053,
0.0036220688,
0.009326915,
-0.020168576,
0.0739982,
0.03643808,
-0.016423786,
-0.0014218285,
-0.044628937,
-0.053240556,
-0.012707045,
-0.03604537,
0.007840219,
-0.021655273,
-0.034278166,
-0.029032653,
0.026311718,
0.016606117,
-0.016031073,
-0.05750429,
-0.008029562,
0.0027612578,
-0.01978989,
0.015722513,
-0.010589204,
-0.05054767,
-0.01545603,
-0.016479887,
0.02608731,
-0.0064061177,
-0.020252729,
-0.029369263,
0.029705873,
0.0054944647,
-0.011577997,
-0.002266861,
0.009354966,
0.041627493,
-0.0064201434,
-0.046480294,
-0.004873839,
0.034306217,
-0.015792642,
-0.019860018,
-0.029705873,
-0.016592091,
-0.03514774,
0.038766306,
-0.036185626,
-0.034025706,
-0.030351043,
0.017840354,
0.00054041756,
-0.008443313,
0.008604605,
0.052006315,
-0.008758885,
0.031557232,
0.0073423157,
-0.012468613,
-0.0029628733,
-0.013127808,
0.036297828,
-0.041066475,
0.017167134,
0.002314197,
-0.043619107,
0.067939214,
-0.04213241,
0.021557095,
0.035428252,
0.013092744,
0.00041703758,
0.016956752,
0.005841594,
-0.026564175,
0.02043506,
0.103732124,
-0.012896389,
0.02504943,
-0.03601732,
0.036185626,
0.014712682,
-0.023422478,
-0.058962934,
-0.02412375,
0.022791333,
0.019663662,
0.01431997,
0.007657888,
-0.012770159,
0.015834717,
0.007531659,
-0.014004398,
-0.039832238,
-0.04053351,
-0.0021651767,
0.019677687,
-0.017615948,
-0.034502573,
-0.0018723957,
-0.06648057,
-0.010981916,
0.018513575,
-0.014768784,
0.013359228,
-0.0070758327,
0.015806666,
0.03279147,
0.03514774,
0.005206943,
-0.0023071843,
-0.037756473,
-0.038149185,
-0.01447425,
0.000927432,
0.013373253,
-0.025933031,
-0.0012465107,
0.07209074,
-0.03988834,
0.004754623,
0.00923575,
-0.023380402,
-0.032735366,
0.01119931,
-0.018120863,
-0.00044684162,
-0.027475828,
0.017265312,
-0.0025859398,
-0.017461669,
-0.0265221,
0.0035186312,
-0.0010317462,
0.0030119624,
0.027588032,
0.0069390843,
-0.07063209,
0.05178191,
-0.021010103,
0.037335712,
0.004628394,
-0.0062693697,
0.036466133,
-0.0435069,
-0.008625643,
-0.013779991,
0.0092076985,
0.011613061,
0.025357988,
-0.010750497,
0.025862904,
0.019158745,
-0.006416637,
-0.012153041,
-0.0273496,
-0.024264004,
0.019130696,
0.015175521,
-0.021963833,
-0.0072932267,
0.0072581633,
-0.009600411,
-0.028233202,
0.013562596,
0.038485795,
0.04406792,
-0.009144585,
-0.02541409,
-0.078261934,
0.01429192,
-0.01782633,
0.02028078,
-0.02092595,
-0.026185488,
-0.003544929,
0.062497344,
-0.046620548,
0.024839047,
-0.018106839,
0.051305044,
0.027153244,
0.056803014,
0.001660261,
0.029649772,
0.05217462,
0.039663933,
-0.029846128,
0.018457474,
0.025077479,
-0.021837603,
0.005091233,
0.0015270193,
0.016760396,
0.027153244,
0.010575179,
0.0023071843,
0.051445298,
-0.005000068,
0.00931289,
-0.029481467,
-0.010378823,
0.033632997,
0.029733924,
0.016606117,
0.012819248,
0.04280563,
0.0071950485,
0.021529045,
0.009845856,
0.026928836,
0.040281054,
0.031304773,
0.001181643,
0.023843242,
0.019593535,
0.034614775,
0.01093984,
0.039327323,
-0.023801165,
-0.042665377,
-0.024165826,
-0.015848743,
-0.0435069,
-0.007131934,
-0.032595113,
0.07472752,
-0.021627223,
0.014390097,
-0.023408452,
-0.053689368,
-0.0042006182,
0.004873839,
0.002871708,
-0.015568234,
0.01143073,
0.023001716,
-0.02375909,
0.00065437425,
-0.007286214,
0.022665104,
-0.008211893,
-0.003681677,
-0.0013858884,
-0.055821236,
-0.012300308,
-0.03312808,
-0.09279229,
-0.008225918,
-0.0168726,
-0.047434025,
0.0049159154,
-0.02858384,
-0.003390649,
-0.0014621518,
0.015750565,
-0.037812576,
-0.0045933304,
0.0338574,
0.04793894,
0.00068856124,
-0.031473078,
0.016423786,
-0.010035199,
0.020519214,
-0.02538604,
-0.03736376,
0.009628462,
-0.03988834,
-0.012924439,
0.00037057832,
0.001104503,
-0.017321413,
-0.015680438,
0.019677687,
-0.04218851,
-0.017223235,
-0.022356546,
0.002549123,
-0.03669054,
0.012503676,
0.031332824,
-0.012798211,
0.03472698,
0.060982596,
-0.025119556,
0.03444647,
0.026311718,
0.03290367,
-0.02626964,
0.052286826,
0.04398377,
-0.015231623,
-0.04751818,
-0.015624336,
-0.036802743,
0.010462975,
-0.02440426,
-0.031192569,
-0.0055260216,
0.081515834,
-0.0169287,
-0.050070807,
-0.003057545,
-0.033548843,
-0.0138220675,
-0.036802743,
-0.01656404,
0.015862769,
0.041936055,
0.01607315,
-0.061599717,
0.0019898587,
-0.030799858,
0.027840491,
0.012377447,
-0.032370705,
0.013036643,
0.043254446,
0.001113269,
0.0013902714,
0.018752009,
-0.027531931,
-0.017125057,
0.010827636,
0.03725156,
0.008366172,
0.017742177,
-0.015203573,
0.004656445,
0.02863994,
-0.038401645,
0.025680574,
0.0483036,
0.0033222751,
0.023268199,
0.0082960455,
0.0045091775,
-0.01398336,
-0.008646681,
-0.03183774,
-0.009053419,
0.050239112,
0.021248536,
-0.060870394,
-0.0039586793,
-0.000047171485,
-0.02216019,
0.0049089026,
0.009684564,
0.010000136,
0.05526022,
0.04011275,
0.051978268,
-0.06019717,
0.025329938,
0.0046248874,
0.012124989,
0.044236224,
0.03444647,
0.031977993,
-0.022496799,
0.0041760737,
-0.02022468,
-0.0084573375,
-0.007952422,
0.020449085,
-0.0019986245,
0.01653599,
-0.041543342,
-0.02587693,
-0.025582395,
0.023787139,
0.029677823,
0.038429696,
0.019719763,
0.015960947,
-0.016157303,
0.054530896,
-0.042861734,
-0.030968163,
-0.017714126,
0.031921893,
-0.005750429,
0.0024982807,
-0.00077359047,
-0.010091301,
-0.00781918,
0.056831066,
0.004403987,
0.014656581,
-0.04375936,
-0.0038324504,
-0.025245786,
-0.017251287,
0.0011097626,
-0.029144855,
-0.08611618,
0.009277826,
0.03736376,
-0.04176775,
0.020252729,
-0.09021161,
0.0322024,
0.016704295,
-0.0055014775,
-0.04690106,
-0.007917359,
0.0028734612,
-0.024306081,
0.056045644,
0.0042707454,
-0.0030628047,
0.015343827,
-0.029032653,
0.023310274,
-0.0052981083,
-0.041571394,
-0.025161631,
0.017994635,
0.0026052247,
-0.00706882,
-0.0034011682,
-0.043170292,
-0.008001511,
0.06681718,
-0.029453415,
0.030182738,
-0.003828944,
-0.004109453,
-0.0005916981,
0.016956752,
-0.007952422,
-0.0040568574,
0.035596557,
-0.036157575,
0.009502233,
0.0028857335,
-0.023843242,
-0.075176336,
-0.0084573375,
0.05918734,
-0.0014007904,
0.038710203,
0.021641247,
0.030715706,
0.011858506,
0.016465861,
-0.06782701,
-0.025806801,
-0.05043547,
-0.0035116186,
0.010743484,
-0.021725401,
0.0483036,
-0.033885453,
0.009565348,
0.036774695,
-0.022174215,
-0.0076508755,
-0.045077752,
-0.0435069,
0.0056697824,
-0.028345406,
0.031725537,
-0.003506359,
-0.014642555,
0.019214848,
-0.043787412,
-0.010876725,
-0.00817683,
-0.012188104,
-0.015820691,
0.078093626,
0.00957236,
0.02814905,
-0.04303004,
-0.023141969,
0.032006044,
-0.005263045,
0.004326847,
0.0002309814,
0.011760328,
0.028780194,
-0.026746506,
-0.012328358,
0.0068303873,
-0.024502438,
0.024642691,
-0.045863178,
0.004519697,
0.020168576,
-0.027531931,
-0.026297692,
0.036297828,
-0.018415397,
-0.07887905,
-0.03245486,
0.03436232,
0.0052665514,
0.027545957,
0.06547073,
-0.031473078,
-0.040393256,
-0.00972664,
0.034614775,
-0.027588032,
0.021276586,
-0.04126283,
-0.053296655,
-0.0100141615,
0.035175793,
-0.037840627,
-0.08768702,
-0.021683324,
-0.027616084,
0.0038043996,
-0.04210436,
-0.044853345,
-0.0060975584,
-0.005157854,
0.017405566,
0.038065035,
0.008583567,
-0.023604808,
0.012517702,
0.0067216903,
0.022314468,
0.026171464,
-0.011627086,
0.009628462,
0.0074965954,
0.026423922,
-0.013618698,
-0.00036663367,
-0.011823443,
0.03604537,
-0.046368092,
0.051950216,
-0.035091642,
0.008127741,
0.040701814,
0.0061571663,
0.034502573,
-0.030659603,
0.014586453,
-0.01014039,
0.012209142,
-0.032987826,
0.006847919,
-0.020000271,
-0.007910346,
-0.08667719,
-0.026802609,
0.062497344,
-0.0019232379,
-0.015231623,
-0.018205017,
0.005771467,
0.07579346,
-0.008990305,
0.024109725,
0.02796672,
0.015470056,
-0.013976347,
-0.026788583,
0.023562733,
0.0069776545,
0.041010376,
0.022875486,
0.015021242,
-0.012903401,
0.013225987,
0.0031609826,
-0.023071842,
-0.009768716,
0.0019092124,
0.0305474,
-0.004246201,
0.03304393,
0.00028028956,
-0.04432038,
-0.017321413,
-0.002589446,
0.056803014,
0.003104881,
0.010631281,
0.046255887,
0.035540454,
0.053773522,
-0.015189547,
-0.024390234,
-0.015554208,
0.06704158,
-0.00429529,
-0.018429423,
0.029733924,
0.030715706,
-0.030154688,
-0.054222334,
-0.014993191,
-0.019074593,
-0.015904844,
-0.0046634576,
0.007538672,
0.006122103,
-0.01302963,
-0.0032363695,
0.03764427,
0.01976184,
0.027125193,
0.038093083,
0.006739222,
-0.024600616,
0.042973936,
0.039467577,
-0.025245786,
0.0065358533,
-0.024810996,
-0.006136128,
-0.036241725,
-0.0038499823,
0.039832238,
0.015133445,
0.01798061,
0.045779023,
0.00030614898,
0.059299543,
0.021781502,
0.0546431,
0.009824818,
-0.024881123,
-0.052146573,
0.012686007,
0.028892398,
0.0010738225,
0.01310677,
-0.010533103,
0.01493709,
0.022244342,
0.079832785,
-0.021935781,
-0.06575125,
0.030715706,
-0.027672185,
-0.01849955,
-0.018485524,
0.0046038493,
0.040505458,
0.029116806,
-0.011528908,
-0.021402815,
-0.0018969402,
0.035259947,
0.0029646265,
0.018247092,
-0.06575125,
0.008997317,
-0.032987826,
-0.04763038,
-0.023604808,
-0.01699883,
0.025989134,
0.016325608,
-0.018850187,
-0.0031995527,
-0.0015121173,
0.03997249,
-0.021360738,
0.037504017,
-0.012686007,
0.034839183,
-0.016311582,
-0.006746235,
-0.059411746,
0.029032653,
0.026241591,
-0.03467088,
0.011984735,
0.048612162,
0.020575315,
0.008387211,
0.007889308,
0.008744859,
-0.0092076985,
-0.009544309,
-0.0049018897,
0.013268063,
-0.030968163,
-0.0024351664,
-0.011367616,
-0.007685939,
0.038513847,
0.040505458,
0.016437812,
0.06676108,
0.035344098,
0.01963561,
-0.011802404,
0.04634004,
0.03997249,
0.03377325,
0.017377514,
-0.03823334,
-0.0025631485,
-0.011879545,
0.044993598,
0.031108417,
-0.06614396,
0.013857131,
-0.02858384,
-0.02058934,
-0.020996077,
-0.023268199,
0.047209617,
0.044853345,
0.009158609,
-0.020547263,
0.027405702,
0.011255412,
-0.053184453,
-0.0039025776,
-0.067097686,
-0.012805223,
0.04827555,
-0.078261934,
0.032510962,
-0.015694464,
-0.020715568,
0.020070398,
0.05307225,
-0.0047370913,
0.052651487,
0.028317355,
0.0061080772,
0.011634099,
-0.008183842,
-0.025764726,
-0.00934094,
0.008162804,
-0.05565293,
-0.010687382,
0.0016295804,
0.06384379,
0.01493709,
-0.031052316,
-0.031024264,
-0.026718456,
-0.0062132683,
0.030407146,
-0.02719532,
-0.0055435537,
-0.04465699,
0.00554706,
-0.046873007,
-0.008169817,
0.005694327,
-0.00047379677,
0.020252729,
0.0012096938,
0.006514815,
0.01932705,
-0.0029523543,
-0.004123478,
0.007882295,
0.040589612,
0.0068023363,
-0.021360738,
0.0067076646,
-0.016662218,
0.02928511,
0.025091505,
0.027433753,
-0.010133377,
0.05598954,
0.037195455,
-0.037700374,
-0.03444647,
0.032931723,
0.025554344,
-0.023436503,
0.053156402,
-0.022538876,
-0.014074525,
0.027237397,
0.016017048,
0.00021925701,
0.010722446,
-0.02200591,
-0.0030382602,
-0.020266755,
0.008639669,
0.010638293,
-0.060926493,
-0.010624268,
0.0088851135,
0.032763418,
0.013057681,
0.011346578,
-0.009193674,
0.0450497,
0.0370552,
0.010890751,
0.035344098,
-0.027475828,
0.026311718,
0.0011974216,
0.02267913,
-0.031304773,
-0.03893461,
-0.020070398,
-0.012889376,
-0.020729594,
0.005284083,
0.0036501198,
0.015736539,
0.0025736676,
0.000976521,
-0.0057609477,
-0.047125466,
-0.011627086,
-0.060645986,
-0.004081402,
0.045470465,
0.0025193188,
-0.04443258,
0.05857022,
-0.033941556,
0.027475828,
0.013218974,
0.05913124,
0.022104086,
0.06350718,
0.018695906,
-0.014390097,
0.0003197361,
0.02086985,
-0.030799858,
-0.019355102,
-0.015680438,
0.0012833274,
-0.015736539,
-0.03890656,
-0.055176064,
-0.0011123924,
0.0048107244,
-0.007749053,
-0.04785479,
0.014390097,
-0.039327323,
-0.07040769,
0.01558226,
0.0996367,
-0.0034064278,
-0.03789673,
-0.017545821,
-0.01302963,
-0.03419401,
-0.026101336,
-0.053605217,
0.049369536,
-0.02381519,
-0.028836297,
-0.01220213,
-0.035091642,
-0.030491298,
0.026592227,
-0.009354966,
-0.005880164,
0.021977859,
-0.0007775351,
0.041936055,
0.006542866,
-0.00794541,
-0.005333172,
0.028682016,
0.019986246,
0.018331245,
0.087911434,
0.041094527,
-0.011073082,
-0.009803779,
0.002119594,
-0.008310071,
-0.026437948,
-0.021486968,
-0.0066164993,
0.0033257816,
-0.032258503,
-0.04920123,
-0.02368896,
0.0030137156,
-0.013148846,
0.002207253,
-0.031473078,
0.055484626,
-0.08134753,
-0.018667856,
-0.015413954,
0.026367819,
-0.00042558432,
-0.0063850796,
-0.013941283,
-0.050940383,
0.2318124,
0.044236224,
0.035456304,
0.040673766,
0.037195455,
0.071193114,
0.016381709,
-0.04726572,
0.005448882,
-0.017531795,
-0.01576459,
-0.046816904,
0.008625643,
0.0249793,
-0.00885005,
0.04563877,
-0.04690106,
-0.015287725,
0.0010238568,
-0.03256706,
-0.041599445,
0.04384351,
0.01699883,
0.038036983,
0.025919005,
0.04566682,
0.012714058,
0.0048212437,
0.009642487,
-0.0401969,
0.008253969,
0.0057188715,
0.026774557,
-0.007149466,
-0.017293362,
0.018387347,
0.0043233405,
-0.038541898,
-0.018331245,
0.014516327,
0.021599172,
-0.02375909,
0.02028078,
0.0035887584,
-0.042637326,
-0.0005329666,
0.020084424,
0.018233066,
0.07472752,
-0.02433413,
0.020954002,
-0.05828971,
0.013499483,
-0.05828971,
-0.0370552,
0.016143277,
-0.102722295,
-0.02990223,
-0.01075751,
-0.015946921,
-0.027517905,
0.01699883,
-0.029481467,
-0.0143620465,
-0.006143141,
0.008604605,
-0.013232999,
0.06462921,
-0.012931452,
-0.0042532133,
0.008997317,
-0.031585284,
-0.03472698,
-0.013885181,
-0.004246201,
0.059692256,
-0.030070534,
0.02861189,
-0.05727988,
-0.044993598,
-0.0029137842,
-0.0054734265,
0.03116452,
-0.027910618,
0.03088401,
0.019200822,
-0.034586724,
0.02605926,
-0.050042756,
-0.0011325539,
0.027826466,
0.033268332,
-0.0033766236,
-0.010638293,
0.013541559
] | from transformers import Wav2Vec2FeatureExtractor
w2v2_extractor = Wav2Vec2FeatureExtractor()
print(w2v2_extractor)
Wav2Vec2FeatureExtractor {
"do_normalize": true,
"feature_extractor_type": "Wav2Vec2FeatureExtractor",
"feature_size": 1,
"padding_side": "right",
"padding_value": 0.0,
"return_attention_mask": false,
"sampling_rate": 16000
}
If you aren't looking for any customization, just use the from_pretrained method to load a model's default feature extractor parameters. |
[
0.02739988,
0.011240793,
-0.03050767,
-0.062269863,
0.028754193,
0.01692178,
0.002735355,
-0.00021940754,
0.015524698,
0.029794876,
0.048327573,
-0.020998972,
0.04673091,
-0.055826187,
0.040059138,
0.056624517,
-0.017834157,
-0.04644579,
-0.070310205,
-0.013813987,
-0.010656301,
-0.04596109,
-0.08262732,
-0.016750706,
-0.03216136,
-0.024049738,
0.0346704,
-0.028355027,
0.052404765,
0.01957338,
-0.052062623,
-0.018475674,
0.025404051,
-0.007641174,
-0.041484732,
-0.014206026,
-0.010777476,
-0.039061222,
-0.062383913,
-0.023009056,
0.0390042,
-0.017948205,
0.03777819,
-0.038177356,
-0.058164157,
0.005039468,
0.0055669374,
-0.020172128,
-0.04616067,
-0.029595293,
0.004519127,
0.007569894,
0.036324088,
0.035497244,
-0.03806331,
-0.031562608,
-0.0005448435,
0.044449963,
-0.025788961,
0.016408565,
-0.010164471,
0.027799046,
-0.011176642,
-0.05123578,
0.0024270706,
0.012637874,
0.015225324,
0.010527997,
-0.017178385,
0.0014843978,
-0.068542466,
0.028782705,
0.004176985,
-0.029823387,
-0.0211843,
-0.0074914866,
-0.006682463,
-0.013863883,
0.009109533,
0.047244124,
-0.013657172,
0.03666623,
-0.013329286,
-0.0013917343,
-0.029367197,
-0.0047899894,
0.059703797,
-0.026444733,
-0.005755828,
-0.035696827,
-0.016237494,
0.04456401,
-0.0081900265,
0.03837694,
0.053744823,
0.018960375,
-0.023294175,
0.063125215,
0.004511999,
0.00789778,
0.02233903,
0.08182899,
-0.010805988,
0.035354685,
-0.025703426,
-0.0022132318,
-0.01740648,
0.016123448,
-0.026943691,
-0.03911825,
0.034784447,
-0.018033741,
0.009387524,
0.00033323216,
-0.005606141,
0.013094064,
-0.029851899,
0.044478472,
-0.06763009,
-0.013521741,
0.00067448325,
0.0018906916,
-0.0012482841,
-0.04208348,
0.048327573,
-0.04487764,
-0.013756963,
0.041684315,
0.0049931365,
0.022952033,
0.028640145,
0.024063995,
0.015353627,
0.050979175,
-0.011476017,
-0.018703768,
0.009273477,
0.01310832,
-0.000020966228,
-0.015424906,
-0.032902665,
0.0020778005,
-0.034527842,
0.062326886,
0.024577208,
-0.009202197,
0.007797989,
-0.07401674,
-0.036295574,
0.00041097146,
-0.00793342,
-0.01692178,
-0.009736794,
0.06409462,
-0.012873096,
-0.029082078,
-0.0150257405,
0.04941102,
-0.004301724,
-0.006800074,
0.010706197,
-0.038519498,
-0.018318858,
0.030393625,
-0.007448719,
0.026188128,
-0.0022809473,
-0.0022952033,
0.00255181,
-0.06221284,
0.0038811746,
0.004540511,
-0.0025179521,
-0.0026605113,
0.003920378,
0.018047996,
0.077267095,
0.03301671,
0.0047365297,
-0.03378653,
-0.04878376,
-0.022624146,
-0.012031998,
0.023237152,
0.023066081,
-0.03050767,
0.014640831,
0.013571637,
-0.009095278,
0.0047579138,
0.0058627473,
0.045248292,
-0.008831543,
-0.023921436,
-0.061813675,
-0.0005047487,
-0.008033211,
0.019630404,
-0.017819902,
-0.0016082461,
0.002311241,
0.046217695,
-0.033615462,
0.018247578,
0.011618576,
-0.016508356,
-0.019687427,
0.016266005,
-0.03991658,
0.025261492,
0.01572428,
0.006190634,
-0.026102591,
0.0031273926,
0.013956547,
-0.026858155,
0.023650574,
0.001632303,
-0.01890335,
0.017506272,
0.037835214,
-0.015638746,
0.05785053,
-0.007776605,
0.007926292,
0.036210038,
0.00073017046,
0.040002115,
0.014598063,
0.009872225,
0.008525041,
0.02407825,
0.03344439,
0.030365111,
-0.0047472217,
0.02407825,
0.0051642074,
0.030735767,
0.019715939,
0.0047579138,
0.011447505,
0.0021936297,
0.023736108,
0.024662744,
-0.013136831,
-0.0089384625,
-0.016380053,
-0.007612662,
-0.02730009,
-0.0072954674,
-0.03139154,
0.027342856,
0.0028387103,
0.0049539325,
-0.039032713,
0.0024609284,
-0.0329882,
0.0058591836,
-0.0014042082,
-0.016337285,
0.009857969,
0.018746536,
-0.01579556,
-0.0050287764,
0.027057739,
0.035012543,
0.025218725,
0.029794876,
-0.031933263,
-0.06192772,
-0.025147445,
-0.0847372,
-0.041370682,
0.022139445,
-0.0012331372,
-0.011661343,
0.00013899524,
-0.072363056,
0.03139154,
-0.0011752225,
0.019131446,
0.015339371,
-0.00435162,
0.041256636,
0.04011616,
0.038804617,
-0.024192298,
0.030735767,
-0.0107632205,
0.009059638,
0.024063995,
-0.047443707,
0.013892395,
0.014655087,
-0.013500357,
-0.0007203695,
0.020086592,
-0.023294175,
-0.06472188,
0.023607805,
-0.026116848,
0.020998972,
-0.0030472032,
0.06158558,
-0.0024145967,
0.012238708,
0.0064329845,
-0.052233696,
0.05058001,
0.056966662,
-0.02568917,
0.030992372,
0.023279918,
0.048470132,
-0.016522612,
0.023778876,
0.02282373,
-0.0073631834,
-0.055683628,
-0.03173368,
-0.014291561,
0.007641174,
-0.018846327,
0.014419864,
-0.010877267,
0.070823416,
-0.0035853642,
-0.06831437,
-0.03854801,
0.004283904,
0.0069069937,
-0.02739988,
-0.039403364,
-0.0029990894,
0.014997229,
-0.009530083,
-0.025703426,
-0.017078593,
-0.0038669186,
0.023080336,
0.025945777,
-0.011383353,
0.050836615,
0.04567597,
0.0020510706,
-0.010920036,
0.041085564,
-0.07333246,
-0.004740094,
-0.009943505,
0.0251617,
-0.0011369097,
-0.0075057424,
0.0067323586,
0.0069854013,
0.05554107,
-0.024619976,
-0.0067323586,
0.012566594,
-0.029395709,
0.0481565,
0.016821986,
-0.045105733,
-0.00831833,
-0.031191956,
0.009551467,
-0.0132793905,
0.017748622,
0.053630777,
-0.024021227,
0.046959005,
-0.0019851371,
-0.0320188,
0.056881126,
-0.011233666,
-0.06745902,
0.04504871,
0.046132162,
0.03843396,
-0.022595635,
0.015496186,
0.016294518,
0.026473245,
0.018703768,
0.020243408,
0.018561209,
-0.0037528712,
-0.007045989,
-0.02715753,
-0.0025090422,
0.018475674,
0.04256818,
0.016522612,
-0.013478973,
-0.030564696,
-0.0515209,
0.01439848,
0.042340085,
0.031220468,
-0.002343317,
0.032589037,
0.023992715,
-0.018147787,
0.037892237,
-0.008681856,
-0.004365876,
-0.056681544,
0.029595293,
0.042967346,
-0.026516013,
-0.052518815,
-0.012759049,
-0.0051606433,
-0.004465667,
-0.050266378,
0.019017398,
-0.008083107,
-0.0018942555,
-0.03341588,
0.047814358,
-0.040486816,
-0.035639804,
-0.076012574,
0.026615804,
0.020186385,
-0.024562951,
-0.029994458,
-0.049239952,
0.024363369,
0.017078593,
-0.015952375,
-0.020457247,
-0.008061724,
0.006208454,
-0.03869057,
-0.01048523,
0.043252464,
-0.026359199,
-0.009964889,
-0.07481507,
-0.012680641,
0.047757335,
-0.007049553,
0.010948547,
0.005791468,
0.0069176857,
-0.008767392,
0.022011142,
-0.013471846,
-0.012680641,
0.016294518,
-0.04829906,
-0.02414953,
-0.039061222,
-0.0024698384,
-0.055056367,
0.046559837,
-0.034584865,
0.0054814015,
0.029823387,
0.0073204157,
-0.044849128,
0.03820587,
-0.048669714,
-0.035782363,
-0.012972889,
0.013906651,
-0.004675942,
0.0476718,
0.027884582,
-0.022681171,
0.0029687956,
0.023693342,
-0.020599807,
0.02886824,
-0.031134931,
0.005214103,
0.036438134,
-0.03002297,
0.03638111,
-0.048070967,
0.047301147,
0.014555295,
-0.03931783,
0.0006121136,
-0.051007684,
-0.010143088,
0.025261492,
-0.044221867,
-0.0057023684,
0.01569577,
-0.0019993929,
0.0076696854,
0.008546425,
0.010214368,
-0.032332428,
-0.010299903,
0.0018203029,
0.04889781,
0.008525041,
0.062383913,
-0.010143088,
-0.011732623,
-0.01747776,
-0.054400593,
0.041484732,
-0.0077338372,
-0.018618234,
0.00025237436,
-0.0028298004,
-0.028298004,
-0.0133364145,
-0.017976716,
0.008902823,
0.022681171,
-0.032731596,
-0.00008581396,
-0.030137017,
-0.0406864,
0.04362312,
-0.0013596584,
-0.05987487,
-0.062326886,
0.025988543,
0.018575465,
0.016422821,
0.04273925,
-0.031020883,
-0.02785607,
-0.03886164,
0.03455635,
-0.04918293,
0.02422081,
-0.030251065,
-0.006497136,
0.004301724,
0.012074765,
-0.005958975,
-0.023721853,
-0.027328601,
-0.038519498,
-0.0031772885,
-0.073959716,
-0.027813302,
-0.0009916775,
0.025988543,
-0.03652367,
0.011768263,
0.019316774,
-0.030393625,
-0.0013391656,
0.0067252307,
0.048327573,
0.04385121,
-0.0606732,
-0.009073894,
-0.010050424,
-0.00611579,
-0.004932549,
0.010577894,
-0.018603977,
0.020214897,
-0.0022595634,
0.0027460468,
-0.020742366,
0.011233666,
-0.008795903,
-0.00960849,
0.009701154,
-0.025703426,
0.002512606,
-0.032389455,
0.030393625,
0.0034980467,
0.0013035258,
-0.05294649,
-0.0073275436,
-0.007074501,
-0.05522744,
0.048356086,
-0.008396737,
0.0121603,
-0.03920378,
0.02345099,
0.06398057,
-0.03763563,
-0.018889096,
0.06677473,
-0.0053174584,
0.0031291747,
-0.016422821,
0.043052882,
0.006354577,
0.0083824815,
-0.02942422,
0.0515209,
-0.038262893,
0.0029153358,
0.003795639,
-0.044506986,
0.016123448,
0.024890838,
0.030393625,
-0.01928826,
0.014270177,
-0.01615196,
-0.050266378,
-0.013193855,
0.004184113,
0.017520526,
-0.018504186,
0.02747116,
0.0203432,
-0.0061015342,
0.05896249,
-0.038605034,
-0.033330344,
-0.011404737,
0.049582094,
0.014170386,
-0.03666623,
-0.011226538,
0.023265664,
-0.03794926,
-0.009301988,
-0.011005571,
0.041855384,
-0.045847043,
0.02583173,
0.028568866,
-0.011019827,
-0.005969667,
0.011597192,
0.04379419,
-0.013044168,
-0.0054814015,
0.035041053,
-0.02645899,
-0.034898493,
0.01740648,
0.037179444,
-0.035098076,
-0.012680641,
0.012495315,
0.030564696,
-0.033957604,
-0.03124898,
0.022880754,
0.020884924,
0.028754193,
0.028112676,
-0.014170386,
0.048983347,
-0.009266349,
0.028739937,
-0.0040665013,
-0.036979858,
-0.05941868,
-0.015068509,
0.009109533,
-0.008617705,
-0.023935692,
-0.011618576,
0.029310174,
0.051748995,
0.062326886,
-0.024648488,
-0.053801846,
0.02376462,
-0.04082896,
-0.03019404,
0.0017632792,
-0.0116470875,
0.028483331,
0.028725682,
-0.011083978,
-0.032332428,
0.036979858,
0.019516356,
-0.031477075,
-0.010620661,
-0.025817472,
0.002706843,
-0.0061870697,
-0.017976716,
-0.017221153,
-0.06295415,
-0.0020207767,
0.03843396,
-0.017221153,
0.009501572,
-0.009394652,
0.02785607,
-0.01335067,
0.04011616,
-0.0074558468,
-0.039688483,
0.0029188998,
-0.021512184,
-0.014897438,
0.041085564,
0.038890153,
-0.044649545,
0.0061585577,
0.060445104,
0.03230392,
-0.003089971,
0.003784947,
0.039374854,
-0.018504186,
-0.01373558,
-0.029965946,
0.039431877,
-0.029053567,
-0.00325926,
-0.017349456,
-0.0008513458,
0.009351884,
0.04476359,
0.02970934,
0.07892078,
0.018361626,
0.038662057,
-0.00758415,
0.010984187,
0.022467332,
-0.013414822,
0.03495552,
-0.010791732,
-0.03820587,
-0.040458303,
0.011397609,
0.05043745,
-0.0049182926,
0.020115105,
0.035297662,
-0.01439848,
-0.045077223,
-0.0064579323,
0.040943004,
0.041570265,
-0.0012955068,
-0.00846089,
0.004348056,
-0.027799046,
-0.0111481305,
0.021768792,
-0.044506986,
-0.077552214,
0.028953776,
-0.04467806,
0.034100164,
-0.0042981603,
-0.020528527,
-0.027970117,
0.0035835821,
0.009359012,
0.029310174,
0.0044514113,
0.010813116,
-0.014626575,
-0.042910323,
-0.067230925,
-0.014184642,
0.020941949,
-0.04690198,
-0.034613375,
0.051349826,
-0.00089277705,
0.010335543,
-0.04145622,
0.0036851557,
-0.019174214,
0.02660155,
0.06158558,
-0.03204731,
0.0005296966,
-0.059190586,
0.039032713,
-0.006493572,
0.018846327,
0.0010344452,
0.051806018,
0.0009039145,
-0.027870325,
0.053659286,
0.03495552,
0.018005228,
-0.017962461,
-0.0021366063,
0.03295969,
0.0069960933,
-0.0045904065,
-0.0024252885,
-0.013650045,
0.008161515,
0.045134246,
0.035012543,
0.027442649,
0.023992715,
0.031762194,
-0.041427705,
0.011939334,
0.027570952,
0.046787933,
0.01928826,
0.009686898,
0.016052168,
0.0050180843,
0.008774519,
0.026729852,
0.028668657,
0.00037755916,
-0.020186385,
-0.0025660659,
-0.021398138,
0.01981573,
-0.0022524355,
-0.0693408,
-0.009865098,
0.018646745,
-0.019559124,
0.007605534,
0.015710024,
-0.031363025,
0.050694056,
0.03341588,
0.012424035,
0.018988887,
-0.006728795,
0.02653027,
0.010920036,
0.020913437,
-0.016964545,
-0.021939863,
-0.032617547,
-0.06130046,
-0.031990286,
0.039545923,
0.009451675,
-0.030079994,
0.018233323,
-0.03823438,
-0.021312602,
-0.07475805,
0.01921698,
-0.048242036,
0.0016100281,
0.02219647,
-0.035183612,
-0.026045568,
0.03216136,
-0.023821644,
0.009351884,
0.02156921,
0.02212519,
0.028255235,
0.054429106,
0.012673514,
-0.002712189,
0.061357483,
0.030536182,
-0.031163443,
-0.0140278265,
0.00067715626,
0.0076910695,
-0.012024869,
-0.037207954,
-0.052547324,
0.03926081,
0.010962803,
-0.027328601,
-0.02313736,
-0.004301724,
0.0052925106,
-0.016266005,
-0.015211068,
0.035525754,
0.0044086436,
0.004326672,
0.008931334,
0.0065684156,
-0.024876582,
-0.059190586,
-0.06654664,
0.021483673,
-0.0015155826,
-0.011319201,
0.016964545,
-0.03378653,
-0.0071350886,
-0.010805988,
-0.0071814205,
0.022039654,
0.027970117,
0.04145622,
0.041541755,
0.022096679,
-0.006322501,
-0.02761372,
0.0211843,
0.045419365,
-0.0038170228,
0.052176673,
0.055455532,
-0.019658916,
-0.0015039997,
0.009373268,
-0.017306687,
-0.0042054965,
0.0018283218,
-0.016208982,
-0.001609137,
-0.0029474117,
-0.059304632,
-0.0050109564,
0.030422136,
-0.03432826,
0.00087896665,
-0.035098076,
0.008396737,
-0.07253413,
-0.01471211,
-0.06768712,
0.011176642,
-0.012915865,
-0.02012936,
0.044478472,
-0.055911724,
0.23995566,
0.017591806,
0.021455161,
0.06221284,
0.038405452,
0.07817947,
0.01369994,
0.019017398,
0.043708652,
-0.04567597,
0.016365798,
-0.047386684,
0.0035229945,
0.018119276,
-0.0481565,
0.03897569,
-0.014063466,
0.0055669374,
-0.023707597,
-0.016722195,
-0.057365827,
0.020115105,
-0.000106640975,
0.08103065,
0.023465246,
-0.018589722,
-0.009765306,
-0.026045568,
-0.026929434,
-0.05089364,
-0.007605534,
-0.043081395,
0.03760712,
0.007805117,
-0.012980016,
0.049097393,
-0.0015325116,
-0.040315744,
-0.028440563,
-0.00072794297,
-0.016123448,
-0.036580693,
0.025418308,
-0.0035265584,
-0.010250007,
0.040771935,
-0.01918847,
-0.0047579138,
0.066717714,
-0.04376568,
0.034128673,
-0.070823416,
0.0047650416,
-0.003400037,
-0.008924207,
0.01608068,
-0.059988916,
-0.04322395,
-0.014234537,
-0.00021484119,
-0.0037528712,
0.005431506,
-0.03455635,
0.0406864,
-0.023108847,
0.0029937434,
0.025076166,
0.041427705,
0.018661,
-0.019730195,
0.033501413,
0.027585207,
-0.013186727,
-0.019302517,
0.03378653,
0.0008482273,
-0.009893609,
0.048698228,
0.024648488,
-0.058905467,
-0.0058556194,
0.0031826345,
-0.0053281505,
-0.030108506,
0.037863728,
0.037749678,
-0.037207954,
-0.018789304,
-0.007748093,
0.031676657,
0.016351542,
0.04379419,
0.0042482647,
-0.016793475,
0.025703426
] | With two basic classes - configuration and model - and an additional preprocessing class (tokenizer, image processor, feature extractor, or processor), you can create any of the models supported by 🤗 Transformers. Each of these base classes are configurable, allowing you to use the specific attributes you want. You can easily setup a model for training or modify an existing pretrained model to fine-tune. |
[
0.038499076,
0.03881747,
-0.019408735,
-0.0014767154,
-0.025630672,
-0.015866607,
0.040356368,
-0.013153629,
0.03377624,
0.056886297,
-0.012105584,
0.007548578,
0.009346174,
-0.060494754,
0.010036027,
0.044309754,
0.002877149,
-0.03504981,
-0.054498345,
0.012344379,
0.03152095,
0.0108452765,
-0.07269984,
-0.00013079835,
-0.042611655,
-0.0040760995,
0.038525607,
-0.0058537964,
0.08670915,
0.034413025,
-0.03038004,
-0.007276617,
0.007900137,
-0.009531904,
-0.024025438,
-0.0060461587,
0.027753295,
0.002300061,
-0.06256431,
-0.030804565,
-0.00097176334,
-0.020018987,
0.044575084,
-0.039003197,
-0.03218427,
0.01151523,
0.00016085502,
-0.05043883,
-0.024264233,
-0.050571494,
0.020244516,
-0.013637853,
-0.0048356005,
-0.008762453,
0.0028307168,
0.012994433,
0.010606482,
0.02714304,
-0.01927607,
-0.014394037,
0.038658272,
0.018639283,
-0.011959653,
-0.08840725,
0.06718101,
0.012981166,
-0.026400123,
-0.03666831,
-0.022247743,
-0.028124755,
-0.07222225,
-0.011959653,
-0.00044525333,
-0.009492105,
-0.013889914,
-0.006762544,
0.022353873,
-0.011362666,
-0.02523268,
0.027275706,
0.02460916,
0.028071688,
-0.017113648,
-0.017577972,
-0.04730796,
-0.032131206,
0.04828967,
-0.027275706,
0.009266576,
-0.033908904,
-0.013584787,
0.026625652,
0.0031723264,
0.0037112737,
-0.010911609,
0.02817782,
-0.015733942,
0.057947606,
0.01313373,
0.006003043,
0.03141482,
0.074875526,
0.016994251,
0.022327341,
-0.054020755,
0.017498374,
-0.0038439375,
-0.013551621,
0.013392424,
-0.048820328,
0.007900137,
0.007973103,
-0.03645605,
0.0015911381,
-0.000028450195,
0.016596258,
0.002771018,
0.036111124,
-0.03157402,
-0.003291724,
0.017883098,
-0.02865541,
0.018626017,
-0.005615001,
0.03895013,
-0.016304398,
-0.022857996,
0.07036495,
-0.058478262,
-0.024808155,
-0.011230002,
-0.01817496,
-0.027594099,
0.033272114,
0.018970942,
-0.026997112,
-0.0028058423,
0.060335558,
-0.02203548,
-0.029079935,
-0.019355668,
0.029000336,
0.027063442,
0.07078948,
-0.010075826,
0.0036714745,
0.03693364,
-0.043328043,
-0.030486172,
0.037331633,
-0.027647164,
0.023561114,
-0.022897795,
0.01390318,
-0.044017892,
-0.01199282,
-0.015932938,
0.012364279,
0.021279296,
0.013783783,
0.008245064,
0.020125119,
-0.019634262,
0.03125562,
0.0324496,
0.05900892,
-0.015110422,
0.0130541315,
0.0011591511,
-0.046511974,
0.033617042,
-0.0027179525,
-0.018334156,
-0.0007271642,
0.0792269,
0.07975756,
0.010274822,
0.006384452,
0.023826443,
0.016835054,
-0.016251333,
-0.02438363,
0.006507166,
0.031361755,
0.020297581,
-0.009936529,
0.0031706681,
0.00985693,
0.02504695,
0.016463595,
0.00061854563,
0.020576177,
-0.023242721,
0.050279632,
-0.011687693,
-0.016131934,
-0.027567565,
0.005449171,
0.007813905,
-0.06803007,
-0.032051608,
0.031786278,
-0.022857996,
0.042983115,
-0.0032519246,
-0.0031640348,
-0.032714926,
0.042797387,
-0.024516296,
0.026944045,
0.016092135,
0.015004291,
0.0028041839,
-0.041364614,
0.033059854,
-0.0022188043,
-0.00991663,
-0.02582967,
-0.0021027233,
-0.006401035,
0.04112582,
-0.01688812,
0.01971386,
-0.0036117756,
0.002742827,
-0.033563975,
-0.0056945994,
0.023176389,
0.037278567,
0.004444242,
0.012079052,
0.04494654,
-0.0017743801,
0.05415342,
0.016715655,
-0.04139115,
0.051818535,
0.025803136,
-0.0029899133,
0.033378247,
-0.008457326,
0.039533854,
0.012297947,
0.020310849,
0.002882124,
0.011919854,
-0.00991663,
-0.00923341,
0.01688812,
0.026718516,
-0.014778762,
0.005366256,
-0.008643055,
0.005624951,
-0.063094966,
0.0007827172,
0.003258558,
0.0024808156,
-0.046777304,
-0.049775507,
-0.017193247,
0.03637645,
-0.04568946,
-0.021610955,
0.021027233,
0.05359623,
-0.01641053,
0.021027233,
-0.0067293784,
-0.00028937322,
-0.028443148,
-0.046883434,
-0.06139687,
-0.040382903,
-0.012244881,
-0.01522982,
0.015680877,
-0.021279296,
0.010327888,
-0.01390318,
-0.016742188,
0.014500168,
0.008046067,
0.048899926,
0.009870197,
0.013372525,
-0.01346539,
0.052136928,
-0.011880055,
0.031388287,
0.0048223343,
-0.037650026,
-0.0031773013,
-0.0177637,
0.048210073,
-0.016728923,
0.029530993,
0.021863017,
-0.036960173,
-0.02199568,
0.0023481518,
0.01213875,
0.000007494735,
-0.031149492,
0.0076945084,
0.008729287,
-0.0023464933,
-0.03292719,
0.027275706,
0.032980256,
-0.043434173,
0.011541762,
0.006812293,
0.042956583,
-0.031812813,
0.040037975,
0.03749083,
-0.03321905,
-0.017445307,
-0.041576877,
0.024197903,
-0.038154148,
0.008072601,
-0.044203624,
-0.039003197,
0.049563248,
-0.0015455348,
-0.07269984,
0.016728923,
-0.04409749,
-0.040621698,
-0.0039766016,
-0.035288606,
0.020164918,
0.0053131906,
0.011283068,
-0.013173529,
-0.002228754,
-0.02236714,
0.013001066,
0.03199854,
-0.04778555,
0.04786515,
0.025391877,
-0.0064706835,
-0.025683738,
0.023043726,
-0.060494754,
-0.0062982203,
0.0032502664,
0.01599927,
0.00315906,
0.013485289,
0.029345263,
0.010261555,
0.033855837,
-0.066756494,
0.035102878,
0.017684102,
0.018904611,
0.037650026,
0.029212598,
0.031786278,
0.034306895,
-0.05757615,
-0.0067592277,
0.022977393,
0.0045934888,
0.06776474,
-0.025723537,
0.03008818,
-0.036509115,
-0.06394402,
0.014287906,
0.015136955,
-0.024290767,
0.03788882,
0.03685404,
0.032502666,
-0.046697706,
-0.030035116,
0.025100017,
0.031865876,
0.015468615,
-0.010394219,
0.02884114,
-0.037915353,
0.0066099805,
-0.0052302754,
0.022791665,
0.009372707,
-0.0008855318,
-0.04009104,
0.007880238,
-0.00049624604,
-0.061768327,
0.05943344,
0.020138385,
0.024741825,
-0.015097156,
0.052800246,
-0.024489762,
0.011296334,
0.027779829,
0.025763337,
-0.061503,
-0.048050877,
0.04197487,
0.031786278,
-0.010215123,
-0.044973075,
-0.028204354,
-0.033988502,
0.006427568,
-0.021465024,
0.014539967,
-0.038658272,
0.000651297,
-0.030645369,
0.05465754,
0.0048521836,
-0.020615976,
-0.030910697,
0.036615245,
0.05683323,
-0.061927523,
-0.015641078,
-0.09052987,
0.013810316,
0.04014411,
-0.020390447,
-0.019806726,
-0.014367504,
-0.030592304,
-0.0742918,
0.019382201,
0.027673697,
-0.011886689,
-0.025869468,
-0.052853312,
-0.008961448,
-0.01346539,
0.016105402,
0.008105766,
-0.013405691,
0.043328043,
0.0131469965,
-0.008722654,
0.012536742,
-0.0067360112,
0.02645319,
-0.058266,
0.015296152,
-0.056674033,
-0.0013423932,
-0.02732877,
-0.0032121255,
-0.027832894,
0.047095697,
0.014473636,
-0.009120646,
-0.0012030961,
0.04091356,
-0.036031526,
-0.017790234,
0.032874122,
0.015349218,
-0.043805633,
0.07063028,
-0.0023713678,
-0.01747184,
-0.002250312,
0.028549278,
0.014924693,
0.028894205,
-0.0074358135,
0.018188225,
0.020430246,
-0.010122258,
-0.00728325,
-0.047652885,
0.06007023,
0.009313009,
-0.01688812,
-0.022048745,
-0.04234633,
-0.03674791,
-0.02280493,
-0.03351091,
0.046299715,
-0.013770517,
-0.019541398,
0.004105949,
-0.0047825347,
-0.019249538,
0.011289701,
0.004739419,
0.030804565,
0.026864447,
0.009657934,
0.014951225,
-0.021796685,
0.020536378,
0.033643574,
-0.04348724,
-0.011886689,
-0.017843299,
-0.05256145,
0.005449171,
0.011880055,
-0.046405844,
0.011893322,
0.012019353,
0.017617771,
0.01842702,
-0.026439922,
0.019766927,
-0.03027391,
-0.051818535,
0.039852247,
-0.002311669,
-0.061290737,
-0.047228362,
0.011667794,
0.03207814,
0.0041888636,
0.0017627721,
-0.09642015,
-0.014380771,
-0.070418015,
0.025630672,
0.0054558045,
0.000029745743,
-0.021955881,
-0.028522747,
0.0002049036,
0.03579273,
0.05938038,
-0.009492105,
0.009750799,
-0.054312617,
0.042611655,
-0.06680956,
-0.024025438,
-0.00728325,
0.021650754,
0.002278503,
0.023056991,
0.0062783207,
-0.034811016,
-0.007004656,
0.024489762,
0.047228362,
0.035819262,
-0.017179979,
-0.06160913,
0.013093931,
-0.0027312187,
0.0177637,
-0.0058670626,
-0.064527735,
0.013365892,
-0.02608173,
0.034306895,
0.012649506,
-0.01493796,
0.006745961,
-0.010440651,
0.015415549,
-0.02608173,
0.011322867,
-0.024595894,
0.012901568,
0.04874073,
0.003419413,
-0.030645369,
0.017670836,
-0.049802043,
-0.042903516,
0.0108917095,
-0.028814606,
-0.010281455,
-0.03372317,
0.014818561,
0.029000336,
-0.0058438466,
0.041815672,
0.06346643,
0.017392242,
-0.0018174959,
-0.003374639,
-0.024224434,
0.015442082,
0.039188925,
-0.0019667428,
-0.024330566,
-0.03162708,
-0.030114714,
-0.02971672,
-0.039268523,
-0.013651119,
0.009578336,
0.012430611,
-0.037066303,
0.008410893,
-0.015826808,
-0.031759746,
-0.04271779,
0.006036209,
-0.036588714,
-0.0075751105,
0.042319797,
0.0065469653,
-0.04160341,
0.011893322,
-0.060388625,
-0.0016093794,
-0.00065917394,
0.07338969,
-0.0046929866,
-0.027063442,
0.016529927,
-0.010394219,
-0.028204354,
-0.062086724,
0.004600122,
0.02979632,
-0.00857009,
-0.015601279,
0.013743984,
-0.0059035453,
0.000828735,
0.025312278,
0.048873395,
-0.01311383,
0.008225164,
0.020072054,
-0.0006384452,
-0.037278567,
0.0030031798,
0.03388237,
-0.013651119,
0.0069316905,
-0.0027279023,
0.009485471,
-0.015362483,
-0.014195041,
0.045848656,
-0.022486538,
-0.012569908,
0.015402283,
0.0021773467,
0.037862286,
-0.022857996,
0.007110787,
-0.018121894,
-0.036084592,
-0.067499414,
-0.058584396,
0.018015763,
0.019873058,
0.020814972,
0.01769737,
0.030698435,
0.029159533,
0.013485289,
-0.018108627,
-0.032714926,
-0.010858543,
-0.06760554,
0.000529412,
0.032688394,
-0.0064209346,
0.0050511793,
0.015840074,
0.007621543,
-0.04534453,
0.02575007,
0.010825377,
-0.00022946716,
-0.03637645,
-0.016543193,
0.028549278,
-0.066968754,
-0.038127616,
-0.0033315232,
-0.019103607,
0.011501963,
0.023454985,
0.020443512,
0.022552868,
-0.008065967,
-0.0021856383,
-0.007077621,
0.022566136,
-0.0148052955,
-0.042399395,
-0.036694843,
-0.00027880154,
-0.053224772,
0.040435966,
0.01442057,
-0.019103607,
0.02817782,
-0.0008084209,
-0.0026864447,
-0.033192515,
-0.0104804505,
0.048820328,
-0.0057244487,
-0.041656476,
-0.023640713,
0.009094113,
-0.03372317,
0.00906758,
-0.007276617,
-0.047334492,
-0.019528132,
0.014141976,
0.0056083677,
0.061715264,
0.025577607,
0.05264105,
-0.0021242814,
0.05102255,
0.00062973914,
0.0077741067,
0.016596258,
0.044973075,
-0.005150677,
-0.045264933,
0.039746117,
0.037358165,
-0.038127616,
-0.010825377,
0.013392424,
-0.0053629396,
-0.0113494,
0.0031524268,
0.039958376,
0.049855106,
0.00083827024,
0.02122623,
-0.035209008,
-0.023295786,
-0.027010377,
0.028257418,
-0.09106053,
-0.014539967,
-0.010414119,
-0.022460004,
0.0030628785,
0.008337928,
-0.029345263,
-0.0030015216,
0.024927553,
-0.012072418,
-0.008026168,
0.017577972,
0.010818744,
0.016078869,
-0.041205417,
-0.034996748,
0.009014514,
0.009989594,
-0.06585438,
-0.04014411,
0.005542036,
0.040727828,
-0.012702572,
-0.0030496123,
-0.04189527,
0.029000336,
0.03197201,
-0.0036084591,
-0.021053767,
-0.00047759016,
-0.031096427,
0.012231614,
0.010812111,
-0.021955881,
-0.016503394,
0.057257753,
0.021106832,
-0.00890175,
-0.009724267,
0.024211168,
0.017047316,
-0.04998777,
0.058319066,
0.01909034,
0.038154148,
0.013160262,
0.038127616,
0.028761541,
0.025219414,
0.024237702,
0.01769737,
0.013969513,
0.058372132,
0.06007023,
-0.017816767,
0.0049748975,
0.016781988,
-0.003691374,
-0.033537444,
-0.02398564,
-0.013704184,
0.027169574,
-0.013213328,
-0.0076547093,
-0.008430793,
-0.027169574,
-0.006089275,
-0.018732147,
-0.026864447,
0.028708477,
-0.0007532824,
-0.051871598,
-0.03125562,
0.015296152,
0.01020849,
0.009982961,
0.029637123,
0.006434201,
0.026638918,
0.061184607,
0.050385762,
0.017193247,
-0.011899955,
0.031282157,
-0.0037444397,
0.009797231,
0.015136955,
0.0013042523,
-0.03321905,
-0.038631737,
-0.013797049,
0.0470161,
0.009943162,
-0.027541034,
-0.015521681,
-0.028973803,
0.017193247,
-0.032582264,
0.028788075,
-0.07742267,
-0.021756886,
0.040887024,
-0.00844406,
-0.05943344,
0.028416615,
-0.014977759,
0.022592667,
0.038897067,
0.03454569,
-0.0026449873,
0.09084826,
0.065535985,
0.04285045,
0.018201493,
0.039746117,
-0.030061647,
0.005681333,
0.011176936,
0.046246648,
0.026997112,
0.005648167,
-0.0534105,
0.018771946,
-0.0047692684,
-0.013850115,
-0.00630817,
-0.012609707,
0.012808703,
-0.055718854,
-0.023375386,
0.06394402,
-0.004958315,
0.006799027,
-0.01769737,
-0.024489762,
-0.049775507,
0.013525088,
-0.022048745,
0.048528466,
0.016927918,
-0.061343804,
-0.03372317,
-0.07880238,
0.0021093567,
0.000756599,
-0.045477197,
-0.028151287,
0.07015269,
0.023746844,
0.057098556,
0.024728557,
0.0040097674,
-0.03796842,
0.048050877,
0.021929348,
0.0038936865,
0.035155945,
0.051871598,
0.029584058,
-0.0035222275,
0.014141976,
-0.0136113195,
0.017153447,
-0.017299376,
0.019979188,
0.008875217,
-0.021929348,
-0.039825715,
-0.011654527,
0.05035923,
-0.016967718,
-0.0071041537,
-0.034306895,
-0.027939025,
-0.028575812,
0.032980256,
-0.029769788,
0.00041519667,
0.011594828,
-0.04017064,
0.028204354,
-0.052349187,
0.20175532,
0.041656476,
0.039056264,
-0.036880575,
0.030618837,
0.065270655,
0.022685533,
0.019873058,
0.034811016,
-0.03969305,
0.018626017,
-0.040356368,
0.0058770124,
0.009870197,
-0.016901385,
0.0027478018,
-0.04627318,
-0.032529198,
0.008689487,
-0.036296852,
-0.037437763,
0.024410164,
0.012762271,
0.032157738,
0.011714226,
0.0036449416,
-0.02799209,
-0.044044428,
0.0027594098,
-0.052720647,
0.027832894,
-0.0057775145,
-0.0035719764,
-0.03693364,
0.018214758,
0.04836927,
0.00662988,
-0.052587986,
-0.030061647,
-0.0048123845,
-0.0051705767,
-0.013100564,
0.0034293628,
0.0008697779,
0.0031225774,
0.057151623,
-0.024211168,
0.025736803,
0.03274146,
-0.06282964,
0.060335558,
-0.045105737,
0.02780636,
0.013797049,
-0.020310849,
-0.007893505,
-0.04789168,
-0.055771917,
0.028575812,
0.009339541,
0.05757615,
-0.004401126,
-0.027249172,
0.06272351,
0.009180345,
-0.01971386,
-0.0056050513,
-0.031759746,
0.012861769,
-0.015826808,
-0.007847072,
0.046326246,
0.023441717,
-0.0059798267,
0.032290403,
0.026347058,
0.00991663,
0.045822125,
-0.0034160963,
0.023534583,
-0.043752566,
-0.028814606,
0.019567931,
-0.026546054,
0.010195224,
0.031839345,
-0.04091356,
-0.0076281764,
-0.010347787,
0.0107988445,
0.0041656476,
0.01813516,
0.022738598,
-0.00051738933,
0.007920037
] | If you have access to a machine with multiple GPUs, these approaches are still valid, plus you can leverage additional methods outlined in the multi-GPU section.
When training large models, there are two aspects that should be considered at the same time:
Data throughput/training time
Model performance |
[
0.0065195546,
0.008044819,
0.0046034628,
0.013357305,
-0.04728666,
-0.013322718,
0.025220472,
0.005509629,
0.01997716,
0.061093587,
0.038792215,
-0.004513538,
0.015577758,
-0.048780795,
-0.01790197,
0.04795072,
-0.017431594,
-0.06469058,
-0.054951027,
0.007788879,
0.016504677,
-0.0018624829,
-0.10442355,
-0.02271641,
-0.026285738,
0.030214764,
0.045266807,
0.011821665,
0.07758443,
0.007021059,
-0.022425884,
-0.02051671,
-0.010120009,
-0.0306298,
-0.014678509,
-0.04368966,
0.04205718,
0.02671461,
0.018054152,
-0.018732047,
0.021637313,
-0.045405153,
0.06828758,
-0.045626506,
-0.04106109,
-0.015605427,
-0.008867978,
-0.034835517,
0.035969958,
-0.0572199,
0.004371733,
-0.0037076725,
-0.011143769,
-0.033950105,
0.005900456,
0.054010272,
0.00030500966,
-0.017556105,
-0.051852077,
-0.02563551,
0.024293555,
-0.0002864194,
-0.008079406,
-0.124290034,
0.013384975,
0.030380778,
-0.0031110554,
-0.041780487,
-0.0047729365,
-0.026756113,
-0.008570534,
-0.031570554,
-0.021443628,
-0.00058624113,
-0.03680003,
-0.027752204,
0.03870921,
0.035969958,
-0.06424788,
0.049057487,
0.014872193,
0.015370239,
0.0066094794,
-0.007816548,
-0.036468003,
-0.057828624,
0.04349598,
-0.03854319,
0.0222322,
-0.016048135,
-0.0012624072,
0.052211776,
-0.008238504,
0.033369053,
0.008107075,
0.011759409,
-0.010943168,
0.058382004,
0.033562735,
0.00940061,
0.018676708,
0.07537089,
0.020890243,
0.029938072,
-0.030934162,
0.017708287,
0.008162413,
0.014374148,
-0.031791907,
-0.038100485,
0.012119109,
0.0138345985,
-0.0008482338,
0.012195199,
-0.028153408,
0.017071895,
0.02722649,
0.042859588,
-0.030214764,
0.010507378,
0.0036108303,
0.013129034,
0.00827309,
-0.01780513,
0.032483637,
-0.014706179,
-0.003801056,
0.05309719,
-0.047092974,
-0.013329635,
0.009601211,
-0.01946528,
-0.028125739,
0.05021959,
0.027779873,
0.007899555,
-0.0052571474,
0.035942286,
-0.00061174866,
-0.0222322,
0.02963371,
-0.025095962,
-0.027143482,
0.07144187,
-0.054895688,
0.010514295,
0.04070139,
-0.024929946,
0.027544687,
-0.00029117506,
-0.07537089,
0.010957002,
-0.023629494,
0.01590979,
0.006042261,
-0.0023397764,
-0.03381176,
0.028250251,
-0.020060169,
-0.007643616,
0.008224669,
0.018054152,
-0.0057897796,
0.026119722,
-0.03544424,
0.046982296,
-0.035416573,
0.039373267,
-0.007671285,
-0.0059488774,
0.037436422,
0.022661073,
-0.011683319,
0.005291734,
0.030048748,
0.079742625,
0.033258375,
-0.01693355,
0.048089065,
0.027987393,
-0.0109708365,
-0.020890243,
0.017362421,
0.028236415,
0.016532345,
-0.0010626701,
0.007235495,
0.040452365,
0.00473835,
0.024335058,
0.0138345985,
0.05484035,
-0.015992796,
0.021056259,
-0.035776272,
-0.0066198553,
-0.01516272,
0.03923492,
-0.020143175,
-0.050855983,
0.0066094794,
0.01096392,
-0.022633404,
0.026603933,
-0.037796125,
0.009677302,
0.008535948,
0.03486319,
-0.0375471,
0.02692213,
0.03555492,
0.002300002,
-0.002471205,
-0.026244234,
-0.004361357,
0.033286043,
0.0034361684,
-0.0077612097,
-0.01997716,
0.022522727,
0.0455435,
0.006367374,
0.00568602,
-0.015121216,
0.023532651,
-0.017860467,
0.012326627,
0.002779025,
0.04272124,
0.02190017,
-0.020032499,
0.041116428,
0.01083249,
0.03901357,
0.0028205288,
-0.0070971493,
0.014263472,
0.033977773,
-0.028858973,
0.03652334,
-0.012803921,
0.022066185,
-0.0116279805,
0.003998199,
0.012624071,
0.012713996,
-0.006308577,
-0.013142869,
-0.0101615125,
0.037989806,
-0.028015062,
0.0397053,
-0.016712194,
0.02896965,
-0.047258988,
-0.012015349,
-0.008985572,
0.0015269938,
-0.03408845,
-0.045571167,
-0.026313407,
0.056611177,
-0.035582587,
-0.035305895,
0.0040846653,
0.07027976,
0.009594294,
0.0397053,
0.029246341,
-0.021775657,
-0.034641836,
-0.023601824,
-0.07282533,
-0.028125739,
-0.017182572,
0.003693838,
0.018206332,
-0.07730774,
0.022425884,
0.014886028,
0.0013281214,
0.021983176,
-0.024335058,
0.035333566,
0.024501074,
0.024044532,
-0.019562121,
0.0455435,
0.043717332,
0.025981376,
0.015328735,
-0.021125432,
-0.003513988,
-0.030104086,
0.03765778,
-0.0059627118,
0.023380471,
-0.0004807523,
-0.01431881,
-0.03378409,
0.00404662,
0.012084522,
0.008584368,
0.0025317315,
-0.017182572,
0.01795731,
0.0105281295,
-0.030906493,
-0.0008162413,
0.045294475,
-0.046262898,
-0.00594196,
-0.008314594,
0.032677323,
-0.024196712,
0.007346172,
0.051022,
-0.01431881,
-0.027129648,
-0.028070401,
0.0051879743,
-0.021180771,
-0.023214456,
-0.004658801,
-0.058548022,
0.06723615,
0.015065878,
-0.045322146,
0.040867403,
-0.028748296,
-0.025524834,
0.006159855,
-0.03439281,
0.024265885,
-0.00019887235,
-0.010292942,
-0.0069726375,
-0.033728752,
-0.02809807,
0.014484825,
0.03140454,
-0.022273704,
-0.0050703804,
0.024501074,
0.033618074,
-0.012119109,
0.0043267705,
-0.036578678,
-0.028858973,
-0.040092666,
0.024307389,
0.04753568,
0.020461371,
0.0593781,
0.043578986,
0.021789493,
-0.034724843,
0.004766019,
0.01206377,
-0.01621415,
0.06424788,
0.005239854,
0.018178662,
0.020530544,
-0.0196728,
-0.029938072,
0.030989502,
-0.022038516,
0.04474109,
-0.027420174,
0.009960911,
-0.022038516,
-0.026244234,
0.0082523385,
-0.0042333873,
-0.021886336,
0.040922742,
0.021111598,
0.06308577,
-0.06164697,
0.008300759,
0.021554304,
-0.016324826,
0.03787913,
-0.0054542907,
0.047314327,
-0.035416573,
-0.019188588,
0.013786177,
0.00091654214,
-0.026576264,
-0.002256769,
-0.023698667,
-0.046816282,
-0.020240018,
-0.06784487,
0.048116732,
0.038792215,
-0.01808182,
0.0034396271,
0.052626815,
-0.049444854,
0.03378409,
0.011074596,
0.017113399,
-0.010479708,
-0.043994024,
0.05367824,
-0.008681211,
0.011572641,
-0.018413851,
-0.050800648,
-0.030463787,
0.015840616,
0.011863168,
-0.0030280477,
-0.04510079,
0.008113992,
-0.03447582,
0.054618996,
-0.0059281257,
0.0019126333,
-0.028277919,
0.0026700776,
0.031515215,
-0.0612596,
-0.030131755,
-0.0375471,
0.017390091,
0.02397536,
-0.01032061,
-0.019990996,
-0.022342877,
-0.02154047,
-0.02894198,
0.030823486,
0.051935084,
-0.027959723,
-0.0043163947,
-0.022315208,
-0.020530544,
-0.0066406075,
-0.01844152,
0.013018358,
0.037768453,
0.025981376,
0.0016947383,
0.01034828,
0.020378364,
-0.001985265,
0.05409328,
-0.046511922,
0.0068066227,
-0.016615354,
-0.0075467736,
-0.009919407,
-0.007263164,
-0.042527556,
0.0009407527,
0.012762417,
-0.009760309,
-0.0135371545,
-0.0079618115,
-0.043717332,
-0.025095962,
0.012478808,
0.022287538,
-0.033258375,
0.05827133,
0.015577758,
-0.0072977506,
0.019160919,
0.0229516,
0.0069345925,
0.043606654,
-0.00020892406,
0.016158812,
-0.011302867,
0.0035969957,
-0.034309804,
-0.044907108,
0.025580173,
0.0026268444,
-0.011081513,
-0.023864683,
-0.047729366,
-0.040175673,
0.007276999,
-0.031072509,
0.032566644,
0.013246628,
-0.022481224,
0.0068965475,
-0.025414158,
0.023200622,
0.008169331,
-0.018413851,
0.008791887,
0.011752492,
0.050164256,
-0.0010177076,
0.022619568,
-0.02382318,
0.021609643,
-0.0397053,
-0.01898107,
-0.020018663,
-0.020433702,
-0.0044201543,
0.017141068,
-0.045294475,
-0.01480302,
-0.0037111312,
0.0021703027,
-0.015287232,
-0.061093587,
0.0389859,
-0.026009046,
-0.065575995,
0.042555224,
-0.030270102,
-0.046318237,
-0.014138959,
0.028319424,
0.015965126,
0.019285431,
-0.020544378,
-0.025220472,
-0.038100485,
-0.065742016,
0.011026175,
0.018759716,
-0.033673413,
-0.034697175,
-0.05827133,
-0.015923623,
0.014664674,
0.028194912,
0.0018728587,
0.019299265,
-0.032206945,
0.04070139,
-0.025594007,
-0.022481224,
-0.007588277,
-0.0147891855,
-0.015148886,
0.012167529,
-0.040922742,
-0.02392002,
-0.006983014,
0.0052986513,
0.02638258,
0.032511305,
-0.042416878,
-0.027364835,
0.0032805293,
0.02289626,
0.037713114,
-0.054286964,
-0.032871008,
0.0371874,
-0.04764636,
0.033175368,
0.019036409,
0.000747933,
0.009193091,
-0.06978171,
0.036412664,
-0.029716717,
0.019658964,
-0.016864376,
0.0057344413,
0.0026043633,
0.01862137,
-0.02292393,
-0.013301967,
-0.015301066,
-0.062089678,
0.01808182,
-0.035582587,
-0.003859853,
-0.018330842,
-0.004593087,
0.024943782,
-0.028914312,
0.002215265,
0.06895164,
0.019575957,
0.017500767,
-0.018635204,
-0.007491435,
-0.021734154,
-0.031127846,
-0.0059108324,
0.023878517,
-0.015494751,
0.0022550395,
-0.036025293,
-0.054674335,
-0.003289176,
0.030878823,
0.042278532,
0.010901663,
0.0379068,
0.028416265,
-0.046290565,
-0.021194605,
0.015467081,
-0.0218725,
-0.0024781225,
0.04438139,
0.017556105,
-0.043219287,
-0.0093591055,
-0.032538977,
0.002113235,
0.006713239,
0.030048748,
-0.011441213,
-0.043163948,
0.01621415,
0.012976853,
-0.055255387,
-0.031515215,
0.02863762,
0.017002722,
-0.0013514673,
-0.010804822,
-0.011392792,
-0.029523034,
-0.0306298,
-0.0016895504,
0.031266194,
-0.026396414,
-0.014553998,
0.013896855,
0.02894198,
-0.0375471,
-0.0039774473,
0.043994024,
-0.027627693,
0.002261957,
-0.04449207,
-0.039483946,
-0.042610563,
-0.010887829,
0.027724536,
-0.035582587,
0.001211392,
0.02776604,
0.022619568,
0.02343581,
-0.011351288,
0.047978386,
0.0054093283,
-0.05163072,
-0.0696157,
-0.036689356,
0.014111291,
-0.0027219572,
0.04579252,
0.0030816568,
0.014415652,
-0.0068273745,
0.034641836,
-0.03342439,
-0.054591324,
0.0070418105,
-0.06374983,
0.0005836471,
0.020295355,
-0.024929946,
0.03624665,
0.061868325,
0.035942286,
-0.07160788,
0.0011007152,
0.02896965,
-0.0258707,
-0.004925117,
0.007456849,
-0.01290768,
-0.04097808,
-0.014706179,
-0.0513817,
-0.033369053,
-0.01774979,
0.007560608,
0.0051914332,
0.005340155,
-0.0023017314,
-0.008681211,
-0.0038736877,
-0.0025836113,
0.012893846,
0.0013246628,
0.0097257225,
-0.023518817,
-0.04097808,
0.03370108,
0.017542271,
0.0138345985,
0.013613245,
-0.0032649653,
-0.002044062,
-0.03998199,
0.02156814,
0.061923664,
-0.0006467675,
-0.021249942,
0.006765119,
0.022135358,
-0.05553208,
0.018206332,
-0.024113705,
-0.036993716,
0.007066021,
0.024750097,
0.037325747,
0.07337871,
0.0117040705,
0.050081246,
-0.006159855,
-0.006533389,
0.0019558663,
0.016532345,
0.034254465,
0.0150797125,
-0.0011283845,
-0.041227102,
0.031847246,
0.017320918,
-0.02033686,
0.017763624,
0.01672603,
-0.0026839122,
0.0029087244,
-0.006360457,
0.009393692,
0.054563656,
0.02190017,
-0.02656243,
-0.037436422,
-0.0306298,
0.021969343,
0.024916112,
-0.061536293,
-0.04889147,
0.018427685,
-0.03516755,
0.01913325,
0.017002722,
-0.030436117,
0.0019437611,
0.009276099,
-0.034033112,
0.025206639,
-0.0036350407,
-0.0068792542,
0.042527556,
0.00297098,
-0.06668276,
-0.011392792,
0.019036409,
-0.052239444,
-0.03660635,
-0.014159712,
0.053954933,
0.004669177,
0.0057863207,
-0.016767533,
0.0105281295,
-0.0009978204,
0.0061840657,
-0.010389783,
-0.008286924,
-0.03071281,
0.021056259,
-0.02448724,
-0.056555837,
-0.027184986,
0.0010894747,
0.0026441377,
-0.008944068,
-0.013931441,
0.03561026,
0.04623523,
-0.032871008,
0.033950105,
0.03583161,
0.026590098,
-0.0035088002,
0.022965433,
-0.0118493335,
0.009877903,
0.029329348,
0.046041545,
0.004119252,
0.0038875223,
0.026451752,
-0.022453554,
0.0020146633,
-0.0071109836,
0.017459264,
-0.024072202,
-0.0060560955,
-0.017735956,
0.009089331,
-0.035471912,
-0.0118493335,
0.039788306,
0.025248142,
0.00543008,
0.017293248,
-0.057385914,
0.004333688,
-0.01231971,
-0.042527556,
0.018732047,
0.038681537,
0.019658964,
0.0036869205,
0.02773837,
-0.017224075,
0.051243354,
0.007276999,
0.023089945,
0.011946176,
0.0065679755,
0.06424788,
0.018358512,
0.03583161,
0.023684833,
-0.00512226,
-0.018870393,
-0.027309498,
0.027862882,
0.022149192,
-0.024210548,
-0.014104373,
-0.025026789,
-0.02310378,
-0.035001535,
-0.04789538,
0.023712503,
-0.090533614,
-0.014000614,
0.050053578,
-0.019077912,
-0.05417629,
0.020544378,
0.0107494835,
0.02172032,
0.04795072,
0.056002457,
0.010908581,
0.079133905,
0.043938685,
0.0130252745,
-0.002571506,
0.0031266194,
-0.049251173,
0.00162643,
-0.001831355,
-0.00022913553,
0.057496592,
0.00042649472,
-0.059101406,
0.0150797125,
-0.00030068634,
-0.008286924,
-0.03276033,
0.03549958,
-0.0018521069,
-0.02064122,
-0.021734154,
0.082454205,
0.022135358,
0.006201359,
0.007858052,
-0.0052778996,
-0.029274011,
0.0107564,
-0.009974746,
0.03339672,
-0.025594007,
-0.05033027,
-0.014180464,
-0.048476435,
-0.031930253,
-0.01790197,
-0.014567832,
-0.056334484,
0.065742016,
0.030297771,
0.010548881,
0.027876716,
-0.007512187,
-0.0082523385,
0.047120642,
0.07382142,
0.008653541,
0.022121523,
0.060706217,
0.0060284263,
-0.01024452,
0.015245727,
0.010396701,
-0.0017353775,
-0.0065403064,
-0.035776272,
0.034254465,
-0.009580459,
-0.020779567,
-0.0025974459,
0.038570862,
-0.0009381587,
-0.012852342,
-0.04717598,
-0.050468616,
-0.04263823,
0.050606962,
-0.024279721,
-0.001275377,
0.0047867713,
-0.010673393,
0.016310992,
-0.0317089,
0.22544862,
0.07636698,
0.00893715,
0.0112613635,
0.056638848,
0.049057487,
0.029274011,
-0.022010846,
0.00014353397,
-0.011420461,
0.01964513,
0.012361214,
0.01137204,
0.024141375,
0.018040316,
-0.009068579,
-0.03926259,
-0.030380778,
0.027904386,
-0.035250556,
-0.017210241,
0.03032544,
0.0053055687,
0.034337472,
0.01756994,
-0.0215128,
-0.005360907,
-0.04485177,
-0.009331437,
-0.039041236,
-0.00023951149,
-0.02581536,
0.0031075967,
0.014996705,
-0.020558214,
0.008508278,
-0.029440025,
-0.06618472,
-0.012091439,
-0.009525121,
-0.00083569624,
0.004077748,
-0.028319424,
-0.015370239,
-0.006830833,
0.057662606,
0.010479708,
0.040812064,
0.06203434,
-0.07769511,
0.08710263,
-0.025801526,
0.015453246,
0.00021357162,
-0.09031226,
-0.0092069255,
-0.05827133,
-0.05237779,
0.041946504,
0.025469497,
0.044298384,
0.0116279805,
-0.0076851193,
0.057385914,
-0.02000483,
-0.036772363,
-0.016975053,
-0.015024374,
-0.017362421,
-0.015218059,
0.019562121,
0.005319403,
-0.016767533,
-0.0020786484,
0.05171373,
0.011510386,
-0.05312486,
0.02656243,
0.011683319,
-0.027005136,
0.009075496,
-0.02683912,
-0.0027340625,
-0.041946504,
0.025275812,
0.051188014,
-0.053346213,
0.0005611659,
0.005063463,
-0.002497145,
0.021263778,
0.027627693,
0.029550703,
-0.01790197,
-0.00973264
] | Note: when using mixed precision with a small model and a large batch size, there will be some memory savings but with a
large model and a small batch size, the memory use will be larger. |
[
0.027878562,
0.002272562,
-0.02540677,
0.020139018,
-0.016775763,
-0.01715396,
0.00836762,
-0.019666271,
-0.0072667957,
0.033038255,
0.038414065,
-0.030417887,
0.006064668,
-0.04127756,
-0.04049415,
0.0072127674,
-0.004659934,
-0.04897658,
-0.0438439,
0.0053656776,
0.012858717,
0.0026456944,
-0.023650853,
0.017545665,
-0.020017456,
0.046248157,
0.022583796,
-0.0041804337,
0.04757185,
0.0145200845,
-0.017680734,
-0.057161856,
-0.030255804,
-0.009596762,
-0.020220062,
-0.036766205,
0.0075707044,
0.02554184,
-0.014587619,
-0.008029944,
0.050057147,
-0.024015544,
0.043600775,
-0.05613532,
-0.043492716,
0.020206554,
0.046680383,
-0.03168755,
0.017815806,
-0.0176132,
-0.029877605,
0.037765726,
-0.005028001,
-0.048409283,
-0.00094633806,
-0.008306839,
0.04700455,
-0.01793737,
-0.04160173,
0.0011886208,
0.057377968,
0.033497497,
0.042574238,
-0.09336077,
0.030661015,
0.055108786,
-0.036009807,
-0.041250546,
-0.0566756,
-0.010143798,
-0.07834092,
-0.015222451,
-0.020125512,
-0.062078424,
-0.016802777,
0.013540823,
0.027486857,
0.009596762,
-0.0098939175,
0.013993309,
0.04503252,
0.040980406,
-0.00007940671,
0.0065644286,
-0.05067847,
-0.04678844,
0.05146188,
0.0034139082,
-0.030120732,
-0.01945016,
-0.037252456,
0.026541363,
-0.024245163,
0.04948985,
-0.0208684,
-0.021584274,
-0.038278993,
0.027716476,
0.050057147,
-0.0023806184,
0.010028988,
0.057756167,
0.00010446863,
0.029877605,
-0.074667,
0.0016259118,
0.016775763,
-0.007050683,
-0.008354113,
-0.004133159,
0.015492592,
0.008414895,
0.014641647,
0.01229142,
-0.0014427223,
-0.013054568,
-0.039818797,
-0.0011371252,
-0.041115474,
0.03852212,
0.008779585,
0.0048996843,
0.016167944,
-0.02192195,
0.058350477,
-0.0063787065,
0.026852025,
0.034848202,
-0.04981402,
-0.014668662,
0.0051259273,
0.03811691,
-0.011001497,
0.039224487,
-0.0030492176,
0.006503647,
0.008495938,
0.028310787,
0.0052069696,
-0.00054408103,
-0.007037176,
-0.0053217798,
-0.009225318,
0.073802546,
-0.029526422,
-0.0032957215,
0.0074423873,
-0.07369449,
0.011994265,
0.016221972,
-0.051948134,
-0.007746296,
0.0010780318,
-0.006702876,
-0.02747335,
-0.044249114,
-0.008658023,
0.044870436,
-0.008171768,
0.0010619923,
0.005598674,
0.031201297,
0.006000509,
0.037576627,
-0.044519253,
0.045194607,
-0.03233589,
-0.010116784,
0.0057810196,
-0.033308398,
0.011204102,
0.041817844,
-0.016856804,
-0.04948985,
0.008414895,
0.019044947,
0.037387528,
0.011751138,
0.046950523,
0.040196996,
-0.014006816,
-0.04073728,
0.02500156,
-0.018990919,
0.023826445,
-0.028418845,
0.007131725,
0.0028753143,
-0.022732373,
0.010785383,
-0.0229755,
0.03279513,
0.032119777,
0.029931635,
0.0059228437,
-0.031039212,
-0.03627995,
-0.025690418,
0.018288553,
-0.07056086,
-0.037954826,
0.018680258,
0.029283294,
0.013871745,
-0.019004427,
-0.041034434,
0.01426345,
0.014047337,
-0.02806766,
0.052731544,
0.015668184,
0.0079353945,
0.007273549,
-0.0021290495,
0.020571245,
0.016492113,
0.03989984,
-0.0039271764,
0.04073728,
-0.0064428654,
0.02458284,
0.0040251026,
0.018112961,
-0.014506577,
0.06748125,
-0.010177566,
-0.008043451,
0.006128826,
0.040386096,
0.0121968705,
-0.030715043,
-0.0060410304,
-0.0025680289,
0.037198428,
0.010231595,
0.029175239,
0.02027409,
0.0595391,
0.0039373063,
0.030661015,
-0.021584274,
0.034145836,
0.048490327,
0.01472269,
-0.020908922,
0.021165555,
-0.03646905,
-0.01885585,
-0.041628744,
-0.017734762,
-0.029337324,
-0.000085474334,
-0.047112606,
-0.028391829,
-0.026352264,
0.020908922,
0.030850114,
0.028824056,
-0.031201297,
-0.033092286,
-0.024447769,
0.020247076,
0.020125512,
-0.040007897,
0.035631612,
0.06807556,
-0.02192195,
0.055000726,
0.058998816,
0.019936413,
-0.03260603,
-0.04495148,
-0.06645471,
-0.025852503,
-0.0025629636,
-0.03333541,
0.0030525944,
-0.042439166,
-0.0024650376,
-0.005473734,
-0.021935457,
-0.01788334,
0.0065813125,
0.020895414,
0.04054818,
0.020733329,
-0.014236436,
0.07056086,
0.012149596,
0.03892733,
0.021354655,
-0.036712177,
-0.02958045,
-0.0059937555,
0.05059743,
-0.04948985,
0.04297945,
-0.006989901,
-0.040115952,
-0.03128234,
0.013203146,
-0.038468093,
-0.012109075,
-0.017640214,
-0.0031116877,
0.020908922,
0.006361823,
-0.03049893,
0.04443821,
0.0243127,
-0.036631133,
0.0055513997,
-0.029742535,
0.04014297,
-0.016505621,
0.03055296,
0.024609854,
-0.01583027,
-0.008300086,
-0.012473765,
0.0062233754,
-0.008975438,
-0.016654199,
-0.0637533,
-0.016221972,
0.014330985,
0.045761902,
-0.06094383,
0.03141741,
-0.0120618,
-0.024326205,
-0.0043594018,
-0.049543876,
0.024461277,
0.015384535,
-0.0008788028,
-0.0094887065,
-0.00030707446,
-0.03930553,
0.022907965,
0.026568377,
-0.04260125,
-0.008428402,
0.062726766,
0.016384058,
0.015060366,
0.035523556,
-0.020341625,
0.0077665565,
0.011974004,
0.026770983,
0.04022401,
-0.000990236,
0.0026355642,
0.03384868,
0.0004963843,
-0.042844377,
-0.0145200845,
0.023975022,
0.022232613,
0.040899362,
-0.0065407916,
0.041979928,
0.018018411,
-0.027311265,
0.0062909108,
-0.013419259,
-0.018585708,
0.042223055,
-0.0074761547,
0.03166054,
-0.005075276,
-0.018221017,
-0.004470835,
0.018639736,
-0.011177088,
0.026014589,
-0.016681213,
0.048031088,
-0.08363569,
-0.0038393803,
-0.0020311235,
0.016167944,
-0.0417368,
0.016519127,
0.0071519855,
-0.009083495,
0.03287617,
-0.011987511,
0.013108597,
0.025676912,
0.026595391,
-0.047950044,
-0.03476716,
-0.009117262,
-0.05710783,
0.04035908,
0.046032045,
-0.021314133,
-0.010744862,
0.059701182,
-0.07644993,
-0.0020024208,
0.040467136,
0.054271348,
-0.061970368,
-0.053352866,
0.0331193,
0.0066420943,
-0.0013701218,
-0.022219105,
0.022826923,
-0.016086902,
0.0047105853,
0.021138541,
-0.024272177,
-0.016708227,
-0.026311744,
0.02159778,
-0.0064800098,
0.003201172,
-0.013939281,
-0.035334457,
0.019571723,
0.03582071,
-0.03141741,
0.02682501,
-0.033686597,
0.011480996,
0.02036864,
-0.026082123,
0.011656589,
-0.020557737,
-0.018126467,
-0.012352202,
0.025663404,
0.027392307,
-0.012385969,
-0.024785446,
-0.032038733,
0.023137584,
0.0067197597,
-0.0053825616,
-0.011399955,
-0.012021279,
0.030201774,
-0.0030120732,
-0.0049908566,
0.041493673,
0.02471791,
-0.0024397117,
0.007361345,
0.06251065,
-0.07920537,
0.00031488322,
-0.03325437,
0.030336846,
-0.01135268,
-0.0067704115,
0.013817717,
-0.037036344,
-0.02490701,
0.009292854,
-0.035631612,
-0.005726991,
-0.021624794,
0.04751782,
-0.0050246245,
-0.016654199,
0.045842946,
-0.004062247,
0.02912121,
0.03076907,
0.015587142,
0.039467614,
-0.009657544,
0.0133584775,
-0.016951354,
-0.006206492,
-0.044276126,
-0.045978013,
0.025163643,
0.025028573,
0.017775284,
-0.043654803,
0.008360867,
-0.026716955,
0.036712177,
-0.05554101,
0.0029664868,
0.016357044,
0.004274983,
0.017505143,
-0.0015685067,
-0.015465578,
0.009617023,
-0.0595391,
0.025217671,
0.059809238,
0.023313178,
-0.026257714,
-0.06861584,
-0.018058933,
0.023151092,
-0.031363383,
-0.013122104,
-0.038738232,
-0.08390582,
-0.0056999773,
0.011784906,
-0.046302184,
-0.018518172,
-0.0048794234,
0.024704404,
0.03536147,
-0.009427925,
0.034064792,
-0.038468093,
-0.046842467,
0.042871393,
-0.017437607,
-0.046518296,
-0.031957693,
0.013128857,
-0.008874135,
0.038549136,
-0.020490203,
-0.020544231,
0.006571182,
-0.044411197,
0.0046498035,
-0.016654199,
-0.0019213785,
0.0020007326,
-0.013790703,
0.009448185,
-0.038441077,
0.047869004,
-0.027419321,
0.015681691,
-0.029607464,
0.006513777,
-0.01403383,
-0.010103277,
0.009765601,
-0.026082123,
-0.0051360577,
0.08331151,
0.01692434,
-0.061862312,
0.012271159,
0.03182262,
0.0102451015,
0.03989984,
-0.039629698,
-0.0526505,
-0.006125449,
0.004011595,
0.036820233,
-0.041628744,
-0.036847245,
0.017572679,
-0.03989984,
0.057756167,
0.020233568,
0.045869958,
-0.004247969,
-0.07061488,
0.028040646,
-0.012257652,
0.011318912,
-0.009650791,
0.037765726,
0.016492113,
0.041979928,
0.010981236,
0.009556241,
-0.039521642,
-0.061484113,
0.0038461338,
-0.0060376534,
0.015614156,
-0.0017457869,
-0.009090248,
0.026811505,
-0.0016351979,
0.08282526,
0.05529788,
0.035928767,
1.9785725e-8,
-0.024744924,
-0.0375226,
0.014695676,
-0.015668184,
0.019369116,
-0.038197953,
-0.039602686,
-0.02215157,
-0.055054758,
-0.026311744,
0.0035388484,
-0.007699021,
0.040007897,
0.016937846,
0.05764811,
-0.0153034935,
-0.0062436364,
-0.03636099,
0.00926584,
0.010704341,
0.012115829,
0.01345978,
-0.05481163,
-0.008995699,
-0.041979928,
-0.03076907,
-0.034010764,
0.04784199,
0.04495148,
-0.02146271,
-0.03779274,
0.0206793,
0.036171895,
-0.014709183,
-0.02613615,
-0.011595807,
-0.014398521,
0.043006465,
-0.027486857,
0.021138541,
-0.002144245,
0.00013897494,
-0.013858238,
0.01123787,
0.00867153,
-0.0052069696,
-0.00650027,
-0.04187187,
-0.056189347,
-0.019936413,
0.012460258,
-0.02471791,
0.007759803,
-0.024893502,
-0.009779108,
-0.0210575,
-0.00074837526,
0.043897927,
0.002272562,
-0.062888846,
-0.024420755,
0.03279513,
0.012723646,
0.0022320407,
0.014317478,
0.027297758,
-0.0066826153,
-0.006861584,
-0.014371507,
0.036847245,
-0.003987958,
0.045572802,
-0.009306361,
0.031633522,
-0.029337324,
-0.03425389,
-0.026068617,
-0.050894585,
-0.01701889,
-0.031363383,
-0.000446577,
0.01079889,
-0.03260603,
-0.010413939,
0.027878562,
-0.0072803027,
-0.027122166,
0.012676371,
0.010913701,
-0.051380835,
-0.041493673,
0.025123123,
0.009549488,
-0.07277601,
-0.04857137,
-0.040061925,
-0.076882154,
-0.00625039,
0.018612722,
0.014439042,
0.022813415,
-0.018491158,
-0.000048224407,
-0.01309509,
-0.021678824,
0.0020243698,
-0.008448663,
0.0046937014,
0.02559587,
-0.03284916,
0.024434263,
0.03149845,
-0.017302537,
-0.019234046,
-0.024596347,
0.001034134,
-0.051326808,
-0.014330985,
0.026487336,
-0.01673524,
-0.00267102,
-0.0036840492,
-0.0021678824,
-0.0039778277,
0.008874135,
0.00022518793,
-0.022502754,
-0.03746857,
-0.02109802,
0.04559982,
0.0629969,
0.003356503,
0.0023941256,
-0.0003475956,
0.014709183,
0.020247076,
0.028688984,
0.018207511,
0.019234046,
-0.029013153,
0.0029546684,
0.01669472,
0.007901628,
0.000495118,
0.022246119,
0.046680383,
0.031768594,
0.011210856,
-0.0004921633,
0.0028195977,
0.0524614,
0.0065509216,
-0.024164122,
-0.025960559,
0.011589053,
-0.03668516,
-0.0027166065,
-0.021287119,
-0.0329302,
-0.03468612,
-0.031795606,
0.0079353945,
-0.007179,
0.017478129,
-0.0023046413,
0.026500842,
-0.019112483,
-0.02257029,
-0.038197953,
0.06094383,
0.031741578,
-0.06332108,
-0.0047409763,
0.010771876,
0.0051664487,
-0.04522162,
-0.035442512,
-0.018261539,
0.03595578,
-0.019288074,
0.016978368,
-0.054136276,
0.013351724,
0.066994995,
-0.015438564,
-0.039467614,
0.005831671,
-0.031336367,
0.054838642,
0.017721256,
-0.033497497,
0.04260125,
-0.015978847,
0.011656589,
0.01018432,
0.010900194,
0.010555764,
0.04311452,
-0.020733329,
0.051813062,
0.026703447,
0.022556782,
-0.007834092,
0.03614488,
0.018585708,
0.04481641,
-0.004676818,
0.044789393,
0.012055047,
-0.0047916276,
0.0050685224,
-0.08044802,
-0.00088977726,
0.058026306,
0.022462232,
-0.024785446,
-0.03338944,
-0.057269912,
-0.000327124,
-0.033578537,
0.011453982,
0.013547576,
-0.025906531,
0.04081832,
0.004322258,
-0.05362301,
0.022043513,
-0.009522473,
-0.051515907,
0.026379278,
0.02724373,
0.004984103,
0.016154438,
-0.007516676,
-0.0133719845,
0.05286661,
-0.019207032,
0.0061389566,
0.010076263,
0.020625273,
0.0094887065,
-0.009353636,
0.022664838,
0.025933545,
0.004984103,
-0.021827402,
-0.02664942,
0.013513808,
0.036036823,
-0.012791181,
-0.041655757,
-0.018801821,
-0.0024633491,
-0.012561562,
-0.06251065,
-0.0187613,
-0.074234776,
-0.033686597,
0.013952788,
0.0021898313,
-0.032227833,
0.02531222,
0.0060410304,
0.047274694,
0.030417887,
0.06861584,
-0.012001018,
0.073640466,
0.0062942877,
0.016532635,
-0.016411072,
0.013054568,
-0.006392214,
-0.03201172,
-0.00788812,
0.008961931,
0.087255575,
-0.020436173,
-0.058188394,
0.03687426,
0.013885252,
0.019463666,
-0.012244145,
0.053136755,
0.02976955,
-0.03187665,
-0.023475261,
0.025838995,
0.015046859,
0.06996655,
-0.000018519439,
-0.0066893687,
-0.016627185,
0.0031235064,
-0.010967729,
0.074018665,
-0.010407186,
-0.023866966,
0.021260105,
-0.04141263,
-0.04100742,
0.036063835,
-0.026892547,
-0.05829645,
0.056621574,
0.029391352,
0.030282818,
0.06910209,
0.0005200216,
-0.011791659,
0.075963676,
-0.0067400206,
-0.03673919,
0.00836762,
0.009887164,
0.02655487,
0.018045425,
0.014425535,
0.01935561,
-0.034848202,
-0.03908942,
-0.007901628,
-0.013702908,
-0.07844897,
0.023502275,
-0.0026997225,
-0.008178522,
0.009292854,
-0.022030007,
-0.03049893,
-0.024380235,
-0.073046155,
0.008529705,
-0.004673441,
0.018410116,
-0.022624318,
0.0049773497,
0.00001584177,
-0.018139975,
0.2088731,
0.071263224,
0.023475261,
0.026014589,
0.043492716,
0.06553623,
0.011386448,
-0.031741578,
-0.0102586085,
0.009779108,
0.007334331,
-0.021827402,
0.030336846,
-0.012872224,
0.003471313,
-0.018788313,
0.002198273,
0.04049415,
0.018950399,
-0.048139144,
-0.010521996,
0.038278993,
-0.01583027,
-0.005058392,
0.027365293,
-0.001786308,
0.022070527,
-0.03989984,
0.011919976,
-0.022934979,
0.024988052,
-0.025811981,
0.024339713,
-0.031984705,
-0.007287056,
0.02046319,
-0.011433722,
-0.03633398,
-0.029904619,
-0.037387528,
-0.0019770951,
0.01843713,
-0.004957089,
-0.03792781,
-0.0039676973,
0.037252456,
0.0052981423,
0.022502754,
0.04673441,
-0.043627787,
0.059377015,
-0.03160651,
0.05624338,
-0.010636806,
0.004318881,
-0.017775284,
-0.0068750908,
-0.023137584,
0.037225444,
0.05429836,
0.05040833,
0.014506577,
0.038441077,
0.04989506,
-0.003788729,
-0.02251626,
-0.014114873,
-0.02651435,
-0.02925628,
-0.0013836289,
0.024596347,
-0.0075707044,
-0.039872825,
0.0411695,
0.028607942,
0.0104342,
-0.021516738,
0.04746379,
-0.015884297,
0.014844254,
0.003373387,
-0.024515305,
-0.007563951,
-0.011994265,
0.013561083,
0.020976456,
-0.04049415,
-0.009617023,
-0.038008854,
0.012824949,
-0.017397087,
0.01426345,
0.017991398,
-0.034064792,
0.022651331
] | While gradient checkpointing may improve memory efficiency, it slows training by approximately 20%. |
[
0.06617356,
0.023923395,
-0.02923004,
-0.010337806,
-0.03291279,
-0.029128546,
0.023937894,
0.0047049345,
0.0058322335,
0.06379572,
0.04680286,
0.0074597495,
0.024517855,
-0.042569146,
0.04891972,
0.022763472,
0.016151916,
-0.023198444,
-0.07829475,
0.02920104,
-0.006901537,
0.02099459,
-0.056865185,
-0.015412466,
-0.043555077,
-0.0115339765,
-0.0033456506,
-0.02041463,
0.08189051,
-0.012164684,
-0.04891972,
0.0032876544,
-0.012708398,
-0.02445986,
-0.01519498,
-0.035087645,
0.01206319,
-0.02489483,
-0.049093705,
-0.01834127,
0.0054443846,
-0.018312272,
0.044019047,
-0.034826662,
-0.048513744,
-0.025373297,
0.024532354,
-0.05724216,
-0.020327637,
-0.06327376,
0.013056374,
-0.0010475547,
-0.019080719,
-0.036247566,
0.0015504897,
-0.002595326,
0.010258062,
-0.017297339,
-0.012614153,
0.0033184648,
0.08989397,
0.028302101,
-0.0055495026,
-0.058924045,
0.03415971,
0.041641206,
-0.04303311,
-0.0118529545,
-0.028490588,
-0.013795825,
-0.08183251,
-0.020255141,
0.008358689,
-0.0041394723,
-0.022140015,
-0.010765527,
0.03531963,
-0.043932054,
-0.028447092,
0.0032550315,
0.03189786,
0.04535296,
-0.03189786,
-0.020023156,
-0.043178104,
-0.011468731,
0.029331531,
-0.06582558,
0.0074887476,
-0.058779057,
-0.0283166,
0.04497598,
0.014687515,
0.018370267,
0.0004775617,
0.041844193,
-0.026649212,
0.049702667,
0.012469163,
-0.008293443,
0.019747674,
0.093199745,
-0.011309241,
0.02160355,
-0.038393423,
-0.00169548,
-0.021067087,
0.009627354,
-0.008750163,
-0.05738715,
0.00603522,
-0.006183835,
-0.015600953,
-0.002968676,
-0.019283706,
0.02759165,
0.003697252,
-0.016920365,
-0.024532354,
0.0036338186,
0.0063143265,
-0.035290632,
0.0071262717,
-0.035957586,
0.022328502,
-0.02489483,
-0.0056836186,
0.03531963,
-0.04546895,
-0.019269207,
-0.01774681,
-0.03038996,
-0.03172387,
0.050282627,
0.0007969934,
0.011012011,
-0.019022724,
0.014861503,
0.018761741,
-0.024039388,
0.0075539933,
0.040481284,
0.0037479985,
0.07145121,
0.013629085,
0.01906622,
-0.00018123785,
-0.045671936,
-0.024256872,
0.012838889,
-0.044715,
0.013324606,
-0.025851766,
0.03813244,
-0.01670288,
-0.045410953,
-0.05187752,
0.033898726,
0.0048426753,
0.013252111,
0.013650835,
0.029462023,
-0.055966243,
0.054487344,
0.021342568,
0.049731664,
-0.02773664,
-0.010004329,
0.0028653704,
-0.045874923,
0.027330667,
0.0000025982145,
-0.004454826,
-0.007648237,
0.020646615,
0.04947068,
0.045526944,
0.0208641,
0.044512015,
0.016876867,
0.009351873,
-0.02282147,
0.010395803,
0.028664576,
0.021096084,
0.015513959,
-0.007111773,
-0.003784246,
-0.017500326,
0.05353041,
-0.007213266,
0.026924694,
-0.038538415,
0.0131868655,
-0.004114099,
-0.004349708,
-0.02995499,
-0.0025373297,
0.0021241074,
-0.08983597,
-0.02592426,
0.016151916,
-0.0077134822,
0.0072821365,
0.0015441464,
0.022647481,
-0.017703312,
0.028287603,
0.0050637852,
0.0052268994,
0.049528677,
0.015296474,
-0.0402203,
-0.010707531,
0.05498031,
0.01771781,
-0.014977495,
-0.0065753087,
-0.0036048207,
0.015557456,
0.043903053,
-0.017195847,
0.029694008,
0.0021186704,
-0.028041119,
-0.020197146,
0.007872972,
0.016166415,
0.0007929155,
0.057358153,
-0.007093649,
0.06489765,
0.03186886,
0.010272561,
-0.011135253,
0.015383468,
0.013998811,
0.044599008,
-0.014462779,
0.018718245,
-0.003361962,
0.024706343,
0.015093488,
0.014593271,
0.030070983,
-0.014085805,
-0.019457694,
0.010685783,
-0.039408356,
-0.007648237,
-0.025083316,
-0.008547177,
-0.005426261,
-0.041235235,
-0.049876653,
0.007590241,
0.009881087,
0.0077134822,
-0.010859772,
-0.022241509,
-0.0009351873,
0.028490588,
0.0020153648,
0.0023343433,
0.041786198,
0.058547072,
-0.023473926,
0.010548042,
0.02190803,
0.0018513445,
-0.010345056,
-0.03845142,
-0.036885526,
-0.027504655,
0.016760875,
-0.01610842,
-0.0012369483,
-0.025561785,
-0.02622874,
-0.028969057,
0.03471067,
-0.028302101,
-0.02263298,
0.03607358,
0.0477018,
0.022386499,
-0.04306211,
0.003233283,
0.005172528,
0.061127897,
-0.035087645,
-0.0387704,
0.010830773,
-0.014267043,
0.07261113,
0.0076119895,
0.047295827,
-0.025532788,
-0.039524347,
-0.046280894,
-0.01654339,
-0.015252977,
0.024677344,
0.014839754,
-0.009569358,
0.03395672,
-0.006513688,
-0.017964294,
0.034304697,
0.03218784,
-0.043555077,
-0.0026170744,
0.007068276,
0.027098682,
-0.03920537,
0.051297557,
0.027287168,
-0.033608746,
-0.0057017426,
-0.010816274,
0.00469406,
-0.035638608,
-0.021705044,
-0.04312011,
-0.038219437,
0.053385418,
-0.014861503,
-0.07185718,
0.03491366,
-0.054922316,
-0.020893099,
-0.0118892025,
-0.008699416,
0.033289768,
-0.02981,
0.019414198,
-0.04036529,
0.016760875,
0.004766555,
0.00090256444,
0.047498815,
-0.047237832,
0.044135038,
0.043323092,
-0.0037443738,
-0.04561394,
0.030824931,
-0.033463754,
-0.017413331,
-0.03366674,
-0.009525861,
-0.0027602522,
0.041235235,
0.004889797,
0.008779161,
0.0070320284,
-0.057068173,
0.033724736,
0.0071588946,
0.00648469,
0.011744212,
0.019298205,
0.027171178,
0.019428696,
-0.029157544,
0.029781003,
0.025228307,
0.026156245,
0.035667606,
-0.049441684,
0.03647955,
-0.03819044,
-0.050311625,
0.02012465,
0.010033327,
0.0070537766,
0.054371353,
0.007466999,
0.030447958,
-0.020342136,
-0.015368969,
0.03378273,
0.053327423,
0.0069667827,
-0.010548042,
0.018602252,
0.008003463,
-0.0029143044,
-0.006517313,
0.03221684,
0.02250249,
-0.0065753087,
0.0068471655,
-0.021009091,
-0.015383468,
-0.07417703,
0.05843108,
0.060257956,
0.026634714,
-0.014825256,
0.049267694,
-0.045294963,
0.020211644,
0.050166633,
0.019762173,
-0.03917637,
-0.03323177,
0.03326077,
0.018370267,
0.012461914,
-0.013969813,
0.0007059214,
-0.048977714,
0.015760442,
0.006539061,
0.01921121,
-0.029505521,
-0.028954558,
-0.040162306,
0.037755467,
-0.018732743,
-0.031404894,
-0.033753734,
0.040597275,
0.03398572,
-0.025648778,
-0.021719543,
-0.0969115,
0.020095652,
-0.005980849,
0.0069994056,
-0.019791173,
-0.028548585,
-0.0037914957,
-0.056691196,
0.013426099,
-0.0048535494,
-0.0036664414,
-0.04129323,
-0.02981,
-0.028055618,
-0.018950228,
0.033434756,
0.011388985,
-0.020646615,
0.023821902,
0.0054661334,
-0.019907163,
0.021357067,
0.0062817037,
0.056314223,
-0.033463754,
0.022111017,
-0.023720408,
0.040887255,
-0.01906622,
-0.0046106908,
0.0013710642,
0.005843108,
0.016572388,
-0.015542957,
-0.0133826025,
0.014781758,
-0.047063842,
-0.0066731772,
0.005085534,
0.012128436,
-0.026127247,
0.06947934,
0.037175506,
-0.028403595,
0.036044583,
0.020458128,
-0.005052911,
-0.020588618,
-0.030795934,
0.040916257,
0.01625341,
0.002318032,
0.00020287311,
-0.02608375,
0.041032247,
0.02263298,
0.043004114,
0.0030828556,
-0.02936053,
-0.022792472,
0.0125996545,
-0.027693141,
0.027939625,
-0.010700282,
-0.062287822,
0.011454231,
-0.017152349,
-0.0055350037,
0.0054153865,
-0.03386973,
0.02593876,
0.018573254,
0.0027964998,
0.0005582126,
-0.032129843,
-0.020632116,
0.046309892,
-0.06344774,
-0.015020993,
-0.026040252,
0.00849643,
0.021864533,
0.049731664,
-0.07330708,
-0.012563407,
-0.00092703156,
0.016920365,
0.04738282,
-0.024575852,
-0.0073256334,
-0.036450554,
-0.03531963,
0.03685653,
-0.022937462,
-0.061301887,
-0.034826662,
0.0064774402,
0.03175287,
0.018370267,
-0.011099005,
-0.037320495,
0.002035301,
-0.06124389,
0.057358153,
0.011055509,
-0.0017978793,
-0.01431054,
-0.007793227,
-0.0022183512,
0.039089378,
0.03668254,
-0.0035123893,
0.023009956,
-0.05779312,
0.018254275,
-0.054487344,
-0.0038821145,
-0.0283311,
-0.051471546,
0.00018135112,
0.00028250448,
0.031027919,
0.008815409,
0.0055060056,
0.05306644,
0.01819628,
0.021429563,
-0.037581477,
-0.034594677,
-0.013070873,
0.025083316,
0.027838131,
-0.021734042,
-0.032013852,
0.048107773,
-0.05674919,
0.06298377,
0.02190803,
-0.009757846,
-0.008104956,
-0.008837157,
0.017369835,
-0.03650855,
0.011149752,
-0.009475114,
0.03024497,
0.027388662,
0.007017529,
-0.010272561,
0.024909329,
-0.020965593,
-0.07539494,
0.032274835,
-0.0027511904,
-0.02653322,
-0.021589052,
0.0238509,
0.039901324,
-0.035754602,
0.046309892,
0.07475699,
0.022343,
0.013012877,
0.0071371463,
-0.02131357,
0.040945254,
0.066115566,
-0.0066586784,
-0.029404027,
-0.039437354,
-0.020313136,
-0.06895737,
-0.04903571,
-0.026750704,
0.02160355,
0.010635036,
-0.016804373,
0.024648346,
-0.042018183,
-0.019892665,
-0.0054661334,
0.030621946,
-0.019718677,
-0.022850467,
-0.0035812596,
0.014680265,
-0.028809568,
-0.0116934655,
-0.07661286,
-0.03320277,
0.010801775,
0.046077907,
0.012527159,
-0.038219437,
-0.015557456,
0.004248215,
-0.022444494,
-0.029302534,
0.0015957992,
0.038625408,
-0.0019791173,
0.015223979,
-0.008119456,
0.0011372674,
0.0029994862,
0.018819738,
0.016499894,
-0.014513526,
0.013672583,
0.0536754,
-0.018457262,
-0.04306211,
-0.026127247,
0.029099548,
-0.0017398832,
-0.0033963972,
0.0013393477,
0.009997079,
-0.013730579,
-0.005607499,
0.043845057,
-0.020951094,
-0.04245315,
0.012541658,
-0.004755681,
0.03471067,
0.006216458,
-0.0015840187,
-0.014252543,
-0.054313354,
-0.04143822,
-0.012780893,
0.027374163,
-0.018689247,
0.0122444285,
0.013752327,
0.028287603,
0.034014717,
0.01731184,
-0.039727334,
-0.0342467,
-0.022285005,
-0.07487298,
0.02936053,
0.02070461,
-0.014216296,
-0.0018939354,
0.027635146,
0.018370267,
-0.06930535,
0.022299504,
0.014977495,
-0.032709807,
-0.033927724,
-0.02757715,
0.033144776,
-0.064839646,
-0.025213808,
-0.007380005,
-0.020052155,
-0.014230795,
0.047498815,
0.014114803,
0.03456568,
-0.004110474,
0.036914524,
0.014274293,
-0.00084003736,
-0.041612208,
0.0060750926,
-0.041264232,
-0.017804805,
-0.017964294,
0.046280894,
0.0036483177,
-0.016296906,
0.016760875,
0.03175287,
-0.025735773,
-0.032970786,
0.006093216,
0.041032247,
0.004204718,
-0.020458128,
0.013223113,
0.018877733,
-0.022227008,
0.0053573907,
-0.024764339,
-0.03456568,
-0.020791605,
0.03755248,
0.019254709,
0.04755681,
0.06686951,
0.018413765,
0.031781867,
0.04639689,
0.0133826025,
0.025837267,
0.020603118,
0.047324825,
-0.02712768,
-0.035261635,
0.017166847,
0.011838456,
-0.031404894,
0.014665766,
0.0024322118,
0.013875569,
-0.0032604688,
-0.0084384335,
0.0039183623,
0.06570959,
0.021690546,
-0.01877624,
-0.041061245,
-0.029491022,
-0.046251897,
0.012679399,
-0.05703917,
-0.037378494,
-0.011280243,
-0.04639689,
-0.014085805,
0.011570224,
-0.022980958,
-0.029694008,
-0.013571089,
0.015760442,
-0.060721926,
0.007938217,
-0.007394504,
0.034362696,
-0.018703746,
-0.029447524,
0.01073653,
0.03471067,
-0.024256872,
-0.050311625,
0.041496217,
0.0048535494,
0.004559944,
-0.043787062,
-0.030128978,
-0.02712768,
-0.009344623,
0.0044077043,
-0.021821035,
0.0047593056,
-0.03326077,
0.00059264776,
-0.002356092,
0.004621565,
-0.034797665,
0.05199351,
0.017935297,
-0.008735664,
0.009373621,
0.014383035,
0.04265614,
-0.050717596,
0.024068385,
0.014890501,
0.05651721,
-0.017210346,
0.0066731772,
0.023865398,
0.0044910735,
0.03462368,
0.020965593,
0.01147598,
0.032593813,
0.032651808,
-0.006539061,
-0.00037901363,
0.0432361,
0.0051652784,
-0.038103443,
-0.018819738,
-0.0013393477,
-0.012287926,
0.018790739,
-0.009228631,
0.023705909,
-0.028983556,
0.0043750815,
-0.023879899,
-0.02577927,
0.033608746,
0.0040633525,
-0.030679941,
-0.002816436,
0.006176586,
0.024256872,
0.01237492,
0.020342136,
-0.0010928642,
0.037030514,
0.061417878,
0.023821902,
0.00015382562,
0.014933998,
0.0096781,
-0.013745078,
0.028534086,
0.019573687,
-0.006154837,
-0.048977714,
-0.04485999,
0.0012025131,
0.04396105,
-0.029621512,
-0.023125948,
0.022835968,
-0.0312599,
-0.012933132,
-0.03993032,
-0.006767421,
-0.039872326,
-0.013063624,
0.054748327,
-0.0066514285,
-0.02132807,
0.034362696,
-0.019051721,
0.011345489,
0.031404894,
0.015919931,
0.0022455368,
0.06298377,
0.055038307,
0.025431294,
0.0019573686,
0.011584722,
-0.0095403595,
-0.006854415,
0.03386973,
0.047179833,
-0.013027376,
0.0062962025,
-0.028998055,
-0.0031644127,
0.029723005,
-0.0066985507,
-0.007401753,
-0.023024455,
-0.02277797,
-0.020980092,
-0.050514612,
0.07585891,
-0.013491345,
0.020762607,
-0.031056916,
-0.02176304,
-0.0029324281,
-0.040510282,
-0.020356635,
0.040974252,
-0.005531379,
-0.019950662,
-0.020588618,
-0.08119455,
-0.016630385,
0.010758278,
-0.018761741,
-0.02638823,
0.052863453,
0.028954558,
0.037610475,
0.010062325,
0.01386107,
-0.04274313,
0.049238697,
0.03186886,
0.029983988,
0.06031595,
0.044483017,
0.019138716,
-0.012911384,
0.021400563,
-0.014890501,
-0.013331856,
-0.021937028,
-0.0059083537,
-0.02489483,
0.010359555,
-0.057851117,
-0.029607013,
0.053704396,
-0.028505087,
0.035290632,
-0.02205302,
-0.03415971,
-0.039437354,
0.04497598,
-0.021067087,
0.015919931,
0.000034491826,
-0.013991561,
-0.0015051803,
-0.023966892,
0.24961525,
0.0626938,
0.02788163,
0.0024050262,
0.029925993,
0.039901324,
0.018428264,
0.008510929,
0.018660247,
-0.048977714,
0.010040577,
-0.007880221,
0.00059128844,
0.016180914,
0.021284573,
0.047875788,
-0.032999787,
0.009765095,
-0.020806104,
0.00042115143,
-0.0029632386,
0.017906299,
-0.018442763,
0.054371353,
0.0010375866,
-0.013368103,
0.0067130495,
-0.04978966,
0.013839321,
-0.046251897,
0.0268377,
-0.03038996,
-0.010272561,
-0.05962,
0.011142503,
0.044541012,
0.034217704,
-0.023763906,
-0.04503398,
-0.010200066,
-0.023212943,
-0.047585808,
-0.007122647,
0.0033782735,
0.02131357,
0.03755248,
-0.024358366,
0.022908462,
0.029896993,
-0.035725605,
0.071625195,
-0.044338025,
-0.038393423,
0.0141583,
-0.03442069,
-0.011519477,
-0.026011255,
-0.040017314,
0.0061222143,
0.0046034413,
0.049354687,
-0.009786843,
-0.0064774402,
0.02756265,
0.03146289,
0.020791605,
-0.02548929,
0.015252977,
-0.00064112886,
-0.024865832,
0.010185567,
0.0068145427,
0.0009814029,
-0.02427137,
0.057561137,
0.0093808705,
0.02667821,
0.0013094434,
0.0010693033,
-0.041235235,
-0.01058429,
-0.0061729606,
-0.009409869,
-0.010511795,
0.013295608,
0.006716674,
-0.02759165,
-0.032303832,
0.0042844624,
0.03917637,
-0.016905867,
0.049876653,
-0.0015749568,
-0.01593443,
0.025982257
] | Methods and tools for efficient training on a single GPU
This guide demonstrates practical techniques that you can use to increase the efficiency of your model's training by
optimizing memory utilization, speeding up the training, or both. If you'd like to understand how GPU is utilized during
training, please refer to the Model training anatomy conceptual guide first. This guide
focuses on practical techniques. |
[
0.031666115,
0.022145776,
0.005082397,
0.035210613,
-0.040307656,
-0.005349699,
-0.0025540143,
0.017663892,
-0.0083486065,
0.03477121,
0.05337249,
-0.009447107,
0.05205429,
-0.04224102,
-0.009198113,
0.04060059,
0.022277595,
-0.045697633,
-0.058264483,
0.013914343,
-0.014712587,
-0.015554771,
-0.06825352,
-0.007586979,
-0.02454783,
-0.010743338,
0.009110233,
0.004339078,
0.092156895,
0.008019056,
-0.032955024,
-0.020036655,
-0.0035719585,
-0.0083632525,
-0.037349027,
-0.02445995,
0.020959396,
0.011043595,
-0.027037766,
-0.009622867,
0.0004705245,
-0.024269544,
0.048509795,
-0.05425129,
-0.055247266,
0.012420382,
0.004815095,
-0.049564354,
0.005016487,
-0.048744142,
-0.0058183926,
-0.01337974,
0.004207258,
-0.021135155,
0.0022208025,
0.031021662,
0.019187147,
0.0036067443,
-0.015891645,
-0.0017905564,
0.0392238,
0.032251984,
-0.017429546,
-0.049915876,
0.04224102,
0.057766497,
-0.015305778,
-0.013877727,
-0.016433572,
-0.012954986,
-0.06837069,
-0.015305778,
0.004119378,
0.0029476439,
-0.02965952,
-0.003522526,
0.044496607,
0.016111344,
-0.022380123,
0.030904489,
0.025119051,
0.03245704,
0.008700127,
-0.017868947,
-0.055481613,
-0.060402896,
0.04024907,
-0.038667228,
0.021984663,
-0.041508682,
-0.02662766,
0.046781488,
0.014229247,
0.0035829435,
-0.0054082857,
0.03676316,
-0.006060063,
0.03465404,
0.043354165,
0.0101794405,
-0.00469426,
0.06667168,
0.01002565,
0.010692075,
-0.05117549,
0.019934127,
0.00905897,
0.009139527,
-0.008656186,
-0.016404279,
0.0065983282,
0.018396227,
-0.011490318,
-0.00901503,
-0.02274629,
-0.010809248,
-0.015554771,
0.02151597,
-0.025485218,
-0.015364365,
0.0067850733,
-0.015540125,
-0.0056536174,
-0.027301406,
0.04437943,
-0.05542303,
0.0050201486,
0.015730532,
-0.059436217,
-0.012046892,
0.007843296,
-0.007074345,
-0.03072873,
0.053929064,
0.046957247,
0.023434684,
0.005283789,
0.022380123,
-0.006521433,
-0.016682565,
0.03324796,
-0.0036946244,
-0.008077643,
0.07288186,
-0.05486645,
-0.002737098,
0.020022009,
-0.053401787,
0.0031142498,
0.016814385,
-0.051819943,
0.0068729534,
-0.015086077,
0.009183466,
0.0109703615,
-0.038550057,
-0.047953222,
0.032017637,
-0.0040790997,
0.010736015,
0.03840359,
0.00350971,
-0.050677504,
0.029176181,
-0.028648902,
0.06591005,
-0.037143975,
0.0008838354,
-0.0018912522,
-0.00872942,
0.056008894,
0.01996342,
0.016418925,
-0.005759806,
0.038637936,
0.06075442,
0.052522983,
0.022555884,
0.011541582,
0.0138044935,
-0.012083509,
-0.007835972,
-0.003819121,
0.026115026,
0.017209847,
0.022277595,
-0.018454812,
0.008253403,
0.029351942,
0.017429546,
0.00085774605,
0.028136266,
-0.044672366,
0.045726925,
-0.03222269,
-0.030611556,
-0.014170661,
-0.022936696,
-0.015730532,
-0.055774547,
-0.0073489705,
0.036704574,
-0.019421494,
0.007696829,
-0.008399869,
0.016814385,
-0.010062267,
0.052903797,
-0.006891262,
0.0025833077,
0.0476017,
0.017488133,
-0.021091215,
0.020139182,
0.015027491,
0.011160769,
-0.0266716,
0.0010627995,
0.012281239,
0.03274997,
0.029791342,
-0.028722133,
0.012471646,
-0.041830912,
0.03169541,
-0.027945861,
0.011212031,
0.004426958,
0.030465089,
0.002967783,
-0.0150128445,
0.060402896,
-0.013811816,
0.058352362,
-0.012361796,
-0.022013957,
0.03245704,
0.012720639,
-0.02882466,
0.01965584,
-0.017605307,
0.016257811,
0.007565009,
0.016243165,
-0.012295886,
0.006045416,
-0.024489244,
-0.025148345,
-0.025587745,
0.04514106,
-0.033072196,
0.028224148,
-0.02384479,
0.00052956893,
-0.057854377,
0.018088646,
-0.020373529,
-0.0073453085,
-0.023610443,
-0.033833824,
-0.0061149877,
0.04224102,
-0.032164104,
-0.029044362,
0.023376096,
0.052376516,
-0.0019626548,
0.042475365,
0.033951,
-0.01316004,
-0.01899674,
-0.042680416,
-0.016829032,
-0.02340539,
0.012896399,
-0.0047894632,
0.0043903417,
-0.025104405,
-0.011285265,
0.013987577,
0.0066752234,
-0.0030520014,
-0.0006970903,
0.030201448,
0.029161535,
0.04209455,
-0.0073709404,
0.040922817,
-0.01855734,
0.04024907,
-0.016594686,
-0.015876997,
-0.029996395,
-0.020827575,
0.0568584,
-0.0021420766,
0.048480503,
-0.0031691748,
-0.023127103,
-0.008231433,
0.0074441736,
-0.01412672,
0.01969978,
-0.009762011,
-0.007865266,
0.009901154,
-0.016448218,
0.0011927888,
0.029469114,
0.027521107,
-0.02445995,
0.021647789,
-0.0107872775,
0.0656757,
-0.01996342,
0.009088263,
0.008626893,
-0.03421464,
-0.037466202,
-0.042914763,
0.006898585,
-0.047748167,
-0.016023465,
-0.04446731,
-0.020739695,
0.06016855,
0.00019898884,
-0.058938228,
0.033013612,
-0.03178329,
-0.015086077,
0.0038923544,
0.0103771705,
0.03099237,
-0.012874429,
0.011951689,
-0.018923506,
0.0065397415,
-0.01820582,
0.01335777,
0.025441278,
-0.022511942,
0.026993826,
0.057502855,
0.0352692,
-0.021135155,
0.01781036,
-0.05196641,
-0.018498754,
-0.032955024,
0.019084621,
0.012845136,
0.0119883055,
0.004829742,
0.020915456,
-0.014053487,
-0.041157164,
0.033511598,
0.011277942,
0.010648134,
0.02358115,
0.025631685,
0.032339863,
0.027740806,
-0.007799356,
0.0072464435,
0.03778843,
0.010267321,
0.0365874,
-0.048246156,
0.027960507,
-0.021603849,
-0.03699751,
-0.0043793563,
0.009754688,
0.007740769,
0.04443802,
0.0027279437,
0.039077334,
-0.020344235,
-0.037934896,
0.02292205,
0.030347915,
0.011783252,
0.011131475,
0.04215314,
0.0051409835,
0.026949886,
-0.01693156,
-0.007565009,
0.009139527,
0.014998198,
0.007799356,
-0.030406501,
-0.027740806,
-0.057385683,
0.03729044,
0.028385261,
-0.010040297,
-0.0047345385,
0.045521874,
-0.054544225,
0.03562072,
0.031431768,
0.060637243,
-0.047133006,
-0.041889496,
0.03028933,
0.012742609,
0.02715494,
-0.03772984,
-0.0045185,
-0.029688815,
-0.0004636589,
-0.03028933,
-0.0033907057,
-0.036704574,
0.0019187147,
-0.013540853,
0.055071507,
0.019860893,
-0.007297707,
-0.03169541,
0.019099267,
0.06421103,
-0.05682911,
-0.021208389,
-0.06315647,
-0.012288562,
0.026173612,
-0.03403888,
-0.020036655,
-0.015027491,
-0.016023465,
-0.06157463,
0.042299606,
0.030201448,
-0.035855066,
-0.0041596564,
-0.023156397,
-0.03720256,
-0.006320041,
0.01737096,
0.011138798,
-0.004595395,
0.049154248,
0.007967792,
-0.008934474,
0.010384494,
0.00025173975,
0.05615536,
-0.03989755,
0.031548943,
-0.02040282,
0.009864537,
0.016565392,
-0.007407557,
-0.028458495,
0.022760937,
0.051029023,
-0.029527701,
-0.012456999,
0.0063529965,
-0.026818067,
-0.021603849,
0.0011479333,
0.007931176,
-0.029146887,
0.07897489,
-0.0010875158,
0.009659484,
0.0427683,
0.0401026,
-0.017693186,
0.018147234,
-0.010142824,
0.034273226,
0.02040282,
-0.011058241,
0.0025851387,
-0.056419,
0.027521107,
0.0030593248,
-0.017151259,
0.005075074,
-0.060988765,
-0.016946206,
0.00228122,
-0.04941789,
0.028663548,
0.007740769,
-0.041157164,
-0.014295157,
-0.004529485,
-0.015335071,
-0.0048956517,
-0.017605307,
0.019670488,
0.042387486,
0.024533184,
-0.0182937,
-0.019406848,
-0.0077334456,
0.046927955,
-0.06649592,
-0.012684023,
-0.012435029,
-0.03556213,
-0.0068509835,
0.033951,
-0.058967523,
0.0096961,
-0.03245704,
0.029644875,
-0.0030153848,
-0.060930178,
-0.009307964,
-0.036909625,
-0.046927955,
0.05633112,
-0.042123843,
-0.058440242,
-0.03324796,
0.031753995,
0.0025649993,
0.014544151,
-0.011658755,
-0.044877417,
-0.020241708,
-0.04941789,
0.045199648,
0.017927533,
-0.026818067,
-0.046869367,
-0.06924949,
-0.019099267,
0.017839653,
0.014712587,
-0.01318201,
0.020168474,
-0.05407553,
-0.008524366,
-0.05990491,
0.000675578,
-0.030201448,
0.0010298445,
0.025265519,
0.010011004,
0.02371297,
0.0037019476,
0.016990146,
0.01816188,
0.027960507,
0.045375407,
-0.047630996,
-0.034595452,
-0.0073233387,
0.013767877,
0.026290786,
-0.025719564,
-0.045170352,
0.022629116,
-0.039721787,
0.08928615,
-0.0031435431,
-0.013716613,
-0.0029751062,
-0.037143975,
0.015584065,
-0.037934896,
0.011541582,
0.007740769,
0.011900425,
0.03257421,
0.016638625,
-0.00491396,
0.040307656,
-0.017165907,
-0.04443802,
0.01803006,
-0.039780375,
-0.0034987251,
0.023961965,
0.011321882,
0.05483716,
-0.0387844,
0.035415664,
0.091805376,
0.030084275,
0.0011808884,
0.006565373,
-0.017883593,
0.0011314559,
0.006283425,
0.021149803,
-0.030787315,
-0.013343123,
-0.040395536,
-0.04394003,
-0.050413862,
-0.017341666,
0.010904451,
0.011138798,
-0.018484106,
0.020256355,
-0.010589547,
-0.051819943,
-0.038755108,
-0.0105822245,
-0.014273187,
0.0032863482,
-0.0028817337,
0.0066862083,
-0.055335145,
-0.003830106,
-0.05999279,
-0.016418925,
0.016697213,
0.057502855,
-0.015759826,
-0.06825352,
0.02142809,
-0.013072159,
-0.0044232965,
-0.06356658,
0.018044706,
0.01485173,
0.046137035,
-0.014470917,
-0.013679996,
-0.00405713,
-0.0044452664,
-0.0016926066,
0.03579648,
-0.012310532,
0.00016694923,
0.026510486,
-0.010230704,
-0.06497266,
-0.0074368506,
0.024240252,
-0.013701967,
0.00074240344,
-0.029805988,
-0.025411986,
-0.012727963,
-0.02895648,
0.04382286,
0.007198842,
-0.029527701,
0.021091215,
0.03125601,
0.04525823,
-0.011966336,
0.041508682,
0.012369119,
-0.06708178,
-0.04306123,
-0.017473485,
0.032603502,
0.0008888702,
0.02191143,
-0.0048334035,
0.0141999535,
0.008941797,
0.039253093,
-0.024181664,
-0.05911399,
-0.005723189,
-0.052991677,
0.0014079119,
0.031461064,
0.010684751,
-0.005660941,
0.025822092,
-0.00502381,
-0.042739004,
0.020300295,
0.03415605,
-0.044145085,
-0.05621395,
-0.011548905,
0.020637168,
-0.053753305,
-0.043383457,
-0.002169539,
-0.0476017,
-0.018000767,
0.0277701,
0.01838158,
0.037261147,
-0.016243165,
-0.015510831,
-0.010765308,
0.014741881,
-0.018147234,
-0.007378264,
-0.010648134,
-0.0042219046,
-0.03386312,
0.04461378,
0.019201795,
-0.045697633,
-0.00655805,
0.026129672,
0.0077114757,
-0.027433226,
0.006653253,
0.051204786,
0.027799394,
-0.042680416,
0.012727963,
0.022980636,
-0.033775236,
0.0027425904,
-0.03318937,
-0.024723591,
-0.0033760592,
0.043119818,
0.04889061,
0.08389617,
0.014910318,
0.046869367,
0.015320424,
0.025660979,
0.031636823,
0.01401687,
0.016770445,
0.03178329,
-0.03910663,
-0.043998618,
0.06075442,
0.029029714,
-0.0068143667,
0.02807768,
-0.012405735,
0.015598712,
-0.022189716,
0.002028565,
0.03333584,
0.072296,
-0.0030446781,
-0.04971082,
-0.028795367,
0.002546691,
-0.010508991,
0.03345301,
-0.044906713,
-0.030699436,
-0.0054961657,
-0.011966336,
-0.023698324,
0.0054888423,
-0.0148004675,
0.012669376,
0.017619953,
-0.03345301,
0.008546337,
0.00004771613,
0.008092289,
0.036470227,
-0.03099237,
-0.042328898,
-0.021091215,
-0.0101794405,
-0.07264752,
-0.011329205,
0.015144665,
0.03324796,
0.017356312,
-0.0178543,
-0.033833824,
0.003011723,
0.020446762,
0.035327785,
-0.058030136,
0.006422568,
-0.031490356,
0.02191143,
-0.014492887,
-0.039956138,
0.0038117978,
0.041186456,
0.013042866,
0.009703424,
-0.00469426,
0.011973659,
0.042621832,
-0.04889061,
0.035181317,
0.025104405,
0.04042483,
-0.022995284,
0.03729044,
0.021735668,
0.02362509,
0.016990146,
0.025719564,
-0.012515586,
0.015569418,
0.016550746,
-0.042328898,
-0.0010188594,
-0.001428051,
-0.011688048,
-0.055305853,
0.0028213162,
-0.0052544954,
-0.011446378,
-0.029044362,
0.0075723324,
-0.0012266592,
-0.034976266,
-0.0014445286,
-0.00945443,
-0.008678156,
0.011065565,
-0.0037001169,
-0.051146198,
0.01899674,
0.008846593,
0.00958625,
-0.0077554155,
0.016638625,
-0.03474192,
0.051556304,
0.043969326,
0.017781066,
0.026847359,
-0.0068949233,
0.04593198,
0.013899697,
0.015291131,
-0.0016193732,
-0.008377899,
-0.04019048,
-0.029879222,
0.032779265,
0.044672366,
-0.016096698,
-0.023976611,
-0.019157853,
-0.02759434,
-0.013921667,
-0.041860204,
-0.00855366,
-0.08372041,
-0.016682565,
0.04534611,
-0.0093738735,
-0.0467229,
0.025734212,
0.0014765682,
0.008546337,
0.053313904,
0.028897895,
-0.012896399,
0.094734706,
0.041801617,
0.020637168,
0.032076225,
0.0057158656,
-0.028766073,
0.011417085,
-0.003066648,
0.03939956,
-0.027389286,
-0.013936314,
-0.021838196,
-0.00023526225,
0.002599785,
0.00682169,
-0.04227031,
0.024943292,
0.0034584466,
-0.048509795,
-0.04288547,
0.10557325,
0.015730532,
-0.0038960162,
-0.038139947,
-0.026261492,
-0.020695755,
-0.005100705,
-0.018000767,
0.044115793,
-0.020183122,
-0.04373498,
-0.0089710895,
-0.052435104,
-0.0023910701,
0.012640082,
-0.03362877,
-0.038755108,
0.07212024,
0.046312794,
0.038755108,
0.032369155,
0.0052215406,
-0.015188605,
0.06280495,
0.026481193,
0.037143975,
0.03108025,
0.05064821,
0.026656952,
0.011768606,
0.03477121,
-0.010325908,
-0.010362525,
-0.0075430386,
0.011731989,
0.0064408765,
-0.032808557,
-0.013167363,
-0.03764196,
0.055042215,
-0.02671554,
-0.0019535006,
-0.05205429,
-0.006631283,
-0.05571596,
-0.002147569,
-0.02252659,
-0.020300295,
-0.018103294,
-0.020300295,
-0.013848433,
-0.038462173,
0.25543806,
0.055217974,
0.034507573,
0.0063053947,
0.025939265,
0.06075442,
0.03644093,
-0.03945815,
-0.00445259,
-0.029674169,
0.014763851,
-0.061867565,
0.02322963,
-0.0007707814,
0.011050918,
0.029381234,
-0.030699436,
-0.011907749,
0.009183466,
-0.030172154,
-0.009762011,
0.019318968,
0.018440166,
0.013914343,
0.029571641,
-0.0027499136,
0.006543403,
-0.051321957,
0.017429546,
-0.016711859,
0.011358499,
-0.021091215,
0.00930064,
-0.039340977,
-0.0011543413,
0.05562808,
-0.016287105,
-0.053782597,
-0.015422951,
-0.039077334,
0.021735668,
-0.014273187,
-0.009820597,
-0.0018390734,
-0.014090104,
0.026744833,
-0.004840727,
0.038755108,
0.042651124,
-0.058264483,
0.05659476,
-0.056887694,
-0.019436141,
0.026085733,
-0.05940692,
-0.025646333,
-0.03644093,
-0.031431768,
0.020227062,
0.04200667,
0.04933001,
-0.0057195276,
-0.011959012,
0.017209847,
0.013760554,
0.002967783,
-0.022511942,
0.013921667,
-0.018352287,
-0.014815114,
0.021662436,
-0.01706338,
0.00047967868,
0.003928971,
0.025294812,
0.03037721,
0.00978398,
0.020754341,
0.0030501706,
-0.03761267,
0.005858671,
-0.0016651441,
-0.01776642,
-0.017488133,
0.00021958574,
0.023346804,
-0.055305853,
-0.0028487789,
-0.026056439,
0.008282696,
0.014727234,
0.040454123,
-0.008919827,
-0.04200667,
0.0015433936
] |
Maximizing the throughput (samples/second) leads to lower training cost. This is generally achieved by utilizing the GPU
as much as possible and thus filling GPU memory to its limit. If the desired batch size exceeds the limits of the GPU memory,
the memory optimization techniques, such as gradient accumulation, can help.
However, if the preferred batch size fits into memory, there's no reason to apply memory-optimizing techniques because they can
slow down the training. Just because one can use a large batch size, does not necessarily mean they should. As part of
hyperparameter tuning, you should determine which batch size yields the best results and then optimize resources accordingly.
The methods and tools covered in this guide can be classified based on the effect they have on the training process:
| Method/tool | Improves training speed | Optimizes memory utilization |
|:-----------------------------------------------------------|:------------------------|:-----------------------------|
| Batch size choice | Yes | Yes |
| Gradient accumulation | No | Yes |
| Gradient checkpointing | No | Yes |
| Mixed precision training | Yes | (No) |
| Optimizer choice | Yes | Yes |
| Data preloading | Yes | No |
| DeepSpeed Zero | No | Yes |
| torch.compile | Yes | No |
| Parameter-Efficient Fine Tuning (PEFT) | No | Yes | |
[
-0.0042720824,
-0.029516205,
-0.033185642,
0.027427036,
-0.018440932,
0.016177665,
-0.00046453872,
0.010432452,
-0.0048948154,
0.07638858,
0.006565481,
-0.010954744,
0.019766752,
-0.05297918,
0.009883376,
0.0007227553,
0.025391435,
0.010814127,
-0.021213097,
-0.0104793245,
0.015976785,
0.013097481,
-0.088602185,
-0.025726238,
0.012695718,
-0.025833376,
0.02407901,
-0.014383123,
0.046792023,
0.03977456,
-0.009742758,
-0.002869259,
-0.011015008,
-0.03666759,
-0.027855584,
-0.008169185,
0.008758439,
0.014918808,
-0.018333795,
-0.0051358733,
0.031551804,
-0.025592318,
0.022271074,
-0.021440765,
-0.054720152,
-0.012648846,
-0.007827687,
-0.0053032744,
-0.008544165,
-0.028043073,
0.027319899,
0.021574685,
0.021213097,
-0.019298026,
-0.052523848,
-0.0049249474,
-0.0115105165,
0.0021711953,
-0.019097146,
-0.033132073,
0.015923215,
-0.012755983,
-0.006083365,
0.0047910265,
0.019914065,
0.03222141,
-0.0031722556,
-0.0010169632,
-0.002733664,
0.019472124,
-0.05838959,
0.00087885704,
-0.052175652,
-0.043256506,
-0.016552646,
0.036506884,
-0.019030185,
0.026677078,
-0.05129177,
0.006388035,
-0.015092906,
0.03540873,
0.033158857,
-0.00015170747,
0.0020138382,
0.0023787732,
0.013834047,
-0.017650798,
-0.00082738115,
-0.025645886,
-0.030587574,
0.0033882032,
0.02027565,
-0.006324423,
0.0033245906,
0.059568096,
-0.016485684,
0.029650126,
-0.009756151,
-0.05038111,
0.030400084,
0.060103778,
-0.012528317,
0.03527481,
0.0048780753,
0.03125718,
-0.026918136,
0.010546285,
-0.037149705,
-0.012414483,
0.0052697943,
-0.013271579,
0.0051727016,
0.022565702,
0.009006192,
0.036453318,
-0.020449748,
0.0028190387,
-0.01220021,
-0.0103253145,
0.0303733,
-0.04529211,
0.009126721,
-0.04555995,
0.027252939,
-0.036024768,
0.022833543,
0.041890513,
-0.025712846,
-0.014008145,
-0.018775735,
-0.019204283,
0.026476197,
0.027614526,
-0.024480773,
-0.018387364,
-0.03939958,
0.014771495,
-0.022271074,
-0.01740974,
0.0080821365,
-0.04047095,
-0.004941688,
0.050354324,
-0.019592654,
0.010914568,
0.047193788,
-0.054800503,
-0.013110873,
0.025177162,
-0.023114778,
0.017744543,
-0.016699959,
0.002117627,
-0.03519446,
-0.029944753,
0.0065219565,
0.019043578,
0.0019334855,
0.007084425,
0.00012230761,
-0.0048111146,
0.007345571,
0.0215479,
0.01817309,
0.06797834,
-0.015829472,
-0.043577917,
-0.005976228,
0.021695213,
0.04633669,
0.016284803,
0.034069523,
0.015923215,
0.05844316,
0.022565702,
0.033828463,
-0.00044193954,
-0.011597565,
0.05865743,
-0.015615198,
0.0030634445,
0.0059360517,
0.03412309,
0.027052058,
-0.02738686,
-0.007666982,
-0.037980016,
0.005959488,
-0.0011349812,
0.0046771937,
0.034471285,
-0.06358573,
0.0500597,
-0.033346348,
0.027293116,
-0.035997987,
0.04561352,
-0.02573963,
-0.04746163,
-0.0050689126,
0.041756593,
-0.045988496,
0.022512132,
-0.010097649,
0.04866692,
0.029462637,
0.049041897,
0.046497397,
-0.021641646,
0.031230396,
-0.016726742,
0.0005670721,
-0.0025696107,
0.004318955,
-0.00772055,
-0.019472124,
0.045586735,
-0.043952897,
-0.014771495,
0.03690865,
0.037203275,
0.040631656,
0.007740638,
-0.0064315596,
-0.008283018,
-0.01982032,
-0.0016966127,
0.0075531485,
-0.0013902682,
-0.0062842467,
0.055764735,
-0.038997818,
0.08029908,
0.007459404,
-0.012059593,
0.03267674,
0.029998321,
0.0022230898,
0.0126622375,
-0.030346517,
0.025257515,
-0.012494836,
0.030828632,
0.00943474,
-0.021748783,
-0.0033396569,
0.0080218725,
-0.032248195,
0.06958539,
-0.043711837,
0.030319732,
-0.031658944,
-0.03982813,
-0.038917463,
-0.023329051,
-0.037390765,
-0.010760559,
-0.036024768,
-0.007894647,
0.041167337,
0.018990008,
-0.043069016,
-0.025364652,
0.057532493,
0.05097036,
-0.015253611,
0.02122649,
0.014851848,
-0.02611461,
-0.034069523,
-0.015708942,
-0.03125718,
-0.0021494334,
-0.049256172,
-0.016432116,
0.059139546,
0.004345739,
0.050273973,
0.002614809,
-0.0019820319,
-0.019579262,
-0.015052729,
0.051506046,
0.020824727,
0.03248925,
-0.03208749,
0.007111209,
-0.030159026,
0.03500697,
-0.052523848,
-0.0030349863,
0.029301932,
-0.015025944,
0.03939958,
0.0012889904,
-0.013365324,
-0.06251436,
-0.012220298,
-0.0029378936,
-0.03634618,
0.0056682094,
0.004369175,
-0.0035857367,
-0.033828463,
-0.010566372,
0.009079849,
-0.037471116,
0.055764735,
0.05592544,
-0.008530772,
0.01467775,
0.03639975,
0.039667424,
-0.026128002,
0.06835332,
0.04770269,
-0.025391435,
-0.07033535,
-0.020114945,
-0.014396516,
0.008216058,
-0.019110538,
-0.013485853,
-0.037256844,
0.036212258,
-0.047354493,
-0.024748614,
0.03522124,
-0.05222922,
-0.014383123,
0.008905752,
-0.036747944,
0.05731822,
-0.011684614,
0.019431949,
-0.014704534,
-0.019726574,
0.019873887,
0.017958816,
0.024266498,
-0.027668094,
0.019873887,
0.03267674,
0.028632326,
-0.006351207,
0.028739464,
-0.078102775,
0.020088162,
-0.010948048,
0.020195298,
0.0205301,
-0.019284636,
0.02567267,
0.0020741026,
0.051800672,
-0.004857987,
0.027252939,
-0.010887783,
0.044301093,
0.040176325,
-0.0055275923,
0.022338035,
-0.01474471,
-0.022994248,
-0.022190722,
0.012514925,
0.017168682,
0.057425357,
-0.01080743,
0.025953904,
-0.0035656486,
-0.003990848,
-0.0045298804,
0.0053936713,
0.008524076,
0.0074527077,
0.02553875,
0.031658944,
-0.033373132,
-0.03540873,
0.010626637,
0.061550125,
0.04068522,
0.03814072,
0.05356843,
-0.020289043,
0.0319,
-0.022913896,
-0.015909825,
-0.021762175,
-0.02115953,
-0.012334131,
-0.0106601175,
0.009923552,
-0.023329051,
0.033560622,
0.050541814,
0.057211082,
0.013499244,
0.049363308,
-0.0059293555,
0.013927792,
0.019498909,
-0.017168682,
-0.0658356,
-0.053648785,
0.067764066,
-0.025150377,
0.005818871,
-0.018856088,
0.01461079,
-0.033453483,
0.020235475,
0.00067881244,
0.0030249422,
-0.00924725,
0.006247418,
0.03101612,
0.033265997,
-0.0070308563,
-0.07928128,
-0.012729199,
-0.008885663,
0.04092628,
-0.044006467,
0.00775403,
-0.018106129,
-0.0031387752,
0.03278388,
-0.0010403993,
-0.029194795,
-0.05185424,
-0.033882033,
-0.041381612,
0.04593493,
0.059943072,
-0.03157859,
-0.01690084,
-0.028096642,
-0.04542603,
-0.018668598,
-0.014851848,
-0.04510462,
-0.018695382,
-0.0049986043,
-0.015548237,
0.024387028,
-0.030185811,
0.03819429,
-0.005484068,
-0.03741755,
0.06567489,
-0.054291606,
-0.020570278,
-0.028605541,
-0.027614526,
0.025311083,
0.053273804,
0.006354555,
-0.0052697943,
-0.015521453,
0.0430958,
-0.027293116,
-0.02548518,
0.03195357,
0.003990848,
0.008952624,
0.03773896,
0.009066457,
-0.003599129,
0.02643602,
-0.013586293,
-0.036560453,
0.02319513,
-0.004596841,
0.0070040724,
-0.0648178,
0.0001688661,
0.015347355,
-0.056139715,
0.046631318,
0.0054472396,
0.0026449412,
0.024695046,
-0.07606717,
-0.013459068,
-0.004874727,
-0.015039337,
0.008691478,
0.01836058,
-0.044086818,
0.018467717,
-0.018052561,
-0.002115953,
0.023181738,
-0.022659445,
0.00863791,
0.0819597,
0.012247083,
-0.03404274,
-0.01019809,
-0.072263815,
0.057800338,
-0.030105459,
0.002614809,
-0.029301932,
-0.030132242,
-0.005467328,
-0.028069858,
-0.046524182,
0.007894647,
0.013003737,
-0.015159866,
-0.01423581,
-0.017329387,
0.02796272,
-0.020864904,
-0.015588413,
0.044193953,
-0.03950672,
-0.03653367,
0.012039505,
0.04092628,
0.013994752,
-0.0026733994,
0.027668094,
-0.051639967,
-0.022137154,
-0.0074326196,
0.067817636,
-0.05043468,
0.020650629,
-0.0050722607,
-0.03273031,
0.015936607,
0.035890847,
-0.008945928,
-0.07403157,
0.014342947,
-0.02427989,
-0.01197924,
-0.050273973,
-0.009521789,
-0.055014778,
-0.023288876,
-0.023690639,
0.054907642,
-0.017382955,
0.025043242,
0.011195802,
0.0031672334,
-0.009595445,
0.07022821,
-0.0073656593,
-0.032194626,
0.0065520885,
0.006491824,
-0.00059008977,
-0.022030016,
-0.0288466,
0.0144233,
-0.02916801,
0.051773887,
-0.03361419,
-0.02548518,
0.0001489872,
-0.0067998427,
0.052202437,
-0.060264483,
0.0095083965,
-0.0026633553,
-0.016619606,
0.015427708,
0.038167506,
-0.005721778,
-0.010311923,
-0.044568934,
-0.07119244,
0.04874727,
-0.04620277,
0.006441604,
0.0036393052,
-0.014142065,
0.06996037,
-0.040631656,
0.020543493,
0.038087156,
-0.002512694,
-0.017865071,
0.0034066173,
0.012581885,
0.023141561,
0.0060164044,
-0.00027558446,
0.009006192,
-0.0135729015,
0.002122649,
-0.020677414,
0.021842528,
-0.051452477,
0.007981696,
0.017048152,
-0.010425756,
0.03856927,
0.046979513,
-0.048532996,
-0.057800338,
0.023784382,
-0.0035689967,
0.040310245,
0.014249203,
0.0066223973,
-0.012702414,
-0.0008989452,
-0.00059385627,
-0.039560284,
0.00873835,
0.05801461,
-0.04213157,
-0.03514089,
0.0324089,
0.0037631823,
-0.011256066,
-0.072424516,
-0.011169017,
0.008550861,
0.015641982,
-0.016030353,
-0.014061713,
-0.016378548,
-0.002125997,
-0.005440544,
0.04320294,
0.033480268,
0.00054991344,
0.012394396,
0.0017794763,
-0.018775735,
0.003605825,
0.045533165,
-0.049765073,
0.010392276,
-0.071460284,
-0.0155750215,
-0.0036493493,
0.018440932,
0.06444282,
0.001617934,
-0.013378715,
0.026235139,
-0.018695382,
0.042211924,
0.00047918636,
0.002475866,
-0.0012864793,
-0.049524013,
-0.035114106,
-0.05538976,
0.00038544158,
-0.010392276,
-0.0021008868,
-0.009990512,
0.020730982,
0.036319397,
0.023329051,
-0.019860495,
-0.07542435,
0.0017727802,
-0.066049874,
-0.038462132,
0.012729199,
0.011242675,
-0.009561965,
0.023529934,
-0.025257515,
-0.08217397,
-0.033560622,
-0.016097313,
0.03203392,
-0.021373803,
-0.028391268,
-0.01321801,
-0.043551132,
0.012622061,
-0.051318556,
-0.009555269,
-0.0022682883,
-0.0005478209,
-0.002604765,
0.01041906,
0.0016915906,
0.03806037,
0.0018112826,
0.02801629,
-0.032328546,
0.015307179,
0.0041515534,
0.014490261,
0.0001793287,
0.019726574,
0.023047818,
-0.043497566,
0.01791864,
-0.013144353,
-0.0031371012,
-0.03950672,
0.014316163,
0.029623343,
-0.007131297,
-0.021869311,
0.008035265,
0.014543829,
-0.033185642,
0.013860831,
-0.03500697,
-0.040444165,
0.004961776,
0.004456224,
0.029114442,
0.0070040724,
-0.00198538,
0.06438925,
-0.012749286,
0.008349979,
0.000873835,
0.00924725,
0.027587742,
0.033640973,
0.010251658,
-0.0127827665,
0.00819597,
0.0051593096,
-0.047113433,
0.054238036,
-0.020730982,
-0.01315105,
-0.02141398,
0.04290831,
0.030212594,
0.024628086,
0.013887616,
-0.010017296,
-0.036024768,
-0.037444334,
-0.011336419,
0.061282285,
-0.05662183,
-0.018775735,
0.044193953,
-0.049470447,
0.020155123,
-0.026797608,
-0.025083417,
0.009555269,
0.023047818,
-0.0029663518,
0.02446738,
-0.016539253,
0.018414147,
0.03736398,
-0.04625634,
-0.007358963,
0.007914736,
0.03907817,
-0.051934592,
-0.008678086,
0.017891856,
0.04518497,
0.008276323,
0.0007428435,
-0.034712344,
-0.009394564,
0.006234026,
-0.006716142,
-0.0042921705,
-0.026998488,
-0.05078287,
0.04542603,
-0.020235475,
0.03500697,
-0.025886944,
0.04068522,
0.016820487,
0.024735224,
-0.017382955,
0.049363308,
-0.004606885,
-0.012113161,
0.06144299,
0.041488748,
0.018789127,
-0.030614357,
-0.0032911105,
0.013084089,
0.0405513,
0.019311419,
0.04435466,
0.0146643575,
0.009561965,
0.0017928684,
0.006354555,
-0.0002720272,
0.0054204557,
0.02446738,
0.010271747,
0.022739798,
-0.030239379,
-0.009528484,
-0.030212594,
0.02446738,
-0.0033630931,
-0.016619606,
-0.01963283,
-0.048184805,
0.0014421626,
-0.00822945,
0.014048321,
0.016807094,
-0.0028458228,
-0.0062742024,
0.02363707,
0.016793704,
-0.006609005,
0.019940848,
0.048586566,
-0.0065186084,
-0.010097649,
0.034658775,
-0.043256506,
0.052898824,
-0.028632326,
0.052256003,
-0.0021778916,
0.02555214,
-0.019083753,
-0.023918305,
-0.01576251,
0.0065721767,
-0.0039004514,
0.022994248,
-0.037069354,
-0.028176995,
0.026569942,
-0.025364652,
0.015226826,
-0.06615701,
0.007586629,
0.034283794,
-0.0230746,
-0.03468556,
-0.005115785,
-0.03455164,
0.025150377,
0.002626527,
0.06417498,
0.0022163938,
0.10858321,
0.02687796,
0.013010433,
0.022592485,
0.026663687,
-0.060478758,
0.010974832,
0.0073321788,
0.0005959488,
0.022123761,
-0.041167337,
-0.028685894,
0.015467884,
0.008798615,
-0.0126622375,
-0.048720486,
0.001859829,
0.025793198,
-0.066960536,
0.006250766,
0.12310025,
0.03696222,
0.006361251,
0.0016648064,
-0.034417715,
-0.05330059,
-0.004978516,
-0.019324811,
0.038435347,
-0.014383123,
-0.037444334,
0.018561462,
-0.023329051,
-0.016150882,
0.015481276,
-0.009608837,
-0.022391604,
0.03926566,
0.022324644,
0.03463199,
0.0022013276,
0.0027068797,
-0.06508564,
0.014463476,
0.020998824,
0.028632326,
0.055014778,
0.077245675,
0.0169678,
0.030025106,
-0.020623846,
0.013084089,
-0.01791864,
-0.03926566,
-0.017423132,
-0.04486356,
-0.009140113,
-0.021936271,
-0.013927792,
0.020878296,
-0.036614023,
-0.020556886,
-0.03042687,
-0.04467607,
-0.05844316,
-0.016124098,
0.0029395677,
-0.0052028336,
-0.02516377,
-0.011711398,
0.04499748,
-0.040953066,
0.20591705,
0.055175483,
0.05533619,
-0.0017016347,
0.024869144,
0.06722838,
-0.015400924,
-0.022525525,
-0.03806037,
-0.06396071,
0.024869144,
-0.028793031,
0.012889904,
0.036024768,
-0.006317727,
0.0374979,
-0.04290831,
-0.055818304,
-0.020744374,
-0.05297918,
-0.0021594774,
-0.005470676,
0.009649013,
0.03305172,
0.028525189,
0.0026884656,
0.02611461,
-0.057907473,
-0.01881591,
-0.034096304,
0.006632441,
-0.030105459,
-0.0070509445,
-0.016927624,
0.011363204,
0.018132914,
0.008865575,
-0.028123425,
-0.008108921,
0.008370067,
-0.00573517,
0.0027604483,
0.015467884,
0.03787288,
0.014958984,
0.0015275372,
0.00044361356,
0.016740134,
0.027279723,
-0.05038111,
0.046443827,
-0.05833602,
0.022471957,
-0.060157347,
-0.045211755,
0.012695718,
-0.06406784,
-0.018641815,
0.031337533,
0.058175314,
-0.026971705,
0.026315492,
-0.03677473,
-0.021574685,
-0.02421293,
-0.00029253386,
-0.0067831026,
0.036078338,
0.02541822,
0.001376876,
-0.023315659,
-0.016043745,
-0.021628253,
0.016673174,
0.00274036,
0.045399245,
0.0033011546,
0.060585894,
-0.017704366,
-0.010686901,
0.012501532,
-0.0003910914,
0.0069304155,
-0.038408566,
0.0021611513,
0.037846096,
-0.01518665,
-0.014650966,
0.0059059192,
0.012340827,
0.04022989,
0.07949555,
-0.026824392,
-0.0037631823,
-0.0050053
] | tf32 can't be accessed directly via tensor.to(dtype=torch.tf32) because it is an internal CUDA data type. You need torch>=1.7 to use tf32 data types. |
[
0.03556822,
0.029689666,
-0.04699874,
-0.026008146,
-0.018852938,
-0.025458887,
0.002924432,
-0.011400832,
0.0025700117,
0.04174367,
0.0065688384,
-0.011163314,
0.03429156,
-0.042337462,
0.008944011,
0.010636322,
-0.0030821583,
-0.061695125,
-0.08889086,
-0.0018286979,
0.02522137,
-0.014488556,
-0.05557905,
-0.011074245,
-0.037705876,
-0.0030153566,
-0.0043235575,
-0.004152842,
0.08687196,
0.029318545,
-0.04973019,
-0.012402858,
0.0005204969,
-0.024286145,
-0.019803006,
-0.014473712,
-0.006913981,
-0.013887341,
-0.055994708,
-0.048334774,
0.038596563,
-0.021332024,
0.02171799,
-0.008342796,
-0.062407676,
0.02964513,
0.017116092,
-0.03200546,
0.02260868,
-0.023276698,
-0.008580313,
0.02482056,
0.01136372,
-0.001176453,
-0.01714578,
0.0016579822,
0.011096512,
-0.0012877892,
0.007541175,
-0.009931193,
0.028338786,
0.03458846,
-0.011059401,
-0.060745053,
0.03636984,
0.060982574,
-0.0015086061,
-0.027670767,
-0.028427854,
-0.027418405,
-0.07600554,
-0.027655924,
-0.013931875,
-0.028190337,
-0.019194368,
0.014072902,
0.0071886103,
-0.0075189075,
-0.028843509,
-0.009901503,
0.01864511,
0.029318545,
-0.030402217,
0.022311782,
-0.03197577,
-0.06127947,
0.046790913,
-0.038745012,
0.028220026,
-0.03904191,
-0.020545248,
0.012677487,
0.004865394,
0.016180867,
-0.015408936,
0.04334691,
-0.024612732,
0.039546635,
0.06929568,
0.0035312145,
0.004987864,
0.06739554,
0.0026164018,
0.027715303,
-0.048542604,
0.026008146,
0.0059342217,
-0.0035590485,
0.010057374,
-0.017605972,
0.022445386,
0.023202473,
-0.00093476055,
0.023573594,
0.00027532526,
0.019387351,
-0.005707838,
0.00869165,
-0.0657923,
-0.008231459,
0.033489943,
-0.024805715,
-0.0021079662,
-0.038804393,
0.024241611,
-0.061635744,
-0.0026683586,
0.014904212,
-0.04500953,
-0.041090496,
0.014280729,
0.007470662,
-0.01950611,
0.06312023,
0.021391403,
-0.013286125,
-0.012662642,
0.020411644,
0.029808424,
-0.03904191,
0.031352285,
-0.010272624,
-0.006687597,
0.08651569,
-0.008854942,
0.013783427,
-0.00046297323,
-0.059023052,
-0.006316476,
0.0024623866,
-0.032332044,
0.012811091,
-0.0031192706,
0.013427151,
0.031560116,
-0.006153183,
-0.03022408,
0.03366808,
-0.01735361,
0.032213286,
0.012120806,
0.007366748,
-0.028695062,
0.02878413,
-0.017101247,
0.038537186,
-0.018288834,
-0.0032974083,
-0.0093374,
-0.0318867,
0.06199202,
-0.0014343819,
0.006988205,
-0.02122811,
0.0657923,
0.054480534,
0.036221392,
0.016314471,
0.013241591,
0.008520934,
-0.031144459,
-0.03919036,
0.0019984855,
0.027240267,
-0.0007858483,
0.0038967684,
-0.03898253,
-0.019431885,
-0.00055992854,
-0.0027110376,
-0.01219503,
0.006936248,
-0.022801664,
0.034321252,
-0.036874563,
-0.0071218084,
0.014889367,
-0.01898654,
-0.024761181,
-0.037943393,
-0.016655901,
0.047948807,
-0.035924494,
0.02531044,
-0.020218661,
0.006683886,
0.021124197,
0.060002815,
-0.018882627,
0.027759837,
0.05415395,
0.0074966406,
-0.020678852,
-0.009166684,
0.030357683,
0.0288732,
-0.004705812,
0.0048060147,
0.011259805,
0.030179545,
0.045098603,
-0.028264562,
0.020411644,
-0.027552009,
0.028635683,
-0.012907582,
-0.02657225,
-0.0029021648,
0.05501495,
0.0061643166,
0.0041602645,
0.020767922,
-0.0042010876,
0.04604867,
-0.007292524,
-0.012291522,
0.02608237,
0.030906942,
-0.014540513,
0.0034143114,
0.008001365,
0.015987884,
0.010510141,
0.029496683,
0.016017575,
0.016908264,
-0.013805694,
0.0144366,
-0.04607836,
0.019298282,
-0.03636984,
0.047236256,
-0.03452908,
-0.035182253,
-0.068642505,
-0.0006341527,
-0.017012179,
0.009968305,
0.008535779,
-0.021673456,
-0.017086402,
0.019921765,
-0.032242976,
-0.029363079,
0.016448075,
0.049314532,
-0.029110717,
0.023900181,
0.0000050630447,
0.0045907646,
-0.04002167,
-0.03200546,
-0.040467013,
-0.03642922,
-0.013501375,
-0.0025700117,
0.04696905,
-0.00015726245,
-0.010101909,
-0.013931875,
0.003915325,
0.009560072,
0.028680217,
0.0548665,
0.028591147,
0.004137997,
-0.03806215,
0.017412988,
-0.0339056,
0.045722086,
-0.0026832034,
-0.018081006,
0.0182443,
-0.0122544095,
0.045425188,
-0.0037835767,
0.011705151,
-0.04800819,
-0.03547915,
0.005154868,
0.010762503,
0.010332003,
0.034143116,
-0.002779695,
0.025132302,
0.011742262,
0.0089069,
-0.008402175,
0.05489619,
0.012989229,
-0.020040523,
0.026839457,
0.004312424,
0.06371402,
-0.010717969,
0.022712594,
0.02829425,
-0.009114727,
-0.036577668,
-0.040971737,
0.0015772635,
-0.01308572,
-0.011126202,
-0.042010877,
-0.029897492,
0.017561438,
-0.0043050013,
-0.082656026,
0.00841702,
-0.053946123,
-0.06846437,
0.005904532,
-0.009344822,
0.031292908,
-0.017309075,
0.027611388,
-0.011749685,
0.012068849,
-0.0301647,
-0.0015197397,
0.035686977,
-0.037379287,
0.05130374,
0.015037815,
0.014013522,
0.005689282,
0.041328013,
-0.06466409,
0.0016756104,
-0.00998315,
0.015720678,
-0.0020968325,
-0.0061791614,
-0.004457161,
0.051808465,
0.0056113466,
-0.042931255,
0.03283677,
0.0284427,
0.034172803,
0.020500714,
0.012076272,
0.04002167,
0.010242934,
-0.039249737,
0.0024382637,
0.014481134,
0.0068508903,
0.05584626,
-0.029095871,
0.020040523,
0.001251605,
-0.0284427,
0.00377801,
0.02536982,
-0.022994645,
0.04263436,
0.032628942,
0.048245706,
-0.022326628,
-0.039784152,
0.020471023,
0.026973061,
0.005010131,
0.015765212,
0.015646454,
-0.001644993,
0.038359046,
0.0034106004,
-0.015587074,
-0.013909608,
0.026408957,
-0.02651287,
-0.005021265,
-0.057330742,
-0.008751029,
0.038359046,
0.02881382,
0.011267228,
-0.01778411,
0.049938016,
-0.034350943,
0.029452147,
0.01397641,
0.016507454,
-0.07529299,
-0.029942026,
0.015690988,
0.00555939,
0.003477402,
-0.0353307,
-0.0072888127,
-0.045692395,
0.015438626,
-0.018095851,
-0.00454623,
-0.030491287,
0.02223756,
-0.023766577,
0.04607836,
0.022534456,
-0.0070512956,
-0.021940662,
0.021079661,
0.07980582,
-0.045603327,
-0.014020944,
-0.07434292,
-0.010740236,
0.032124218,
-0.037408978,
-0.024108008,
-0.0031007144,
-0.033103976,
-0.06035909,
0.020292886,
0.020055369,
-0.036904253,
-0.008313106,
-0.02137656,
-0.017398143,
0.008402175,
-0.01585428,
-0.025830008,
0.002132089,
0.034677528,
0.007136653,
-0.0016227257,
0.017769264,
0.0077490024,
0.016997334,
-0.046523705,
0.05136312,
-0.033994667,
0.03256956,
0.006416679,
-0.018051317,
-0.011779374,
0.049373914,
0.0130560305,
-0.053441398,
0.0015086061,
0.02522137,
-0.01873418,
-0.022801664,
-0.015676143,
0.004156553,
-0.00930771,
0.05929026,
-0.01993661,
-0.004193665,
0.038448118,
0.049284846,
-0.032094527,
0.022757128,
-0.003416167,
0.026646474,
0.010176132,
0.003974704,
0.022935266,
-0.02623082,
0.02617144,
-0.0063869893,
-0.026869146,
-0.021673456,
-0.071373954,
-0.026245665,
0.022252403,
-0.057390124,
0.033163358,
0.027344182,
-0.056499433,
-0.0014937613,
-0.0008085795,
-0.011757107,
0.008149813,
-0.01956549,
0.011771952,
0.034885358,
0.014904212,
-0.027344182,
-0.0071923216,
-0.01907561,
0.027937975,
-0.035182253,
-0.001007593,
-0.03369777,
-0.049670808,
-0.027641078,
-0.0035553374,
-0.073452234,
-0.019253748,
-0.016982488,
0.010428495,
0.012766556,
-0.038537186,
-0.001809214,
-0.040971737,
-0.051511567,
0.08663444,
-0.01858573,
-0.06199202,
-0.03452908,
0.049848948,
0.03731991,
0.01772473,
-0.0013518076,
-0.025147146,
-0.03527132,
-0.024909629,
0.05403519,
-0.0071774763,
-0.007541175,
-0.03699332,
-0.073095955,
-0.0010818172,
0.025117457,
0.032242976,
-0.03215391,
0.033193044,
-0.0416546,
0.010124176,
-0.047414396,
-0.008580313,
-0.028917734,
-0.009560072,
-0.0038039885,
0.023113403,
0.032064836,
-0.01959518,
0.01065859,
0.051689707,
-0.0029392769,
0.06199202,
-0.043109395,
-0.032480493,
0.02122811,
0.015319867,
0.011415676,
-0.009879236,
-0.019520955,
-0.00020052122,
-0.029125562,
0.044564188,
-0.038745012,
0.02094606,
-0.003557193,
-0.023261853,
0.027626233,
-0.018036472,
0.012417702,
-0.015631609,
-0.0027388716,
0.0043977816,
0.026319887,
0.004939618,
0.010183555,
-0.029422458,
-0.06709864,
0.020099903,
-0.012321211,
-0.015765212,
-0.02651287,
0.0036444063,
0.02174768,
-0.008342796,
0.021257801,
0.08948465,
0.020842144,
0.021109352,
-0.012892737,
-0.008053321,
0.0043421136,
-0.00055482564,
-0.012447392,
0.01815523,
-0.03975446,
-0.030758493,
-0.029912338,
-0.07285844,
0.00029573689,
0.054510225,
0.00093847176,
-0.0505615,
0.053085122,
-0.032925837,
-0.03559791,
-0.016507454,
0.018630264,
-0.01136372,
0.02657225,
0.02177737,
-0.0034291563,
-0.019224059,
0.02079761,
-0.029125562,
-0.028413009,
0.03800277,
0.017888023,
0.010925797,
-0.05388674,
0.028234871,
-0.004316135,
-0.026215974,
-0.042931255,
0.005188269,
0.011319185,
-0.010948064,
-0.020070214,
0.005915666,
0.0050583766,
-0.0078083817,
0.0027333049,
0.038745012,
-0.016448075,
-0.008802986,
-0.0071552093,
-0.025830008,
-0.063535884,
0.013278702,
0.039784152,
-0.0057931957,
-0.020649161,
0.01769504,
-0.015780058,
-0.018912317,
0.02220787,
0.032925837,
-0.008921744,
0.013152522,
0.026928525,
0.008565469,
0.060923193,
-0.015676143,
0.025028387,
-0.0045722085,
-0.04257498,
-0.04958174,
-0.041832738,
0.0012191319,
-0.014933902,
0.035776045,
0.023350922,
0.001644993,
0.013315815,
0.019327972,
-0.036102634,
-0.061101332,
0.0017489068,
-0.0497005,
-0.023781423,
0.011905556,
-0.024686957,
-0.025473733,
-0.0019743626,
0.015690988,
-0.02878413,
0.007277679,
0.008231459,
-0.0076005543,
-0.020960903,
-0.027403561,
-0.027299646,
-0.042782806,
-0.040467013,
-0.01686373,
-0.036963634,
0.0071886103,
0.031055389,
0.022712594,
0.034350943,
-0.007381593,
-0.016537143,
-0.02651287,
0.0035200808,
0.012536461,
-0.026453491,
-0.029689666,
0.00019646208,
-0.02580032,
0.0182443,
0.02174768,
-0.042693738,
0.013145099,
0.017977092,
-0.003790999,
-0.01732392,
0.0029466993,
0.03645891,
-0.0057338164,
-0.01287047,
0.012662642,
0.036221392,
-0.031381976,
0.012113383,
-0.02128749,
-0.0347666,
-0.028160647,
0.027448095,
0.032064836,
0.05332264,
-0.004316135,
0.044979844,
0.0022656925,
0.06371402,
0.025577646,
0.060923193,
-0.009166684,
0.043228153,
-0.030877251,
-0.058666777,
0.048394155,
0.029481838,
-0.013634979,
0.03999198,
-0.014562781,
-0.014429177,
-0.015824592,
0.032242976,
0.020010835,
0.076480575,
-0.023751732,
-0.0062830755,
-0.031411666,
0.013197056,
-0.040288877,
0.024404904,
-0.015587074,
-0.024909629,
-0.007325925,
-0.043020323,
-0.0041120187,
0.016537143,
0.0031767942,
0.006828623,
0.042782806,
-0.0014909778,
-0.024983853,
0.0084764,
0.031411666,
0.043792255,
-0.024998698,
-0.049492672,
0.0063053425,
0.008758451,
-0.045068912,
-0.044682946,
0.008610003,
0.04604867,
-0.0070884074,
-0.014688962,
-0.04785974,
0.00826115,
0.03829967,
0.03639953,
-0.06300147,
0.024033783,
-0.057241675,
0.04613774,
-0.008825253,
-0.026587095,
0.0064612133,
0.02617144,
0.030268613,
0.0036907964,
-0.011378564,
0.03268832,
0.021198422,
-0.059676226,
0.05834019,
0.008862365,
0.039813843,
0.010480451,
0.03256956,
0.001818492,
0.01732392,
0.005136312,
0.061813883,
0.027151199,
0.048423845,
0.01628478,
-0.013093143,
0.025087766,
0.008379908,
0.017472368,
-0.021970352,
0.008988546,
-0.05249133,
-0.021302335,
-0.024493974,
0.026364423,
-0.01941704,
-0.056380674,
0.025295595,
-0.01111878,
-0.02346968,
0.010324581,
0.0068026446,
-0.029600596,
0.00310257,
0.01692311,
0.04503922,
-0.036518287,
0.011527012,
0.024256457,
0.03639953,
0.04955205,
0.003228751,
0.005763506,
-0.028828666,
0.03366808,
0.0017442679,
0.010732814,
0.032124218,
0.014770608,
-0.005756084,
-0.03634015,
-0.013293548,
0.0514225,
-0.01735361,
-0.036518287,
-0.0103913825,
-0.02493932,
-0.000093476054,
-0.0310257,
0.014666694,
-0.073452234,
-0.0017971526,
0.014740919,
-0.004583342,
-0.027611388,
0.024493974,
-0.025518266,
0.029511526,
0.03625108,
0.040496703,
-0.0016737549,
0.09548196,
0.04527674,
0.010487874,
0.02571125,
-0.002282393,
-0.02878413,
0.016448075,
-0.0052662045,
0.02220787,
0.028487233,
-0.015557384,
-0.042990636,
0.027611388,
0.0046687,
0.016121488,
-0.046553396,
0.011259805,
0.0067840884,
-0.0313226,
-0.019194368,
0.08669382,
0.01136372,
0.008060744,
-0.029511526,
-0.020337421,
-0.028160647,
0.01916468,
-0.013471685,
0.02220787,
-0.004434894,
-0.052669466,
-0.031263217,
-0.040467013,
0.011007443,
-0.011007443,
-0.02436037,
-0.0013694358,
0.048305087,
0.018823247,
0.062229536,
0.038388737,
0.005993601,
-0.04328753,
0.066623606,
0.01861542,
0.0114973225,
0.044564188,
0.058132365,
0.026097216,
-0.022801664,
0.028546613,
0.017516902,
-0.0023974404,
-0.0056447475,
0.01787318,
0.0017990081,
-0.010435917,
-0.042396843,
-0.01775442,
0.025058078,
-0.019773318,
-0.0037891434,
-0.019520955,
-0.0066801747,
-0.053767983,
-0.01004253,
-0.01268491,
-0.018704489,
-0.030669425,
-0.039784152,
0.013783427,
-0.039249737,
0.26364422,
0.030461596,
0.03256956,
-0.034172803,
0.05644005,
0.04426729,
0.013991254,
-0.026334733,
-0.011230116,
-0.02030773,
0.0057115494,
-0.036904253,
0.010584366,
0.004624165,
-0.0033493654,
-0.00013499519,
-0.03182732,
0.011645772,
-0.0036239948,
-0.064604715,
-0.014815143,
0.037943393,
0.022905577,
0.04886919,
0.019120144,
-0.004616743,
-0.0026164018,
-0.059527777,
-0.009856969,
-0.060626294,
0.0022155913,
-0.0027611388,
0.02536982,
-0.011846176,
0.007474373,
0.05059119,
-0.035360392,
-0.03645891,
-0.01022809,
-0.03631046,
0.016195713,
-0.01987723,
-0.042931255,
-0.0122989435,
-0.025147146,
0.025265904,
-0.00052188867,
0.02525106,
-0.00084986666,
-0.08283417,
0.06905816,
-0.07167085,
-0.0077415803,
-0.013137677,
-0.058933984,
0.0074632396,
-0.05961685,
-0.038507495,
0.041328013,
0.06543602,
0.02444944,
0.03271801,
-0.0035534818,
0.05145219,
0.01818492,
0.008372486,
-0.019951455,
0.0049841525,
-0.02487994,
-0.016062109,
0.036696427,
-0.0065205926,
-0.014926479,
-0.0067692436,
0.040229496,
0.04361412,
0.002521766,
0.01265522,
-0.001875088,
-0.026453491,
-0.0133380825,
-0.024434594,
0.023276698,
-0.023024336,
-0.0010539831,
0.010428495,
-0.01775442,
-0.00442376,
-0.006457502,
0.039487254,
0.022771973,
0.03711208,
0.0019353951,
-0.0009111016,
0.014711229
] |
You can combine the above methods to get a cumulative effect. These techniques are available to you whether you are
training your model with [Trainer] or writing a pure PyTorch loop, in which case you can configure these optimizations
with 🤗 Accelerate.
If these methods do not result in sufficient gains, you can explore the following options:
* Look into building your own custom Docker container with efficient softare prebuilds
* Consider a model that uses Mixture of Experts (MoE)
* Convert your model to BetterTransformer to leverage PyTorch native attention
Finally, if all of the above is still not enough, even after switching to a server-grade GPU like A100, consider moving
to a multi-GPU setup. All these approaches are still valid in a multi-GPU setup, plus you can leverage additional parallelism
techniques outlined in the multi-GPU section.
Batch size choice
To achieve optimal performance, start by identifying the appropriate batch size. It is recommended to use batch sizes and
input/output neuron counts that are of size 2^N. Often it's a multiple of 8, but it can be
higher depending on the hardware being used and the model's dtype.
For reference, check out NVIDIA's recommendation for input/output neuron counts and
batch size for
fully connected layers (which are involved in GEMMs (General Matrix Multiplications)).
Tensor Core Requirements
define the multiplier based on the dtype and the hardware. For instance, for fp16 data type a multiple of 8 is recommended, unless
it's an A100 GPU, in which case use multiples of 64.
For parameters that are small, consider also Dimension Quantization Effects.
This is where tiling happens and the right multiplier can have a significant speedup.
Gradient Accumulation
The gradient accumulation method aims to calculate gradients in smaller increments instead of computing them for the
entire batch at once. This approach involves iteratively calculating gradients in smaller batches by performing forward
and backward passes through the model and accumulating the gradients during the process. Once a sufficient number of
gradients have been accumulated, the model's optimization step is executed. By employing gradient accumulation, it
becomes possible to increase the effective batch size beyond the limitations imposed by the GPU's memory capacity.
However, it is important to note that the additional forward and backward passes introduced by gradient accumulation can
slow down the training process.
You can enable gradient accumulation by adding the gradient_accumulation_steps argument to [TrainingArguments]:
py
training_args = TrainingArguments(per_device_train_batch_size=1, gradient_accumulation_steps=4, **default_args)
In the above example, your effective batch size becomes 4.
Alternatively, use 🤗 Accelerate to gain full control over the training loop. Find the 🤗 Accelerate example
further down in this guide.
While it is advised to max out GPU usage as much as possible, a high number of gradient accumulation steps can
result in a more pronounced training slowdown. Consider the following example. Let's say, the per_device_train_batch_size=4
without gradient accumulation hits the GPU's limit. If you would like to train with batches of size 64, do not set the
per_device_train_batch_size to 1 and gradient_accumulation_steps to 64. Instead, keep per_device_train_batch_size=4
and set gradient_accumulation_steps=16. This results in the same effective batch size while making better use of
the available GPU resources.
For additional information, please refer to batch size and gradient accumulation benchmarks for RTX-3090
and A100.
Gradient Checkpointing
Some large models may still face memory issues even when the batch size is set to 1 and gradient accumulation is used.
This is because there are other components that also require memory storage.
Saving all activations from the forward pass in order to compute the gradients during the backward pass can result in
significant memory overhead. The alternative approach of discarding the activations and recalculating them when needed
during the backward pass, would introduce a considerable computational overhead and slow down the training process.
Gradient checkpointing offers a compromise between these two approaches and saves strategically selected activations
throughout the computational graph so only a fraction of the activations need to be re-computed for the gradients. For
an in-depth explanation of gradient checkpointing, refer to this great article.
To enable gradient checkpointing in the [Trainer], pass the corresponding a flag to [TrainingArguments]:
py
training_args = TrainingArguments(
per_device_train_batch_size=1, gradient_accumulation_steps=4, gradient_checkpointing=True, **default_args
)
Alternatively, use 🤗 Accelerate - find the 🤗 Accelerate example further in this guide. |
[
0.015415616,
-0.008359275,
-0.026336841,
0.030333482,
-0.04418265,
-0.017611573,
0.024682553,
0.013995565,
-0.026790673,
0.04875024,
0.025560936,
0.020568796,
0.02790329,
-0.059232272,
0.0051568383,
0.027259143,
-0.01774333,
-0.037301984,
-0.085847266,
-0.011001743,
0.018870588,
-0.035223145,
-0.07150035,
0.00048768538,
-0.032295205,
0.016001204,
0.028971989,
-0.020729832,
0.05683136,
0.008564231,
-0.0063572945,
0.009837886,
-0.02992357,
-0.040200647,
-0.013907726,
-0.022003487,
0.017816529,
0.03850244,
-0.014266399,
0.020085685,
0.014551873,
-0.0014429266,
0.009369415,
-0.043509223,
-0.046349328,
-0.032178085,
0.0020239402,
-0.0156205725,
-0.007045361,
-0.030567717,
0.036687117,
0.019456176,
0.04271868,
-0.03203169,
-0.0146909505,
0.019104823,
-0.019661132,
-0.019339059,
-0.011009063,
-0.0044358326,
-0.010591831,
-0.010233158,
-0.016835669,
-0.0833878,
0.0027101766,
0.020495595,
-0.026073325,
-0.014032164,
-0.050507005,
-0.010774828,
-0.041401103,
-0.017421257,
-0.013248939,
0.0027577556,
-0.04148894,
0.00042752532,
0.03135826,
0.009266937,
-0.055572346,
0.022164524,
0.034930352,
0.028444959,
0.0045566102,
-0.007964003,
-0.019631853,
-0.031328984,
0.050975475,
-0.01983681,
0.022735473,
-0.030245643,
0.009823247,
0.018943787,
-0.010262438,
0.022984346,
-0.046407886,
0.010496673,
0.020129602,
0.037741177,
0.01473487,
0.009252298,
0.028737754,
0.08854098,
0.022647634,
0.030011408,
-0.045851577,
0.017889727,
-0.019441538,
-0.0048420844,
-0.017845808,
-0.01668927,
-0.008930224,
0.0055630906,
-0.0114702135,
-0.003709337,
0.0007411354,
0.039527223,
0.0036873773,
0.023423538,
-0.012992744,
0.0109724635,
0.0021941268,
-0.010013563,
0.013563693,
0.0029919911,
0.049950697,
-0.029806452,
-0.039849296,
0.022091325,
-0.06382914,
0.0075248117,
-0.015327778,
-0.013754009,
-0.042923633,
0.028283922,
0.0011528772,
-0.02131542,
-0.010928544,
0.04011281,
-0.0047469265,
0.0028254644,
0.03349566,
-0.022530517,
-0.03859028,
0.06927512,
-0.02799113,
-0.017435897,
0.023965208,
-0.039761458,
0.044504724,
0.014983744,
-0.0741355,
0.007781007,
-0.009772007,
0.0045712497,
-0.0058083055,
-0.01269995,
-0.05527955,
0.06798682,
-0.031738896,
0.0090473415,
-0.00019660675,
0.030245643,
0.016674632,
0.0039307624,
-0.002794355,
0.052088093,
-0.01724558,
-0.03452044,
-0.021051904,
-0.028723113,
0.030128526,
0.018489955,
0.004267476,
-0.025575576,
0.026219724,
0.0728472,
0.03185601,
-0.014427436,
0.0032774655,
0.04318715,
-0.031416822,
0.011697129,
0.04883808,
0.01620616,
0.008469073,
0.004402893,
-0.022384118,
-0.016659992,
-0.03194385,
0.023145383,
0.01720166,
0.020554155,
0.00094700634,
0.03384701,
-0.01217292,
-0.04406553,
-0.019148743,
0.014668991,
-0.0068257656,
-0.08127968,
0.0024576415,
0.028869512,
0.001266335,
0.012341277,
0.0036672477,
0.013241619,
-0.025458459,
0.055250272,
-0.016147602,
0.062599406,
0.03604297,
-0.051824577,
0.005683868,
-0.012919545,
0.01117742,
0.022076685,
-0.026205083,
-0.025282782,
0.017626213,
0.052088093,
0.032383043,
-0.005793666,
0.0074333134,
0.018153243,
0.0017027814,
-0.01926586,
0.016381837,
0.023965208,
0.03288079,
0.043538503,
-0.019587934,
0.06898232,
0.014873947,
0.01777261,
-0.017230941,
-0.021696052,
0.0030066308,
0.06406338,
0.007008762,
0.02799113,
-0.013849167,
0.0073784147,
0.023657775,
-0.013922365,
0.029835733,
-0.009230338,
0.010577192,
-0.028562076,
-0.026263643,
0.060608406,
-0.04148894,
0.032236643,
-0.03402269,
0.010935864,
-0.05984714,
0.0077224476,
0.003978342,
0.01420052,
-0.03396413,
-0.021476457,
0.023526017,
0.013000064,
0.0013386186,
-0.026453959,
0.045061033,
0.057534065,
-0.011836207,
0.013402656,
0.046466444,
-0.020393118,
-0.008922904,
-0.04869168,
-0.07630218,
-0.044680398,
-0.040874075,
-0.008264117,
0.010957824,
-0.038356043,
0.02030528,
0.0047871857,
0.015869448,
0.048545282,
-0.026556436,
0.033115026,
0.022340199,
0.016864948,
-0.022750111,
0.013549053,
0.0101745995,
0.02891343,
0.0030048008,
-0.03905875,
0.023921289,
-0.025209583,
0.03510603,
-0.04570518,
0.039761458,
-0.0182118,
-0.010189239,
-0.024053046,
-0.014163921,
-0.0056545883,
0.045851577,
0.007876165,
-0.016806388,
-0.0026680874,
0.025238862,
-0.032705117,
0.035896573,
0.019060904,
-0.04957006,
0.010730908,
0.019983206,
0.030187085,
-0.029703975,
0.008264117,
0.04957006,
-0.059495788,
-0.03349566,
-0.044387605,
0.012912226,
-0.025429178,
-0.0012233309,
-0.0335835,
-0.025809811,
0.044973195,
0.0038282846,
-0.03759478,
0.03191457,
-0.050946195,
-0.017553015,
0.0055704103,
-0.0128975855,
0.009955004,
-0.02077375,
-0.0103429565,
-0.008974143,
-0.0015774289,
0.027054187,
0.015649851,
0.014405476,
-0.0051092594,
0.019104823,
0.033173587,
0.017113823,
0.027346982,
-0.0023679733,
-0.048398886,
-0.0026150185,
-0.047520503,
0.033349264,
0.023086825,
0.036804236,
-0.0058741844,
-0.010050162,
0.02332106,
-0.04207453,
0.023203943,
0.023160024,
-0.0019855108,
0.041869573,
0.018475316,
0.010218519,
0.01730414,
-0.018226441,
0.012758508,
0.0055557704,
0.012224159,
0.022808671,
-0.0036782275,
0.015869448,
-0.042952914,
-0.033700615,
-0.00074937026,
0.010167279,
0.00018791443,
0.054137655,
-0.001674417,
0.06904088,
-0.055660184,
0.021666773,
0.021491097,
0.037389822,
0.0042455164,
0.0039088028,
0.02236948,
-0.022047406,
-0.01473487,
0.013475855,
-0.014969105,
-0.012004564,
0.01872419,
-0.022955067,
-0.016425757,
0.009852526,
-0.050302047,
0.06511743,
0.035428103,
0.0011839867,
-0.00096164603,
0.08420762,
-0.02236948,
0.020114964,
0.007766367,
0.028181445,
-0.043274987,
-0.029718615,
0.03346638,
-0.0162208,
0.031182585,
-0.044446163,
-0.043509223,
-0.0064817322,
0.00813236,
0.027288422,
-0.00016584048,
-0.021901008,
-0.035398822,
0.002938922,
0.059934977,
-0.010240478,
-0.0069758226,
-0.043714177,
0.019880729,
0.040552,
-0.032178085,
0.003299425,
-0.025590215,
-0.0057021677,
0.001989171,
-0.03232448,
0.007367435,
-0.03452044,
-0.012941505,
-0.03812181,
0.0032134168,
0.018870588,
-0.027478738,
-0.0120997215,
-0.0488088,
-0.0273177,
-0.025546297,
0.010994423,
-0.011462894,
0.0033415142,
0.009391375,
0.004651768,
-0.002946242,
0.01925122,
-0.0017384657,
0.04558806,
-0.056392167,
0.047374107,
-0.034930352,
-0.014354237,
-0.026146526,
0.0076858485,
-0.023994487,
-0.0136954505,
0.03308575,
0.0035354903,
-0.007458933,
-0.0012407155,
-0.042835794,
0.0075321314,
-0.015005704,
-0.009274257,
-0.0004616084,
0.05633361,
0.037214145,
-0.009406014,
0.0064853923,
0.015518094,
-0.007971323,
0.05996426,
-0.046964195,
0.013980924,
-0.015928006,
-0.009186419,
-0.020407759,
-0.04813537,
0.057241272,
-0.008542271,
-0.029176945,
-0.0047213067,
-0.054108374,
-0.038473163,
0.03993713,
-0.020612713,
0.024960708,
-0.0128975855,
-0.04309931,
-0.009076621,
-0.017611573,
0.0039710216,
0.022925789,
-0.028181445,
0.03047988,
0.014595793,
0.02077375,
0.014625072,
-0.032236643,
-0.016337918,
0.06950935,
-0.07003638,
-0.010445435,
-0.010716269,
-0.008198238,
-0.001879373,
-0.015357058,
-0.06441473,
-0.013278218,
-0.018402118,
0.017655492,
0.012414475,
-0.03088979,
0.01167517,
-0.006741587,
-0.044534,
0.034315486,
-0.043948416,
-0.03384701,
-0.03413981,
0.040288486,
0.02638076,
0.020627353,
-0.01775797,
-0.019719692,
-0.031065468,
-0.04178174,
0.03900019,
-0.011060302,
-0.030626277,
-0.035808735,
-0.038209647,
-0.019060904,
0.007206398,
0.018870588,
0.00028227194,
0.011777648,
-0.048925918,
0.027625136,
-0.02434584,
0.005837585,
-0.012721909,
-0.013893086,
-0.03337854,
0.022676913,
-0.017933646,
-0.002732136,
0.031211864,
0.038473163,
0.030040689,
0.032090247,
-0.041225426,
-0.04825249,
-0.007707808,
0.005464272,
0.029030548,
-0.03806325,
-0.040815517,
0.046085812,
-0.029747894,
0.06968503,
-0.014061443,
0.0057680462,
0.012092401,
-0.04359706,
0.01726022,
-0.046378605,
0.0041832975,
-0.03850244,
-0.016601432,
0.06312644,
-0.014398157,
-0.018489955,
0.015986566,
-0.011309177,
-0.07349135,
0.016835669,
-0.0013111691,
-0.003603199,
0.010445435,
0.015166741,
0.037741177,
-0.0053105555,
0.036921352,
0.08245085,
0.0070124217,
0.0024045727,
-0.029294062,
-0.015415616,
0.03308575,
0.011440935,
0.03490107,
-0.012129001,
-0.0015792588,
-0.023774892,
-0.058558848,
-0.06324355,
0.010723589,
0.0038319444,
-0.0038868433,
-0.038912352,
0.040405605,
-0.011558052,
-0.031826735,
0.017113823,
0.014778789,
-0.017040623,
-0.008871665,
0.042338047,
0.012575512,
-0.015122822,
0.028825592,
-0.045968693,
0.0192073,
0.030831233,
0.052878637,
-0.035633057,
-0.04377274,
0.029586857,
-0.0033268745,
-0.051502503,
-0.026966348,
0.006968503,
0.00915714,
0.05120971,
0.018021485,
-0.03706775,
-0.009801287,
-0.022720832,
-0.01168981,
0.029703975,
-0.009984283,
-0.02482895,
-0.0025765891,
0.0060974397,
-0.06904088,
0.015708411,
0.027127385,
-0.027537297,
-0.004977502,
-0.040347043,
-0.0044394927,
-0.021417897,
-0.014493315,
0.06763547,
-0.02485823,
-0.0061559984,
0.031885292,
-0.018050764,
0.011316497,
-0.003927103,
0.008395875,
-0.009069301,
-0.0415475,
-0.029074468,
-0.01930978,
0.026512517,
-0.016572153,
0.046964195,
0.023994487,
-0.016352559,
0.023687053,
0.046964195,
-0.026497878,
-0.05768046,
-0.02285259,
-0.07823462,
-0.035779454,
0.031299703,
0.0041906172,
0.0055228313,
0.042396605,
0.027537297,
-0.058529567,
0.028854871,
-0.019602574,
-0.012114361,
-0.0091059,
-0.035135306,
-0.01523994,
-0.03291007,
-0.01778725,
-0.057651184,
-0.027522657,
0.012875626,
0.03156322,
0.011140821,
0.0143249575,
0.029484378,
0.005391074,
-0.023613855,
-0.018943787,
-0.00014513901,
-0.014698271,
-0.024199443,
-0.005991302,
-0.013907726,
0.03097763,
0.020378478,
-0.022735473,
-0.026644275,
0.009955004,
-0.024243362,
-0.037741177,
-0.01677711,
0.038004693,
0.006042541,
-0.06394626,
-0.011301857,
0.031621777,
-0.031885292,
0.025473097,
-0.035779454,
-0.04119615,
0.006866025,
0.015474175,
0.05838317,
0.034461882,
0.054079093,
0.03768262,
0.00016023622,
0.021974208,
0.00607914,
0.008527632,
0.012092401,
0.015971925,
-0.0031292383,
-0.014793429,
0.057563346,
0.02588301,
-0.028342482,
0.019514736,
0.014910546,
-0.021183662,
-0.026819952,
-0.018548515,
-0.021242222,
0.051356107,
0.018226441,
-0.0486624,
-0.020232081,
0.0024704514,
-0.00304506,
0.047139872,
-0.05320071,
-0.05217593,
0.018431397,
-0.009552412,
-0.01420052,
-0.005991302,
-0.032792952,
-0.010386875,
0.0027357962,
-0.0024045727,
-0.0018592434,
-0.025619496,
-0.011323817,
0.018416757,
0.0049043032,
-0.03700919,
-0.033319984,
0.028166804,
-0.07360847,
-0.04722771,
0.027434818,
0.060315613,
0.0016304979,
-0.026556436,
-0.035867292,
0.01167517,
0.020627353,
-0.00810308,
-0.050302047,
0.0019415917,
-0.014376197,
0.009347456,
-0.04520743,
-0.02583909,
-0.005424013,
0.048018254,
0.0050067813,
0.000165383,
-0.0072978963,
0.034871794,
0.023013627,
-0.05120971,
0.04719843,
0.015327778,
0.011279898,
-0.016806388,
0.022515876,
0.02285259,
0.026673554,
0.027171304,
0.04309931,
-0.017069904,
0.013556372,
0.0063097156,
-0.028254643,
0.0027797152,
0.0076858485,
0.016440395,
0.0015335098,
0.021476457,
-0.030333482,
-0.009354776,
-0.04412409,
-0.0009488363,
0.03794613,
-0.020568796,
-0.0025052207,
-0.002287455,
-0.045851577,
0.038268205,
0.0023917628,
-0.018153243,
0.02895735,
0.026219724,
0.020349199,
0.0022636654,
0.014010204,
-0.0030176106,
0.042923633,
0.017977566,
0.005112919,
0.043889854,
-0.022164524,
0.038326766,
-0.0065329713,
0.06904088,
-0.01014532,
0.008900944,
-0.055367388,
-0.04365562,
0.01373205,
0.020422397,
-0.0072320173,
-0.028854871,
-0.016293999,
0.017230941,
0.00608646,
-0.016982066,
0.01878275,
-0.055367388,
0.0007049936,
0.02383345,
-0.033261426,
-0.03185601,
0.020349199,
-0.0015920686,
0.010518633,
0.002225236,
0.06675708,
0.012560872,
0.092698656,
0.010328316,
0.007912764,
-0.0053544743,
-0.025194943,
-0.044856075,
0.008454434,
0.003299425,
0.04412409,
0.002232556,
-0.009252298,
-0.03601369,
0.024009127,
-0.008937544,
0.020685913,
-0.037360545,
0.033729896,
-0.0044211927,
0.0018317939,
0.015986566,
0.099725716,
-0.0145591935,
0.0263222,
0.022955067,
-0.008461753,
-0.053464226,
-0.04260156,
-0.0344326,
0.065585904,
-0.029865012,
-0.030567717,
-0.024623994,
-0.066581406,
-0.022237722,
0.027244503,
-0.021344699,
-0.09820318,
0.030772673,
0.034842514,
0.035223145,
0.02441904,
0.011580012,
-0.027346982,
0.008447113,
0.057621904,
-0.0020953086,
0.015474175,
0.06523456,
-0.008095761,
0.014815388,
-0.020905508,
0.01973433,
-0.001218756,
-0.012648711,
-0.049599342,
-0.00813236,
-0.022149883,
-0.013944325,
0.01321234,
0.07179315,
-0.05686064,
-0.002232556,
-0.03088979,
-0.030274924,
-0.048311047,
0.038561,
-0.0060352213,
0.019031625,
-0.015444895,
-0.011448255,
0.010291717,
-0.00035890169,
0.25508234,
0.060198493,
0.023247862,
0.018094683,
0.038180366,
0.030743394,
0.033700615,
-0.0021996167,
-0.01623544,
-0.027332341,
0.03592585,
-0.0061230594,
0.02173997,
0.018372837,
0.03501819,
0.0066134897,
-0.020480957,
-0.015357058,
-0.010013563,
-0.040229928,
-0.0026680874,
0.027039547,
-0.005427673,
0.015913367,
0.015503454,
0.0022179163,
0.0059473827,
-0.062189493,
0.02941118,
-0.010943185,
-0.037624057,
-0.001775065,
-0.007846885,
0.027068827,
-0.013988244,
0.039410103,
-0.013768649,
-0.029733254,
-0.06365347,
-0.0004272966,
0.04579302,
0.014383516,
-0.0314461,
-0.012714589,
0.03413981,
0.040464163,
0.004768886,
-0.007356455,
0.06570303,
-0.049247988,
0.054489005,
-0.056772802,
0.034871794,
-0.0027010269,
-0.040200647,
0.013717409,
-0.046407886,
-0.029718615,
0.04825249,
0.06195526,
0.03697991,
0.038092528,
-0.02229628,
0.005025081,
0.012407156,
-0.0035171907,
0.011389695,
0.055484507,
-0.0009854356,
-0.010452754,
-0.007155159,
-0.016703911,
-0.022076685,
0.006126719,
0.04918943,
0.027815452,
0.013819887,
-0.005014101,
0.018504595,
-0.065410234,
0.0064121936,
0.02585373,
-0.01983681,
-0.06095976,
0.038268205,
0.03252944,
-0.028035048,
0.01777261,
-0.009881806,
0.029674696,
0.00033465464,
0.028196083,
0.030596998,
-0.028181445,
0.020349199
] |
Mixed precision training
Mixed precision training is a technique that aims to optimize the computational efficiency of training models by
utilizing lower-precision numerical formats for certain variables. Traditionally, most models use 32-bit floating point
precision (fp32 or float32) to represent and process variables. However, not all variables require this high precision
level to achieve accurate results. By reducing the precision of certain variables to lower numerical formats like 16-bit
floating point (fp16 or float16), we can speed up the computations. Because in this approach some computations are performed
in half-precision, while some are still in full precision, the approach is called mixed precision training.
Most commonly mixed precision training is achieved by using fp16 (float16) data types, however, some GPU architectures
(such as the Ampere architecture) offer bf16 and tf32 (CUDA internal data type) data types. Check
out the NVIDIA Blog to learn more about
the differences between these data types.
fp16
The main advantage of mixed precision training comes from saving the activations in half precision (fp16).
Although the gradients are also computed in half precision they are converted back to full precision for the optimization
step so no memory is saved here.
While mixed precision training results in faster computations, it can also lead to more GPU memory being utilized, especially for small batch sizes.
This is because the model is now present on the GPU in both 16-bit and 32-bit precision (1.5x the original model on the GPU).
To enable mixed precision training, set the fp16 flag to True:
py
training_args = TrainingArguments(per_device_train_batch_size=4, fp16=True, **default_args)
If you prefer to use 🤗 Accelerate, find the 🤗 Accelerate example further in this guide.
BF16
If you have access to an Ampere or newer hardware you can use bf16 for mixed precision training and evaluation. While
bf16 has a worse precision than fp16, it has a much bigger dynamic range. In fp16 the biggest number you can have
is 65535 and any number above that will result in an overflow. A bf16 number can be as large as 3.39e+38 (!) which
is about the same as fp32 - because both have 8-bits used for the numerical range.
You can enable BF16 in the 🤗 Trainer with:
python
training_args = TrainingArguments(bf16=True, **default_args)
TF32
The Ampere hardware uses a magical data type called tf32. It has the same numerical range as fp32 (8-bits), but instead
of 23 bits precision it has only 10 bits (same as fp16) and uses only 19 bits in total. It's "magical" in the sense that
you can use the normal fp32 training and/or inference code and by enabling tf32 support you can get up to 3x throughput
improvement. All you need to do is to add the following to your code:
python
import torch
torch.backends.cuda.matmul.allow_tf32 = True
torch.backends.cudnn.allow_tf32 = True
CUDA will automatically switch to using tf32 instead of fp32 where possible, assuming that the used GPU is from the Ampere series.
According to NVIDIA research, the
majority of machine learning training workloads show the same perplexity and convergence with tf32 training as with fp32.
If you're already using fp16 or bf16 mixed precision it may help with the throughput as well.
You can enable this mode in the 🤗 Trainer:
python
TrainingArguments(tf32=True, **default_args) |
[
0.06866737,
-0.013349695,
-0.019395228,
-0.008617809,
-0.0308673,
-0.0012414323,
-0.008562787,
0.0010007113,
-0.015364873,
0.041569065,
0.03606687,
0.0005953544,
0.03342582,
-0.049794845,
-0.022242613,
0.039808363,
-0.0022868488,
-0.037800062,
-0.07037304,
-0.0029935366,
0.013562905,
0.020550689,
-0.051335458,
-0.015942603,
-0.03829526,
-0.008273922,
0.0127169425,
-0.012840742,
0.044402696,
-0.0013420192,
0.008143245,
-0.03934068,
0.02438847,
-0.03458128,
-0.008074468,
0.009023596,
0.01741444,
-0.01829479,
-0.05108786,
-0.02188497,
0.039285656,
-0.005625992,
-0.010591721,
-0.026630612,
-0.057883065,
0.008947941,
-0.013356573,
-0.02273781,
-0.0010901219,
-0.032380402,
-0.02913411,
0.024649823,
0.03969832,
-0.021059642,
-0.032765556,
-0.030344592,
0.000007535962,
0.008610931,
-0.040688716,
-0.014250679,
0.0105779655,
0.040358584,
-0.01013779,
-0.048804447,
0.014099369,
0.034498747,
0.006451321,
0.03576425,
-0.0026186998,
-0.021554839,
-0.03114241,
0.02474611,
-0.008074468,
-0.02599786,
-0.0021389774,
0.030317081,
0.037222333,
0.0031964302,
-0.03144503,
0.012888886,
0.0077649695,
0.03199525,
0.0012319753,
0.0064685154,
-0.035021458,
-0.055242013,
0.027442185,
0.0009405311,
-0.049794845,
-0.0045049204,
-0.004831613,
0.043522343,
-0.0018002486,
-0.0050241896,
0.04506296,
0.026066639,
-0.029931929,
0.04286208,
-0.008996085,
-0.036507048,
0.049217112,
0.11697662,
-0.03535159,
-0.0071253395,
-0.012840742,
0.027084542,
0.0055400203,
0.018501123,
-0.06327522,
0.01641029,
0.00983517,
0.01674042,
0.010302856,
0.01866619,
0.005416221,
0.017785838,
-0.018624922,
0.011327639,
-0.032325383,
0.027813584,
0.0028370682,
-0.011272618,
-0.005123917,
-0.061569534,
0.031307478,
-0.03854286,
-0.01796466,
0.034471236,
-0.030592192,
-0.03083979,
-0.0040750615,
-0.0074073267,
-0.00843211,
0.032407913,
0.028748957,
0.017827105,
-0.016479068,
-0.008459621,
0.0026857578,
-0.01814348,
0.027538475,
-0.0045324313,
-0.014113124,
0.09177657,
0.0074829822,
0.0029797812,
-0.013597294,
-0.039615788,
-0.034746345,
0.022669034,
-0.06833723,
0.025942838,
-0.036424514,
0.025131265,
0.025488907,
-0.030729746,
-0.02544764,
0.038707927,
0.04319221,
0.009154273,
0.012668799,
0.002675441,
0.010598599,
0.05631494,
-0.015241073,
0.025186287,
-0.04949222,
-0.04459527,
0.008824142,
-0.025956593,
0.004618403,
0.010880586,
0.009848925,
-0.0034938923,
0.048034143,
0.04660357,
0.049327157,
-0.014622077,
0.013927425,
0.0036176916,
0.0064031766,
-0.012888886,
-0.002414087,
0.008480255,
0.0014073577,
-0.013294673,
0.010605477,
-0.022655278,
-0.044072565,
-0.0060868007,
0.03658958,
0.034388702,
-0.026052883,
0.005945807,
-0.027029522,
-0.023480607,
0.00022202208,
0.0071047065,
-0.0030399614,
-0.036672115,
-0.019092608,
0.0041747885,
-0.036754645,
0.010522943,
0.0022902878,
0.03207778,
0.013370329,
0.028446335,
-0.0069155684,
0.021142175,
0.011196962,
0.031500053,
-0.0015122433,
0.017359417,
0.00685023,
0.011760937,
-0.04800663,
-0.00084897113,
0.041926708,
0.0070187347,
-0.002204316,
0.003180955,
0.025433885,
-0.008012568,
0.030152015,
-0.04030356,
-0.015186052,
0.047511432,
0.008308311,
0.024759866,
-0.010055257,
0.01543365,
-0.0027304632,
0.057718,
-0.005729158,
0.054499216,
0.04905205,
0.030647213,
0.02398956,
0.005484998,
-0.010571088,
-0.008177633,
0.03947823,
0.03653456,
-0.0063068885,
-0.0065372926,
-0.029931929,
0.019106364,
-0.06426561,
0.016657889,
-0.050922792,
0.08919054,
0.019381473,
-0.010522943,
-0.04459527,
-0.016492823,
0.012957663,
0.02669939,
-0.040441114,
-0.013590416,
0.032738045,
0.019945448,
-0.036617093,
0.0045496253,
0.041844174,
0.070813216,
0.008287678,
0.008590299,
0.019890426,
-0.03716731,
-0.0228341,
-0.042944614,
-0.07213374,
0.005488437,
-0.023081698,
0.000052442774,
0.04253195,
-0.048611872,
-0.001805407,
-0.021045886,
0.010275344,
-0.0038446572,
-0.0052408385,
0.044045053,
0.039808363,
0.045723222,
-0.053508822,
0.023191743,
-0.055214502,
0.010873708,
-0.03174765,
0.017015532,
0.019395228,
-0.042366885,
0.013893036,
0.023067942,
0.01226989,
-0.046961214,
-0.029876906,
-0.013652315,
-0.012235501,
0.0054815593,
0.011245106,
0.002904126,
-0.05257345,
0.039588276,
0.025887817,
-0.023453096,
0.035296567,
0.028803978,
-0.011272618,
0.045833264,
-0.001750385,
0.033618398,
-0.044155095,
0.042146794,
0.03656207,
-0.00843211,
-0.039918408,
-0.045530643,
-0.01771706,
0.017854616,
-0.021774927,
-0.024732357,
-0.008377088,
0.04082627,
-0.012799475,
-0.05482935,
0.02353563,
-0.03857037,
-0.036314473,
-0.027359653,
-0.008535276,
0.010509188,
-0.031582586,
0.033865996,
-0.044430207,
0.0023246764,
-0.015103519,
-0.008500888,
-0.007661803,
-0.040331073,
0.03169263,
0.048611872,
0.02998695,
0.020399379,
0.03741491,
-0.008837897,
-0.004332977,
0.0009835169,
0.0034285537,
0.012379933,
0.028336292,
-0.007139095,
0.008954818,
0.028776467,
0.0019825087,
0.025131265,
0.024952443,
0.026671879,
0.027923627,
0.010942485,
0.01570876,
-0.026465546,
-0.065806225,
-0.032958135,
-0.02253148,
0.015626227,
0.06388046,
-0.05799311,
0.036809668,
-0.0082189,
-0.023054188,
-0.019807894,
0.02356314,
0.019532785,
0.020702,
0.06195469,
0.06718177,
-0.01357666,
-0.037800062,
0.04624593,
0.03595683,
0.004412071,
0.03452626,
0.01729064,
0.011011263,
0.002015178,
-0.025653973,
-0.0109287305,
0.013748604,
-0.011272618,
-0.0090648625,
-0.012861376,
-0.010894341,
-0.022724055,
0.016671645,
0.03573674,
0.0491896,
0.015048497,
0.02441598,
-0.02740092,
-0.014952209,
0.004831613,
0.020908331,
0.014732121,
-0.072188765,
0.040908802,
0.03028957,
0.014388233,
-0.036644604,
0.0069705904,
-0.010605477,
0.0050241896,
0.002812996,
-0.014773387,
-0.058983505,
0.0124418335,
-0.028748957,
0.020757021,
0.01896881,
-0.0657512,
-0.027414676,
0.03345333,
0.045035448,
-0.034306172,
0.010240956,
-0.019642828,
0.026919477,
0.036644604,
-0.021004621,
0.013893036,
-0.015598716,
-0.017428195,
-0.054059044,
0.032710534,
0.047511432,
-0.01674042,
0.011327639,
-0.042449415,
0.018074702,
-0.015351118,
0.002319518,
-0.022366414,
0.01896881,
0.015186052,
-0.008205145,
-0.048997026,
-0.008700342,
-0.0035901808,
0.0356267,
-0.016382778,
0.006310327,
-0.040771246,
-0.035048965,
-0.03221534,
0.011251984,
0.038350284,
0.024512269,
0.035048965,
-0.019862916,
-0.02669939,
0.015020986,
-0.049849864,
-0.039505742,
0.01406498,
0.009443138,
-0.009278072,
0.034801368,
-0.015062252,
-0.016630378,
0.014525789,
0.03884548,
-0.05427913,
-0.008892919,
-0.015763782,
0.01342535,
0.015020986,
-0.012084191,
0.016602866,
-0.04520051,
0.04825423,
-0.023012921,
-0.029244155,
0.02745594,
-0.088860415,
-0.012854498,
-0.016616622,
-0.036204427,
-0.010234078,
-0.00092591584,
-0.022490213,
0.011362027,
-0.010914975,
-0.01315024,
-0.02067449,
-0.06734684,
-0.0559573,
0.052821048,
0.0052958606,
0.06503592,
-0.050372574,
-0.052655984,
0.034361195,
-0.011196962,
0.020922087,
-0.000021694437,
-0.0069018127,
0.005227083,
-0.003796513,
-0.021348508,
0.013521639,
-0.05029004,
-0.019546539,
-0.0033236681,
-0.04030356,
0.008349577,
-0.007744336,
-0.0228341,
0.06833723,
0.003433712,
-0.0685023,
-0.023852006,
0.026506813,
0.00077589514,
0.020509424,
0.028748957,
-0.035819273,
-0.053618867,
-0.00044189484,
0.036809668,
-0.0416516,
-0.0055365814,
-0.052986115,
-0.01068801,
-0.008074468,
0.019106364,
0.0019257674,
-0.046328463,
0.01513103,
-0.0225865,
-0.005564092,
-0.031362496,
0.013390961,
-0.03826775,
0.023852006,
-0.021609861,
0.05229834,
0.01799217,
-0.0056878915,
0.018913787,
0.011148818,
0.041514043,
0.051555544,
-0.04509047,
-0.027249608,
0.009704492,
0.00033786902,
-0.032738045,
0.0208258,
-0.011362027,
0.013844892,
-0.0040166005,
0.054224107,
-0.022270124,
-0.0037518076,
-0.04275204,
0.012324912,
0.037607487,
-0.034773856,
0.007084073,
0.022146326,
0.017524483,
0.024622312,
0.009635715,
-0.03056468,
0.015172296,
-0.043522343,
-0.059478704,
0.04484287,
-0.026286725,
0.018858766,
-0.00011101104,
-0.047208812,
0.032710534,
-0.04536558,
0.021059642,
0.07048309,
0.008046957,
0.009511916,
-0.051803146,
0.030729746,
0.0070393677,
0.00010896921,
0.019037586,
-0.044677805,
0.011533971,
-0.0066851643,
-0.033205733,
-0.066796616,
-0.022806589,
0.008232656,
0.010853075,
0.00563287,
0.028941533,
-0.019106364,
-0.04564069,
-0.049519733,
0.048446808,
0.026836945,
0.004191983,
-0.013088341,
0.016891731,
0.020660734,
0.008528398,
-0.016616622,
-0.000520559,
-0.030427126,
0.053591356,
-0.012957663,
-0.01686422,
0.02940922,
0.012861376,
-0.053508822,
-0.006441004,
0.02067449,
0.036699627,
-0.018198501,
-0.029519264,
-0.023012921,
0.02639677,
-0.057002716,
0.013562905,
-0.0009929738,
-0.0055812867,
0.0040750615,
-0.007613659,
-0.007317916,
-0.043632388,
0.01796466,
0.028473847,
-0.025626462,
-0.01348725,
-0.032710534,
-0.0077099474,
-0.04368741,
-0.009793903,
0.05491188,
0.0023023237,
0.01969785,
0.045778245,
0.0042366884,
0.11119931,
0.010371633,
0.00943626,
0.006289694,
-0.02238017,
-0.061514515,
-0.0051101614,
0.03598434,
0.009518793,
0.015695004,
-0.028969044,
0.0045771366,
0.018886276,
0.042174306,
-0.004883196,
-0.082202755,
0.02441598,
-0.033260755,
-0.033205733,
0.038790457,
-0.027758561,
-0.008631565,
0.032407913,
0.0046803025,
-0.037717532,
0.014993475,
0.026795678,
-0.0019068536,
0.0070428066,
-0.0599739,
0.023604406,
-0.06657653,
-0.04343981,
-0.055159483,
-0.034031063,
-0.008487132,
0.023618162,
-0.0077787247,
-0.006344716,
0.0040819393,
0.026946988,
-0.02554393,
0.025323842,
0.008886041,
0.023618162,
0.007813114,
-0.0028714568,
-0.030647213,
0.036011852,
0.03348084,
-0.008851652,
-0.00084467256,
-0.02137602,
-0.028721446,
-0.012978297,
-0.001254328,
0.034333684,
0.0011262301,
-0.021995015,
0.0037896351,
0.021362264,
-0.055627167,
0.035241544,
-0.04660357,
-0.01914763,
0.0010729276,
0.046438508,
0.0009843766,
0.052325852,
-0.0049519734,
0.0033425821,
0.008549032,
0.017551994,
0.0042126165,
0.045255534,
0.006021462,
0.0029815007,
-0.021857461,
-0.012187357,
0.040138494,
0.021389773,
-0.025461396,
0.03793762,
-0.033040665,
-0.00971137,
-0.040441114,
-0.022242613,
0.018803744,
0.033563375,
0.008837897,
-0.023618162,
-0.024704846,
0.006214039,
-0.030592192,
0.040110983,
-0.05848831,
-0.024773622,
0.03807517,
-0.06586125,
-0.008349577,
-0.026740657,
-0.003769002,
0.041211423,
0.046355974,
-0.009236806,
-0.022861611,
-0.013170874,
-0.025351353,
0.018638678,
-0.060744207,
-0.022366414,
-0.0062106,
-0.0165616,
-0.04104636,
-0.029354198,
-0.021458551,
0.05678263,
0.018927542,
-0.053893976,
-0.01628649,
-0.02797865,
0.03746993,
0.06107434,
-0.058708396,
-0.0308673,
-0.013934303,
0.02916162,
-0.04938218,
0.027538475,
-0.02137602,
0.011100674,
0.02067449,
0.011602749,
0.010660498,
0.0129095195,
0.04112889,
-0.029931929,
0.010873708,
0.02383825,
0.05969879,
0.0101928115,
0.034003552,
-0.0013325623,
0.06745688,
0.038735434,
0.027235854,
-0.009470649,
0.017607016,
0.0059664403,
-0.03367342,
-0.034416214,
0.03177516,
0.027332142,
0.003820585,
0.015571205,
-0.036809668,
-0.010674254,
-0.004697497,
0.01826728,
0.017015532,
-0.020110514,
-0.0012895764,
-0.015419895,
-0.032160316,
0.005285544,
-0.04228435,
-0.041624088,
0.041816663,
0.016506579,
0.058433287,
-0.005220205,
0.034691326,
-0.03733238,
0.042697016,
0.02444349,
-0.027139565,
0.017510729,
-0.006145261,
0.038350284,
0.006506343,
0.018239768,
-0.009518793,
0.019450251,
0.0007256017,
-0.07796607,
-0.014388233,
0.012104824,
-0.024168381,
-0.021458551,
0.018212257,
-0.033398308,
-0.0066851643,
-0.048997026,
0.021568595,
-0.04228435,
-0.013686704,
0.039560765,
-0.026162926,
-0.0120154135,
0.05565468,
-0.0094912825,
0.02374196,
0.010632987,
0.042119283,
0.013817381,
0.079011485,
-0.009002963,
-0.02770354,
0.013893036,
0.021967504,
-0.019629072,
-0.0014047786,
-0.023549385,
-0.004267638,
-0.009037351,
-0.052325852,
-0.035709232,
0.00456682,
-0.0048660017,
-0.01603889,
-0.021362264,
0.034636304,
0.0017598419,
-0.0368922,
0.03942321,
0.070813216,
0.036974736,
-0.019835405,
-0.018239768,
0.03452626,
-0.06938265,
-0.015639983,
-0.035901807,
0.048089165,
-0.009463771,
-0.04085378,
-0.017827105,
-0.04118391,
-0.0022610573,
0.004188544,
-0.02612166,
0.0028938095,
0.02554393,
0.0471813,
0.022641523,
0.01896881,
-0.014181902,
0.014484522,
0.023796983,
0.017469462,
0.0051720613,
0.06311015,
0.050977815,
0.0045840144,
0.017056797,
-0.0022232297,
0.018528635,
0.016767932,
0.0014254118,
0.011932881,
0.0007608501,
-0.036754645,
-0.0416516,
-0.025502663,
0.029931929,
-0.029491752,
-0.018239768,
-0.018748721,
-0.010117156,
-0.08847526,
-0.00052442774,
-0.025722751,
0.04547562,
-0.023343053,
-0.043714922,
0.003848096,
-0.06030403,
0.22250867,
0.06316517,
0.045778245,
0.014030592,
0.025475152,
0.033260755,
0.007011857,
-0.024030827,
0.00593549,
-0.03735989,
0.011107552,
-0.034168616,
-0.012077313,
0.048199207,
-0.01586007,
0.064210586,
-0.024979955,
-0.0036486415,
0.012448711,
-0.060414076,
-0.035406608,
0.01625898,
0.012056679,
0.040661205,
0.060689185,
-0.0060868007,
0.0005755809,
-0.04148653,
0.018212257,
0.005835763,
0.0029574286,
-0.020867066,
0.026052883,
0.022215104,
0.0061727725,
0.04905205,
0.0037552465,
-0.022118814,
-0.040193517,
-0.04707126,
0.03746993,
-0.019257674,
0.0005351742,
-0.020385623,
-0.007372938,
0.01729064,
-0.023824494,
0.0411564,
0.022036282,
-0.030922323,
0.050179996,
-0.053811446,
-0.0071322173,
-0.015529939,
-0.026135415,
0.014374479,
-0.02669939,
-0.01588758,
-0.024085848,
0.056672584,
0.036782157,
0.0067057973,
-0.013679827,
0.021541085,
-0.004642475,
0.03458128,
-0.02298541,
0.06250491,
-0.026245458,
0.005921735,
-0.008775997,
-0.029079089,
-0.029959438,
-0.024718601,
0.041541554,
0.008198267,
0.023879517,
0.019065097,
-0.013507883,
-0.033288267,
0.0145395445,
-0.01872121,
0.028996555,
-0.031582586,
0.034168616,
0.04308217,
-0.042614482,
0.00019139463,
-0.013033319,
0.014223168,
0.031224944,
0.042614482,
0.0006770276,
-0.0519407,
-0.0035385976
] |
import bitsandbytes as bnb
from torch import nn
from transformers.trainer_pt_utils import get_parameter_names
training_args = TrainingArguments(per_device_train_batch_size=4, **default_args)
decay_parameters = get_parameter_names(model, [nn.LayerNorm])
decay_parameters = [name for name in decay_parameters if "bias" not in name]
optimizer_grouped_parameters = [
{
"params": [p for n, p in model.named_parameters() if n in decay_parameters],
"weight_decay": training_args.weight_decay,
},
{
"params": [p for n, p in model.named_parameters() if n not in decay_parameters],
"weight_decay": 0.0,
},
]
optimizer_kwargs = {
"betas": (training_args.adam_beta1, training_args.adam_beta2),
"eps": training_args.adam_epsilon,
}
optimizer_kwargs["lr"] = training_args.learning_rate
adam_bnb_optim = bnb.optim.Adam8bit(
optimizer_grouped_parameters,
betas=(training_args.adam_beta1, training_args.adam_beta2),
eps=training_args.adam_epsilon,
lr=training_args.learning_rate,
) |
[
0.05024728,
0.009444237,
-0.025686637,
0.015960902,
-0.02789639,
-0.0073330067,
0.0018209362,
0.034990124,
-0.014736388,
0.028023064,
0.03228775,
0.003311113,
0.021436024,
-0.06862906,
0.0137722595,
0.008853093,
0.008487146,
-0.039888177,
-0.062323518,
0.005221776,
-0.0025440326,
-0.01757951,
-0.08518111,
-0.0143774785,
-0.04101417,
0.010401328,
-0.002060209,
-0.01503196,
0.05475124,
0.019381095,
-0.018944774,
-0.0037509527,
-0.029641673,
-0.03009207,
-0.032062553,
0.0011277489,
0.019634442,
-0.007614504,
-0.042112008,
-0.04385729,
0.035327923,
-0.0267704,
0.017607661,
-0.038846638,
-0.06226722,
0.00015240443,
0.0007886325,
-0.01656612,
0.006386472,
-0.047544908,
0.0016300457,
0.011597692,
0.025742935,
-0.009922783,
-0.029669823,
-0.009500536,
0.016115725,
-0.010267617,
-0.0056862473,
-0.017354313,
0.048896093,
0.0026777438,
-0.0322033,
-0.05475124,
0.02743192,
0.021281201,
-0.013033329,
-0.01772026,
-0.051851816,
-0.019718891,
-0.058382556,
0.0031439739,
0.009676472,
-0.020127062,
-0.0019546475,
0.03558127,
0.024236925,
-0.010513927,
-0.012772944,
0.022238294,
0.022224218,
0.019958165,
-0.0044159903,
-0.012209949,
-0.037861396,
-0.041436415,
0.037326552,
-0.037101354,
-0.012709606,
-0.038171045,
-0.041239366,
0.008677157,
0.009838333,
0.00081150414,
0.05700322,
0.032794446,
-0.016383147,
0.03772065,
0.0085082585,
-0.015777929,
0.0036242788,
0.0966662,
0.015876452,
0.009732772,
-0.031612154,
0.02506734,
0.01494751,
-0.029388327,
-0.021703448,
0.015158634,
-0.0008884761,
0.04304095,
0.01047874,
0.026094807,
-0.012554783,
0.029754274,
-0.020887105,
-0.004503958,
-0.047854554,
0.0018948292,
0.021717522,
-0.026643727,
0.003159808,
-0.054638643,
0.03009207,
-0.045827772,
-0.025109567,
0.033976734,
-0.069248356,
-0.041999407,
-0.021351576,
0.011506205,
-0.016354999,
0.042506102,
0.009183852,
0.0004147688,
-0.026193332,
0.022590164,
0.013434462,
-0.03639761,
0.03659466,
-0.011625841,
0.01396227,
0.07363971,
-0.016354999,
-0.034764927,
0.0027199683,
-0.05162662,
-0.025320688,
0.022942036,
-0.032006253,
0.013335939,
-0.033019643,
0.01050689,
0.014666013,
-0.03749545,
-0.05264001,
0.04622187,
0.030458016,
0.010893948,
0.015186784,
0.027713416,
-0.018466229,
0.06344951,
0.0054434557,
0.048896093,
-0.021196753,
-0.043519493,
0.013751147,
-0.014138206,
0.032681845,
-0.0011057568,
0.011435831,
0.013293713,
0.05058508,
0.04399804,
0.07127514,
-0.0046482254,
0.011710291,
0.024602871,
-0.009972044,
-0.025447363,
0.0033199098,
0.025151791,
0.02581331,
0.027657118,
-0.011773628,
-0.031752903,
-0.02043671,
0.021323426,
0.007713028,
0.013525949,
-0.02471547,
0.0052569634,
-0.056299474,
-0.0097116595,
-0.01423673,
0.0025545887,
-0.00482768,
-0.053203005,
0.0029346102,
0.03535607,
-0.017790634,
0.012554783,
0.0031175835,
0.016200174,
-0.019057373,
0.046334468,
0.013399275,
0.011161371,
0.06226722,
0.0059677446,
-0.010513927,
-0.0070831776,
0.0151304845,
0.02240719,
-0.026657801,
-0.022041244,
0.025911834,
0.030401716,
0.046531517,
-0.032850742,
0.031865504,
-0.033075944,
0.03414563,
-0.0014101259,
-0.022674615,
0.0187618,
0.033864133,
0.019789265,
-0.015904602,
0.02257609,
-0.011998826,
0.065926686,
-0.032822594,
-0.0041239364,
0.01867735,
0.008705307,
-0.015440132,
0.017185414,
0.0041696797,
-0.0022554977,
0.01873365,
0.047939003,
-0.027544519,
0.0021569736,
-0.017354313,
0.0060029314,
-0.05793216,
0.020675983,
-0.038846638,
0.015271232,
-0.019367019,
-0.03535607,
-0.05917075,
0.015214933,
0.008831981,
0.009542761,
0.0038142896,
0.016988367,
-0.015355682,
0.05019098,
-0.02567256,
-0.018381778,
0.052386664,
0.054188244,
-0.014201542,
0.025306614,
0.06007154,
-0.0051830704,
-0.011752515,
-0.01676317,
-0.034173783,
-0.025137715,
-0.0033093535,
-0.0048734234,
0.03670726,
-0.0059818192,
0.008719381,
-0.003365653,
0.034990124,
0.008100087,
-0.009725735,
0.06344951,
0.043406896,
0.05793216,
-0.027136346,
0.006520183,
-0.0323159,
0.0040746746,
-0.0049367603,
-0.026348155,
0.02850161,
-0.03217515,
0.03631316,
0.008768643,
0.04616557,
-0.008817906,
-0.05787586,
0.010985435,
0.0003294399,
0.034004882,
0.036735408,
0.018930698,
-0.028206037,
0.015820153,
0.012019938,
-0.005186589,
0.049008694,
0.035271622,
-0.04107047,
0.013786334,
-0.0018244549,
0.0646318,
-0.044251386,
0.010746162,
0.021745672,
-0.038283642,
-0.05356895,
-0.061929423,
0.015960902,
-0.007047991,
-0.0062140548,
-0.040254124,
-0.035018273,
0.030964712,
-0.021675298,
-0.050782125,
0.015369757,
-0.03977558,
-0.020098913,
-0.022463491,
-0.026446678,
0.0041907923,
-0.024265073,
0.024532497,
-0.02147825,
0.029810572,
-0.008853093,
0.006896686,
0.0071852207,
-0.009268302,
0.067728266,
0.037242103,
0.023434658,
0.0058657015,
0.024926594,
-0.04622187,
-0.0027252466,
-0.01873365,
0.026531128,
-0.01665057,
0.019718891,
0.015243083,
0.023899127,
0.0058445893,
-0.035271622,
0.025222166,
0.033075944,
0.02029596,
0.03876219,
0.004257648,
0.025151791,
-0.008705307,
-0.023786528,
-0.0029064603,
-0.005784771,
0.05044433,
0.075385,
-0.0075582047,
0.024025802,
-0.015271232,
-0.026122957,
-0.022322742,
0.018592902,
-0.00025576676,
0.010626526,
0.041126765,
0.03133066,
-0.02520809,
-0.024433972,
-0.0003050288,
0.035778318,
0.013342976,
0.03453973,
0.01253367,
-0.022759063,
0.046841163,
-0.0077059907,
-0.0020830806,
0.01368781,
0.021253051,
-0.016003126,
-0.024349524,
0.0027727492,
-0.03104916,
0.054441594,
0.032653697,
0.018001758,
-0.007452643,
0.074878305,
-0.044532884,
-0.00458137,
0.031471405,
0.0160172,
-0.045602575,
-0.049064994,
0.028149737,
0.033864133,
0.01231551,
-0.02734747,
-0.0025932945,
-0.027797867,
0.021801973,
-0.005689766,
-0.009289414,
-0.025433289,
-0.01099951,
-0.024236925,
0.034736775,
-0.013188153,
-0.05894555,
-0.011210633,
0.0124210715,
0.072344825,
-0.04616557,
-0.0073752315,
-0.071669236,
0.010626526,
0.025447363,
-0.030880263,
-0.025517737,
-0.026911149,
0.018972924,
-0.056299474,
0.032006253,
0.044701785,
-0.039353333,
-0.004370247,
-0.05052878,
-0.020253737,
0.011597692,
-0.007389306,
0.0028871074,
0.0037439151,
0.030570615,
-0.03118991,
-0.0057706963,
0.005510311,
0.04076082,
0.048839796,
-0.026376305,
0.034736775,
-0.027544519,
0.0031949952,
-0.027263021,
-0.021675298,
0.01769211,
0.012779981,
0.056609124,
-0.023307983,
-0.00061929424,
0.030880263,
-0.03656651,
-0.015510505,
-0.019564068,
0.0024314336,
-0.012019938,
0.044223238,
0.0070339157,
0.014103019,
0.018438078,
0.047713805,
-0.041605312,
0.022942036,
0.006266835,
0.046644114,
0.007959338,
-0.0018965886,
0.03321669,
-0.05900185,
0.022759063,
0.0033251878,
-0.019113671,
0.026474828,
-0.07397751,
-0.01423673,
0.030345418,
-0.028628284,
0.02798084,
0.022562014,
-0.033864133,
-0.007220408,
-0.0018473265,
-0.012878505,
0.011428794,
-0.010190205,
0.008620857,
0.06846016,
0.04287205,
-0.02743192,
-0.05798846,
-0.04715081,
0.07459681,
-0.067221574,
0.025996283,
-0.010528002,
-0.029219428,
-0.015271232,
0.004503958,
-0.053963047,
0.0042330166,
-0.012083275,
0.019367019,
-0.0124210715,
-0.0486146,
0.0048100865,
-0.021661224,
-0.035862766,
0.06283022,
-0.037973996,
-0.060803432,
-0.036341313,
0.04304095,
0.016889842,
-0.019395169,
0.0021305832,
-0.046756715,
-0.036876157,
-0.019761115,
0.058438856,
-0.01610165,
-0.004518033,
-0.025179941,
-0.064294,
0.006865017,
0.045771472,
0.026657801,
-0.045940373,
0.013765221,
-0.021098228,
-0.0055912416,
-0.07330192,
-0.016509822,
-0.02358948,
-0.04081712,
-0.0027463587,
0.031640306,
0.010851724,
0.010795425,
0.0023628187,
0.034173783,
0.014053756,
0.042280905,
-0.075553894,
0.005351969,
-0.010732087,
0.009226076,
0.011780665,
-0.00086560444,
-0.016960217,
-0.00035011236,
-0.033413738,
0.056609124,
-0.043294296,
0.020070763,
-0.019958165,
-0.0427876,
0.014321179,
-0.0050106533,
0.028318636,
-0.01774841,
0.020802656,
0.036228713,
0.022899812,
-0.0038987387,
0.02468732,
-0.048896093,
-0.057397317,
0.03538422,
-0.039015535,
-0.014300067,
0.00430691,
0.005893851,
0.033920433,
-0.039465934,
0.016200174,
0.03848069,
0.02913498,
-0.0022044764,
-0.02992317,
-0.0023962464,
0.0010345029,
0.038058445,
0.009774997,
-0.030007621,
-0.0024859738,
-0.015510505,
-0.007579317,
-0.045405526,
0.011224708,
0.017185414,
0.013188153,
-0.014750463,
0.061366428,
-0.0058692205,
-0.060296737,
-0.02850161,
0.017354313,
-0.0054610493,
-0.0002740201,
-0.0036805782,
0.0005115335,
-0.021745672,
-0.00282553,
-0.015834227,
-0.032709997,
0.004204867,
0.06344951,
-0.016749093,
-0.021309352,
0.025658486,
0.0045884075,
-0.019155897,
-0.07048694,
0.03124621,
0.027966764,
0.013730034,
-0.010760237,
-0.010274654,
-0.016960217,
-0.04613742,
0.016847618,
0.021253051,
-0.0051091774,
0.016847618,
-0.0022871662,
0.0040113376,
-0.07352711,
0.004634151,
0.026066657,
-0.058664054,
-0.01154843,
-0.018424002,
0.01341335,
-0.017706186,
-0.03445528,
0.050303582,
0.00414153,
-0.030908411,
0.035806466,
0.022674615,
0.06547629,
-0.010408365,
0.0061436803,
-0.048389398,
-0.049993936,
-0.013462612,
-0.024856219,
0.02194272,
-0.011717329,
0.01604535,
0.03347004,
0.032850742,
0.03324484,
0.031302508,
-0.03651021,
-0.060972333,
0.004257648,
-0.038058445,
-0.034173783,
0.029951321,
0.01368781,
-0.02506734,
0.033892285,
0.009071253,
-0.045743324,
0.011534355,
0.020774506,
-0.015496431,
-0.022393117,
-0.038734037,
0.0025827384,
-0.044251386,
-0.02584146,
-0.032484796,
-0.043153547,
0.005784771,
0.015397906,
0.0082056485,
0.037213955,
0.016509822,
0.02841716,
-0.019493693,
0.014989736,
-0.017255789,
-0.013258526,
0.0022660538,
0.005971263,
-0.029050529,
0.027164496,
0.043491345,
-0.04084527,
-0.0050352844,
-0.0014391553,
0.0068122367,
-0.004803049,
-0.017424688,
0.03867774,
-0.0052710385,
-0.035074573,
0.018888474,
0.031555858,
-0.021084154,
-0.0049825036,
-0.047798254,
-0.046784863,
0.0021921608,
0.03003577,
0.027966764,
0.068009764,
0.0032741665,
0.0073752315,
0.010957286,
0.04951539,
0.0074878302,
0.02367393,
-0.011914376,
0.015721628,
-0.039494082,
-0.016284624,
0.03974743,
0.009148665,
-0.04101417,
0.021224903,
-0.003610204,
-0.014039681,
-0.059733745,
-0.0033990808,
0.030148368,
0.058664054,
0.0017356073,
-0.008290098,
-0.03344189,
0.010169093,
-0.0537097,
0.01824103,
-0.040648222,
-0.013589286,
-0.0066750064,
-0.041183066,
-0.01659427,
-0.008332322,
-0.008578633,
0.04529293,
0.03563757,
-0.01610165,
0.0021974389,
-0.018691426,
0.026432604,
0.021168603,
-0.05145772,
-0.019127747,
0.0019212196,
-0.015538655,
-0.05601798,
-0.028642358,
-0.01555273,
0.040282276,
0.0022097544,
-0.010513927,
-0.035806466,
0.005573648,
0.01679132,
0.04419509,
-0.06547629,
0.0010776072,
-0.03670726,
0.02465917,
-0.037157655,
0.0008902355,
-0.015735703,
0.027826015,
0.005823477,
0.047573056,
-0.0046376693,
0.0044019152,
0.0030243373,
-0.058551453,
0.029332027,
0.042731304,
0.031499557,
-0.022998335,
0.023336133,
0.015693478,
0.041436415,
-0.0013318345,
0.042280905,
0.0034712146,
0.027333396,
0.0322596,
-0.021520475,
-0.013730034,
-0.010028344,
0.044279538,
-0.036876157,
-0.0056827283,
-0.0215627,
-0.0083604725,
-0.025588112,
0.03420193,
-0.00984537,
0.012083275,
0.008050825,
-0.0109220985,
-0.0429565,
-0.0011418237,
0.0005528784,
-0.033695236,
0.045264777,
-0.002021503,
0.044645485,
0.0012860912,
0.029979471,
-0.020042613,
0.033948585,
0.038086597,
0.018043982,
0.023378357,
-0.0375236,
0.05677802,
-0.010401328,
0.035975363,
-0.00641814,
0.005264001,
-0.0053238194,
-0.07358342,
0.011140259,
0.040254124,
-0.017002441,
-0.025222166,
-0.019324794,
-0.013983382,
0.0047608246,
-0.055286083,
0.0022818882,
-0.08805238,
-0.00046007228,
0.030486166,
-0.008726419,
-0.01925442,
0.0127236815,
-0.00007191378,
0.009732772,
0.037973996,
0.033864133,
0.013765221,
0.08951616,
0.031584006,
-0.0041872733,
-0.0017250511,
-0.0019124228,
-0.03653836,
-0.015707554,
0.0060310815,
0.029529074,
-0.015848303,
-0.02251979,
-0.046756715,
0.055736482,
-0.011471018,
0.00076356163,
-0.040254124,
0.020014463,
0.0065272204,
-0.04515218,
-0.0072133704,
0.11935489,
0.020732282,
0.010394291,
-0.018986998,
0.0035802948,
-0.033751536,
0.0020742838,
-0.036059815,
0.03352634,
-0.0093809,
-0.042309057,
0.004729156,
-0.038142893,
0.010964323,
0.018550677,
-0.062886514,
-0.030486166,
0.03881849,
0.006428696,
0.033104092,
0.018564751,
-0.0018508453,
-0.029500926,
0.037073206,
0.028754957,
0.0027586743,
0.056749873,
0.05596168,
0.005823477,
0.006119049,
0.014271917,
0.014468965,
-0.01204105,
-0.00086868333,
0.020310035,
-0.009592023,
-0.006495552,
-0.037242103,
-0.04712266,
0.01829733,
-0.037242103,
-0.00828306,
0.0036770594,
-0.014919361,
-0.089853965,
-0.0037826211,
0.009338675,
-0.0039867065,
-0.010239467,
-0.0075863544,
-0.0046517444,
-0.02581331,
0.23330502,
0.0643503,
0.029838722,
0.0060310815,
0.06339321,
0.067108974,
0.010126868,
-0.017368387,
0.0094160875,
-0.03850884,
-0.0014602677,
-0.017790634,
0.03749545,
0.016059425,
-0.010316879,
0.015918676,
-0.017931383,
0.0038846638,
-0.02734747,
-0.030964712,
-0.035074573,
0.04715081,
0.010520965,
0.005337894,
0.030767664,
0.011351381,
-0.014989736,
-0.067334175,
0.009570911,
-0.0160172,
0.008810868,
-0.0069740973,
0.03102101,
-0.014933436,
0.014623789,
0.052865207,
-0.005763659,
-0.057509914,
-0.001292249,
-0.014848987,
0.024785845,
-0.047854554,
-0.037917696,
-0.009176815,
-0.003036653,
0.0026179256,
-0.0014576286,
0.037045054,
0.030345418,
-0.06755937,
0.025799235,
-0.07763698,
-0.0033726904,
0.001574626,
-0.048107903,
0.018283255,
-0.051711068,
-0.03313224,
0.0057566212,
0.034764927,
0.024757694,
-0.009993157,
-0.005499755,
0.03453973,
0.0068509425,
-0.004130974,
-0.029782422,
0.047516756,
-0.027713416,
-0.019648517,
0.016749093,
-0.008930504,
-0.008719381,
0.009972044,
0.024982892,
0.012048088,
0.010112793,
0.016932067,
-0.011210633,
-0.044870682,
-0.006523702,
-0.0057425466,
0.006449809,
-0.04092972,
-0.006952985,
0.024856219,
-0.032062553,
0.01931072,
-0.027080048,
0.0483331,
0.014384516,
0.056158725,
0.013666698,
-0.026615577,
0.030514317
] |
Finally, pass the custom optimizer as an argument to the Trainer:
py
trainer = Trainer(model=model, args=training_args, train_dataset=ds, optimizers=(adam_bnb_optim, None))
Combined with other approaches (gradient accumulation, gradient checkpointing, and mixed precision training),
you can expect to get about a 3x memory improvement and even slightly higher throughput as using Adafactor.
multi_tensor
pytorch-nightly introduced torch.optim._multi_tensor which should significantly speed up the optimizers for situations
with lots of small feature tensors. It should eventually become the default, but if you want to experiment with it sooner, take a look at this GitHub issue.
Data preloading
One of the important requirements to reach great training speed is the ability to feed the GPU at the maximum speed it
can handle. By default, everything happens in the main process, and it might not be able to read the data from disk fast
enough, and thus create a bottleneck, leading to GPU under-utilization. Configure the following arguments to reduce the bottleneck: |
[
0.04078708,
0.016049525,
-0.03489788,
-0.004861505,
-0.035918284,
0.00086506724,
0.0061916765,
-0.010029132,
-0.012820669,
0.043527596,
0.010546623,
0.003518578,
0.025641339,
-0.06565583,
0.024314811,
0.032390594,
0.033877473,
-0.01833815,
-0.071020246,
-0.0036953266,
0.015160315,
-0.016413957,
-0.083673276,
-0.020655928,
-0.02679294,
0.005032787,
-0.022478081,
-0.029533459,
0.07084531,
0.031399343,
-0.042215645,
-0.029883312,
-0.022682164,
-0.020378962,
-0.049620874,
-0.008126804,
-0.0047849743,
-0.0062754955,
-0.041107778,
-0.039066963,
0.00956266,
-0.029023256,
-0.013148657,
-0.031282727,
-0.067813255,
-0.010174903,
0.015320664,
-0.035918284,
-0.02039354,
-0.058338057,
-0.013316295,
0.016749233,
-0.0010122061,
-0.012412508,
-0.016326493,
-0.010211347,
0.007073599,
-0.0049926997,
-0.013301718,
0.003888475,
0.046151496,
0.043673366,
-0.026967868,
-0.06851296,
0.013454779,
0.023498487,
-0.017755061,
0.03253637,
0.00058217795,
0.039445974,
-0.051457606,
0.011858573,
0.014424165,
-0.0043476573,
-0.02027692,
0.0028024716,
0.023265252,
0.013309007,
0.008367327,
-0.019533481,
0.0017501782,
0.040757924,
-0.05148676,
0.021136977,
-0.03536435,
-0.064606264,
0.038600493,
-0.012288601,
-0.006403046,
-0.04314859,
-0.0027751394,
0.015043696,
-0.014482474,
0.011253618,
0.006683658,
0.013090349,
-0.024154462,
0.038046557,
0.020291498,
-0.019897914,
0.0060969247,
0.09667616,
-0.01491979,
0.017580135,
-0.026136965,
0.007806104,
-0.023935804,
-0.020364383,
-0.0094023105,
-0.026705477,
0.0032397883,
0.010655952,
0.0018768178,
0.031078644,
0.012602012,
0.017536402,
-0.012419797,
0.018629694,
-0.017711328,
0.015524745,
0.011275484,
-0.043906603,
-0.014037868,
-0.011690935,
0.04020399,
-0.051049445,
-0.0053753518,
0.026195275,
-0.043323513,
-0.0044168993,
0.004278416,
0.003746347,
-0.018585963,
0.06921267,
-0.006986135,
0.021399368,
0.0021228085,
0.0061807437,
-0.0052040694,
-0.03798825,
0.04218649,
-0.017244859,
0.004296637,
0.08833799,
-0.0011452233,
-0.0021337413,
0.0002361966,
-0.055685002,
-0.038600493,
-0.0029901534,
-0.058192283,
0.033644237,
-0.01928567,
0.0034183594,
0.0055976547,
-0.04734683,
-0.021151554,
0.03440225,
0.0058819107,
0.017346898,
0.05475206,
0.035918284,
-0.049941573,
0.04139932,
-0.011020383,
0.035422657,
-0.0196501,
-0.020495579,
0.013731747,
-0.016005794,
0.03384832,
0.030466402,
0.02132648,
0.004398678,
0.046122342,
0.05542261,
0.06378994,
-0.012908134,
0.017711328,
0.025393527,
-0.030466402,
-0.0105612,
-0.028804598,
0.01208452,
0.019970799,
0.015991217,
0.005550279,
-0.035918284,
0.0138775185,
-0.001975214,
0.0063556703,
0.037434313,
-0.001973392,
0.009890648,
-0.037026152,
-0.006341093,
-0.024722975,
-0.0045590275,
-0.020306075,
-0.047113594,
0.0062098983,
0.021720067,
-0.0032908088,
0.0057507153,
-0.000986696,
0.0060714143,
0.018163223,
0.014569937,
-0.0019588147,
-0.0032908088,
0.049883265,
0.011443122,
-0.0013429269,
0.003176013,
0.019431442,
0.0163848,
-0.011355659,
-0.008884819,
0.0533818,
0.042740427,
0.04839639,
-0.021005781,
0.028556785,
0.005284244,
0.050787054,
-0.02826524,
-0.008862953,
0.039533436,
0.017725905,
0.02023319,
-0.013199678,
0.03440225,
0.004529873,
0.03104949,
-0.0033144967,
0.0032142783,
0.010160326,
0.018906662,
-0.0031377478,
0.033877473,
0.011049537,
-0.0009821405,
0.04539348,
0.053469263,
-0.01108598,
0.014985388,
-0.04271127,
0.023104902,
-0.0566471,
0.042886198,
-0.03915443,
0.04976665,
-0.031690888,
-0.040058214,
-0.053410955,
0.0011388457,
0.019023279,
0.027886232,
0.0057762256,
-0.028017428,
0.015247778,
0.026136965,
-0.020466425,
-0.030145703,
0.040058214,
0.0629153,
-0.028964948,
0.049824957,
0.015189469,
-0.04635558,
-0.029722963,
-0.04708444,
-0.072536275,
-0.033964936,
-0.022915399,
-0.030408092,
0.034431405,
-0.0422448,
0.015743403,
-0.015262355,
0.0013292608,
-0.022900822,
-0.019227361,
0.056996953,
0.056996953,
0.05580162,
-0.032332286,
0.022871668,
-0.03413986,
0.04078708,
-0.0049744784,
-0.048017383,
-0.002057211,
-0.01712824,
0.016209874,
0.011625337,
0.02832355,
-0.01676381,
-0.035918284,
0.003473024,
-0.0004792263,
0.018279841,
0.022084497,
0.0050109215,
-0.032973684,
0.0015087428,
0.008979571,
-0.0055393456,
0.040699612,
0.020349806,
-0.029081564,
0.0011561562,
0.0018021095,
0.061399274,
-0.04014568,
0.05294448,
0.042536344,
-0.025029097,
-0.038046557,
-0.047725838,
0.0040269587,
0.021603448,
-0.008549543,
-0.04034976,
-0.03725939,
0.057026107,
-0.029081564,
-0.04860047,
0.014825039,
-0.028833752,
-0.05999986,
-0.0040342472,
-0.034227327,
0.0024234639,
-0.00093066477,
0.005827246,
-0.015524745,
0.014212795,
0.01003642,
0.0005926553,
0.013287141,
-0.032973684,
0.053090256,
0.04472293,
0.029314801,
0.003950428,
0.05460629,
-0.04734683,
0.0026676322,
-0.02174922,
0.0337317,
0.0005721561,
0.004460631,
0.014927079,
0.044985317,
0.027929964,
-0.026880404,
0.04428561,
0.018411037,
0.022376042,
0.039475128,
0.029387686,
0.004675645,
0.0014331235,
-0.034810416,
0.0035659538,
0.006301006,
0.030349784,
0.07096194,
-0.015568477,
0.025801688,
-0.014591803,
-0.020685082,
-0.004511651,
0.031428497,
0.019985376,
0.049096096,
0.0040524686,
0.049679186,
-0.011115135,
-0.017900834,
0.02795912,
0.035655893,
0.027871655,
0.017638443,
-0.0031778351,
-0.02832355,
-0.0074161636,
-0.020991204,
0.0016335603,
0.002213916,
0.021792952,
-0.048017383,
-0.011574317,
-0.0040962,
-0.048425544,
0.05352757,
0.02632647,
0.014373144,
-0.011552451,
0.054810368,
-0.062448833,
0.0167055,
0.029708385,
0.03513111,
-0.057026107,
-0.045072783,
0.017332321,
0.021501407,
0.013206966,
-0.010881899,
-0.0017939098,
-0.042215645,
0.0010905587,
0.0034766684,
-0.014584514,
-0.04860047,
-0.004664712,
-0.0072266595,
0.0366763,
0.013833787,
-0.017725905,
-0.046413887,
0.03446056,
0.041078623,
-0.016413957,
-0.024577202,
-0.05516022,
-0.024897901,
0.039999906,
0.0029956198,
0.018352726,
-0.047259364,
0.008717181,
-0.048833705,
0.037755013,
0.012339622,
0.008206978,
-0.027842501,
-0.073469214,
-0.014956233,
-0.004376812,
0.020612197,
-0.026370201,
-0.0010149393,
-0.006446778,
-0.017682174,
-0.014526205,
0.024970787,
0.030204011,
0.049650032,
-0.03583082,
0.042798735,
-0.019037856,
-0.028440166,
-0.024518894,
-0.013061194,
-0.00065369747,
0.009737587,
0.043265205,
-0.02027692,
-0.032157358,
0.017274013,
-0.032273978,
-0.048921168,
-0.020816278,
0.0005521124,
-0.008228844,
0.026195275,
-0.0029427775,
0.013534954,
0.03752178,
0.030670483,
-0.007609312,
0.002534615,
-0.014431453,
0.023848342,
-0.0022795137,
-0.015320664,
0.008731758,
-0.05023312,
0.02479586,
0.00013028395,
-0.0051238947,
0.006709168,
-0.04139932,
-0.031807505,
-0.00091882073,
-0.032128204,
0.029271068,
0.0019278381,
-0.04341098,
-0.013360027,
-0.026399355,
-0.02201161,
-0.038134024,
-0.016443111,
0.008112226,
0.040728766,
0.023979535,
0.013017463,
-0.040816233,
-0.022813357,
0.056151472,
-0.06320685,
-0.004617336,
-0.030378938,
-0.018425614,
-0.01323612,
0.0042565498,
-0.045539252,
-0.029489728,
-0.04078708,
0.013381893,
0.012616589,
-0.04014568,
0.0010559377,
-0.004435121,
-0.03851303,
0.06408148,
-0.017900834,
-0.061282657,
-0.025262332,
0.05358588,
0.021734644,
-0.0014294792,
0.020451847,
-0.03489788,
-0.04985411,
-0.029066987,
0.045072783,
-0.0021792953,
-0.010276944,
-0.0510786,
-0.018294418,
0.00048924814,
0.032244824,
0.0045626718,
-0.036822073,
0.021792952,
-0.034023244,
-0.005215002,
-0.08326511,
-0.010481025,
-0.036180675,
0.009001437,
0.004876082,
0.015889175,
0.016239028,
0.009788607,
0.011253618,
0.028585939,
0.0131413685,
0.049300175,
-0.06437303,
-0.07113686,
0.036122367,
0.007900856,
-0.008104937,
-0.018192377,
-0.03772586,
0.039212737,
-0.02170549,
0.06862958,
-0.0015169425,
0.009511639,
-0.0153935505,
-0.043615058,
0.021924147,
-0.0029701097,
0.008688026,
-0.0035513765,
0.018644271,
0.028702557,
0.005838179,
-0.032069895,
0.032565523,
-0.025145713,
-0.04014568,
0.02364426,
-0.031545117,
0.018134069,
-0.013476645,
0.00012925899,
0.04134101,
-0.031136954,
0.03131188,
0.061865747,
-0.012281313,
0.024810437,
-0.020306075,
0.013498511,
0.024125308,
0.030437248,
0.010779859,
-0.014271104,
-0.0074307406,
0.0016873139,
-0.0037281255,
-0.04492701,
-0.02043727,
0.028658826,
0.02338187,
-0.032244824,
0.009715721,
-0.025422681,
-0.063090235,
-0.03629729,
0.047725838,
-0.013323585,
0.00892855,
0.027128216,
-0.00023528554,
-0.02017488,
0.030670483,
-0.015349818,
-0.027026176,
-0.020772547,
0.045568407,
-0.041865792,
-0.036122367,
0.038629647,
0.015947485,
0.004209174,
-0.028775442,
0.014008714,
0.05653048,
0.0012099097,
-0.010911053,
-0.0083746165,
-0.023454756,
-0.021822106,
-0.0103060985,
0.039533436,
0.005080163,
-0.010269656,
0.03221567,
-0.028075736,
-0.047434293,
0.004901592,
0.029941622,
-0.02138479,
0.00919094,
0.0077842386,
0.025801688,
-0.019373132,
-0.024577202,
0.040962003,
-0.007660332,
-0.007507271,
0.048979476,
-0.011887727,
0.060349714,
0.009540794,
-0.0045262286,
0.0114868535,
-0.017959142,
-0.031253573,
-0.037055306,
0.06163251,
0.012077231,
0.024343967,
0.008600563,
0.023862919,
0.04297366,
0.037813324,
-0.020451847,
-0.049650032,
0.013228832,
-0.042157337,
-0.0061115017,
0.033760853,
0.0029664654,
-0.021836683,
0.043381825,
0.016836695,
-0.035597585,
0.0053935735,
0.016486842,
-0.008134092,
-0.051603377,
-0.02354222,
-0.002592924,
-0.038862884,
-0.035014495,
-0.014599091,
-0.058338057,
0.0034784905,
0.031924125,
-0.0016700034,
0.0069788466,
0.039795827,
0.009970822,
-0.0363556,
0.014475185,
-0.0000235314,
0.010845456,
-0.034810416,
-0.0029682876,
-0.0032452547,
0.02800285,
0.025510145,
-0.02663259,
-0.013585974,
0.0135058,
0.015524745,
-0.005816313,
0.02132648,
0.039737515,
-0.01287169,
-0.046559658,
0.0060240384,
0.020845432,
-0.034052398,
-0.00015374417,
-0.039475128,
-0.0061588776,
-0.024256503,
0.039766673,
0.022419773,
0.04029145,
0.03620983,
0.017332321,
0.0061953207,
0.044752084,
0.017711328,
-0.0012973731,
-0.0017465338,
0.000594933,
0.003008375,
-0.04355675,
0.033323538,
0.028964948,
-0.02275505,
0.020189457,
0.0065087313,
-0.0049052364,
-0.04291535,
-0.009606391,
0.038804576,
0.046880357,
0.016122412,
-0.014562649,
-0.028411012,
-0.007335989,
-0.05932931,
0.042798735,
-0.038338102,
-0.032652985,
0.021297326,
-0.047988225,
0.03346931,
-0.00039153517,
-0.011625337,
0.0006618971,
0.01749267,
-0.024533471,
-0.015495591,
-0.011268196,
0.0035386216,
0.037230235,
-0.059824932,
-0.037142772,
0.004887015,
0.0058345343,
-0.05384827,
-0.048746243,
0.006552463,
0.029314801,
-0.010160326,
-0.01581629,
-0.0296355,
-0.0044205436,
0.047055285,
0.040495533,
-0.052303087,
-0.012937288,
-0.05874622,
0.015932908,
-0.059883244,
-0.01944602,
0.016428534,
0.029387686,
0.0153789725,
0.0053607747,
-0.010619509,
-0.003830166,
0.04151594,
-0.058717065,
0.011741955,
0.013950405,
0.04034976,
-0.027507225,
0.019737564,
-0.005652319,
0.044985317,
0.010393562,
0.04355675,
-0.0058090244,
0.009992688,
0.027171949,
-0.025787111,
0.04087454,
0.024008691,
-0.0023924871,
-0.04728852,
0.010364408,
-0.00935129,
0.008104937,
-0.0120990975,
0.010626798,
0.035422657,
-0.026122387,
0.0045590275,
-0.015801713,
-0.051632535,
0.015072851,
-0.027929964,
-0.030816255,
0.021005781,
-0.005852756,
0.032827914,
-0.0020845432,
0.020058263,
-0.016282761,
0.051574223,
0.024241926,
-0.007886279,
0.03956259,
-0.007551003,
0.033556774,
0.020830855,
0.01692416,
0.032798756,
-0.030670483,
0.008279864,
-0.041282702,
-0.018906662,
0.015247778,
-0.028017428,
-0.011246329,
0.0024234639,
-0.044664618,
-0.03784248,
-0.046268113,
0.011924171,
-0.056617945,
0.014416876,
0.036005747,
-0.033061147,
-0.024606356,
0.02999993,
-0.013214255,
0.013053905,
0.014679266,
0.04440223,
-0.0022795137,
0.10355661,
0.00273323,
0.01801745,
0.013739035,
0.004165442,
-0.059271,
-0.032332286,
0.016720077,
0.007223015,
-0.026676323,
-0.031282727,
-0.038600493,
-0.015481014,
0.008265287,
0.013476645,
-0.05743427,
0.014883347,
0.023615105,
-0.03871711,
-0.030612174,
0.10973735,
0.024766706,
0.01896497,
-0.014395011,
-0.00856412,
-0.04690951,
-0.016268184,
-0.014139908,
0.044489693,
-0.021822106,
-0.025247755,
-0.01991249,
-0.04373168,
-0.035276886,
-0.0073323445,
-0.04209903,
-0.038804576,
0.049008634,
0.03431479,
0.015626786,
0.034956187,
0.012368776,
0.0029828649,
0.031399343,
0.031486806,
0.010838167,
0.06507274,
0.051778305,
0.028469322,
-0.008418348,
0.006851296,
0.015029119,
-0.01470842,
-0.000963008,
-0.02501452,
0.0021683623,
-0.014620957,
-0.026239006,
-0.03268214,
0.011851285,
-0.024897901,
-0.056297246,
-0.0068695177,
0.0057507153,
-0.05705526,
-0.01781337,
-0.012317755,
-0.0005785336,
0.013418336,
-0.006151589,
0.0035495544,
-0.0032397883,
0.25376034,
0.049679186,
0.022988284,
0.030816255,
0.027157372,
0.019241938,
0.026559705,
-0.05921269,
0.01213554,
-0.025918307,
-0.020991204,
-0.022055343,
0.01470842,
0.0013374605,
-0.012572857,
0.014001425,
-0.019868758,
-0.02832355,
-0.010247789,
-0.066647075,
-0.028513053,
0.031166108,
-0.016486842,
0.016472265,
0.047580063,
-0.03997075,
0.0023250675,
-0.055685002,
0.010094728,
-0.010779859,
0.0014231016,
0.010830878,
0.029460574,
-0.013170524,
0.016880427,
0.060757875,
0.009526217,
-0.030553864,
-0.023265252,
-0.014540782,
0.025889153,
-0.04591826,
-0.026967868,
-0.0064759324,
0.023877496,
0.04623896,
0.0017201126,
0.0031468587,
0.033790007,
-0.045830797,
0.050058194,
-0.06390656,
0.02610781,
0.012470816,
-0.056676254,
0.034548026,
-0.0635567,
-0.00825071,
0.03871711,
0.04370252,
0.014518917,
-0.014664689,
-0.0036187964,
0.013957693,
-0.00038948524,
0.046413887,
-0.028338127,
0.06909605,
-0.011158866,
0.015583054,
0.0014759441,
-0.033498466,
-0.03026232,
0.014453319,
0.023134056,
0.038950346,
0.036501374,
0.018790044,
-0.0082215555,
-0.056559633,
0.00287718,
0.004056113,
-0.015058274,
-0.047521755,
0.026443087,
0.02537895,
-0.049329333,
0.015291509,
-0.009183652,
0.051049445,
0.009620969,
0.06792987,
-0.0071683507,
-0.04276958,
0.001094203
] |
For additional information on tf32 vs other precisions, please refer to the following benchmarks:
RTX-3090 and
A100.
Flash Attention 2
You can speedup the training throughput by using Flash Attention 2 integration in transformers. Check out the appropriate section in the single GPU section to learn more about how to load a model with Flash Attention 2 modules.
Optimizer choice
The most common optimizer used to train transformer models is Adam or AdamW (Adam with weight decay). Adam achieves
good convergence by storing the rolling average of the previous gradients; however, it adds an additional memory
footprint of the order of the number of model parameters. To remedy this, you can use an alternative optimizer.
For example if you have NVIDIA/apex installed for NVIDIA GPUs, or ROCmSoftwarePlatform/apex for AMD GPUs, adamw_apex_fused will give you the
fastest training experience among all supported AdamW optimizers.
[Trainer] integrates a variety of optimizers that can be used out of box: adamw_hf, adamw_torch, adamw_torch_fused,
adamw_apex_fused, adamw_anyprecision, adafactor, or adamw_bnb_8bit. More optimizers can be plugged in via a third-party implementation.
Let's take a closer look at two alternatives to AdamW optimizer:
1. adafactor which is available in [Trainer]
2. adamw_bnb_8bit is also available in Trainer, but a third-party integration is provided below for demonstration.
For comparison, for a 3B-parameter model, like “google-t5/t5-3b”:
* A standard AdamW optimizer will need 24GB of GPU memory because it uses 8 bytes for each parameter (83 => 24GB)
* Adafactor optimizer will need more than 12GB. It uses slightly more than 4 bytes for each parameter, so 43 and then some extra.
* 8bit BNB quantized optimizer will use only (2*3) 6GB if all optimizer states are quantized.
Adafactor
Adafactor doesn't store rolling averages for each element in weight matrices. Instead, it keeps aggregated information
(sums of rolling averages row- and column-wise), significantly reducing its footprint. However, compared to Adam,
Adafactor may have slower convergence in certain cases.
You can switch to Adafactor by setting optim="adafactor" in [TrainingArguments]:
py
training_args = TrainingArguments(per_device_train_batch_size=4, optim="adafactor", **default_args)
Combined with other approaches (gradient accumulation, gradient checkpointing, and mixed precision training)
you can notice up to 3x improvement while maintaining the throughput! However, as mentioned before, the convergence of
Adafactor can be worse than Adam.
8-bit Adam
Instead of aggregating optimizer states like Adafactor, 8-bit Adam keeps the full state and quantizes it. Quantization
means that it stores the state with lower precision and dequantizes it only for the optimization. This is similar to the
idea behind mixed precision training.
To use adamw_bnb_8bit, you simply need to set optim="adamw_bnb_8bit" in [TrainingArguments]:
py
training_args = TrainingArguments(per_device_train_batch_size=4, optim="adamw_bnb_8bit", **default_args)
However, we can also use a third-party implementation of the 8-bit optimizer for demonstration purposes to see how that can be integrated.
First, follow the installation guide in the GitHub repo to install the bitsandbytes library
that implements the 8-bit Adam optimizer.
Next you need to initialize the optimizer. This involves two steps:
* First, group the model's parameters into two groups - one where weight decay should be applied, and the other one where it should not. Usually, biases and layer norm parameters are not weight decayed.
* Then do some argument housekeeping to use the same parameters as the previously used AdamW optimizer. |
[
0.023012547,
0.013192093,
0.0030532482,
-0.0063236654,
-0.022747528,
-0.021069068,
0.015061955,
-0.02285059,
-0.01282401,
0.036278255,
0.0051421192,
0.007906422,
0.038133394,
-0.031949602,
0.021407705,
0.0013195775,
0.024823515,
-0.040489126,
-0.038781222,
0.01437732,
0.012750394,
-0.009047479,
-0.041725885,
-0.010483003,
-0.025000194,
-0.0018680211,
-0.0015247837,
0.020612646,
0.068433985,
0.06596047,
-0.038604543,
-0.002462475,
0.016269267,
-0.029314127,
-0.035247624,
-0.026649207,
0.0019710844,
-0.02732648,
-0.016490117,
-0.038398415,
0.01782994,
0.03518873,
0.04446442,
-0.046083987,
-0.035777666,
-0.015989523,
-0.011395848,
0.0074941693,
-0.018566106,
-0.038928453,
0.010453557,
-0.0011171318,
0.0038170204,
-0.02794486,
0.0033053851,
-0.02320395,
-0.021363536,
0.005922455,
-0.016195651,
0.03975296,
0.020332903,
-0.0054365853,
0.015974801,
-0.044552762,
0.027915413,
0.04746798,
-0.025294662,
-0.049382012,
-0.045495056,
-0.0069310023,
-0.053799007,
0.027282309,
-0.022615017,
-0.025441894,
-0.021849405,
0.027517883,
0.008097826,
0.026016103,
-0.018860571,
-0.0077665504,
0.02223221,
-0.0047666742,
0.0014290821,
-0.01752075,
-0.04676126,
-0.018065512,
0.018919464,
-0.040312447,
0.033745848,
-0.031625688,
-0.0117786545,
0.02364565,
-0.011219169,
0.022747528,
0.032803554,
0.028695747,
-0.014605532,
0.056890905,
0.0029299404,
-0.02608972,
-0.008848715,
0.08916442,
-0.009710029,
0.011734485,
-0.014576086,
0.012654692,
0.019758694,
0.023410076,
-0.046290115,
0.0037176379,
0.010460918,
0.041078057,
0.01916976,
0.01606314,
0.0029998762,
0.02657559,
-0.008539525,
0.0055138827,
-0.028798811,
-0.021584384,
0.034511458,
-0.009930878,
0.008701481,
-0.03256798,
-0.012831372,
-0.034982607,
-0.027797626,
0.06172015,
-0.03913458,
-0.005613265,
-0.034246437,
-0.0053261607,
-0.013339327,
0.014355236,
-0.025971934,
0.029741103,
0.004409634,
0.05000039,
0.04019466,
-0.01153572,
0.025117982,
0.0055617336,
-0.008583695,
0.059570547,
-0.01716739,
-0.02368982,
-0.015238634,
-0.009511264,
-0.026251677,
0.036337152,
-0.03583656,
0.02391067,
0.01699071,
-0.003868552,
0.038751774,
-0.042609286,
-0.031154541,
0.07373438,
0.0022084978,
0.006975172,
-0.009260967,
0.019184483,
-0.008988586,
0.03256798,
0.016180927,
0.05159051,
-0.02710563,
-0.04019466,
-0.0124706505,
-0.016180927,
0.04570118,
0.014428852,
0.0065297917,
0.010829001,
0.063604735,
0.014473022,
0.015150295,
0.0025048046,
0.02258557,
0.009246244,
-0.00807574,
-0.03792727,
0.010151728,
0.013942983,
0.0053445646,
0.045436163,
0.021363536,
-0.013788388,
0.012853458,
0.010865809,
-0.015076678,
0.009430286,
-0.017432408,
0.03616047,
-0.008613141,
0.017255729,
-0.046731815,
-0.034393672,
0.017270453,
-0.057862643,
0.00077573484,
0.022997824,
-0.017623812,
-0.0047593126,
-0.039429046,
0.0014171194,
-0.007369021,
0.052238334,
-0.018212745,
-0.018124405,
0.059393868,
0.010748022,
-0.021981915,
-0.034393672,
0.029255234,
0.03274466,
-0.024823515,
-0.012728309,
-0.0015201826,
-0.017594365,
0.008407015,
0.0021827319,
0.028990215,
-0.027061459,
-0.008856076,
-0.014590809,
-0.007648764,
0.01668152,
0.04578952,
0.022246934,
0.0043102517,
0.043904938,
0.0034747033,
0.04991205,
0.005834115,
-0.015974801,
0.04867529,
-0.01175657,
-0.008833991,
0.038810667,
-0.04458221,
0.036955528,
-0.013736856,
0.015783397,
-0.01738824,
0.023895945,
-0.012949158,
-0.010107558,
-0.008672034,
0.044817783,
-0.024838239,
0.017314622,
-0.0172999,
-0.01916976,
-0.052503355,
-0.011086659,
0.0004697659,
0.0070303846,
-0.036484383,
-0.0071592135,
-0.029799996,
0.044611655,
-0.010983596,
-0.020877665,
0.034540907,
0.06978853,
0.020671539,
0.024072627,
-0.0056279884,
0.022880036,
-0.0047629937,
-0.02741482,
0.01694654,
-0.035306517,
-0.0459662,
-0.017358793,
0.029829444,
-0.028695747,
0.017491303,
-0.026016103,
-0.012919712,
0.034364227,
0.0025581766,
0.054329045,
0.039222922,
-0.0043544215,
-0.05376956,
-0.015518378,
-0.034040313,
0.02236472,
0.0000214092,
-0.0035170328,
-0.016607903,
-0.009430286,
0.021569662,
-0.039605726,
0.043463238,
-0.0048476527,
-0.007980038,
-0.0031213434,
-0.062309083,
0.002861845,
0.005469713,
-0.022026084,
-0.034305334,
0.027429543,
0.005532287,
-0.011822825,
0.05639031,
0.016755136,
-0.061779045,
-0.0010131483,
0.030447822,
0.028798811,
-0.04037134,
0.07408774,
0.03353972,
-0.023365907,
-0.027812349,
-0.02719397,
-0.0059334976,
-0.037956715,
-0.022556124,
-0.038987346,
-0.03869288,
0.040871933,
-0.05753873,
-0.056095842,
0.046025094,
-0.066254936,
-0.017726876,
-0.01623982,
-0.028769365,
0.018978357,
0.009827815,
0.04219703,
-0.029122723,
0.02285059,
-0.0416081,
0.0056537543,
-0.004144614,
-0.0038096586,
0.05306284,
0.012581076,
0.0013250987,
-0.028195156,
0.059305526,
-0.027444266,
0.015562547,
-0.033304147,
0.047409087,
-0.038398415,
0.010357855,
-0.012912351,
0.03030059,
0.008024208,
-0.059069954,
0.0389579,
0.038398415,
-0.000015355961,
0.045288928,
0.029343573,
0.029343573,
0.004321294,
-0.019331718,
-0.031095648,
0.0063383887,
-0.003163673,
0.016975986,
-0.051973313,
0.030683396,
0.012536906,
0.0050721834,
0.033657506,
-0.008024208,
-0.006677025,
0.0132730715,
0.03580711,
0.07385217,
-0.042933196,
-0.014583447,
-0.0010389142,
0.024956025,
-0.01180074,
0.03457035,
0.03362806,
-0.006183794,
0.039222922,
0.0021422429,
-0.016225098,
0.029034384,
0.006117539,
-0.040312447,
0.0152533585,
-0.017579643,
-0.05017707,
0.013810473,
0.03607213,
0.04702628,
-0.022467785,
0.03722055,
-0.061072327,
0.02364565,
0.049941495,
0.026560867,
-0.011646145,
-0.012441204,
0.016843477,
-0.011705038,
0.0080389315,
-0.05235612,
-0.015857015,
-0.053475093,
0.03992964,
0.013140562,
0.00022752128,
-0.012323418,
-0.0055580526,
-0.035689324,
0.029314127,
0.0014714117,
-0.051796634,
-0.0062574106,
0.0015036189,
0.052091103,
0.0032225663,
0.016195651,
-0.053799007,
0.0012487215,
0.005186289,
-0.048469163,
-0.044405527,
-0.057303157,
0.0011870676,
-0.05700869,
0.039458495,
0.057126477,
-0.0012809287,
-0.014046046,
-0.05674367,
-0.018080235,
-0.006415686,
-0.008583695,
0.006588685,
-0.011557805,
0.023895945,
0.007891699,
-0.0271498,
0.03948794,
-0.0036403404,
0.02666393,
-0.035718773,
0.014517192,
-0.023262843,
0.01974397,
-0.004788759,
-0.037102763,
-0.008863438,
0.02639891,
0.034364227,
-0.04308043,
0.010365216,
0.040665805,
0.0053482456,
-0.010644959,
0.008156719,
0.0049396735,
-0.001880904,
0.07573675,
0.036808297,
-0.016843477,
0.020303456,
0.036808297,
-0.029534977,
0.022084977,
-0.016077863,
0.03477648,
0.033392485,
0.017888833,
-0.002950185,
-0.028857704,
0.04446442,
0.016961263,
-0.024764622,
-0.013729495,
-0.07167312,
-0.0134865595,
-0.019714523,
-0.03336304,
0.0494998,
0.014222726,
-0.04911699,
-0.0009984251,
-0.0019600417,
-0.015798122,
0.034835372,
-0.011543082,
0.020995453,
0.067550585,
0.02959387,
-0.03318636,
-0.027694562,
-0.03713221,
0.033745848,
-0.068433985,
0.009040117,
-0.034864817,
-0.033834185,
0.0022084978,
0.0038759136,
-0.05971778,
-0.006397282,
-0.035512645,
0.018330531,
0.03353972,
0.0029888337,
0.015297528,
-0.0077444655,
-0.029667487,
0.018624999,
-0.015400591,
-0.06148458,
-0.04623122,
0.042432602,
0.0059114126,
0.02236472,
-0.0074831266,
-0.023086164,
-0.053651772,
-0.057155922,
0.04246205,
-0.015974801,
0.007943231,
-0.004361783,
-0.062426873,
-0.0073138084,
0.018124405,
0.041814227,
-0.044081617,
0.011601975,
-0.015665611,
0.014127024,
-0.04078359,
0.0042439965,
-0.0075272964,
-0.027267586,
-0.0060181567,
0.035306517,
-0.011381125,
0.037809484,
0.03056561,
0.07261541,
0.00085993385,
0.035924897,
-0.025544958,
-0.01965563,
-0.024617389,
-0.0036624256,
-0.04143142,
0.00186342,
-0.09570157,
0.020877665,
-0.045760073,
0.015488931,
-0.014855828,
0.015165018,
0.010976234,
-0.02617806,
0.013037499,
-0.050294857,
0.028710471,
0.006154347,
0.03677885,
0.04808636,
0.012890265,
0.00034760835,
0.012014228,
-0.038162842,
-0.07302766,
0.018875295,
-0.029049108,
-0.021127962,
0.016799306,
0.02919634,
0.0490581,
-0.04764466,
0.07290988,
0.057892088,
-0.0037691696,
-0.0013959546,
-0.04325711,
-0.028857704,
0.018139128,
-0.016740413,
0.017815216,
0.0034802244,
-0.033127468,
-0.0032980232,
-0.029269958,
-0.06083675,
-0.0030532482,
0.0011428976,
0.019847034,
-0.022217488,
0.015474208,
-0.032008495,
-0.022570847,
-0.021157408,
0.0407247,
-0.01769743,
-0.008929693,
0.02267391,
0.037603356,
-0.023925392,
0.053180628,
-0.05070711,
-0.022821143,
0.0061212196,
0.031301774,
0.001352705,
-0.035748217,
0.058539916,
-0.010887894,
-0.029078554,
-0.104182206,
0.0016158842,
-0.017064326,
-0.009467094,
-0.01646067,
0.002729335,
-0.030020846,
-0.03380474,
-0.012566352,
0.018050788,
0.009813092,
0.008775098,
0.023719266,
0.019596737,
-0.034894265,
0.008657311,
0.038604543,
-0.013677963,
0.019626183,
-0.009209435,
-0.023056718,
-0.029137447,
-0.010041303,
0.058245447,
-0.028577961,
-0.014369959,
0.00092756905,
-0.015415315,
0.040135767,
-0.030418376,
0.016622627,
-0.016180927,
-0.040577468,
-0.033657506,
-0.04578952,
-0.0006041162,
-0.031478453,
0.02719397,
0.034246437,
0.02972638,
0.05527134,
0.014119662,
-0.032273516,
-0.09311026,
-0.002902334,
-0.054417387,
-0.025309384,
0.021628555,
-0.018713338,
-0.019847034,
-0.010276876,
0.007324851,
-0.019405333,
-0.0059077316,
0.03309802,
-0.015518378,
0.009260967,
-0.060483392,
-0.006607089,
-0.050913237,
-0.03904624,
-0.026148614,
-0.015827568,
0.0052378206,
-0.022556124,
-0.027223416,
-0.012080483,
-0.0012008707,
0.03074229,
0.013611708,
-0.013103753,
-0.01956729,
-0.029431913,
-0.01668152,
-0.023027271,
-0.042933196,
0.05132549,
0.050029837,
-0.058863826,
0.0005120954,
0.040489126,
-0.008362845,
-0.022880036,
0.000046873065,
0.06148458,
-0.026649207,
-0.009025394,
-0.026781717,
0.02062737,
-0.051472723,
-0.010402025,
0.0082008885,
-0.045583393,
-0.035571538,
0.028430728,
0.042697623,
0.03789782,
0.024808792,
0.015106125,
0.01747658,
0.016033694,
0.04843972,
0.0029225787,
0.0058083492,
0.0055138827,
-0.0045458246,
-0.0101222815,
0.020421242,
-0.00003718213,
-0.012904989,
0.022821143,
-0.019670354,
-0.019302271,
-0.013346688,
0.0026593995,
0.030447822,
0.06766837,
-0.0031471094,
-0.019140314,
0.0021532853,
-0.0013186572,
-0.02785652,
-0.019390611,
-0.048645843,
-0.018757507,
0.012308694,
-0.048969757,
0.0029833124,
-0.042079244,
-0.043816596,
0.010063388,
0.063604735,
-0.025000194,
-0.041195847,
0.006010795,
0.020450689,
0.029211065,
-0.041460864,
-0.00967322,
0.014701233,
0.002324444,
-0.06990632,
-0.059482206,
-0.00479244,
0.051678848,
-0.012183546,
-0.04078359,
-0.0468496,
0.002444071,
0.03645494,
0.05509466,
-0.0048071635,
0.0061064963,
-0.03433478,
-0.009187351,
-0.036749404,
-0.011984781,
-0.0036237768,
0.06378142,
0.013140562,
0.00488078,
0.020656817,
0.0060144756,
0.030388929,
0.0034802244,
0.021510769,
0.055742484,
0.005362969,
-0.025427172,
0.033569165,
0.014428852,
0.028416004,
0.021304643,
0.061249007,
-0.0061101774,
0.03872233,
0.038133394,
-0.018654445,
-0.023498416,
0.0050832257,
0.005385054,
-0.047909677,
0.02533883,
-0.016180927,
0.012426481,
-0.008944416,
0.006367835,
-0.000007972734,
-0.012691501,
0.013464475,
-0.00803157,
-0.008988586,
0.012978605,
0.0036385,
0.008487993,
0.026030827,
-0.019905927,
0.046525687,
0.012051037,
-0.034688137,
0.0088928845,
0.022821143,
0.04947035,
0.0032170452,
0.022629742,
0.021348812,
0.061013434,
-0.025088536,
0.01486319,
0.012051037,
-0.015165018,
-0.0054402663,
-0.0341581,
0.021481322,
0.011292785,
-0.007523616,
0.009636412,
-0.012382311,
-0.011881718,
0.014436214,
-0.026281124,
0.015430038,
-0.046054542,
0.02732648,
0.01903725,
-0.013383497,
-0.002000531,
0.008362845,
-0.021761065,
0.013950344,
0.013457113,
0.065783784,
-0.010240068,
0.058539916,
0.062426873,
-0.014347874,
0.022615017,
0.0056795203,
-0.012801926,
-0.010269514,
0.003713957,
0.0021569661,
-0.010630236,
0.007273319,
-0.048292484,
0.0055396487,
0.041696437,
0.01747658,
-0.048645843,
0.019758694,
-0.008664673,
-0.053799007,
-0.027900688,
0.081508294,
0.003553841,
0.021010175,
-0.02276225,
-0.009238882,
0.0023023589,
0.0030845352,
-0.03536541,
0.03309802,
-0.030094463,
-0.03916403,
-0.006511388,
-0.024190413,
-0.028931322,
0.016357606,
-0.026825886,
-0.042609286,
0.056066398,
0.010217983,
0.012588438,
0.027135076,
0.010254791,
-0.06083675,
0.046790708,
0.056243077,
-0.010298962,
0.04737964,
0.018963635,
0.006294219,
0.016180927,
0.014554,
-0.006242687,
-0.023086164,
0.013626431,
-0.020391796,
-0.000022458813,
-0.021672726,
-0.034835372,
-0.026369464,
0.0538579,
-0.046879046,
0.004538463,
-0.027223416,
-0.03677885,
-0.08621975,
0.019110868,
-0.02382233,
-0.00028204356,
0.0018836645,
0.00012353784,
0.0032391301,
-0.027665116,
0.25936598,
0.044817783,
0.017093772,
-0.0007577908,
0.022158595,
0.0630747,
0.04982371,
-0.033863634,
0.00020164045,
-0.08074268,
0.017667983,
-0.0013582262,
0.040430233,
-0.0025471342,
0.012558991,
0.01934644,
-0.038575094,
0.025368279,
0.033598613,
-0.036955528,
-0.029240511,
0.032450195,
-0.003802297,
0.042108692,
-0.018536659,
0.043463238,
-0.0033035446,
-0.06331027,
-0.024396539,
-0.020112053,
0.026104445,
-0.014612894,
0.042255923,
-0.0072070644,
0.011219169,
0.05382845,
-0.030418376,
-0.045436163,
-0.007913784,
-0.003088216,
-0.025824701,
-0.009886708,
-0.032391302,
-0.00030987983,
-0.013420305,
0.047085173,
0.0028397602,
0.024484878,
0.064193666,
-0.031596243,
0.048822526,
0.0014465661,
0.0031029393,
-0.0039053604,
-0.042609286,
0.016917093,
-0.03624881,
-0.028828258,
-0.0299914,
0.022968378,
0.048115805,
-0.0101222815,
-0.020745156,
0.013280434,
0.03318636,
0.013302518,
-0.0067506414,
0.019905927,
-0.042167585,
-0.017726876,
0.054711852,
-0.0022379444,
-0.0012551629,
-0.0033421933,
0.03457035,
0.03186126,
0.00021187776,
0.013170009,
-0.0010379939,
-0.008532163,
0.0117271235,
0.0022729123,
-0.03351027,
-0.037515014,
0.011682954,
0.04140197,
-0.03153735,
0.005720009,
-0.026649207,
0.012949158,
0.0015257039,
0.06113122,
-0.016387053,
-0.016048416,
0.009430286
] | DataLoader(pin_memory=True, ) - ensures the data gets preloaded into the pinned memory on CPU and typically leads to much faster transfers from CPU to GPU memory.
DataLoader(num_workers=4, ) - spawn several workers to preload data faster. During training, watch the GPU utilization stats; if it's far from 100%, experiment with increasing the number of workers. Of course, the problem could be elsewhere, so many workers won't necessarily lead to better performance. |
[
0.029522112,
0.04193957,
-0.013628919,
-0.010419993,
-0.04643928,
-0.03449775,
0.006962286,
-0.018518023,
-0.034411214,
0.05024672,
0.005967159,
0.014797111,
0.03328629,
-0.060803726,
0.033661265,
0.030949904,
0.023926323,
-0.025974266,
-0.066341825,
0.0258012,
0.01019645,
-0.01742194,
-0.072110675,
-0.016542189,
-0.027964521,
0.008804714,
0.006302473,
-0.007686998,
0.06530343,
0.015099976,
-0.018647822,
-0.004207658,
0.0123741925,
-0.039343588,
-0.010564215,
-0.010780547,
-0.00031142798,
-0.005447962,
-0.05881347,
-0.044881687,
0.01789787,
-0.00911479,
0.0030755205,
-0.04681425,
-0.03827635,
-0.019801592,
-0.005159519,
0.019340085,
-0.028325075,
-0.037093733,
-0.0036469975,
0.03761293,
0.010686803,
0.0020209018,
0.0076076766,
-0.015979726,
-0.013931783,
0.011278111,
-0.012518414,
-0.004780938,
0.0066341823,
0.014501457,
0.02308984,
-0.07949481,
0.00482781,
0.010362305,
-0.0035244094,
-0.005880626,
-0.0355073,
-0.03247865,
-0.06132292,
-0.0067423484,
0.003690264,
-0.03363242,
-0.040901177,
0.052352354,
0.021993756,
0.049179483,
-0.019527571,
0.0035748868,
0.014732212,
0.023262905,
-0.0023093445,
-0.038939767,
-0.054602206,
-0.05408301,
0.025931,
-0.053390745,
0.011155522,
-0.036055338,
-0.0074995104,
0.027257837,
0.0020407322,
0.041276153,
0.022383155,
0.018215157,
-0.0033279078,
0.039257053,
0.021287072,
-0.035622675,
0.00012608101,
0.06455348,
-0.0015431686,
0.00992964,
-0.03106528,
-0.0025491125,
0.018849732,
0.027315525,
-0.05131396,
0.012518414,
-0.0070668464,
0.018489178,
-0.01579224,
0.025238737,
-0.028440451,
0.016628722,
0.00015300985,
-0.028238542,
-0.0355073,
-0.021633204,
0.023724413,
-0.023046574,
0.013376531,
0.010016173,
-0.0050189034,
-0.051948532,
-0.0023724413,
0.026147332,
-0.016585456,
0.00388316,
0.009518609,
-0.008328783,
0.021142852,
0.0088407695,
0.01910933,
0.00064268644,
-0.009460921,
0.025671402,
0.054544516,
-0.019945813,
0.034411214,
-0.00048314154,
-0.02836834,
0.07055309,
-0.034959257,
-0.025469491,
-0.021892803,
-0.01931124,
-0.01525862,
0.018748777,
-0.034122773,
0.01316741,
-0.002500438,
-0.010109917,
-0.008134085,
-0.02019099,
-0.03741102,
0.07493742,
0.021763002,
0.005577761,
0.017796915,
0.011970373,
-0.0060717193,
0.045343194,
-0.006320501,
0.07257219,
-0.04848722,
-0.033574734,
-0.0013313434,
-0.036113027,
0.0375264,
0.009799841,
-0.0030052126,
-0.01087429,
0.031642165,
0.019830437,
0.03631494,
0.008473005,
0.00015830547,
0.016109526,
-0.0124030365,
-0.012590525,
0.0077086315,
0.015503796,
0.0074562444,
0.0095835095,
-0.0015332534,
-0.018042091,
-0.024041701,
0.012778012,
-0.0067495597,
0.003908399,
0.002321964,
0.039314743,
-0.024604164,
-0.004258136,
-0.054746427,
0.0016170819,
0.038535945,
-0.058957692,
0.0054515675,
0.0367476,
-0.029291358,
0.016426813,
-0.023868635,
0.021633204,
-0.00817014,
0.057082813,
0.016369125,
-0.021719737,
0.026926128,
0.018114202,
0.000029745655,
0.013066455,
0.025152205,
0.0015188311,
-0.05111205,
-0.03369011,
0.004131942,
0.0011204197,
0.022527376,
-0.005657083,
0.022411998,
-0.00992964,
0.060919102,
-0.041420374,
-0.0074562444,
-0.0046763774,
0.035074633,
0.03640147,
-0.006226757,
0.052842706,
0.024863763,
0.053448435,
-0.008653281,
0.014768267,
0.021315917,
0.010095495,
-0.012208338,
0.038939767,
-0.039949317,
0.026349243,
0.020537121,
0.030459551,
0.007279573,
-0.0004637618,
-0.020147724,
0.0002185855,
-0.03948781,
0.029738445,
-0.014407714,
0.006125802,
0.009900796,
-0.031296033,
-0.0521216,
0.0013448641,
0.022253355,
-0.006529622,
-0.028325075,
-0.0054191174,
0.012532836,
0.055467535,
-0.0148115335,
-0.023594614,
0.01681621,
0.020104457,
0.02242642,
0.009951274,
0.02336386,
-0.0014872828,
-0.002963749,
-0.04018007,
-0.033142067,
-0.0478238,
-0.026421353,
-0.02855583,
0.02059481,
-0.041074242,
0.028454874,
-0.029824978,
-0.009093157,
0.015489374,
0.021373605,
0.022700442,
0.035882276,
0.0055020447,
-0.03775715,
0.0025815624,
-0.032940157,
0.02032079,
-0.0033982156,
-0.034526594,
-0.02477723,
0.0036632225,
0.019368928,
-0.02275813,
0.042660676,
-0.006724321,
-0.01383804,
0.012532836,
0.0016260959,
-0.0052893185,
-0.0051018307,
0.016527768,
-0.014277915,
0.01121321,
0.01013155,
-0.027733767,
0.04173766,
0.038853236,
-0.035218857,
0.026940549,
0.019772748,
0.048112243,
-0.027719345,
0.017652694,
0.0367476,
-0.053909943,
-0.045112442,
-0.038449414,
-0.029911509,
-0.00007734997,
-0.021662047,
-0.0740144,
-0.017854605,
0.044304803,
-0.027978944,
-0.06853399,
0.028671205,
-0.052842706,
-0.012316504,
0.013455853,
-0.007449033,
0.01634028,
0.009828686,
0.02767608,
-0.04687194,
-0.004651139,
-0.05535216,
-0.0025707458,
-0.0006219546,
0.005855387,
0.044275958,
0.024762807,
-0.0073084175,
-0.0030286484,
0.03201714,
-0.024474364,
0.0059238924,
-0.024229188,
0.039199363,
-0.0076797875,
0.022527376,
-0.017508473,
0.05584251,
0.0092518,
-0.018532444,
0.008739814,
0.043064497,
-0.00999454,
0.023392703,
0.015474952,
0.06022684,
-0.012172283,
-0.015503796,
-0.011934318,
-0.012179494,
0.027950099,
0.047448825,
-0.041506905,
0.035334233,
0.007852853,
-0.013794773,
0.025830045,
-0.0022498532,
-0.0025941816,
0.0594192,
0.016109526,
0.044189423,
-0.0375264,
-0.009489765,
0.011934318,
0.01269869,
-0.020219835,
0.05846734,
0.03790137,
-0.015590329,
-0.0022444448,
0.0049215537,
0.005509256,
0.009662831,
0.0014142707,
-0.028526984,
0.009446499,
0.00043379082,
-0.04395867,
0.019816015,
0.038334038,
0.023825368,
-0.0088696135,
0.0629382,
-0.078283355,
0.013765928,
0.03732449,
0.013650551,
-0.04522782,
-0.021070741,
0.017811337,
-0.007106507,
0.025382958,
-0.0092518,
-0.004470862,
-0.0503621,
0.017998826,
-0.0004470862,
-0.01775365,
0.0018063725,
-0.05206391,
-0.026709795,
0.026493464,
0.01991697,
-0.056332864,
-0.041997258,
0.005011692,
0.050765917,
-0.01993139,
-0.029262513,
-0.03977625,
-0.010297405,
-0.0026086038,
-0.033372823,
-0.043987513,
-0.054890648,
0.018993953,
-0.07326445,
0.026796328,
0.05140049,
0.016282592,
0.00021475462,
-0.045631636,
-0.03195945,
0.0058121206,
0.0065404386,
-0.004355485,
0.018561289,
0.013340476,
-0.00055525225,
-0.03383433,
0.010794968,
-0.0026662922,
0.037237953,
-0.016801788,
0.021085162,
-0.027531857,
-0.015590329,
-0.025065672,
-0.005833754,
-0.011919895,
0.036488004,
0.051775467,
-0.044074047,
-0.005869809,
0.038535945,
-0.026479041,
-0.05140049,
0.015431685,
-0.016051836,
-0.014768267,
0.07920637,
0.0130880885,
-0.009085946,
0.04234339,
0.04165113,
-0.033603575,
0.033055536,
-0.014140904,
0.019614104,
0.0037785997,
-0.009150845,
0.0023742442,
-0.046900786,
0.06766866,
0.006706293,
-0.00043401614,
0.0065584662,
-0.074706666,
-0.024748385,
-0.0143067585,
-0.04964099,
0.020306367,
-0.003908399,
-0.02512336,
0.034526594,
-0.0019596077,
0.005397484,
0.02734437,
-0.007513933,
0.045747016,
0.055207934,
0.049612146,
-0.010650747,
-0.041218463,
-0.0009293264,
0.05861156,
-0.05936151,
-0.0053109517,
-0.010996878,
-0.01897953,
0.012727534,
-0.0027996972,
-0.030574927,
0.008364839,
-0.016585456,
0.0064178505,
0.03429584,
-0.037584085,
-0.0030304512,
-0.031497944,
-0.0202631,
0.06564956,
-0.018647822,
-0.03922821,
-0.042862587,
0.020104457,
0.023508081,
0.011371854,
0.00020112119,
-0.03161332,
-0.062419005,
-0.040901177,
0.05731357,
0.0033567522,
-0.0063060788,
-0.026248287,
-0.05800583,
-0.0021164485,
0.03167101,
0.0009563679,
-0.04491053,
0.029940354,
-0.04537204,
0.013463064,
-0.08953262,
-0.002296725,
-0.02937789,
-0.003466721,
-0.006028453,
0.024200344,
-0.009215745,
0.018590134,
0.041622285,
0.046756566,
-0.0025346903,
0.025426226,
-0.04612199,
-0.0068036425,
-0.0029421158,
-0.0070884796,
-0.0037713884,
0.012042483,
-0.05382341,
0.034266993,
-0.036228403,
0.031988297,
-0.0028826243,
-0.008747025,
-0.008213406,
-0.050910138,
0.032132518,
-0.030632617,
0.027228992,
0.0187632,
0.010895924,
0.0011240252,
0.034382373,
-0.01370824,
0.021964913,
-0.041131932,
-0.08278306,
-0.005826543,
-0.033661265,
-0.0018820887,
0.043526005,
-0.021561094,
0.01910933,
-0.049121793,
0.036430314,
0.05030441,
0.028512562,
0.0041030976,
-0.043929826,
-0.022570642,
0.011076201,
0.003807444,
0.034670815,
-0.030834526,
-0.042516455,
0.008451371,
-0.053708035,
-0.051198583,
-0.013232309,
0.004333852,
0.015720127,
-0.006612549,
0.030142264,
-0.007845642,
-0.043670226,
-0.05382341,
0.037382174,
-0.015763395,
-0.0031620532,
0.051198583,
0.015835505,
0.008436949,
0.035016946,
-0.028123165,
0.008184562,
0.002352611,
0.056073263,
0.010045017,
-0.028959649,
0.028498141,
0.0051198583,
-0.028656784,
-0.07891793,
0.03195945,
0.007449033,
-0.005098225,
-0.034468904,
-0.027935676,
-0.03334398,
-0.035334233,
0.0004696208,
0.034526594,
-0.02789241,
0.015114399,
0.02464743,
0.024748385,
-0.08751352,
0.0023165555,
0.032997847,
-0.024892606,
0.0045141284,
-0.025613714,
-0.027243415,
-0.04289143,
-0.037122577,
0.028916383,
-0.009850319,
-0.0008838065,
0.028873116,
0.008581171,
0.07343751,
-0.020234257,
0.007412978,
-0.00029790725,
-0.036545694,
-0.03896861,
-0.018719932,
-0.00087704614,
-0.013484697,
0.022325465,
0.01316741,
-0.006064508,
0.037728306,
0.047996867,
-0.018878575,
-0.06789941,
-0.021705315,
-0.02734437,
-0.012503992,
0.038593635,
-0.026695373,
0.012972712,
0.035478454,
0.009107579,
-0.028873116,
-0.01533073,
0.015705707,
-0.04294912,
-0.001250219,
-0.043814447,
0.013614496,
-0.09155172,
-0.032219052,
-0.011032934,
-0.01188384,
0.011624241,
0.023032151,
-0.00992964,
0.02409939,
0.015489374,
-0.00091580563,
-0.004813388,
0.01208575,
-0.021835113,
0.016253747,
-0.04018007,
-0.0012610354,
-0.035132322,
0.038045593,
0.047448825,
-0.046756566,
-0.0027329947,
0.0053325845,
0.00837205,
-0.036286093,
-0.0061690686,
0.044679776,
0.016282592,
-0.0091364235,
-0.022585064,
0.031296033,
-0.030632617,
-0.016369125,
-0.038939767,
-0.044333644,
-0.01843149,
0.034209307,
0.037699465,
0.023594614,
0.011970373,
0.014912489,
0.0077014207,
0.03152679,
0.008934513,
0.008458583,
-0.010347882,
0.031036437,
-0.012042483,
-0.03195945,
0.031296033,
0.026233865,
-0.028339498,
0.048227623,
0.010621903,
0.031094125,
-0.004853049,
-0.023421548,
0.012323715,
0.07649501,
0.021070741,
-0.023551349,
0.002545507,
0.015633596,
-0.05059285,
-0.017032543,
-0.06882243,
-0.023464816,
-0.008948935,
-0.026435776,
-0.0064070337,
-0.029060604,
-0.020782297,
0.06178443,
0.04118962,
-0.0027221781,
0.005184758,
-0.009908007,
0.017796915,
0.015763395,
-0.06305358,
-0.043439474,
0.0070596356,
-0.0055741556,
-0.05079476,
-0.06813017,
0.02829623,
0.062072873,
-0.0024229188,
-0.022657175,
-0.049381394,
-0.013189043,
0.034872726,
0.059130758,
-0.012518414,
0.044333644,
-0.024892606,
-0.009107579,
-0.021690892,
-0.0044384124,
0.0034865513,
0.046496965,
0.040007006,
0.004633111,
0.010138761,
-0.014458192,
0.035968807,
-0.04193957,
0.010845446,
0.0055525224,
0.031699855,
-0.03334398,
0.030430706,
-0.0025473097,
0.06461117,
0.008775869,
0.07880255,
-0.011458387,
0.053967632,
0.022181245,
-0.024070544,
-0.018820887,
-0.0063457396,
0.026277132,
-0.035334233,
0.037439864,
-0.036286093,
0.016455658,
0.014249071,
-0.006475539,
0.007239912,
0.011732408,
0.002166926,
-0.006529622,
-0.023984011,
0.024474364,
0.002884427,
-0.031497944,
0.018518023,
0.014126482,
0.07193761,
0.0076220986,
-0.0057003493,
-0.00046038162,
0.002073182,
0.064265035,
0.011573764,
0.033055536,
-0.0014404109,
0.050996672,
-0.019340085,
0.03544961,
0.025772357,
-0.008855191,
-0.020609232,
-0.019037219,
0.008624437,
0.03227674,
-0.015402841,
-0.032565184,
-0.024806073,
-0.0072615454,
-0.004121125,
-0.03152679,
0.020219835,
-0.050333254,
-0.008833558,
0.0015116201,
-0.015893193,
-0.019556416,
0.034093928,
-0.0022156006,
-0.006288051,
0.047016162,
0.036170717,
-0.007142563,
0.051890846,
0.05457336,
0.0103839375,
0.026450196,
0.0027960916,
-0.03167101,
0.004416779,
0.013203465,
0.008754237,
-0.01593646,
-0.036834136,
-0.045141283,
0.0260608,
0.02072461,
0.027834723,
-0.04167997,
0.026796328,
-0.021561094,
-0.039516654,
-0.02173416,
0.10701225,
0.025137782,
0.0019974657,
-0.012756379,
-0.015186509,
-0.032651715,
-0.004362696,
-0.037987906,
0.04949677,
-0.02167647,
-0.05665015,
-0.018460333,
-0.0614383,
-0.009814263,
0.03579574,
0.00041666452,
-0.03458428,
0.041997258,
0.05422723,
-0.00824225,
0.04274721,
0.05477527,
-0.033228602,
0.039949317,
0.05463105,
-0.017306563,
0.026248287,
0.018892998,
0.010679591,
0.03302669,
0.03585343,
-0.009280644,
0.009619565,
-0.012129016,
-0.0013574836,
0.018186314,
-0.024214767,
-0.017176764,
-0.027474169,
0.0073625003,
-0.024964716,
0.005996003,
-0.02660884,
-0.01208575,
-0.07522586,
-0.010037807,
-0.016585456,
0.0037785997,
-0.034382373,
-0.028656784,
-0.0129655,
-0.03827635,
0.24713773,
0.06213056,
0.01553264,
-0.016513346,
0.046698876,
0.05281386,
0.027113615,
-0.021315917,
0.017046964,
-0.038939767,
0.003565873,
-0.018489178,
0.037122577,
-0.028353918,
0.0050585642,
0.022397578,
-0.020421743,
0.007441822,
0.021705315,
-0.012503992,
-0.02187838,
0.04294912,
-0.018200735,
0.04283374,
-0.00055840705,
0.017522896,
-0.03625725,
-0.06218825,
0.011270899,
-0.02532527,
0.019368928,
0.011696352,
0.0465835,
-0.009958485,
0.014797111,
0.029320203,
0.01815747,
-0.024272455,
-0.013953417,
-0.018099781,
0.009742153,
-0.038507104,
-0.029767288,
-0.0024409464,
-0.011278111,
0.05111205,
0.0038795546,
0.030834526,
0.050938983,
-0.060746036,
0.04542973,
-0.020335212,
0.002181348,
0.0008157521,
-0.034901567,
-0.008999413,
-0.044737466,
-0.028656784,
0.0088407695,
-0.013448642,
0.07839873,
-0.005718377,
-0.05774623,
0.008162929,
0.00039480597,
0.021719737,
-0.011905473,
0.034324683,
-0.02409939,
-0.02741648,
0.015186509,
-0.0021687287,
-0.02822412,
-0.008826347,
0.05246773,
0.03986278,
0.01121321,
-0.00790333,
0.005967159,
-0.02585889,
0.0103550935,
-0.013636129,
0.01228766,
-0.029219247,
0.029522112,
0.025556024,
-0.032911316,
0.0045465785,
-0.021041896,
0.0008585678,
0.014825956,
0.059880707,
0.026781905,
-0.037209112,
0.02484934
] |
When using [Trainer], the corresponding [TrainingArguments] are: dataloader_pin_memory (True by default), and dataloader_num_workers (defaults to 0).
DeepSpeed ZeRO
DeepSpeed is an open-source deep learning optimization library that is integrated with 🤗 Transformers and 🤗 Accelerate.
It provides a wide range of features and optimizations designed to improve the efficiency and scalability of large-scale
deep learning training.
If your model fits onto a single GPU and you have enough space to fit a small batch size, you don't need to use DeepSpeed
as it'll only slow things down. However, if the model doesn't fit onto a single GPU or you can't fit a small batch, you can
leverage DeepSpeed ZeRO + CPU Offload, or NVMe Offload for much larger models. In this case, you need to separately
install the library, then follow one of the guides to create a configuration file
and launch DeepSpeed: |
[
0.009658049,
0.0076560387,
-0.021897445,
0.00872671,
-0.03807486,
0.015400078,
0.013654736,
0.016456082,
0.018714761,
0.067173675,
-0.005184693,
0.031122824,
0.021193441,
-0.030154819,
0.04215221,
0.058930963,
0.008484709,
-0.06259765,
-0.09069912,
0.034701508,
0.020504104,
-0.029714817,
-0.06682167,
0.002209178,
-0.0071830363,
-0.0056320284,
0.020005435,
-0.016661417,
0.088176444,
0.019961433,
-0.02515346,
0.0030965155,
-0.0064350325,
0.021589443,
-0.028908147,
-0.0034540175,
-0.02114944,
0.017702756,
-0.05511761,
-0.0332935,
-0.0054486943,
-0.018084092,
0.020856105,
-0.01651475,
-0.06435766,
-0.024786793,
0.008374709,
-0.012386062,
-0.012012061,
-0.06066164,
0.034818843,
0.025212128,
0.019917434,
0.0016298415,
-0.0076120384,
0.0060133636,
-0.015898747,
0.030022819,
-0.011484058,
0.008976045,
0.0030855157,
0.036754854,
0.010420719,
-0.023158783,
0.024552124,
0.0022110112,
-0.0030671821,
-0.011432724,
-0.014842741,
-0.0073223705,
-0.053386938,
0.00057750294,
0.0037253522,
0.0108240545,
-0.03317617,
0.036696184,
0.020782772,
0.024229456,
-0.030800156,
0.045144226,
0.019022763,
0.028981479,
-0.010083384,
-0.037106853,
-0.05846163,
-0.04027487,
0.015854746,
-0.0797284,
0.029788151,
-0.058754962,
0.008015374,
0.033821505,
0.04053887,
-0.018964095,
-0.022806782,
0.036021516,
-0.014666741,
0.037106853,
0.01831876,
-0.00057062786,
0.011667392,
0.034408174,
0.026209466,
0.04584823,
-0.06048564,
-0.0037950191,
0.008543377,
-0.010721387,
0.010743388,
-0.044205558,
-0.0012915898,
0.022953449,
-0.050570924,
0.00726737,
-0.014718074,
0.011124723,
-0.021442775,
-0.023921454,
-0.041154876,
-0.016837418,
0.022073444,
-0.031034824,
-0.0025831796,
0.0008470043,
0.006046364,
-0.045144226,
-0.020856105,
0.013801403,
-0.034496173,
-0.02029877,
0.00043633554,
0.009768049,
-0.006977702,
0.051773597,
0.02889348,
0.0046640234,
0.010662721,
0.036256183,
0.018377427,
-0.014798742,
0.022836115,
0.00931338,
0.02406812,
0.07691239,
0.009511381,
-0.012657397,
-0.012840731,
-0.0135447355,
-0.04508556,
0.015649412,
-0.052946933,
0.008653377,
-0.0029608484,
0.013742737,
-0.025549462,
-0.009328047,
-0.032736164,
0.01831876,
0.013574068,
0.032824166,
0.007604705,
0.04972025,
-0.018641427,
0.027162803,
0.012965399,
0.056232285,
-0.045056228,
-0.026840135,
0.021574775,
-0.0594883,
0.03531751,
-0.0015308411,
-0.01768809,
-0.011198057,
0.05831496,
0.026488135,
0.033733502,
0.03983487,
0.004799691,
-0.006746701,
-0.045202896,
0.0062443647,
0.038984198,
0.021252107,
0.007986041,
0.015194744,
0.0081400415,
0.01718942,
-0.025842797,
0.008807378,
-0.00059675303,
0.0034338506,
-0.009372047,
0.028101476,
-0.027661473,
-0.025857463,
-0.0530936,
0.007406704,
0.028966812,
-0.07444838,
0.014498074,
0.025138794,
-0.005870363,
0.021354774,
0.016206749,
-0.01570808,
-0.015590745,
0.058578964,
0.018157424,
-0.015033409,
0.04171221,
0.025182795,
-0.010186051,
-0.007927373,
0.04001087,
0.009042046,
-0.0009670882,
-0.0006476283,
-0.0058410293,
0.029802818,
0.062128313,
-0.018744094,
0.043442886,
-0.02587213,
0.00937938,
0.004609023,
0.0060206973,
0.022161445,
0.022557447,
0.029509483,
-0.030448154,
0.062304314,
0.01786409,
0.02326145,
-0.016456082,
-0.009064046,
-0.021266773,
0.023540119,
0.0020258436,
0.0325895,
0.018436093,
0.022733448,
0.009408714,
0.041272208,
0.04306155,
-0.02406812,
-0.016866751,
-0.031210825,
-0.043354888,
-0.019448098,
-0.03235483,
-0.014424739,
-0.017702756,
-0.04482156,
-0.03446684,
0.008785377,
0.01592808,
0.016764084,
-0.030565487,
0.0067723677,
0.012848065,
0.055880282,
-0.011454725,
-0.014527407,
0.025344128,
0.0031056823,
0.009702049,
-0.0016261749,
0.040421538,
-0.018846761,
-0.0014199239,
-0.050922923,
-0.044762895,
-0.039218865,
-0.031973496,
0.0040480206,
0.02502146,
-0.055997618,
0.01451274,
-0.032413498,
0.035258844,
0.017042752,
0.010457386,
0.047138903,
0.008653377,
0.03068282,
0.0028270143,
-0.0134787345,
-0.022088112,
0.04752024,
-0.0097460495,
-0.034554843,
0.0055733616,
-0.010046718,
0.033146836,
-0.019565431,
0.01899343,
-0.0058850297,
-0.026136132,
-0.030096153,
0.0018287592,
-0.024713458,
0.00330185,
-0.0042313547,
-0.009826716,
-0.013449402,
-0.0033843503,
-0.059136298,
0.021970777,
0.018832095,
-0.027896142,
-0.0022146779,
0.013214733,
0.047813576,
-0.036578853,
0.019873433,
0.010692054,
-0.06412299,
-0.042914882,
-0.019814767,
-0.016206749,
-0.009262047,
-0.019668099,
-0.05130426,
-0.015282744,
0.03640285,
0.0033641837,
-0.059546966,
0.056496285,
-0.050336253,
-0.0195801,
-0.009122713,
0.008756044,
0.00872671,
0.0050270255,
0.013625402,
-0.020416103,
-0.010736054,
-0.03473084,
0.0050270255,
0.004389022,
-0.009804716,
0.033088166,
0.044176225,
0.007780706,
-0.04071487,
0.04279755,
-0.03839753,
-0.02843881,
-0.031328157,
-0.007780706,
-0.020592105,
-0.023364117,
0.02406812,
0.04356022,
0.05934163,
-0.026429467,
0.013383401,
0.012085394,
-0.003521851,
0.00016477167,
0.043442886,
0.047226906,
-0.019228097,
-0.024977459,
0.018612094,
0.0396882,
0.033645503,
0.040656205,
-0.000861671,
0.039042864,
-0.0042496882,
-0.053562935,
0.0022513447,
-0.017028086,
0.01185806,
0.060426973,
-0.008939379,
0.023466785,
-0.0100393845,
-0.022132112,
0.018714761,
0.00059491966,
-0.006908035,
0.021193441,
0.032472163,
-0.010252052,
0.018788096,
0.021618776,
-0.008426042,
0.016280083,
-0.006746701,
0.024713458,
-0.021926777,
0.0056210286,
-0.03634418,
0.05755229,
0.024918793,
0.004902358,
0.019374765,
0.078261726,
-0.044586893,
0.01714542,
0.004205688,
0.021428108,
-0.03590418,
-0.00937938,
0.03217883,
0.021032106,
0.04229888,
-0.04136021,
-0.011850727,
-0.06957902,
0.011733392,
-0.021457441,
-0.019961433,
-0.010875388,
-0.04059754,
-0.041917544,
0.042562883,
-0.04710957,
-0.03666685,
-0.056261618,
0.0028856813,
0.041066874,
-0.027822807,
-0.023070782,
-0.061013643,
-0.0022403446,
0.0196241,
-0.030800156,
-0.0139700705,
-0.039981537,
0.008763378,
-0.061189644,
-0.0123640625,
0.014571407,
0.03429084,
-0.012701398,
-0.032237496,
-0.030154819,
0.0036153516,
0.0009964217,
0.020724105,
-0.01831876,
0.013662069,
-0.0019011763,
-0.016764084,
0.031709492,
0.019536098,
0.061893646,
-0.030096153,
0.0071500363,
-0.022586782,
0.00267118,
-0.020401437,
0.022396114,
-0.0053386935,
0.016265415,
0.03784019,
-0.027441472,
0.016896086,
0.024170788,
-0.026825469,
-0.025197461,
0.005954697,
0.004627357,
-0.043120217,
0.08494976,
-0.013808737,
-0.032061495,
0.037752192,
0.029040147,
0.022777447,
0.0074910377,
-0.039981537,
0.011440058,
-0.029788151,
0.012254062,
-0.011704059,
-0.05139226,
0.053386938,
-0.012701398,
0.032325495,
-0.02047477,
-0.034848176,
-0.028878812,
0.00263818,
-0.044469558,
0.038016193,
-0.023701454,
-0.008968712,
0.0060060304,
-0.03649085,
-0.011909394,
-0.0069043683,
0.0019195097,
0.016705418,
0.04262155,
0.023305451,
-0.014732741,
-0.02219078,
0.013867403,
0.056584287,
-0.05737629,
-0.00043679387,
-0.03954153,
0.012085394,
0.009628715,
0.011432724,
-0.024962792,
0.020914773,
0.022029445,
0.048488244,
0.046640236,
-0.034496173,
0.0004452731,
-0.026180131,
-0.041653544,
0.07233637,
0.0104647195,
-0.06142431,
-0.04068554,
-0.024361456,
0.051685594,
-0.001257673,
0.006893368,
-0.068229675,
-0.023818787,
-0.041477542,
0.04842958,
0.03810419,
-0.0070143687,
-0.03654952,
-0.023672119,
-0.032090828,
0.015869413,
0.023070782,
-0.007883373,
0.032032162,
-0.07744039,
0.034261506,
-0.07075236,
0.014527407,
-0.021912111,
0.012723397,
-0.026282798,
0.00032220996,
-0.0094820475,
0.004172688,
0.034144174,
0.024772124,
0.019389432,
0.0046053566,
-0.036578853,
-0.028380143,
0.02101744,
0.018846761,
-0.026268132,
-0.023833454,
-0.02304145,
0.04288555,
-0.05467761,
0.066411,
0.019492099,
0.02857081,
-0.03420284,
-0.025637463,
0.0069007017,
-0.02596013,
0.013449402,
-0.0040700207,
-0.024420124,
0.034261506,
0.031973496,
-0.02065077,
0.021457441,
-0.0394242,
-0.06447499,
-0.01116139,
-0.021002773,
-0.019565431,
-0.005881363,
0.01723342,
0.029597484,
-0.031093491,
0.002183511,
0.07626705,
0.05617362,
-0.00005156276,
-0.025710797,
0.014197405,
0.055088278,
0.04288555,
0.009599382,
-0.02308545,
-0.039658867,
-0.008602044,
0.0008767961,
-0.030858822,
-0.026502801,
0.0328535,
0.016148081,
-0.027030803,
0.049954917,
-0.027250804,
-0.06852301,
-0.03317617,
0.026268132,
-0.029274814,
0.008756044,
0.008426042,
0.009672715,
0.017526755,
0.054736275,
-0.046200234,
-0.008044708,
0.010274052,
0.032149497,
0.0004358772,
-0.022176111,
0.035346847,
-0.0042790216,
-0.037752192,
-0.08043241,
-0.0074580377,
0.017204087,
-0.00866071,
-0.014212072,
0.02043077,
-0.0134787345,
0.00021587609,
-0.022293447,
0.046493568,
-0.0463469,
0.007641372,
0.030448154,
0.0111540565,
-0.030301487,
-0.023276117,
0.067173675,
-0.039072197,
-0.015150744,
-0.021765443,
0.01845076,
-0.03176816,
-0.041008208,
0.018392093,
-0.013420068,
0.0034356841,
0.02965615,
0.017834757,
0.031826828,
0.0042790216,
0.029538816,
-0.00043771055,
-0.045701563,
-0.04009887,
-0.02219078,
0.024053454,
-0.022029445,
0.020592105,
0.007780706,
0.025974797,
0.0068787015,
0.03126949,
-0.06412299,
-0.05074692,
-0.023965454,
-0.043677554,
-0.013588735,
0.07362704,
-0.025842797,
0.009460048,
0.027573472,
0.021222774,
-0.044586893,
-0.0015152576,
-0.002531846,
-0.03153349,
-0.0066880337,
-0.00012352146,
0.020078769,
-0.05350427,
0.0022311779,
-0.028776145,
-0.016133415,
0.004451356,
0.023393452,
-0.0007200453,
0.0058153626,
0.009643382,
-0.01831876,
-0.016206749,
0.03388017,
-0.026737468,
0.0037583522,
-0.026957469,
-0.012598731,
-0.02911348,
0.061600313,
0.037106853,
-0.009071379,
0.030741489,
-0.025256127,
-0.0073187035,
-0.011638058,
0.018802762,
0.029553482,
0.016089415,
-0.041389544,
-0.042240214,
-0.013141399,
-0.014967409,
-0.031944163,
-0.023466785,
-0.026928136,
-0.036608186,
0.032794833,
-0.0113813905,
0.012195395,
0.033557504,
0.02713347,
-0.0023558452,
0.015356078,
-0.0043743555,
0.022513447,
0.020269435,
0.030624155,
-0.01122739,
-0.0072930367,
0.008389376,
0.030008152,
-0.021662775,
0.03663752,
0.049837586,
0.027353471,
-0.02160411,
0.006229698,
-0.017673424,
0.05350427,
0.03068282,
0.008374709,
-0.019418765,
0.0013795902,
-0.046552233,
-0.011300724,
-0.043941554,
-0.023320118,
-0.016705418,
-0.011733392,
-0.0197121,
-0.0022751782,
-0.014916075,
0.02312945,
-0.023613453,
0.019668099,
-0.028922813,
0.020005435,
0.0330295,
-0.022953449,
-0.05148026,
-0.035434846,
0.009276713,
-0.000020023539,
-0.047402907,
-0.03707752,
0.04960292,
0.03666685,
-0.0030048485,
0.012569397,
-0.059018966,
-0.014644741,
0.013383401,
-0.003996687,
-0.038133524,
0.021618776,
-0.04221088,
0.021838777,
-0.0200641,
0.0072527034,
-0.037752192,
0.03954153,
0.011374057,
0.007780706,
0.009511381,
-0.014131404,
0.008484709,
-0.022938782,
0.027016137,
-0.003787686,
0.0019488431,
-0.0016619251,
0.008316042,
0.006501033,
0.032061495,
0.019052096,
0.078144394,
0.0064496994,
0.057170954,
0.023554785,
-0.014652074,
0.017204087,
0.01251073,
0.0011889227,
-0.033264168,
0.021193441,
-0.029348148,
0.042562883,
0.016778752,
0.00047529407,
0.030624155,
-0.025329461,
-0.027617473,
-0.003934353,
0.0011513392,
0.04640557,
0.0025703462,
-0.027837474,
-0.020504104,
-0.007971373,
0.03490684,
-0.002970015,
0.021046773,
-0.014417406,
-0.012283395,
0.065765664,
0.027280137,
0.016177416,
-0.014116738,
0.02110544,
-0.024508124,
0.020108102,
0.023070782,
-0.01534141,
-0.058696296,
0.009430714,
-0.0069667017,
0.026928136,
-0.029949484,
-0.030594822,
-0.006743034,
-0.011476724,
-0.025534796,
-0.020357436,
0.04593623,
-0.05224293,
-0.02493346,
0.013896737,
-0.030800156,
-0.030712156,
-0.0074910377,
-0.025124127,
-0.004565023,
0.020606771,
0.06699767,
-0.025358794,
0.06488566,
0.04710957,
0.065883,
-0.007832039,
0.001915843,
-0.042064212,
-0.0055916947,
0.04455756,
0.016280083,
-0.033146836,
-0.012767398,
0.012026727,
0.030037485,
0.047930907,
0.025725463,
-0.027793474,
-0.010083384,
0.010457386,
-0.026957469,
-0.049250916,
0.0862991,
0.0061636977,
-0.005848363,
-0.007568038,
-0.05517628,
-0.009218046,
-0.03833886,
-0.015238743,
0.048488244,
0.007971373,
-0.048370913,
-0.02384812,
-0.06582433,
-0.023789454,
-0.026928136,
-0.020152101,
-0.030301487,
0.044176225,
0.005764029,
0.0066367,
0.027280137,
0.039306864,
-0.027573472,
0.01732142,
0.05104026,
0.006838368,
0.041829545,
0.025432128,
0.010376719,
-0.015033409,
0.02047477,
-0.037957527,
0.0044000223,
-0.012180728,
0.0082060415,
0.003505351,
-0.009577381,
-0.0197121,
-0.012415396,
0.0459949,
-0.015693413,
0.027162803,
-0.012151395,
-0.04936825,
-0.06424032,
-0.0003132724,
-0.049837586,
-0.0038353526,
-0.035698846,
-0.024918793,
0.040040202,
-0.017306754,
0.2562573,
0.07755773,
0.04658157,
0.0047703576,
-0.005811696,
0.050658923,
0.037165523,
-0.011931393,
0.041008208,
-0.08571243,
-0.010838722,
0.008286709,
0.00857271,
0.02160411,
0.011542725,
0.040890872,
-0.036197517,
-0.000923088,
0.009518715,
-0.005848363,
-0.031240158,
0.0059656966,
0.00044114806,
0.03781086,
-0.012415396,
0.019565431,
-0.010736054,
-0.054149605,
0.009489382,
-0.04045087,
0.027280137,
0.004539356,
0.044528224,
-0.021428108,
-0.004532023,
0.027074803,
-0.014006738,
-0.005800696,
-0.03605085,
-0.023950787,
0.00857271,
-0.04710957,
-0.041213542,
-0.005742029,
0.0052470267,
0.049397584,
0.02304145,
0.031738825,
0.021340108,
-0.07843773,
0.04760824,
-0.046757568,
-0.01773209,
-0.011660059,
-0.03549351,
0.006812701,
-0.021853443,
-0.003413684,
0.034554843,
-0.007392037,
0.046640236,
-0.014388072,
-0.08929112,
-0.008448043,
-0.014014071,
0.034994844,
0.012708731,
0.04338422,
0.001843426,
-0.03235483,
-0.02961215,
-0.009474714,
0.007370037,
-0.018656094,
0.05526428,
0.010912055,
0.017526755,
-0.037752192,
0.0199321,
-0.022660114,
0.032794833,
-0.004730024,
0.014806075,
-0.035112176,
0.025417462,
0.03461351,
-0.02362812,
-0.009592049,
-0.024288123,
0.025901465,
0.028644145,
0.04760824,
-0.01795209,
-0.02798414,
-0.002456679
] | For an in-depth guide on DeepSpeed integration with [Trainer], review the corresponding documentation, specifically the
section for a single GPU. Some adjustments are required to use DeepSpeed in a notebook; please take a look at the corresponding guide.
If you prefer to use 🤗 Accelerate, refer to 🤗 Accelerate DeepSpeed guide. |
[
0.042722918,
-0.0023768942,
-0.019590935,
0.002393088,
0.004001675,
0.022800911,
-0.008183282,
0.004602646,
0.038750034,
0.0251904,
0.018266639,
-0.008953388,
0.0042967624,
-0.061263055,
-0.0025262374,
0.024700986,
-0.02608286,
-0.028011724,
-0.081242636,
0.04537151,
0.023822922,
-0.029508755,
-0.06949671,
-0.02857311,
-0.02783899,
0.0036382135,
-0.007830616,
-0.029825434,
0.04039101,
0.03402863,
-0.0194182,
-0.010572771,
-0.03670601,
-0.030401215,
0.012724751,
-0.0033917075,
0.0017102483,
-0.0076722763,
-0.036043864,
-0.036849957,
0.0155604705,
-0.016539298,
0.020325053,
-0.020310659,
-0.08302756,
0.008694286,
0.012033814,
-0.008384804,
-0.013149389,
-0.011062184,
-0.015848361,
0.033827107,
0.012559214,
0.0034762751,
-0.028256431,
-0.014423303,
0.021534193,
-0.017043104,
-0.024513857,
0.008269649,
0.013998665,
0.017402967,
-0.026745008,
-0.038807612,
0.004052056,
0.014257766,
-0.033164963,
0.012811118,
-0.02375095,
-0.0012127379,
-0.06938156,
0.0035626423,
-0.013372504,
-0.01398427,
-0.02251302,
0.03238766,
0.036878746,
0.005318773,
-0.035698395,
0.02757989,
-0.000034271314,
0.04977623,
0.034518044,
-0.012731948,
-0.019432595,
-0.03520898,
0.047617055,
-0.03405742,
0.007665079,
0.0005047077,
0.00014596937,
-0.008384804,
0.003692193,
-0.00007933851,
0.04416237,
0.040477376,
-0.010112147,
0.02101599,
0.026298778,
0.012480044,
0.0095507605,
0.04859588,
0.010774294,
0.02005156,
-0.054440055,
-0.0048725433,
0.0021051976,
-0.04686854,
-0.027335184,
-0.018597713,
0.0019666506,
0.038174253,
-0.0085575385,
0.0003324233,
0.02120312,
-0.0010454016,
-0.022297103,
-0.026226806,
-0.020699311,
-0.005531092,
0.012285718,
0.0004673719,
-0.015574865,
-0.033366483,
0.035727184,
-0.006772619,
0.011465231,
0.051215682,
-0.07623335,
-0.018828025,
-0.014034651,
-0.008607919,
-0.0024452682,
0.042780496,
0.023088802,
-0.0016067877,
-0.0039800834,
0.015546076,
0.009968202,
-0.029508755,
0.04974744,
-0.041888036,
0.0010804882,
0.07508179,
0.012084194,
0.011083776,
0.0037677642,
-0.019331833,
-0.037540894,
0.021131147,
-0.05777958,
-0.013055825,
-0.012559214,
-0.020828862,
-0.003760567,
-0.0044011227,
-0.0522233,
0.033539217,
0.033136174,
0.02768065,
0.0173166,
0.020094743,
-0.027695045,
0.036360543,
-0.053029392,
0.04830799,
-0.048711035,
-0.039095502,
0.0228297,
-0.0092196865,
0.03851972,
-0.002810529,
0.02442749,
0.02796854,
0.060860008,
0.04010312,
0.044076003,
0.0031559973,
0.004746591,
0.02844356,
-0.028270826,
0.0051964195,
0.021922845,
0.046062447,
0.01763328,
0.05400822,
-0.0065674973,
-0.014430501,
-0.01081028,
0.027104871,
0.0068481904,
0.035036247,
-0.036043864,
0.038951557,
-0.04951713,
-0.03797273,
-0.02595331,
0.014718391,
-0.008341621,
-0.07179984,
0.00068418926,
0.0931613,
-0.031639144,
0.0037641656,
0.006823,
0.00039472457,
-0.021879662,
0.033164963,
0.009889032,
0.008010548,
0.08199115,
-0.0019000759,
-0.034834724,
-0.00046152412,
0.018885603,
0.034748357,
-0.026169227,
-0.00093744276,
0.017273417,
0.0059089484,
0.028054908,
-0.012731948,
0.022815306,
-0.0060672876,
0.023794133,
-0.004555864,
0.0073088147,
0.011961842,
0.027882174,
-0.00027192137,
0.009759481,
0.06172368,
-0.018597713,
0.02104478,
-0.0032675548,
-0.013509252,
0.012926274,
0.047357954,
0.0065279123,
0.014682405,
-0.003143402,
0.03022848,
0.0074563585,
0.047098853,
-0.012472847,
0.00037560685,
0.019043943,
-0.0127751315,
-0.03267555,
0.031005785,
-0.06995734,
0.044565417,
-0.005725418,
-0.030804262,
-0.03290586,
0.006812204,
0.03140883,
0.016395353,
0.0042859665,
0.00012853852,
0.027752623,
0.013890706,
-0.012789526,
-0.019432595,
0.049718652,
0.07623335,
-0.014639221,
0.012480044,
0.04922924,
-0.036331754,
-0.021966029,
-0.0069489516,
-0.06615719,
-0.031264886,
-0.04390327,
0.012602397,
0.046033658,
-0.04010312,
0.0059053497,
-0.008838232,
-0.000805643,
0.0104864035,
0.010335261,
0.03146641,
0.0454003,
0.024672197,
0.0030714294,
0.03520898,
-0.024513857,
0.019015154,
-0.019375017,
-0.010774294,
0.016625663,
-0.0012739145,
0.020166716,
0.021361459,
0.00648113,
-0.035755973,
-0.04442147,
-0.02534874,
-0.0062364233,
0.012033814,
0.023103196,
0.0043075583,
0.0021735716,
0.04683975,
-0.017647674,
-0.008010548,
0.05282787,
0.038174253,
-0.005444725,
0.04715643,
-0.024369912,
0.030026957,
-0.06264493,
0.03431652,
0.022786517,
-0.027104871,
-0.04502604,
-0.024859326,
-0.029350415,
-0.022642571,
-0.018295428,
-0.03267555,
-0.030314848,
0.058009893,
0.007830616,
-0.041628934,
0.009363632,
-0.00978827,
-0.027522312,
0.015632443,
0.00006157029,
0.015992306,
-0.004437109,
0.030775473,
-0.047242798,
0.049545918,
-0.009925018,
0.006229226,
0.017518124,
-0.043442644,
0.08435185,
0.037425738,
0.03679238,
0.015301369,
0.023002435,
-0.052943025,
-0.005934139,
-0.008348818,
-0.045918502,
0.014128216,
-0.011853883,
0.008679892,
-0.001456545,
0.033942264,
-0.021678139,
-0.0076146983,
-0.0034960676,
0.02442749,
0.021678139,
0.009449999,
0.022527415,
-0.020325053,
-0.024225967,
0.0041492186,
0.01173153,
0.024038838,
0.07571515,
-0.019403806,
0.03143762,
-0.023635793,
-0.057405323,
-0.011083776,
-0.014502473,
-0.030113325,
0.018770447,
0.04571698,
0.033539217,
-0.0069201626,
-0.06817242,
-0.008593525,
0.027392762,
0.038087886,
0.040966786,
0.011040593,
0.023016829,
0.023247141,
-0.040160697,
-0.02684577,
0.027536707,
0.0317543,
0.024960088,
-0.07018765,
-0.05158994,
-0.036562067,
0.03379832,
0.04683975,
0.031523988,
0.0023624997,
0.036072653,
-0.013840325,
-0.0007984457,
0.036821168,
0.008298437,
-0.03941218,
-0.02684577,
0.03851972,
0.004915727,
0.008823837,
-0.021980423,
-0.0079241805,
-0.0008321829,
0.001957654,
-0.042751707,
-0.015574865,
-0.02149101,
-0.0033701158,
-0.02164935,
0.03823183,
-0.0017210442,
-0.045832135,
-0.03851972,
0.018943181,
0.022743333,
-0.059535712,
0.018770447,
-0.016438536,
-0.033683162,
0.008463974,
-0.031207308,
-0.03650449,
-0.01794996,
0.024643408,
-0.07559999,
0.03348164,
0.028861001,
-0.006934557,
-0.018281033,
-0.06074485,
-0.013861917,
0.021433432,
0.0010912841,
-0.018640896,
-0.01020571,
0.015445314,
-0.004915727,
-0.006013308,
0.001039104,
0.0524824,
0.040650107,
-0.06621477,
0.04692612,
-0.023938078,
0.013588422,
-0.036993902,
-0.008212071,
-0.004721401,
-0.0034258945,
0.033942264,
-0.022728939,
-0.012983852,
0.047559477,
-0.014603235,
-0.0364757,
0.021591771,
0.00030588344,
0.0148983225,
0.056138605,
-0.021289486,
-0.0024002853,
0.04951713,
0.00063425826,
-0.031207308,
-0.00816169,
-0.034834724,
0.014970295,
-0.022815306,
-0.011522809,
0.039354604,
-0.06201157,
0.058499306,
-0.021591771,
-0.023333509,
0.03233008,
-0.05717501,
-0.011522809,
0.028429165,
0.013170981,
0.0055562826,
-0.0019306643,
-0.0527415,
0.0059053497,
-0.020526577,
-0.028069302,
-0.032877073,
-0.054727945,
-0.0022797312,
0.05193541,
0.039613705,
0.0049697063,
-0.034431677,
-0.07870921,
0.019533357,
-0.03267555,
0.027623074,
0.014531262,
0.0034438877,
0.025305556,
0.01466801,
-0.05343244,
0.023175169,
-0.029307231,
-0.016971132,
0.008406396,
-0.01989322,
0.0048401556,
-0.026601063,
-0.048998926,
0.07312413,
0.016380958,
-0.047271587,
-0.021764506,
0.008629511,
0.008219268,
-0.0207281,
0.007441964,
-0.025852548,
-0.04917166,
-0.026730614,
0.049862597,
-0.06840273,
-0.004991298,
-0.046206392,
-0.10317988,
0.029120103,
-0.0024992477,
0.019216677,
-0.06563899,
-0.010666335,
-0.050611112,
0.009622733,
-0.0629904,
-0.01511424,
-0.026442723,
-0.04502604,
-0.017143866,
0.03319375,
0.019993981,
0.0027511516,
-0.0016580682,
0.022872884,
0.011681149,
0.008068126,
-0.056397706,
0.016294591,
0.021721322,
-0.0061176685,
0.005347562,
0.013473266,
-0.014675207,
-0.0046350337,
-0.0010112147,
0.04505483,
0.0015654034,
0.014185794,
-0.01718705,
-0.022297103,
0.04416237,
-0.037540894,
0.040160697,
-0.017057499,
0.009896229,
-0.0020530177,
0.009773876,
0.023549426,
-0.005513099,
-0.020094743,
-0.06661781,
0.03581355,
-0.021519799,
0.0063011986,
-0.0017237432,
-0.0019954396,
0.033654373,
-0.051762674,
0.06753906,
0.06500563,
0.045832135,
0.0140418485,
-0.04862467,
0.04891256,
0.028098091,
0.03299223,
-0.0037389752,
0.0037137847,
-0.01900076,
-0.011422047,
0.0061752466,
-0.014408909,
-0.0030930212,
0.000060501945,
0.02770944,
-0.009723495,
0.0482792,
0.04413358,
-0.06316313,
-0.046379127,
0.013789945,
0.0075931065,
0.030401215,
-0.008377607,
0.013365307,
-0.007265631,
0.016237013,
0.0004705207,
-0.058268994,
0.029163286,
0.015474103,
-0.049661074,
-0.058268994,
0.013998665,
0.009356434,
-0.012782329,
-0.031696722,
-0.009860243,
0.007938575,
0.021217514,
-0.014970295,
-0.024729775,
-0.008867021,
-0.021433432,
-0.021980423,
0.02075689,
-0.041830458,
-0.029739067,
0.021634955,
-0.030026957,
-0.053806696,
-0.0009118025,
0.03399984,
-0.030919418,
-0.049315605,
-0.029379204,
0.0014331539,
-0.0066214767,
-0.01699992,
0.061838835,
0.015833966,
0.00070263224,
0.01763328,
0.015805177,
0.023736555,
-0.028961763,
0.009154911,
0.015675627,
-0.04180167,
-0.041859247,
-0.052568767,
0.015704416,
-0.014250569,
0.029681489,
0.018756052,
0.021419037,
0.02962391,
0.026413934,
-0.031293675,
-0.04980502,
-0.0058117853,
-0.0155316815,
-0.03762726,
0.024816142,
-0.034805935,
-0.03854851,
0.027176844,
-0.014912717,
-0.029407993,
-0.006258015,
0.02162056,
-0.016611269,
-0.017820409,
-0.03143762,
0.000058815087,
-0.053000603,
-0.0136028165,
-0.040966786,
-0.044076003,
-0.016438536,
-0.0017309403,
0.0013431881,
0.016855976,
0.0048329583,
0.050265644,
-0.023419876,
0.036302965,
-0.03083305,
0.005192821,
-0.02655788,
0.011112565,
-0.019072732,
0.02876024,
0.008564736,
0.006646667,
0.008219268,
0.025291162,
-0.004242783,
0.0048509515,
-0.019389411,
0.038116675,
-0.031984612,
0.010421628,
0.020699311,
-0.005980921,
-0.033596795,
-0.0070101283,
-0.037425738,
-0.032848284,
0.0038361382,
0.025838153,
0.002078208,
0.06753906,
-0.019231072,
0.01335811,
0.018669685,
0.016237013,
-0.0068949726,
0.00816169,
0.0032279699,
0.021793295,
-0.057031065,
-0.008125704,
0.033280116,
0.002277932,
-0.0044119186,
0.038634878,
-0.01010495,
0.013969876,
-0.012897485,
0.0147327855,
0.0120698,
0.062241882,
0.030401215,
-0.011530006,
-0.011853883,
0.0056138607,
-0.024067627,
0.038203042,
-0.029710278,
-0.022599388,
-0.010788688,
-0.03376953,
0.030602738,
-0.006189641,
0.012242534,
0.01445929,
0.017734041,
-0.008831034,
0.03339527,
-0.0147039965,
0.002141184,
0.004642231,
-0.047645845,
-0.028501138,
0.0003891017,
-0.00837041,
-0.022311497,
-0.04113952,
-0.02461462,
0.06109032,
0.0072044544,
0.011119762,
-0.026154833,
-0.020972807,
-0.0070677064,
0.056714386,
-0.033683162,
0.0005919744,
-0.011198932,
0.0286019,
-0.04502604,
0.010911042,
-0.0155604705,
0.029537544,
0.018036326,
0.02490251,
-0.012839907,
0.0030840246,
0.018093904,
-0.0056246566,
0.03348164,
0.013451674,
0.020454604,
0.021706928,
0.001831702,
0.020915229,
0.044709362,
-0.009226884,
0.03584234,
0.02193724,
0.033539217,
0.0058225812,
-0.048768613,
-0.06258735,
0.005649847,
0.020828862,
-0.012256929,
0.025607841,
-0.041254677,
0.018295428,
-0.010795886,
0.031322464,
0.033596795,
-0.046120025,
0.032848284,
-0.026658641,
-0.0031667931,
0.024672197,
-0.00897498,
-0.0046278364,
-0.00083938014,
-0.01619383,
0.031120941,
0.021966029,
-0.0035536457,
0.031207308,
0.026154833,
0.024067627,
0.008795048,
0.04151378,
-0.008946191,
0.03791515,
-0.011594782,
0.01868408,
-0.019346228,
0.02390929,
-0.0144017115,
-0.035324138,
0.00071837625,
0.04211835,
0.0019648513,
-0.0147327855,
-0.031063363,
-0.007686671,
-0.0039908793,
-0.041600145,
-0.016078673,
-0.05521736,
0.015344553,
0.0414562,
-0.024053233,
-0.035640817,
0.02608286,
-0.013674789,
0.0137683535,
0.004426313,
0.061493367,
0.02531995,
0.085503414,
0.020238688,
0.0011686546,
0.030631527,
-0.00881664,
-0.013293334,
-0.0046962104,
0.01776283,
0.019792458,
-0.024758564,
-0.009903426,
-0.062414616,
-0.013343715,
-0.030919418,
-0.034460466,
-0.04445026,
0.044565417,
-0.00808252,
-0.036849957,
-0.0012262327,
0.07542726,
0.029033735,
0.018943181,
-0.027061688,
-0.023491848,
-0.036043864,
-0.0024650607,
-0.02390929,
0.03293465,
-0.042233504,
-0.019547751,
0.02314638,
-0.012127378,
-0.018036326,
-0.0006059191,
-0.013091811,
-0.050236855,
0.022297103,
0.037281793,
0.066042036,
0.04421995,
-0.009277265,
-0.035496872,
0.02595331,
0.0611479,
-0.00073996803,
0.057059854,
0.06776937,
-0.009442802,
-0.029076919,
-0.013674789,
0.0030624329,
-0.013286137,
-0.010839069,
0.020872045,
-0.03497867,
-0.021419037,
-0.06143579,
-0.05464158,
0.005599466,
-0.01194025,
0.0017588297,
-0.0126095945,
0.0021267894,
-0.068517886,
-0.04594729,
0.0046350337,
-0.0006473033,
-0.008046534,
-0.022714544,
0.045285143,
-0.04753069,
0.24528253,
0.019087126,
0.047674634,
0.047904946,
0.021087963,
0.063681334,
0.011040593,
-0.016611269,
0.01760449,
0.0024632614,
-0.017546913,
-0.023851711,
0.022340287,
0.02857311,
-0.048739824,
0.043672957,
-0.06466016,
-0.009075741,
0.01393389,
-0.012969458,
-0.029436782,
0.03057395,
0.025132822,
0.020325053,
0.039556127,
0.01558926,
-0.009010966,
-0.071569525,
0.036043864,
0.00069048686,
0.018439373,
0.017647674,
0.037483316,
-0.012343296,
0.046350338,
0.034518044,
-0.0010714916,
-0.032445237,
0.01747494,
0.017978748,
0.015862755,
-0.0572038,
-0.014178596,
-0.019389411,
-0.00771546,
0.02225392,
-0.015099846,
0.0411971,
0.0217789,
-0.044910885,
0.027220028,
-0.096097775,
-0.012242534,
0.0030984192,
-0.050438378,
-0.03209977,
-0.02516161,
-0.043039598,
0.0045774556,
0.033539217,
0.025593447,
-0.015603654,
-0.009449999,
0.01157319,
-0.017129472,
-0.015215002,
-0.03233008,
0.04623518,
-0.034777146,
0.0046278364,
0.034748357,
-0.008715878,
-0.021692533,
0.012976655,
0.026457118,
0.0432987,
-0.017489335,
0.027939752,
-0.02697532,
-0.073699914,
0.015891545,
-0.029595122,
-0.015761994,
-0.04324112,
0.019648513,
0.00611407,
-0.026586669,
0.0056426497,
-0.013559633,
0.020900834,
0.015790783,
0.0747939,
0.008039337,
-0.0048725433,
0.017259022
] |
Using torch.compile
PyTorch 2.0 introduced a new compile function that doesn't require any modification to existing PyTorch code but can
optimize your code by adding a single line of code: model = torch.compile(model).
If using [Trainer], you only need to pass the torch_compile option in the [TrainingArguments]:
python
training_args = TrainingArguments(torch_compile=True, **default_args)
torch.compile uses Python's frame evaluation API to automatically create a graph from existing PyTorch programs. After
capturing the graph, different backends can be deployed to lower the graph to an optimized engine.
You can find more details and benchmarks in PyTorch documentation.
torch.compile has a growing list of backends, which can be found in by calling torchdynamo.list_backends(), each of which with its optional dependencies.
Choose which backend to use by specifying it via torch_compile_backend in the [TrainingArguments]. Some of the most commonly used backends are:
Debugging backends:
* dynamo.optimize("eager") - Uses PyTorch to run the extracted GraphModule. This is quite useful in debugging TorchDynamo issues.
* dynamo.optimize("aot_eager") - Uses AotAutograd with no compiler, i.e, just using PyTorch eager for the AotAutograd's extracted forward and backward graphs. This is useful for debugging, and unlikely to give speedups.
Training & inference backends:
* dynamo.optimize("inductor") - Uses TorchInductor backend with AotAutograd and cudagraphs by leveraging codegened Triton kernels Read more
* dynamo.optimize("nvfuser") - nvFuser with TorchScript. Read more
* dynamo.optimize("aot_nvfuser") - nvFuser with AotAutograd. Read more
* dynamo.optimize("aot_cudagraphs") - cudagraphs with AotAutograd. Read more
Inference-only backends:
* dynamo.optimize("ofi") - Uses Torchscript optimize_for_inference. Read more
* dynamo.optimize("fx2trt") - Uses NVIDIA TensorRT for inference optimizations. Read more
* dynamo.optimize("onnxrt") - Uses ONNXRT for inference on CPU/GPU. Read more
* dynamo.optimize("ipex") - Uses IPEX for inference on CPU. Read more
For an example of using torch.compile with 🤗 Transformers, check out this blog post on fine-tuning a BERT model for Text Classification using the newest PyTorch 2.0 features
Using 🤗 PEFT
Parameter-Efficient Fine Tuning (PEFT) methods freeze the pretrained model parameters during fine-tuning and add a small number of trainable parameters (the adapters) on top of it.
As a result the memory associated to the optimizer states and gradients are greatly reduced.
For example with a vanilla AdamW, the memory requirement for the optimizer state would be:
* fp32 copy of parameters: 4 bytes/param
* Momentum: 4 bytes/param
* Variance: 4 bytes/param
Suppose a model with 7B parameters and 200 millions parameters injected with Low Rank Adapters.
The memory requirement for the optimizer state of the plain model would be 12 * 7 = 84 GB (assuming 7B trainable parameters).
Adding Lora increases slightly the memory associated to the model weights and substantially decreases memory requirement for the optimizer state to 12 * 0.2 = 2.4GB.
Read more about PEFT and its detailed usage in the PEFT documentation or PEFT repository.
Using 🤗 Accelerate
With 🤗 Accelerate you can use the above methods while gaining full
control over the training loop and can essentially write the loop in pure PyTorch with some minor modifications.
Suppose you have combined the methods in the [TrainingArguments] like so:
py
training_args = TrainingArguments(
per_device_train_batch_size=1,
gradient_accumulation_steps=4,
gradient_checkpointing=True,
fp16=True,
**default_args,
)
The full example training loop with 🤗 Accelerate is only a handful of lines of code long: |
[
0.008044286,
-0.010042732,
-0.020518338,
0.012199898,
-0.005144014,
0.01024474,
-0.021990119,
-0.00797214,
0.010417891,
0.04631777,
-0.009624284,
-0.008607024,
0.04940562,
-0.040921245,
-0.0030265271,
0.04057494,
-0.033389196,
-0.04559631,
-0.0856518,
0.009371773,
0.02067706,
-0.0119041,
-0.058900043,
-0.027155776,
-0.0046353843,
0.017358342,
0.030965088,
0.0052305893,
0.059217483,
0.042191014,
-0.028194679,
-0.0024205002,
-0.0120772505,
-0.023000164,
-0.013339806,
0.018584825,
0.0014131609,
0.0003627594,
-0.038381703,
-0.013592318,
-0.0034684218,
-0.013325377,
0.01903213,
-0.012416337,
-0.08184249,
0.0013852043,
-0.017719071,
-0.01033853,
-0.005414562,
-0.010215882,
0.0017901241,
-0.010389033,
0.04891503,
-0.02139852,
-0.011983461,
-0.020936785,
-0.0075104046,
0.030099336,
-0.030878512,
-0.030301344,
0.01829624,
0.018411674,
-0.034024082,
-0.041613847,
0.017473776,
0.039738048,
-0.02360619,
-0.0054614567,
-0.007265108,
0.00043558184,
-0.069144785,
0.02307231,
0.0032555908,
-0.04533658,
-0.014991951,
0.018541537,
0.023837058,
0.011846383,
-0.016305009,
0.034976408,
0.025871577,
0.016001996,
0.04083467,
0.0012706724,
-0.034024082,
-0.02872856,
0.041440696,
-0.021860255,
-0.030243628,
-0.046231195,
-0.02598701,
0.029363446,
0.01572784,
0.015987566,
0.023288747,
0.032638878,
-0.03953604,
0.035582434,
0.014977521,
-0.022812584,
0.01719962,
0.09863809,
-0.0074887606,
-0.0068286243,
-0.02565514,
0.0071641034,
0.027790662,
-0.003928353,
-0.029046003,
-0.014862088,
0.006291136,
0.011427935,
-0.0065111816,
0.012834784,
0.0035315496,
0.010829124,
-0.016593594,
0.0018920304,
-0.026116872,
0.0140540525,
-0.006944058,
0.008253509,
0.0036974854,
-0.038381703,
0.006503967,
-0.028670844,
-0.016319439,
0.040228643,
-0.050271373,
-0.027949383,
-0.0077124136,
-0.0053388085,
0.00012343739,
0.03569787,
-0.02327432,
-0.0024403404,
0.0018757975,
0.02875742,
0.017632497,
-0.0040690377,
0.03988234,
-0.027184635,
-0.019320715,
0.08853764,
0.003921138,
-0.0113052875,
-0.021715963,
-0.02399578,
-0.025525276,
0.028295685,
-0.07722514,
0.015049668,
-0.015482544,
-0.004797713,
0.012228757,
0.007445473,
-0.020229755,
0.031022806,
0.015035238,
-0.0031888557,
0.010468393,
-0.009357343,
-0.011471223,
0.057312828,
0.008390587,
0.03555358,
-0.051137127,
-0.027559794,
0.0059015476,
0.0018830121,
0.015035238,
-0.006597757,
0.019869024,
0.041989006,
0.05728397,
0.046808362,
0.040517226,
0.019176422,
-0.00028745696,
0.013015149,
0.00759698,
-0.00806593,
0.028136963,
0.014804371,
0.0067240125,
0.027314497,
0.0069729164,
0.0009288805,
-0.040921245,
0.018685829,
0.017517064,
0.040776953,
-0.031715408,
0.013945833,
-0.03474554,
-0.022841442,
-0.056418218,
-0.026073586,
-0.010028302,
-0.06037182,
0.0046570282,
0.022220986,
-0.025395412,
-0.004978078,
0.026838334,
0.01354903,
0.027949383,
0.040690377,
0.011752593,
0.016305009,
0.04357622,
0.007539263,
-0.0061288076,
-0.019811308,
0.022625003,
0.019695874,
-0.044384256,
-0.014616791,
0.013051222,
0.027025914,
0.010187023,
-0.009097618,
0.017069757,
0.0021138794,
0.0106199,
-0.0369965,
-0.019161994,
0.065046884,
0.020792494,
-0.0050285803,
-0.0066879396,
0.036015313,
-0.025380984,
0.06677839,
-0.0033385588,
0.0013338003,
0.03702536,
0.036852207,
-0.0076258383,
0.0212398,
0.0029201116,
0.018151948,
0.030589929,
0.026015868,
0.016189575,
-0.0069584874,
0.005291913,
-0.00072867516,
-0.034024082,
0.055841047,
-0.04703923,
0.036448188,
0.004393695,
-0.025568563,
-0.0596215,
-0.005201731,
-0.0024565733,
0.004898717,
-0.031426825,
0.001536711,
0.025669567,
0.03295632,
-0.02268272,
-0.045163434,
0.01737277,
0.079591535,
-0.010872411,
-0.003668627,
0.03809312,
0.008578166,
-0.019984458,
-0.03789111,
-0.037400518,
-0.007312003,
-0.037458234,
0.0033151114,
0.00952328,
-0.009847937,
0.014732225,
-0.015453686,
0.018454961,
0.019421719,
0.021687105,
0.02966646,
0.027963812,
0.04175814,
-0.060314104,
0.0043756585,
-0.03168655,
0.00878739,
-0.030041618,
-0.008188577,
0.029551025,
-0.03113824,
0.011817524,
-0.006392141,
0.028108105,
-0.044355396,
-0.02103779,
0.015958708,
0.0028858422,
-0.016550306,
0.018959984,
-0.014587933,
-0.008650312,
0.02489039,
0.024067925,
-0.04135412,
0.035091843,
0.045048,
-0.036477048,
0.007023419,
0.02616016,
0.0023393359,
-0.049088176,
0.043807086,
0.018945554,
-0.0067673004,
-0.052233744,
-0.039074305,
-0.02728564,
0.019825736,
-0.016564734,
-0.037804533,
-0.028843993,
0.0395649,
-0.03552472,
-0.038785722,
0.042941336,
-0.022466283,
-0.038497135,
-0.033418056,
0.013231587,
0.03073422,
-0.0022040622,
0.026116872,
-0.050242513,
0.035755586,
-0.017517064,
0.015453686,
-0.016261721,
-0.026924908,
0.018671399,
0.050300233,
0.026001438,
0.021557242,
0.044095673,
-0.049925074,
0.018599253,
-0.005346023,
0.01647816,
-0.019695874,
0.016867748,
0.005800543,
0.021672675,
0.0032321434,
-0.02490482,
0.028079245,
0.027170205,
0.027704086,
0.040199783,
0.021759251,
0.037054215,
-0.00979022,
-0.02194683,
-0.013606747,
0.012993505,
0.027978241,
0.0358133,
-0.046577495,
0.020763636,
0.0028894497,
-0.01812309,
-0.023837058,
-0.0003451738,
-0.021470668,
0.010172594,
0.05488872,
0.045827176,
-0.013491313,
-0.006395748,
0.020619344,
0.033216044,
-0.009580997,
0.05237804,
0.016030854,
0.03333148,
0.035207275,
-0.009869581,
-0.01372218,
0.023966921,
0.01737277,
0.0075320485,
-0.050040506,
-0.024630664,
-0.04118097,
-0.0033656135,
0.054138403,
0.03569787,
-0.007348076,
0.050617676,
-0.04057494,
-0.019984458,
0.03385093,
0.008542093,
-0.007333647,
-0.041411836,
0.042393025,
0.0027559795,
-0.006763693,
-0.029781893,
-0.018281812,
-0.028988287,
0.0009324878,
0.0027487648,
-0.0036776452,
-0.033042897,
-0.012921359,
-0.038295127,
0.051137127,
0.0046462063,
-0.06366168,
-0.01555469,
0.01683889,
0.074743316,
-0.039651472,
0.011103278,
-0.050213657,
-0.011629945,
0.008231865,
-0.047356673,
-0.017820077,
-0.037054215,
-0.014768298,
-0.04271047,
0.029753035,
0.008996613,
-0.012777067,
0.031426825,
-0.030474495,
-0.00470753,
0.020749206,
-0.008296797,
-0.023043452,
0.008823463,
0.031051664,
0.0051512285,
-0.011153781,
0.010562183,
-0.0017973387,
0.03607303,
-0.029421162,
0.045480873,
-0.023938062,
0.0093212705,
-0.014328207,
-0.020806924,
0.03197513,
0.028973857,
0.031426825,
-0.031917416,
-0.019450577,
0.028497692,
-0.044095673,
-0.03994006,
0.03038792,
0.009985015,
0.023086738,
0.035640154,
-0.018757975,
-0.015525832,
0.023317605,
0.015035238,
-0.044009097,
0.01536711,
-0.019248568,
0.01776236,
0.024428654,
-0.015294964,
0.009934512,
-0.05416726,
0.04654864,
-0.039247457,
-0.02910372,
0.017877793,
-0.103313155,
-0.00026243128,
0.02307231,
-0.0030355453,
-0.00589794,
0.033360336,
-0.00942949,
-0.0030337418,
-0.0093068415,
-0.0076546967,
-0.034889832,
-0.054628994,
0.0048373933,
0.04297019,
0.010995059,
-0.030503353,
-0.065970354,
-0.039247457,
0.046894938,
-0.04853987,
0.033562347,
-0.0010939146,
-0.03110938,
0.008217436,
-0.0109156985,
-0.04481713,
0.028598698,
-0.01071369,
0.0049456125,
0.007993783,
-0.021153225,
-0.01885898,
0.01181031,
-0.012582272,
0.07762916,
-0.005490315,
-0.059794653,
-0.027516507,
0.025467558,
0.012618345,
-0.0042710467,
-0.004563238,
-0.015078526,
-0.03843942,
-0.0072398568,
0.0764171,
-0.04334535,
0.0057247896,
-0.04628891,
-0.09119262,
0.013888116,
0.017805647,
0.022091122,
-0.027054772,
0.025756143,
-0.050733108,
0.023721624,
-0.05139685,
0.00389228,
-0.03347577,
0.009999444,
-0.019421719,
0.047125805,
-0.004361229,
0.02636217,
0.043258775,
0.033648923,
0.011442365,
0.010049946,
-0.050444525,
-0.005346023,
0.0027162991,
0.012538985,
-0.004299905,
0.005428991,
-0.007394971,
0.0062478487,
-0.018195236,
0.034139514,
-0.028439976,
-0.0002628822,
-0.026823904,
-0.031657692,
0.028829565,
-0.055898767,
0.031080522,
0.01790665,
0.016492588,
0.004797713,
0.043056767,
-0.028310113,
0.0058690817,
-0.034110658,
-0.08074587,
0.05246461,
-0.048395574,
0.008383372,
0.01685332,
-0.04135412,
0.034687825,
-0.037083074,
0.03419723,
0.07168432,
0.037371658,
0.0017477382,
-0.06724013,
0.033937506,
0.016146287,
-0.008275153,
0.024616236,
-0.055350456,
-0.028439976,
-0.027718516,
-0.025828289,
-0.042335305,
-0.0007945085,
0.015482544,
-0.014862088,
0.014010765,
0.037833393,
-0.016232863,
-0.0453943,
-0.043287635,
0.009754147,
0.010201452,
0.02213441,
-0.0069043776,
0.004382873,
0.020835781,
0.02506354,
-0.02669404,
-0.022278702,
0.001506049,
0.050271373,
-0.029897327,
-0.037573665,
0.040776953,
-0.0076330528,
-0.046029184,
-0.07491647,
0.0076402677,
-0.021701535,
0.017430488,
-0.01556912,
-0.017747931,
-0.0076258383,
-0.043460786,
-0.0048482153,
0.015208389,
-0.014306563,
-0.018757975,
0.01464565,
-0.0027361393,
-0.053849816,
0.010670402,
0.059217483,
-0.04334535,
-0.027530937,
-0.054831006,
-0.031426825,
-0.036275037,
-0.0081308605,
0.031051664,
-0.0062694927,
0.020778066,
0.01718519,
0.023822628,
0.060718123,
0.0051836944,
0.015626837,
0.010302457,
-0.018368386,
-0.039074305,
-0.031946275,
0.024140071,
-0.022018977,
0.0080515,
0.008974969,
0.02398135,
0.035264995,
0.028266825,
0.0017756949,
-0.09321271,
-0.021730393,
-0.045278866,
-0.040113207,
0.02160053,
-0.02452966,
0.0010912091,
0.03936289,
0.012661633,
-0.045307726,
0.013108939,
0.009364558,
-0.022783725,
-0.016160717,
-0.047327813,
-0.0024908427,
-0.06943337,
-0.026318882,
-0.05944835,
-0.02491925,
0.0004869859,
0.008556522,
0.0058799037,
0.0113052875,
-0.025424272,
0.021557242,
-0.0019497472,
-0.013873687,
0.0010533325,
0.009422275,
0.017690213,
0.0124812685,
-0.025669567,
0.038901154,
0.05457128,
-0.035784446,
-0.011954602,
0.013390308,
-0.020994503,
-0.003533353,
0.016045284,
0.08270824,
0.0017784004,
-0.023476327,
0.0010605471,
0.030849654,
-0.0633731,
0.0047255666,
-0.041325264,
-0.036938783,
-0.010006659,
0.047645256,
0.022913588,
0.029868469,
0.036909923,
0.013751038,
-0.002965203,
0.010482823,
-0.018974414,
0.018801263,
0.003425134,
0.028887281,
-0.0457406,
0.0046894937,
0.019306285,
0.031773124,
-0.010785836,
-0.001935318,
-0.013166656,
-0.0328986,
-0.0280071,
0.016608022,
0.033533487,
0.077686876,
0.03754481,
-0.00093429146,
-0.009891225,
-0.017820077,
-0.06446972,
-0.00013290657,
-0.034341525,
-0.011896885,
0.0030571893,
-0.048453294,
-0.0058510453,
-0.019392861,
0.0067023686,
0.03714079,
0.05561018,
0.006193739,
-0.028598698,
-0.0292913,
0.03223486,
-0.0040546083,
-0.028598698,
-0.015020809,
0.009126476,
-0.03093623,
-0.03514956,
-0.039045446,
-0.0074526877,
0.07445473,
0.017444916,
-0.027992671,
-0.027069202,
-0.02927687,
0.04155613,
0.05728397,
-0.06221876,
-0.011081634,
-0.023476327,
0.04628891,
-0.02526555,
0.01958044,
-0.024370939,
0.030330203,
0.004581275,
0.012979076,
0.019594869,
0.010706475,
0.02451523,
-0.01849825,
0.0109156985,
0.057601415,
0.012084465,
-0.009487207,
0.03463011,
-0.001552944,
0.06879848,
0.0109156985,
0.033735495,
-0.019638157,
0.023923634,
0.01978245,
-0.032436866,
-0.028266825,
0.028670844,
0.049925074,
-0.005180087,
0.015107385,
-0.044557404,
0.000098186276,
0.015785558,
0.028151391,
0.027603082,
0.00031180625,
0.014775513,
-0.0059736934,
-0.019147564,
0.012474054,
-0.051627718,
-0.0025936507,
0.02711249,
0.0036487868,
0.053214934,
-0.017315054,
0.00759698,
-0.005894333,
0.015843274,
0.021658247,
-0.030359061,
0.022379708,
-0.0109012695,
0.055004153,
-0.030647645,
0.0023663908,
-0.020417335,
0.01483323,
-0.022567287,
-0.035005268,
-0.0055660685,
0.010367389,
-0.009891225,
-0.023000164,
0.014328207,
-0.0085276645,
-0.009674787,
-0.042941336,
0.016810032,
-0.051165983,
-0.0014131609,
0.038756862,
-0.027978241,
-0.026665183,
0.023014592,
-0.016016426,
0.006291136,
0.01163716,
0.0846129,
0.03258116,
0.09125034,
0.0016674758,
-0.009342914,
0.019248568,
0.007348076,
-0.03604417,
-0.01436428,
-0.0065544695,
0.023043452,
-0.005750041,
-0.056620225,
-0.030589929,
0.03405294,
0.008794605,
-0.008441089,
-0.047529824,
0.016867748,
-0.010021088,
-0.027343357,
0.013253231,
0.0567068,
0.0453943,
0.01043232,
-0.030907372,
-0.008044286,
-0.034168374,
0.0030355453,
-0.022495141,
0.069029346,
-0.04172928,
-0.019710302,
0.0063849264,
-0.03950718,
-0.027213493,
0.027256781,
-0.02047505,
-0.013613962,
0.014263276,
0.032292575,
0.0097397175,
0.029724175,
-0.0031636048,
-0.024082353,
0.063315384,
0.025380984,
0.014991951,
0.04614462,
0.051685438,
0.022899158,
-0.017675783,
0.0069476655,
0.02139852,
-0.0059267986,
-0.019378431,
0.02178811,
-0.0051151556,
-0.026203448,
-0.039738048,
-0.037746817,
0.008383372,
-0.05035795,
-0.005641822,
-0.02742993,
-0.017257337,
-0.07647482,
-0.011197068,
-0.016391585,
0.016261721,
-0.026621895,
-0.01756035,
-0.0018830121,
-0.022422995,
0.24887504,
0.07786003,
0.037487093,
0.0063741044,
0.059563786,
0.077571444,
0.028598698,
-0.049174752,
0.011658803,
-0.052926347,
-0.0101004485,
-0.05102169,
0.037083074,
0.022119982,
-0.04245074,
0.044182245,
-0.050444525,
0.021066649,
0.018974414,
-0.075724505,
-0.053936392,
0.01904656,
0.016319439,
0.038410563,
0.019133134,
0.030243628,
0.006190132,
-0.069087066,
0.020258613,
-0.009956156,
-0.018541537,
-0.01719962,
0.01718519,
-0.013087295,
0.0380354,
0.029781893,
-0.028324543,
-0.01317387,
-0.011507296,
-0.018541537,
0.0089244675,
-0.016882177,
-0.0066554737,
-0.041584987,
-0.00007750065,
0.021470668,
-0.02783395,
0.025178974,
0.034139514,
-0.050415665,
0.044586264,
-0.045884892,
-0.012228757,
-0.006886341,
-0.048597585,
-0.012935788,
-0.0026820297,
-0.024298793,
0.0030824402,
0.06446972,
0.037573665,
0.0066879396,
0.0020778065,
0.0056670727,
-0.010648758,
0.015843274,
-0.013325377,
0.05434041,
-0.020244185,
-0.018916696,
-0.014183915,
-0.022249844,
-0.015612407,
-0.016406015,
0.04998279,
0.028598698,
0.020215325,
0.022466283,
-0.051627718,
-0.02708363,
0.029031575,
-0.027603082,
-0.009061545,
-0.004415339,
0.019522723,
0.034832116,
-0.01848382,
-0.0005298226,
-0.0028389473,
0.0037840607,
0.011081634,
0.04706809,
-0.022798155,
-0.033504628,
0.028944999
] |
from accelerate import Accelerator
from torch.utils.data.dataloader import DataLoader
dataloader = DataLoader(ds, batch_size=training_args.per_device_train_batch_size)
if training_args.gradient_checkpointing:
model.gradient_checkpointing_enable()
accelerator = Accelerator(fp16=training_args.fp16)
model, optimizer, dataloader = accelerator.prepare(model, adam_bnb_optim, dataloader)
model.train()
for step, batch in enumerate(dataloader, start=1):
loss = model(**batch).loss
loss = loss / training_args.gradient_accumulation_steps
accelerator.backward(loss)
if step % training_args.gradient_accumulation_steps == 0:
optimizer.step()
optimizer.zero_grad() |
[
0.041793715,
0.0021928588,
-0.032822147,
0.00268457,
-0.0043546623,
-0.03307059,
0.018371016,
0.000068958165,
-0.026597256,
0.07906024,
0.046293303,
-0.013850724,
0.016010802,
-0.06122752,
0.015555323,
0.015500113,
0.013443553,
-0.009578877,
-0.025962345,
-0.03500293,
0.009433951,
-0.014099168,
-0.10556088,
0.025120398,
-0.04731468,
0.011642338,
0.05912955,
0.01525167,
0.080440484,
0.026072765,
-0.032490887,
-0.0108003905,
-0.017915536,
-0.032242443,
-0.03113825,
-0.018163979,
0.012691322,
-0.013850724,
-0.0525596,
-0.037791014,
0.017846525,
-0.02365734,
0.048915762,
-0.06592034,
-0.074257,
0.017142601,
0.003347086,
-0.016411074,
-0.02873663,
-0.06663807,
-0.0028760785,
0.019806467,
0.0107244775,
0.0060075014,
-0.011683745,
0.0036093318,
-0.004975771,
0.011166154,
0.005300128,
0.010179282,
0.04604486,
0.036327958,
0.027176958,
-0.06879124,
0.018067362,
0.01925437,
-0.016383467,
-0.035389394,
-0.014989424,
-0.030365316,
-0.06260776,
-0.017639488,
-0.017349636,
-0.014630561,
-0.022028657,
0.03906084,
0.025934739,
0.0065112896,
-0.024457881,
-0.0062628463,
0.04256665,
0.032766934,
0.0020462081,
-0.005420899,
-0.036548797,
-0.037459757,
0.059516016,
-0.03348466,
-0.0074809096,
-0.02616938,
0.003633486,
0.027632438,
-0.0064526293,
0.013063987,
0.0015079139,
0.033733103,
-0.006587203,
0.04993714,
-0.002553447,
-0.013277925,
0.011007427,
0.07287676,
0.025341235,
0.041793715,
-0.04546516,
0.011110945,
0.0025879531,
0.012097818,
0.042456232,
-0.021159103,
-0.012001201,
-0.0047721853,
-0.00077207264,
0.010579552,
-0.020855451,
0.014437327,
0.014002551,
-0.007977797,
-0.054298706,
-0.0006465569,
0.005030981,
-0.013947342,
0.009889431,
-0.027770462,
0.026003752,
-0.07293197,
0.027453005,
0.013933539,
-0.03232526,
-0.023491712,
-0.006176581,
-0.007053035,
-0.035499815,
0.036935266,
0.022028657,
-0.002387818,
-0.0054070964,
0.015541521,
0.020896858,
0.010407022,
0.007432601,
-0.01907494,
-0.005765959,
0.060730632,
-0.024444079,
-0.010137875,
0.012560199,
-0.0839739,
-0.014451129,
0.018343411,
-0.031441905,
0.024637314,
0.0024671818,
0.015789963,
-0.02358833,
-0.031359088,
-0.017391045,
0.043173958,
0.027397797,
0.029923638,
0.0123669645,
0.015237868,
-0.029564776,
0.06476094,
0.0045755007,
0.041352037,
-0.003438527,
0.010027455,
0.02737019,
-0.024099018,
0.04701103,
0.022290902,
-0.029178308,
-0.0008742968,
0.05512685,
0.066803694,
0.029978847,
0.0128914565,
0.022304704,
0.04518911,
0.010027455,
-0.017901734,
0.014147476,
-0.001208574,
0.01987548,
-0.011814868,
-0.0342576,
-0.025493063,
0.033622686,
0.022884406,
0.0025862276,
0.023684947,
-0.005583077,
0.029758008,
-0.015734755,
-0.0132710235,
-0.008095117,
0.025299828,
0.023712551,
-0.06840477,
-0.00988253,
0.04930223,
-0.020468984,
0.029316332,
-0.010745181,
0.020123923,
-0.05935039,
0.059847277,
-0.018688472,
-0.008150327,
0.033015378,
-0.0012379042,
0.010655466,
-0.0073152804,
0.013346937,
-0.016700923,
-0.03163514,
-0.04546516,
0.021586979,
0.004389168,
0.0359967,
-0.010165479,
0.0076051312,
-0.015113645,
-0.012077115,
-0.017529069,
0.031994,
0.010262096,
0.002531018,
0.013146801,
-0.0016097068,
0.04604486,
0.022953417,
0.061337937,
0.012629211,
-0.001300015,
0.032573704,
0.020248145,
-0.02107629,
0.029040283,
-0.020441378,
0.039281677,
-0.003233216,
0.042262997,
-0.0035506715,
0.018647064,
-0.0011309355,
0.0092338165,
-0.0025879531,
0.046486538,
-0.044360965,
0.018605657,
-0.050599657,
0.0011792439,
-0.03445083,
0.017639488,
-0.008764534,
0.013333134,
-0.029896034,
-0.07580287,
-0.03569305,
0.029178308,
-0.023753958,
-0.017598081,
0.054823197,
0.027163155,
-0.0066527645,
0.044802643,
0.0365764,
-0.018357214,
-0.019337185,
-0.036935266,
-0.06547866,
-0.022083865,
-0.01136629,
0.009226915,
-0.0141612785,
-0.014961819,
-0.020344762,
-0.014368315,
-0.0107244775,
0.044664618,
-0.0022998275,
0.004651414,
0.0111730555,
0.03889521,
-0.034423225,
0.020758834,
-0.030420525,
0.022994826,
0.0279913,
-0.021725003,
-0.026141776,
-0.0075844275,
0.027811868,
0.020814044,
0.04679019,
0.015555323,
-0.03643838,
-0.031165855,
0.017280625,
-0.008136524,
0.04604486,
0.000022024558,
-0.024720127,
0.013132999,
0.0046479637,
-0.026776688,
0.03290496,
0.033208612,
-0.019544221,
0.026583454,
-0.012560199,
0.06260776,
-0.02708034,
0.044057313,
0.041490063,
-0.04957828,
-0.04449899,
-0.047093842,
0.014257896,
-0.016190235,
0.01519646,
-0.045741208,
-0.032408074,
0.038536347,
-0.00011386993,
-0.05529248,
0.033733103,
-0.026528243,
-0.02502378,
-0.015803767,
-0.03492011,
0.033015378,
0.01188388,
0.0026897457,
-0.01970985,
-0.019751258,
-0.037073288,
0.005562374,
-0.0024809842,
-0.038177483,
0.027508216,
0.033622686,
-0.008647214,
-0.029205913,
0.017211612,
-0.04251144,
-0.017736105,
0.011145451,
0.03776341,
0.024002401,
0.025120398,
0.023947192,
0.03279454,
0.0072324662,
-0.04604486,
0.033843525,
0.0027346036,
-0.006859801,
0.031911187,
0.021228116,
0.027604831,
0.033236217,
-0.05341535,
0.022401322,
0.022097668,
-0.010593355,
0.07574766,
-0.018798891,
0.042014554,
-0.015030831,
-0.04924702,
0.016135024,
0.023809168,
-0.033153404,
0.06354632,
0.046238095,
0.045547973,
-0.05730763,
-0.03307059,
0.011987398,
-0.0011559523,
0.040827546,
0.009109595,
0.019392395,
-0.024802942,
-0.020758834,
-0.019640839,
0.01302948,
-0.007632736,
0.00919931,
-0.039557725,
0.0034178232,
0.023119047,
-0.061613984,
0.01581757,
0.022208087,
0.023809168,
-0.013222715,
0.04770115,
-0.0137127,
0.017736105,
0.029758008,
0.023450306,
-0.045492765,
-0.057970148,
0.020634612,
0.02775666,
0.00078156183,
-0.034202386,
-0.035030533,
-0.0022912011,
0.008433276,
-0.009854925,
-0.012215138,
0.00029567364,
-0.032766934,
0.007329083,
0.05106894,
-0.020648414,
-0.032270048,
-0.059847277,
0.025824321,
0.029067889,
-0.051427804,
-0.026542047,
-0.07867377,
0.020441378,
0.031110646,
-0.026473034,
-0.025631087,
-0.013298628,
-0.017791314,
-0.02376776,
0.029288728,
0.01794314,
-0.011076439,
-0.03591389,
-0.054491937,
-0.007832871,
-0.014906609,
0.03988898,
0.037156105,
0.0007966582,
0.020869253,
-0.009634087,
0.011587128,
0.0062628463,
0.012263447,
0.011352487,
-0.009930839,
0.029261122,
-0.06906729,
0.0008730028,
0.0064767837,
-0.007756958,
0.008405671,
0.03342945,
0.062221292,
-0.0053725904,
-0.009109595,
0.025907135,
-0.03061376,
0.00154242,
0.010931513,
0.009364939,
-0.0068287454,
0.033015378,
0.01091081,
-0.008384968,
0.03238047,
0.03850874,
-0.02136614,
0.03500293,
-0.026583454,
0.029426752,
-0.01479619,
-0.017446253,
-0.01810877,
-0.025851926,
0.023353688,
0.033374242,
0.009841123,
-0.013947342,
-0.056755535,
-0.021849224,
0.03552742,
-0.036410775,
0.03754257,
0.0022463433,
-0.032601308,
0.005900533,
0.007101343,
-0.042870305,
0.015444904,
-0.00282777,
0.026210789,
0.03638317,
0.023919588,
-0.004302903,
-0.0070357816,
0.007729353,
0.0519799,
-0.046403725,
-0.0064077717,
-0.04251144,
-0.020123923,
-0.018067362,
0.006718326,
-0.045796417,
-0.014257896,
-0.02068982,
0.0041510765,
-0.011179957,
-0.032546096,
0.031855978,
-0.04643133,
-0.050213188,
0.046928216,
-0.027328784,
-0.032490887,
-0.035030533,
0.034312807,
0.042401023,
0.0103518125,
0.014057761,
-0.06365674,
-0.012870753,
-0.055154454,
0.04535474,
-0.006997825,
-0.002434401,
-0.014961819,
-0.043946892,
-0.007377391,
0.01787413,
0.035555024,
-0.009151001,
0.019778863,
-0.062386923,
0.02022054,
-0.063104644,
-0.01530688,
0.0034437028,
-0.010413923,
-0.00845398,
0.025934739,
-0.0032487437,
-0.023698749,
-0.020261947,
0.044195335,
0.022042459,
0.048418876,
-0.044471383,
-0.059460808,
-0.0012146126,
0.007128948,
0.018757483,
-0.01188388,
-0.051952295,
0.068294354,
-0.04256665,
0.053498164,
-0.0016976972,
-0.00976521,
0.009502963,
-0.052918464,
0.05399505,
-0.011021229,
0.00039919175,
-0.03039292,
0.002417148,
0.02817073,
0.03461646,
-0.0065561477,
0.023243269,
-0.036631614,
-0.05523727,
0.022594554,
-0.024430277,
0.013836922,
-0.010890107,
0.01953042,
0.0111730555,
-0.02422324,
0.017418649,
0.06945376,
0.0074187987,
0.011290376,
0.0020927913,
-0.0171288,
0.009454655,
0.017887931,
-0.018426225,
-0.019806467,
-0.011552623,
-0.047618337,
-0.030586153,
-0.050130375,
-0.0365764,
0.011835571,
0.040247846,
-0.04866732,
0.044250548,
-0.0081848325,
-0.011359388,
-0.04883295,
0.011959794,
-0.01479619,
0.002632811,
0.013374541,
0.006607907,
-0.022539346,
-0.018798891,
-0.03674203,
-0.027977498,
-0.002405071,
0.08402911,
-0.036604006,
-0.055375293,
0.04701103,
0.046348512,
-0.026721478,
-0.051786665,
-0.00822624,
0.004696272,
0.027867079,
-0.0262798,
0.02313285,
-0.003290151,
-0.012946666,
0.0063767163,
0.06067542,
-0.0029554423,
0.036548797,
0.026417824,
0.009779012,
-0.040827546,
0.003799115,
0.014085365,
-0.015320682,
-0.0101309735,
-0.014809992,
-0.0077086496,
-0.018536644,
-0.026114171,
0.045382343,
-0.016880356,
-0.033181008,
0.009868727,
0.00080054015,
0.037211314,
-0.022484137,
0.0043960693,
-0.013250319,
-0.05432631,
-0.028515792,
-0.046679772,
-0.008302153,
-0.02662486,
0.041710902,
0.008750732,
0.033622686,
-0.025161805,
0.022856802,
-0.014299303,
-0.045437552,
-0.0037577078,
-0.08369785,
-0.0051690047,
0.016714726,
-0.01011027,
0.016024604,
0.014920412,
0.021794016,
-0.04433336,
0.02051039,
0.0041717803,
-0.022235692,
-0.014809992,
-0.032297652,
0.017970746,
-0.047038633,
-0.0072531695,
-0.0046583153,
-0.021007277,
-0.0005702123,
0.030116873,
0.00297097,
0.03177316,
0.0074740085,
-0.0049861227,
-0.055458106,
0.0031814568,
-0.040910363,
-0.0056486386,
-0.03679724,
0.001362126,
-0.028377768,
0.026749082,
-0.00037482186,
-0.044140127,
-0.02651444,
-0.016507689,
-0.021393744,
-0.026114171,
0.015279274,
0.0656995,
0.011373191,
-0.04924702,
0.0032194136,
0.018426225,
-0.045906834,
0.02136614,
-0.0053725904,
-0.06089626,
0.0057625086,
0.032187235,
0.058467034,
0.043891683,
0.008723127,
0.04717666,
0.027660042,
0.026528243,
-0.004189033,
0.016066013,
0.015099843,
0.0331258,
-0.017446253,
-0.03588628,
0.0314143,
0.031110646,
-0.06293902,
0.024402672,
0.01821919,
-0.018578053,
-0.009399446,
0.00948226,
0.023533119,
0.05175906,
-0.0020531095,
0.0072117625,
-0.020537995,
-0.009696198,
-0.01525167,
0.013250319,
-0.08038527,
-0.035637837,
-0.010696872,
-0.039999403,
0.02868142,
-0.012843148,
-0.0031089943,
0.020855451,
0.0013509115,
-0.016231641,
0.022249496,
0.00093770167,
-0.0041855825,
0.031745557,
-0.05747326,
-0.041324433,
-0.012939765,
0.012194434,
-0.063104644,
-0.033401847,
-0.008447079,
0.040993176,
-0.0012818994,
-0.00628355,
-0.041048385,
-0.012304854,
0.056755535,
0.024361264,
-0.073097594,
0.0074878107,
-0.055844575,
0.029923638,
0.007108244,
-0.026542047,
-0.0114215,
0.025451655,
0.01874368,
0.02336749,
-0.018798891,
0.029619984,
0.021379942,
-0.030310106,
0.061337937,
-0.0012758608,
0.031027831,
-0.008805942,
0.03679724,
0.024775337,
0.035775863,
-0.016204037,
0.031027831,
-0.0041303732,
0.016687121,
0.03273933,
-0.0199859,
-0.009461557,
0.020717427,
0.032463282,
-0.033457056,
-0.023243269,
-0.0013828296,
0.028626211,
-0.021228116,
0.017032182,
-0.0029226616,
-0.00028575314,
-0.0050482336,
-0.016066013,
-0.024526894,
0.008322857,
-0.0017037358,
-0.05302888,
0.01525167,
0.020468984,
0.000047203186,
0.019171556,
0.029343937,
-0.006459531,
0.041655693,
0.0074878107,
0.026114171,
0.008322857,
-0.03210442,
0.02216668,
-0.021159103,
0.033098195,
-0.017667092,
-0.008412573,
-0.001856425,
-0.0046755685,
0.0071841576,
0.06465052,
-0.01856425,
-0.01410607,
-0.027453005,
-0.036686823,
0.007674143,
-0.03329143,
0.01273963,
-0.0856854,
-0.014285501,
0.016838947,
-0.016121222,
-0.035444606,
-0.00633876,
-0.0049550673,
0.0012724103,
0.06542345,
0.032987773,
0.010338009,
0.09578877,
0.040579103,
0.024057612,
0.031966396,
0.019088741,
-0.03417478,
0.0061386246,
-0.008805942,
-0.011897683,
0.02531363,
-0.01994449,
-0.029675195,
0.051841874,
0.02027575,
-0.002953717,
-0.009958443,
0.021490362,
0.021794016,
-0.0485569,
-0.023546921,
0.099653445,
0.001305191,
0.0022998275,
-0.028377768,
-0.0135677755,
-0.06062021,
-0.021545572,
-0.031055436,
0.05534769,
-0.018757483,
-0.051648643,
-0.0071910587,
-0.06431926,
-0.0073497863,
0.0087093245,
-0.014671968,
-0.017791314,
0.04529953,
0.032132026,
0.07364969,
-0.022511741,
-0.007329083,
-0.0026517892,
0.05901913,
0.02793609,
0.01736344,
0.060178533,
0.03146951,
0.026707675,
0.002936464,
0.024996176,
0.0028346712,
-0.028018905,
-0.0012534319,
-0.02107629,
0.01267752,
-0.053829424,
-0.03947491,
-0.014202686,
0.047342286,
-0.020206736,
-0.028267348,
-0.029205913,
-0.009033681,
-0.04695582,
-0.01034491,
-0.023326084,
-0.0012025355,
-0.0005430388,
-0.022042459,
0.0013811042,
-0.030310106,
0.22282621,
0.061890032,
0.004592754,
0.012118521,
0.035803467,
0.048805345,
0.033401847,
-0.00078414974,
0.056451883,
-0.048639715,
0.008447079,
-0.030172082,
0.0035006378,
-0.0006219714,
0.0066182585,
0.027618635,
-0.0063732658,
-0.018205388,
-0.018633261,
-0.0101999855,
-0.031966396,
0.029564776,
-0.017294427,
0.017749907,
0.0297028,
-0.012504989,
-0.008964669,
-0.031497113,
0.024306055,
-0.042124975,
0.01634206,
-0.012242743,
0.0053794915,
-0.022014854,
0.009268322,
0.010869402,
0.0054450533,
-0.056755535,
-0.016438678,
0.0012611957,
0.0017296153,
-0.022843,
0.0019513166,
0.0008229691,
0.015941791,
0.07872898,
-0.011035032,
0.022304704,
0.033926338,
-0.058522243,
0.0451339,
-0.056589905,
0.029730404,
-0.0041683298,
-0.026597256,
-0.0217112,
-0.060068116,
-0.06067542,
0.038922813,
0.0016614659,
0.019033533,
0.0044581806,
0.002701823,
0.041683298,
0.0057349037,
-0.015431101,
0.0068874056,
-0.044305757,
0.007122047,
0.0005020629,
0.018012153,
0.0075430204,
-0.034147177,
0.005289776,
0.04162809,
0.0405515,
-0.002815693,
0.034368016,
0.016935565,
0.009834222,
-0.045106295,
-0.026473034,
0.00014805248,
-0.020234343,
0.019958293,
-0.0043615634,
-0.050737683,
0.01919916,
-0.0148375975,
0.037846226,
-0.00371285,
0.048722528,
0.008868053,
-0.006987473,
0.00040501464
] |
(source: GLAM)
You can find exhaustive details and comparison tables in the papers listed at the end of this section.
The main drawback of this approach is that it requires staggering amounts of GPU memory - almost an order of magnitude
larger than its dense equivalent. Various distillation and approaches are proposed to how to overcome the much higher memory requirements.
There is direct trade-off though, you can use just a few experts with a 2-3x smaller base model instead of dozens or
hundreds experts leading to a 5x smaller model and thus increase the training speed moderately while increasing the
memory requirements moderately as well.
Most related papers and implementations are built around Tensorflow/TPUs: |
[
0.036135208,
-0.011233447,
-0.020763122,
-0.0017609874,
-0.008620574,
-0.0115386,
0.032320794,
-0.026446598,
-0.024208808,
0.013337731,
0.032320794,
-0.021424288,
0.015346656,
-0.06774398,
-0.0039669895,
0.0074571776,
-0.008963871,
-0.03692352,
-0.052181173,
-0.024310526,
0.005855124,
-0.008296348,
-0.08605316,
0.01649098,
-0.015016073,
0.017444583,
0.034456864,
0.02985414,
0.08391709,
0.034584012,
0.0030181543,
-0.0117293205,
0.018258324,
-0.010171768,
-0.029218405,
-0.074508205,
-0.0013851088,
-0.017444583,
-0.054215524,
-0.010476922,
0.030464446,
-0.041882258,
0.038551003,
-0.027718069,
-0.07852605,
0.017520871,
0.02254318,
-0.059148833,
0.0043738605,
-0.032727666,
-0.03610978,
0.024691967,
-0.0012078974,
0.03214279,
0.0024126163,
-0.026027013,
-0.016668985,
0.028455522,
-0.029548988,
-0.010445135,
0.04600182,
0.02893868,
0.0072791716,
-0.07847519,
-0.01473635,
0.029981287,
0.017978601,
-0.004809339,
0.0047266935,
-0.0049968814,
-0.041805968,
-0.006694295,
-0.019873092,
-0.044908356,
-0.014164187,
0.013782746,
0.040534496,
0.022441464,
-0.014138758,
0.0543681,
0.014888926,
0.022479609,
-0.0037095167,
0.0022409677,
-0.029116686,
-0.059504844,
0.085849725,
0.0197078,
-0.067998275,
-0.0077369013,
-0.043001153,
0.021424288,
0.026192304,
0.04648498,
0.031100182,
0.0061062397,
-0.0024761898,
0.025136983,
0.015028788,
0.02108099,
0.021843873,
0.030108435,
-0.019250073,
0.023674792,
-0.046205256,
-0.00088923506,
0.03214279,
0.018360041,
-0.007050307,
-0.025683716,
-0.022072738,
0.004987345,
0.02089027,
-0.019097496,
-0.01076936,
0.021576863,
0.0014216636,
0.03031187,
-0.043611456,
-0.014126044,
-0.01824561,
-0.0064654304,
0.040305633,
-0.00879858,
0.00039892405,
-0.052054025,
-0.006449537,
0.048010748,
-0.020546973,
-0.044679493,
0.033261683,
-0.0072918865,
0.03247337,
0.036567505,
0.011239804,
-0.019796804,
0.0054768617,
0.038016986,
-0.0012508096,
-0.017902313,
-0.00009461532,
-0.024463102,
0.03244794,
0.089358985,
-0.01132245,
-0.006290603,
0.015486517,
-0.035474043,
-0.049027923,
0.05365608,
0.003785805,
0.016236685,
-0.026141444,
-0.0004704443,
-0.003747661,
-0.015321226,
0.012727425,
-0.023954514,
0.037432108,
0.001254783,
-0.022899194,
-0.002569961,
-0.06281067,
0.03432972,
-0.016160397,
0.025518425,
-0.019224642,
0.0026796253,
-0.019313645,
-0.0029434555,
-0.02019096,
0.0080166245,
0.020394396,
0.035931773,
0.0099556185,
0.05624988,
0.029218405,
-0.016605413,
0.04706986,
0.019389933,
0.00865236,
-0.02045797,
0.022988196,
0.0005765327,
-0.018232895,
-0.012708353,
-0.0105341375,
0.01468549,
-0.006529004,
0.019440793,
0.0042339987,
0.045798387,
0.0071838116,
-0.0013159725,
-0.03822042,
-0.001625099,
-0.015003358,
-0.018080318,
0.010006477,
-0.034202572,
0.0015066932,
0.06097975,
-0.020788552,
0.015906103,
-0.053350925,
0.0054800403,
0.008849438,
0.06342097,
-0.05319835,
0.0235095,
0.03199021,
0.013032578,
-0.010330702,
-0.032066498,
0.03908502,
-0.011074513,
-0.06906631,
0.014202331,
-0.014049755,
-0.005667582,
0.016719844,
-0.018754197,
0.033465117,
-0.02000024,
-0.0023331493,
0.0028671671,
0.058233373,
0.05670761,
0.0004028974,
-0.011494098,
0.0023903656,
0.019974811,
-0.012911788,
0.06621821,
0.041246522,
0.022199884,
0.0879858,
0.038983304,
-0.004968273,
0.009555105,
-0.04391661,
-0.024920832,
0.0019771375,
0.029116686,
-0.00473623,
0.0016958246,
0.0015885441,
-0.015829815,
-0.02040711,
0.0024269205,
-0.030362729,
0.029447269,
0.02901497,
-0.009650465,
-0.07298244,
-0.026624603,
0.006535361,
0.049816236,
-0.027972363,
-0.012021759,
-0.017470011,
0.029040398,
-0.008487069,
-0.013248729,
0.02194559,
0.056656748,
-0.011773822,
0.019224642,
0.0040273843,
-0.016885135,
-0.013668314,
-0.062098645,
-0.05848767,
0.009555105,
0.0015710614,
0.0011157158,
-0.011182588,
-0.0329311,
0.008270919,
-0.028658958,
0.00021138207,
0.016033249,
-0.018016744,
0.020445254,
0.040992226,
0.0049523795,
-0.027590921,
0.056758467,
-0.012295125,
0.03646579,
0.035855483,
-0.021030132,
-0.004113209,
0.025200557,
-0.0025620142,
0.021589579,
-0.05055369,
-0.01382089,
-0.029294692,
-0.011557672,
0.01175475,
-0.0024475818,
0.013439449,
0.015804386,
-0.042797714,
0.025391277,
0.022606755,
-0.039619036,
0.036745515,
0.03427886,
-0.030413587,
0.045340657,
-0.012822785,
0.013248729,
-0.029142117,
0.078017466,
0.05579215,
-0.010419705,
-0.03204107,
-0.031735916,
-0.04386575,
-0.016579982,
-0.035830054,
-0.02987957,
-0.016821561,
0.048926204,
-0.007870406,
-0.08203531,
-0.019453507,
-0.026802609,
-0.062302083,
-0.0148253525,
-0.016351117,
0.042797714,
0.014863497,
0.014049755,
-0.006942232,
0.042263698,
-0.015918817,
0.011716606,
-0.022454178,
-0.028302945,
0.015346656,
0.03740668,
-0.009154592,
0.010114552,
0.021093704,
-0.00061984215,
-0.004987345,
0.005848767,
0.012047188,
0.05838595,
0.008754078,
-0.014621917,
-0.0052988557,
-0.009669538,
-0.006083989,
0.021068275,
0.036720082,
-0.013375876,
-0.009167306,
0.015575521,
-0.0041036727,
0.04742587,
-0.01994938,
0.008944799,
-0.014151473,
0.02259404,
0.036414932,
-0.05538528,
0.024819115,
0.006713367,
-0.02583629,
0.0363895,
-0.021195423,
-0.057368774,
0.04577296,
0.026395738,
0.032778524,
-0.0138590345,
-0.0033566835,
0.03387199,
-0.0071138805,
0.018105747,
0.042645138,
0.06631993,
-0.018614337,
-0.016885135,
-0.056656748,
0.025632856,
-0.0368218,
0.017075855,
-0.036262356,
0.008747721,
-0.031100182,
-0.0076224688,
0.0027495562,
0.035219748,
0.008232775,
-0.0050540976,
0.026904328,
-0.032346223,
0.020279963,
0.0316342,
0.024577536,
-0.004160889,
-0.061335765,
0.015524661,
-0.024488533,
-0.025874436,
0.0024459923,
-0.019326359,
-0.00504774,
0.017037712,
0.017673448,
0.0117611075,
-0.025378563,
0.024310526,
-0.00024237417,
0.03519432,
-0.011881897,
0.007819547,
-0.03603349,
0.011665747,
0.02035625,
-0.030871317,
0.019428078,
-0.017927742,
0.02985414,
0.044221763,
-0.031151041,
-0.05528356,
-0.006204779,
0.0023903656,
-0.04172968,
0.048671912,
0.04340802,
-0.024208808,
0.016846992,
-0.04122109,
0.04564581,
0.018995777,
0.008658717,
-0.010584996,
0.056656748,
-0.028277516,
-0.03867815,
0.05182516,
0.00632239,
-0.031786777,
0.02901497,
-0.059504844,
0.030973034,
-0.03911045,
-0.020114671,
-0.040610787,
-0.010807504,
-0.011246162,
0.0006357355,
0.042721428,
0.015588235,
-0.023217062,
0.03463487,
-0.041907687,
-0.052384607,
0.02488269,
0.024437673,
-0.022301601,
0.04132281,
0.018754197,
-0.030337298,
-0.0054609682,
0.008480712,
-0.029981287,
0.05574129,
0.026624603,
0.0021710368,
-0.04350974,
-0.025785433,
0.00009203265,
-0.034431435,
0.022772046,
0.014901641,
-0.018398186,
0.025543854,
-0.055995584,
-0.024437673,
0.026650034,
-0.007063022,
-0.016529124,
0.034914594,
-0.008576072,
0.031354476,
0.003668194,
-0.017177574,
-0.026650034,
-0.03740668,
0.025302274,
0.027616352,
0.03481288,
0.053757794,
-0.019097496,
-0.07791574,
0.014850782,
-0.011964543,
0.002973653,
-0.025492994,
-0.010991868,
0.0041036727,
0.0035601188,
-0.036669225,
-0.038372997,
-0.048188753,
-0.007991196,
-0.00018187996,
-0.013782746,
-0.007069379,
-0.062607236,
0.0036332286,
0.03295653,
0.016618127,
-0.07333845,
-0.020279963,
0.028811533,
0.00081533083,
-0.035321467,
0.030795028,
0.017927742,
-0.029523557,
-0.010584996,
0.024107091,
-0.0337957,
0.00432618,
-0.014227761,
-0.0081247,
-0.0013406073,
-0.0058042654,
0.066726804,
-0.0055722217,
-0.0031039787,
-0.045416947,
0.029930428,
-0.03992419,
-0.06057288,
-0.000053441516,
0.026650034,
-0.006745154,
0.073592745,
-0.020381682,
0.026522886,
-0.03860186,
-0.009739468,
0.042187408,
0.036414932,
-0.03201564,
-0.019745946,
0.007342745,
-0.004218105,
0.037940696,
-0.00047481497,
-0.04091594,
0.031888492,
-0.01795317,
-0.042823143,
-0.07328759,
-0.0021551435,
-0.011773822,
-0.037076097,
0.02807408,
-0.045823816,
0.028277516,
0.0047584805,
0.02898954,
0.00072990387,
0.01117623,
-0.036414932,
0.0006905677,
-0.05706362,
-0.033693984,
0.041500814,
-0.057623066,
-0.0078004748,
-0.0069549466,
-0.008417138,
0.038372997,
-0.03412628,
0.028735247,
0.06306496,
0.011023654,
0.026522886,
-0.043687746,
0.022276172,
0.026027013,
-0.021920161,
-0.024424959,
-0.03857643,
-0.03366855,
-0.026421169,
-0.073592745,
-0.030489875,
0.01795317,
0.015626378,
0.09800499,
-0.0008757257,
0.028836964,
0.01514322,
-0.026624603,
-0.051265713,
0.015257653,
-0.012988077,
0.016262114,
0.035346895,
0.026166875,
-0.011525885,
0.01605868,
-0.00063454354,
-0.04798532,
-0.024679253,
0.050350253,
0.006656151,
-0.03964447,
0.02769264,
0.029243834,
0.005273426,
-0.03905959,
-0.030871317,
-0.012352341,
-0.026522886,
-0.053605217,
0.01274014,
-0.011837396,
-0.030871317,
0.0073300307,
0.018754197,
-0.032397084,
-0.0039606323,
0.017050426,
0.01692328,
-0.067998275,
0.019033922,
0.019504366,
0.0035728337,
0.0011387613,
-0.0042371773,
-0.0023458642,
0.012574849,
0.0010028728,
0.017342865,
-0.0046217972,
-0.0084044235,
0.007959409,
0.04345888,
0.032753095,
-0.027794357,
0.028430093,
0.00024376484,
-0.067998275,
-0.03997505,
-0.024908118,
0.015588235,
0.008105628,
0.036720082,
-0.039822474,
0.028353805,
0.027031474,
0.010941008,
-0.019389933,
-0.08386623,
0.03481288,
-0.042670567,
-0.020915698,
-0.009154592,
-0.04002591,
0.005104956,
0.047197007,
-0.003274038,
-0.022632185,
0.0021821621,
0.04656127,
-0.039669897,
0.01473635,
0.0056707608,
0.039695326,
-0.030642452,
0.0126002785,
0.006004522,
-0.0015591413,
-0.001557552,
0.03305825,
-0.034558583,
0.03285481,
0.021627722,
0.014749064,
-0.02853181,
0.0084044235,
-0.018067604,
0.0015106666,
-0.011233447,
-0.0071329526,
-0.020902984,
-0.0004680603,
0.017075855,
-0.054317243,
-0.01886863,
-0.0063160323,
0.018321898,
-0.03425343,
-0.010394276,
0.04401833,
0.0030197438,
0.04518808,
-0.04473035,
-0.0123078395,
-0.03257509,
-0.005365608,
-0.03468573,
-0.004307108,
-0.057317916,
0.044577774,
0.036694653,
0.042187408,
0.03155791,
0.037101526,
0.009091018,
0.02985414,
-0.0046472265,
0.018817771,
0.035728335,
0.010966438,
-0.010286201,
-0.03644036,
0.025391277,
0.03481288,
-0.027997792,
-0.020585116,
-0.008868511,
-0.036643796,
-0.011532242,
-0.013630169,
0.05037568,
0.057673927,
0.020279963,
0.0035410468,
-0.0031564268,
-0.030439017,
-0.04081422,
-0.0013167672,
-0.046891853,
-0.022047307,
-0.018563477,
-0.008550643,
0.031329047,
0.0128355,
-0.017419154,
-0.014799923,
0.04083965,
0.026090587,
0.026294021,
0.014965214,
0.022212598,
0.012282411,
-0.011106299,
-0.022365175,
-0.0307696,
0.018321898,
-0.05975914,
-0.027743498,
0.02089027,
0.03341426,
-0.0013032578,
-0.0051939595,
-0.05848767,
-0.022670329,
0.019173784,
0.02809951,
-0.06723539,
0.011328807,
0.021068275,
0.03366855,
-0.015918817,
0.010495993,
-0.018906774,
0.02483183,
0.013375876,
0.025760004,
-0.028658958,
0.057673927,
0.03738125,
0.00019926335,
0.036745515,
-0.022199884,
0.013248729,
0.021398857,
-0.03211736,
0.016630841,
0.041805968,
0.012123477,
0.020813981,
-0.024068946,
0.02634488,
0.019695086,
-0.03343969,
-0.0046917284,
0.0081247,
0.030133864,
0.008658717,
-0.0038907013,
-0.05103685,
-0.0026732679,
-0.035346895,
-0.0052352822,
0.00034210517,
0.012339626,
-0.016630841,
0.024246953,
-0.05144372,
0.03031187,
-0.018080318,
-0.0526389,
0.018067604,
0.054978408,
0.010209912,
0.008086556,
0.044552345,
0.009071946,
0.011646675,
0.019364504,
0.057012763,
-0.0067387964,
-0.0095042465,
0.016529124,
0.018360041,
0.06515018,
-0.00052130315,
-0.022492323,
0.00077559735,
-0.014380338,
-0.06794741,
0.04910421,
-0.0009877741,
-0.01935179,
0.0036936235,
-0.019173784,
-0.022276172,
-0.045442376,
0.025340417,
-0.035397753,
0.009605964,
0.039669897,
-0.016694415,
0.015677238,
0.043331735,
-0.024030803,
0.014202331,
0.03824585,
0.010998225,
-0.016986853,
0.07939065,
0.04127195,
0.0050636334,
0.015003358,
0.01930093,
-0.0062461016,
0.005146279,
-0.0052289246,
-0.02858267,
0.035448615,
-0.038500145,
-0.075271085,
-0.0032327152,
0.0117928935,
0.013566596,
-0.016401976,
-0.015778955,
-0.008042054,
-0.037101526,
0.004850662,
0.07003263,
-0.018677909,
-0.001283391,
0.012237909,
0.024946261,
-0.047349583,
0.033363402,
-0.034024566,
0.029091258,
0.029447269,
-0.043586027,
0.026878897,
-0.03989876,
-0.018792342,
-0.046866424,
-0.011964543,
-0.0113415215,
0.041933116,
0.035499472,
0.018563477,
0.016440121,
-0.023140773,
-0.036313213,
0.060776316,
0.031888492,
-0.036236923,
0.09591977,
0.036720082,
-0.002425331,
-0.022034593,
0.013197869,
0.0008145361,
-0.010159054,
-0.039797045,
-0.02985414,
0.012911788,
-0.018499903,
-0.07460992,
0.040788792,
0.019809518,
0.030566163,
-0.046637557,
-0.028811533,
0.016681701,
-0.047934458,
-0.023636647,
-0.010159054,
0.024068946,
0.018932205,
-0.0034266145,
-0.005324285,
-0.038551003,
0.17688705,
0.075627096,
0.019733232,
0.028608099,
0.027133193,
0.05741963,
0.016961424,
-0.0054673254,
0.04521351,
-0.024984406,
-0.012002687,
-0.010063693,
0.008550643,
-0.0029545808,
-0.028226657,
0.027107762,
-0.06606564,
0.015804386,
-0.024412245,
-0.02809951,
-0.025492994,
0.017381009,
0.026802609,
0.0148253525,
0.037813548,
-0.0452898,
-0.055486996,
-0.017215718,
0.0050763483,
0.015906103,
0.025365848,
-0.059860855,
0.046434123,
-0.006548076,
-0.013998896,
0.02901497,
0.0038334853,
-0.024742827,
0.016020535,
0.038474713,
-0.04295029,
-0.035830054,
-0.008684147,
-0.018728768,
-0.026243163,
0.043738604,
-0.007444463,
0.005540435,
-0.014253191,
-0.018766914,
0.052486327,
-0.036262356,
0.017012283,
-0.017126715,
-0.034889165,
-0.015016073,
-0.055029266,
-0.0483159,
-0.03603349,
0.018169321,
0.0009408886,
0.036135208,
0.0042816787,
0.024717398,
0.0043611457,
0.026192304,
-0.0054577896,
-0.03298196,
-0.06097975,
-0.05482583,
0.016376548,
0.0030499413,
0.005813801,
-0.025060695,
0.02439953,
0.002646249,
-0.047705594,
0.08371365,
-0.018665195,
0.019072065,
-0.00735546,
-0.017330151,
-0.004914236,
0.013553881,
0.034787446,
0.012994434,
-0.04999424,
0.034075424,
0.006045845,
0.015105076,
-0.009307168,
0.069117166,
0.044577774,
-0.012911788,
0.0017101285
] | GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding
Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity
GLaM: Generalist Language Model (GLaM) |
[
0.036066562,
0.004822676,
-0.047168683,
-0.0035710037,
0.01712855,
0.00010165045,
-0.0037358487,
-0.016576512,
0.015702449,
0.035729203,
0.013126266,
-0.017005874,
0.049622193,
-0.029350085,
-0.0070346664,
0.011868843,
-0.027969986,
-0.032815665,
-0.0839713,
0.0012037521,
0.018278632,
-0.026865909,
-0.072869174,
-0.017573249,
-0.042691033,
0.0014519781,
0.018324636,
0.0036074228,
0.057258733,
0.022342253,
-0.021544864,
-0.01182284,
-0.024381733,
-0.031389564,
-0.024351062,
-0.0034349107,
-0.012129528,
0.01685253,
-0.057013385,
-0.028000657,
-0.007241681,
0.010987114,
0.034011748,
-0.020164765,
-0.052781083,
0.030178145,
-0.013072595,
0.0058385814,
0.0058692503,
-0.008456934,
0.021882221,
0.032723658,
0.05152366,
-0.003275816,
-0.011278468,
-0.0074333614,
-0.019704733,
0.00062966975,
-0.040053513,
-0.028660037,
0.010350735,
0.0018257546,
-0.0021161502,
-0.056492012,
0.05045025,
0.054069173,
-0.037109304,
-0.015158077,
-0.045543235,
-0.005861583,
-0.061920397,
0.009169985,
-0.029242745,
-0.037231978,
-0.02350767,
0.014491029,
0.022878958,
0.012397881,
0.0014356853,
0.01927537,
0.031588912,
0.02617586,
0.0029480427,
0.0038853593,
-0.03183426,
-0.046432633,
0.03120555,
-0.02218891,
0.015694782,
-0.02056346,
-0.01817129,
0.019045353,
-0.026022514,
0.012543558,
0.0040866234,
0.009200654,
-0.031358894,
0.05023557,
0.061460365,
0.015549105,
0.014038664,
0.100287125,
0.00441248,
0.012988256,
-0.026574554,
0.015855793,
0.021054162,
-0.015871128,
-0.0068123173,
0.016285157,
0.008732954,
0.017971944,
-0.0033812402,
-0.008571942,
0.010327734,
0.019873412,
0.0015966968,
0.014084667,
-0.02839935,
-0.0034464116,
0.018677326,
-0.012980589,
-0.0065976353,
-0.042353675,
0.023998372,
-0.036741275,
-0.012282873,
0.023967702,
-0.04759805,
-0.020026756,
-0.024213053,
-0.01910669,
-0.007958565,
0.040022843,
0.0042361342,
-0.02218891,
-0.0038221048,
0.033337034,
0.030561505,
-0.01896868,
0.048272762,
-0.016009137,
-0.018953346,
0.06409789,
-0.011899512,
-0.0012449635,
0.0018142539,
-0.032232955,
0.0012162114,
0.04701534,
-0.040390868,
0.030193478,
0.0061606043,
-0.011056119,
0.012075858,
0.0013446371,
-0.036741275,
0.02790865,
-0.0012401714,
0.026252532,
-0.0047575044,
-0.00244009,
-0.012443884,
0.009913704,
0.0065554655,
0.029181406,
-0.021176837,
-0.038182713,
-0.008625613,
-0.013517293,
0.042936385,
-0.00267394,
0.02801599,
0.023430998,
0.05980425,
0.037538666,
0.051891685,
-0.009653019,
0.005880751,
0.006689642,
-0.030730182,
-0.04811942,
0.048763465,
0.019827409,
0.019474717,
0.009752693,
-0.005355547,
-0.004278304,
-0.02905873,
0.014690377,
-0.011623492,
0.017987277,
-0.012413215,
0.05100229,
-0.035698537,
-0.03186493,
-0.0072301803,
-0.026298534,
-0.014077,
-0.044531163,
0.0015372758,
0.044224475,
-0.024903102,
0.029917458,
0.002459258,
0.019091357,
0.011286135,
0.03068418,
-0.0059574232,
-0.0043818112,
0.07164242,
-0.0023672516,
-0.010603753,
-0.05229038,
0.022648942,
0.020931486,
-0.021820884,
-0.012405548,
-0.0017778346,
0.010396739,
0.03293834,
0.0035154163,
0.013954325,
-0.0036591766,
0.016530508,
0.002867537,
-0.03658793,
0.031772923,
0.05894552,
0.0092696585,
0.005248206,
0.060202945,
-0.010979447,
0.0506956,
0.020532792,
0.005436053,
0.012804243,
0.030484833,
-0.0071688425,
0.010703427,
0.0060340953,
0.02697325,
0.025945842,
0.006678141,
0.0029307916,
-0.018385973,
0.013785646,
0.013724308,
-0.052259713,
0.054130513,
-0.08691551,
0.015250083,
-0.013984993,
-0.011132791,
-0.070231654,
0.0023806691,
0.001764417,
-0.0037761016,
-0.01201452,
0.0067318114,
0.0032892337,
0.021698209,
-0.015840458,
-0.05121697,
0.035238504,
0.07151975,
-0.013532628,
0.017726593,
0.012321209,
-0.000023989985,
-0.043181732,
-0.009844699,
-0.042568356,
-0.03539185,
-0.06293247,
-0.007935564,
-0.008748288,
-0.019168029,
0.008211583,
-0.013977326,
0.0021909056,
0.032263625,
0.0061491034,
0.024765093,
0.018938012,
0.0053210445,
-0.055019908,
0.0022503266,
-0.029258078,
0.016101144,
-0.018846005,
0.009492008,
0.04382578,
-0.013072595,
0.034870476,
-0.02537847,
0.014146005,
-0.051370315,
-0.01740457,
0.010159055,
-0.025884505,
0.016377164,
0.040421538,
-0.013072595,
0.013908321,
0.012413215,
-0.0051983693,
0.00445465,
0.034011748,
0.027831977,
-0.010151388,
0.015901797,
0.003120555,
0.022035565,
-0.021023493,
0.038673412,
0.020118762,
-0.029304082,
-0.056093317,
-0.039164115,
-0.010634422,
-0.017619252,
-0.015886461,
-0.054559875,
-0.04989821,
0.029043397,
-0.046892665,
-0.04836477,
0.0045159874,
-0.03395041,
-0.05836281,
-0.01817129,
-0.008855629,
0.036986627,
-0.008525939,
0.035146497,
-0.05471322,
0.022311585,
-0.012114194,
0.036219906,
0.004803508,
-0.021284178,
0.041924313,
0.008893965,
-0.0017308729,
-0.011278468,
0.047966074,
-0.054651882,
-0.00035796294,
-0.026359873,
0.037569337,
-0.02336966,
0.009231322,
0.008104242,
0.050082225,
0.023108974,
-0.040789563,
0.045880593,
0.028690705,
0.029932793,
0.048395436,
0.024565745,
0.025255794,
-0.022311585,
-0.015142743,
-0.011477815,
0.015365091,
-0.0018717579,
0.05048092,
0.00084435166,
0.021483526,
0.0072646826,
-0.023952369,
-0.026191194,
0.0143070165,
-0.024857098,
0.013248941,
0.035698537,
0.05265841,
-0.017327897,
-0.037845355,
-0.0131416,
0.025669824,
0.008732954,
0.015181079,
0.010971779,
0.019428713,
0.044684507,
-0.006532464,
-0.03241697,
0.0056929043,
0.02603785,
-0.02520979,
-0.0019858077,
-0.025133118,
-0.037630673,
0.0183093,
0.048487443,
0.03744666,
0.012612563,
0.06185906,
-0.009415336,
-0.004101958,
0.014169007,
0.016147148,
-0.033797067,
-0.03263165,
0.016239153,
-0.0035077492,
-0.018646657,
-0.040390868,
-0.015963133,
-0.0127505725,
0.009453672,
-0.012060523,
-0.00092198217,
-0.02007276,
-0.0020624797,
-0.02843002,
0.024841765,
-0.01393899,
-0.046033937,
-0.03977749,
0.030730182,
0.08059773,
-0.028890053,
0.045113873,
-0.058025457,
-0.008924634,
-0.0022829121,
-0.068023495,
-0.017435238,
-0.03744666,
-0.0011596658,
-0.050388914,
0.011585156,
0.013325613,
-0.028583365,
-0.012689235,
-0.04879413,
-0.016791193,
0.021084832,
-0.0052942093,
-0.037968032,
0.010918109,
0.024228388,
0.009806363,
-0.0018017946,
0.008993639,
0.020486789,
0.008311257,
-0.02999413,
0.05897619,
-0.024995109,
0.004144128,
0.018984016,
-0.008334259,
-0.012980589,
0.021284178,
0.0132182725,
-0.0337664,
-0.007379691,
0.039194785,
-0.018017946,
-0.03352105,
-0.0035710037,
-0.0033850737,
0.01388532,
0.057320073,
-0.012259871,
0.0062066074,
0.043764442,
0.022204245,
-0.0069234916,
0.0059727575,
-0.03407309,
0.019996088,
0.026053185,
-0.0067203105,
0.006969495,
-0.040605552,
0.055939972,
-0.0318956,
-0.021652205,
-0.015932465,
-0.08863296,
-0.016898533,
0.04275237,
-0.016622514,
0.037078634,
0.023906365,
-0.042844377,
-0.017803265,
-0.025179122,
0.0058845845,
-0.00857961,
-0.024458405,
0.010795433,
0.048303433,
0.00079403556,
-0.0005462888,
-0.038397394,
-0.047076676,
0.060846988,
-0.0530571,
0.01646917,
-0.023967702,
-0.04747537,
0.012650899,
-0.017711258,
-0.046432633,
-0.0009344414,
-0.016929202,
0.026252532,
0.015449431,
-0.036005225,
0.0020682302,
-0.024535077,
-0.022924962,
0.077408165,
0.0014088501,
-0.07501599,
-0.04011485,
0.016254488,
0.02097749,
-0.012819577,
-0.0122062005,
-0.024519742,
-0.036495928,
-0.019014684,
0.05360914,
-0.031328224,
-0.012696902,
-0.028859382,
-0.10433541,
0.017235892,
0.004703834,
0.034349106,
-0.038918763,
0.0398695,
-0.032263625,
0.03585188,
-0.04753671,
0.005811746,
-0.033919744,
-0.016024472,
-0.05121697,
0.038090706,
-0.0015085238,
-0.011102122,
0.03689462,
0.04308973,
0.0044584833,
0.052443724,
-0.035974555,
-0.025961177,
-0.0068391524,
-0.0019177613,
0.0031512238,
-0.0000354309,
-0.04404046,
0.017343232,
-0.018355304,
0.05133965,
-0.052474394,
0.004726836,
-0.012305874,
-0.0408509,
0.01553377,
-0.042476352,
0.033919744,
0.0059075863,
0.0071688425,
0.03827472,
0.018278632,
0.013348615,
0.0006910074,
-0.008932301,
-0.0784509,
0.021023493,
-0.029764114,
-0.0105730845,
-0.011278468,
-0.031082874,
0.005424552,
-0.029702777,
0.012006853,
0.05130898,
0.0060685975,
0.0057197395,
-0.029411422,
0.0148130525,
0.019996088,
-0.0060724313,
-0.0075292015,
-0.019490052,
-0.036741275,
-0.032570314,
-0.030346822,
-0.06057097,
0.0183093,
0.008702285,
-0.0076250415,
-0.016515173,
0.04594193,
-0.015702449,
-0.032692987,
-0.030224146,
0.0013810564,
0.01764992,
0.03585188,
0.014943395,
0.027678633,
-0.009890703,
0.031282224,
-0.025363134,
-0.02163687,
0.02895139,
0.04299772,
-0.026773902,
-0.0427217,
0.009392334,
-0.021330182,
-0.032723658,
-0.06906624,
0.014284015,
-0.01036607,
0.011332138,
0.008487603,
0.024182385,
0.004216966,
-0.028736709,
-0.004841844,
0.043764442,
-0.010741763,
-0.015702449,
-0.013593965,
-0.0076480433,
-0.057258733,
0.023400329,
0.039072108,
-0.007000164,
-0.031266887,
-0.017113216,
-0.029810118,
-0.031282224,
-0.0022924962,
0.029181406,
-0.0052328715,
0.004450816,
0.024121046,
0.013770311,
0.029656773,
0.013478957,
0.02070147,
-0.00323748,
-0.03557586,
-0.041832305,
-0.013578631,
0.0037492663,
-0.02565449,
0.017450573,
0.02971811,
0.004500653,
0.026574554,
0.036741275,
-0.015426429,
-0.08519805,
-0.009254324,
-0.044745844,
-0.03692529,
0.041556284,
-0.026635893,
-0.004995188,
0.024903102,
0.010795433,
-0.024136381,
-0.006842986,
-0.028322678,
-0.0140156625,
-0.011010115,
-0.047996745,
-0.024627082,
-0.05517325,
-0.019750737,
-0.05041958,
-0.029917458,
0.016576512,
0.02152953,
0.022664277,
0.013739643,
-0.025715826,
0.029166073,
0.0003438265,
-0.008610278,
-0.019888746,
-0.02524046,
0.0011414561,
0.022403592,
-0.01768059,
0.038734753,
0.049990218,
-0.06514063,
0.007989234,
0.025271129,
-0.021866886,
-0.017573249,
0.0029001227,
0.056921378,
-0.0098523665,
-0.045113873,
0.01952072,
0.033889074,
-0.062043075,
0.0039907834,
-0.027295273,
-0.060080267,
-0.00835726,
0.020486789,
0.015311421,
0.027203266,
0.02073214,
0.0262832,
0.0098140305,
0.016285157,
0.013915989,
0.044193804,
0.030132141,
-0.0033601553,
-0.0520757,
0.014023329,
0.04940751,
0.046033937,
0.005880751,
0.023384994,
0.0159478,
-0.030561505,
-0.014069333,
0.022265581,
-0.019076021,
0.06507929,
0.005842415,
0.0079739,
0.0014788134,
-0.02777064,
-0.030254817,
-0.00045859508,
-0.028276674,
-0.029212074,
-0.0027486952,
-0.04857945,
0.0103584025,
-0.018800002,
0.000411873,
0.007943231,
0.04032953,
0.0011002448,
-0.0078397235,
-0.0065784673,
0.014552367,
0.017803265,
-0.021744212,
-0.033858404,
-0.0126739,
-0.019888746,
-0.037753347,
-0.05584797,
0.010166722,
0.07495466,
-0.0014347269,
-0.029074065,
-0.04385645,
0.0030400492,
0.019122025,
0.06167505,
-0.055111915,
0.038612075,
-0.028215338,
0.04140294,
-0.02389103,
-0.016239153,
-0.010841437,
0.030714849,
0.017082546,
0.008426265,
-0.0024515907,
0.018401308,
-0.02056346,
-0.041617624,
0.037323985,
0.050603595,
-0.009323329,
-0.0022100736,
0.025639154,
0.03152757,
0.048855472,
0.033275697,
0.028322678,
-0.012198533,
0.028077329,
0.005666069,
-0.027095925,
-0.0041862973,
-0.0076787123,
0.025332466,
0.0027946986,
0.012551225,
-0.03398108,
-0.02177488,
-0.008456934,
0.023338992,
-0.0031933936,
-0.008341926,
0.03744666,
-0.0061107674,
-0.028660037,
0.008840295,
-0.017496577,
0.0015660279,
0.020026756,
0.022587605,
0.06906624,
-0.0072301803,
0.008947636,
0.031128878,
0.015027734,
0.045788586,
-0.035177164,
0.023814358,
-0.0058577494,
0.041586954,
-0.023139644,
0.022618273,
-0.021958893,
0.013264275,
-0.010097717,
-0.04861012,
0.0073183533,
0.04143361,
-0.020517457,
-0.05756542,
-0.022250248,
0.00323748,
-0.0015487766,
-0.048088748,
0.0026586056,
-0.07838957,
0.010473411,
0.03726265,
-0.0068008164,
-0.0037415992,
0.016668517,
-0.005121697,
0.02402904,
0.026298534,
0.07513867,
0.0075675375,
0.09298794,
0.048702125,
0.020900818,
0.004803508,
-0.0059919255,
-0.016499838,
0.02218891,
0.00039414258,
0.039961506,
0.014966397,
-0.021514194,
-0.044745844,
0.015993804,
0.005014356,
0.013110931,
-0.024657752,
0.033306368,
0.022510933,
-0.019720068,
-0.009131649,
0.08765156,
0.023584342,
0.018984016,
-0.0229863,
0.0069388263,
-0.058516156,
0.030515501,
-0.030147474,
0.04535922,
-0.01567178,
-0.041893642,
0.004113459,
-0.049315505,
-0.012696902,
-0.000050735376,
-0.012988256,
-0.035974555,
0.018385973,
0.0168832,
0.057258733,
0.03922545,
-0.0159478,
-0.042599026,
0.061031003,
0.015963133,
0.008970637,
0.02361501,
0.058240138,
0.028476022,
-0.024703754,
0.0084416,
0.016576512,
-0.018600654,
-0.012873248,
0.0064481245,
0.006290947,
-0.023937033,
-0.025194457,
-0.039440136,
0.026666561,
-0.04934617,
-0.012880915,
-0.0034349107,
-0.021038828,
-0.07047701,
-0.025163788,
-0.016668517,
-0.019827409,
-0.0076288753,
-0.009837032,
0.005754242,
-0.03220229,
0.28092661,
0.039838832,
0.03345971,
0.019827409,
0.06943426,
0.056093317,
0.016499838,
-0.040176187,
0.0024669252,
-0.044715177,
0.013854651,
-0.056123987,
0.011010115,
-0.010412073,
-0.016668517,
0.0060915994,
-0.025393805,
0.024289725,
0.017833933,
-0.06029495,
-0.03934813,
0.029948127,
0.0059152534,
0.056768034,
0.013294945,
0.000105484054,
-0.028982058,
-0.06087766,
0.00085585244,
-0.036986627,
-0.015510769,
-0.02045612,
0.02405971,
0.00070011226,
0.049591523,
0.06642872,
-0.055663954,
-0.027433282,
-0.024887769,
-0.04109625,
0.0064672926,
0.004726836,
-0.02202023,
-0.023078306,
-0.009653019,
0.026068518,
-0.0043511423,
0.003120555,
0.03855074,
-0.056768034,
0.05262774,
-0.049990218,
0.0025320966,
-0.009768027,
-0.04759805,
0.003383157,
-0.048088748,
-0.04032953,
0.026298534,
0.068023495,
0.02905873,
0.04063622,
-0.01660718,
0.04063622,
0.023078306,
0.006417456,
-0.014000328,
0.029380754,
-0.021590866,
-0.014138337,
0.021698209,
0.0054398864,
-0.0021928225,
-0.001599572,
0.023216316,
0.052965097,
0.016499838,
0.04220033,
-0.009346331,
-0.04815009,
0.0010417823,
0.0006243985,
-0.005873084,
-0.012390213,
0.030285485,
0.032478306,
-0.029733445,
-0.00014998982,
0.002177488,
0.015135075,
0.011884177,
0.04756738,
0.0153574245,
0.009515009,
0.037109304
] |
First we wrap the dataset in a DataLoader.
Then we can enable gradient checkpointing by calling the model's [~PreTrainedModel.gradient_checkpointing_enable] method.
When we initialize the Accelerator
we can specify if we want to use mixed precision training and it will take care of it for us in the [prepare] call.
During the prepare
call the dataloader will also be distributed across workers should we use multiple GPUs. We use the same 8-bit optimizer from the earlier example.
Finally, we can add the main training loop. Note that the backward call is handled by 🤗 Accelerate. We can also see
how gradient accumulation works: we normalize the loss, so we get the average at the end of accumulation and once we have
enough steps we run the optimization.
Implementing these optimization techniques with 🤗 Accelerate only takes a handful of lines of code and comes with the
benefit of more flexibility in the training loop. For a full documentation of all features have a look at the
Accelerate documentation.
Efficient Software Prebuilds
PyTorch's pip and conda builds come prebuilt with the cuda toolkit
which is enough to run PyTorch, but it is insufficient if you need to build cuda extensions.
At times, additional efforts may be required to pre-build some components. For instance, if you're using libraries like apex that
don't come pre-compiled. In other situations figuring out how to install the right cuda toolkit system-wide can be complicated.
To address these scenarios PyTorch and NVIDIA released a new version of NGC docker container which already comes with
everything prebuilt. You just need to install your programs on it, and it will run out of the box.
This approach is also useful if you want to tweak the pytorch source and/or make a new customized build.
To find the docker image version you want start with PyTorch release notes,
choose one of the latest monthly releases. Go into the release's notes for the desired release, check that the environment's
components are matching your needs (including NVIDIA Driver requirements!) and then at the very top of that document go
to the corresponding NGC page. If for some reason you get lost, here is the index of all PyTorch NGC images.
Next follow the instructions to download and deploy the docker image.
Mixture of Experts
Some recent papers reported a 4-5x training speedup and a faster inference by integrating
Mixture of Experts (MoE) into the Transformer models.
Since it has been discovered that more parameters lead to better performance, this technique allows to increase the
number of parameters by an order of magnitude without increasing training costs.
In this approach every other FFN layer is replaced with a MoE Layer which consists of many experts, with a gated function
that trains each expert in a balanced way depending on the input token's position in a sequence. |
[
0.022748401,
0.008433627,
-0.055826128,
-0.0015598477,
0.0014301714,
0.005716954,
-0.016523937,
-0.0357944,
-0.0014749517,
0.034749527,
-0.012710147,
0.0071088756,
0.033107582,
-0.032868754,
0.0005798118,
0.06466278,
-0.006642414,
-0.0056684418,
-0.006933486,
-0.015016333,
0.029958032,
-0.005313931,
-0.05355726,
-0.020046655,
-0.028614623,
0.027181653,
0.034301724,
-0.022225965,
0.06561809,
-0.011471225,
-0.010418887,
-0.04077994,
0.009172502,
-0.02025563,
-0.015389502,
-0.031734318,
0.035824254,
-0.01595672,
-0.035257038,
-0.024629176,
0.032898605,
0.009359086,
0.02682341,
-0.036272056,
-0.07594742,
0.007079022,
0.018509198,
-0.024718735,
-0.012904195,
-0.022912595,
-0.010030791,
0.031644758,
-0.010135278,
-0.007355167,
-0.013008682,
-0.04101877,
-0.0040526185,
-0.011799614,
-0.014344629,
-0.03385392,
0.029480375,
0.011433908,
0.0035842913,
-0.04961659,
0.005825173,
0.01366546,
0.0037260957,
-0.0006395189,
-0.0066125602,
-0.029719204,
-0.030450616,
0.020091437,
0.01234444,
-0.015941793,
-0.036928836,
0.033555385,
-0.0075678737,
0.029674424,
0.0077171414,
-0.0011969405,
0.0024871735,
0.027032385,
-0.02521132,
-0.0072768014,
-0.016986668,
-0.055378325,
0.034749527,
-0.036272056,
-0.040123165,
-0.030510323,
0.011822004,
0.011695126,
0.029316181,
0.037346784,
0.042899545,
0.03788415,
0.010650252,
0.03268963,
0.017464325,
-0.0015766404,
0.013374388,
0.05245268,
-0.021703526,
0.02830116,
-0.039764922,
0.014583457,
0.0135535095,
-0.002662563,
-0.0023248447,
-0.027823504,
0.017747933,
0.026927898,
-0.019270463,
-0.004720592,
-0.03636162,
0.027674235,
-0.0040899357,
0.02353952,
-0.0056871003,
0.010986105,
0.0022558086,
-0.047019333,
-0.028569844,
-0.002785709,
0.0075454833,
-0.045407243,
0.016344815,
0.023569373,
-0.024629176,
0.011314494,
0.02150948,
0.018807733,
0.035764545,
0.06723018,
0.030495396,
-0.010821911,
-0.0014189763,
0.017494177,
0.06030416,
-0.01818081,
0.011351811,
-0.014367019,
-0.013949069,
0.07702215,
-0.0017436336,
-0.012971366,
-0.01864354,
-0.023226058,
-0.050452493,
-0.0020449678,
-0.038600635,
0.00802314,
-0.0076051904,
0.018076321,
-0.005455735,
-0.03782444,
0.02664429,
0.020972116,
0.013560973,
0.032211974,
-0.0011698857,
-0.024017178,
-0.03985448,
0.046004314,
-0.034092747,
0.05952797,
-0.008090311,
-0.03352553,
0.016583644,
-0.038182683,
0.012471318,
0.018852513,
-0.0043026423,
0.02580839,
0.029256474,
0.019867534,
0.07594742,
-0.020016802,
-0.014784968,
0.016270183,
-0.009209819,
0.0021307967,
-0.012851952,
0.07188734,
0.025674049,
0.0040190336,
-0.028510135,
0.017106082,
0.013784874,
-0.011083129,
0.04597446,
0.010851763,
-0.03001774,
0.039137997,
-0.046034165,
0.024151519,
-0.04218306,
0.023196205,
0.030137153,
-0.072484404,
0.014777505,
0.052273557,
-0.010672642,
-0.006045343,
-0.025748683,
0.010418887,
-0.005291541,
0.06448366,
0.008157481,
0.012837024,
0.05155707,
0.014516287,
-0.0039220094,
-0.01992724,
0.018539052,
0.019151049,
-0.02325591,
0.0059557823,
0.008911284,
0.013657996,
0.0233604,
-0.009471037,
0.034480844,
-0.0023528326,
0.006444634,
-0.017225496,
-0.015120821,
0.037257224,
0.020882554,
-0.03728708,
-0.01849427,
0.05373638,
-0.01877788,
0.036152642,
-0.019404804,
0.01822559,
0.020733288,
-0.00014110465,
-0.01743447,
-0.011642883,
-0.01849427,
-0.0030711833,
0.03065959,
0.023793276,
0.021703526,
0.038779754,
0.009082941,
0.011956345,
-0.062274493,
0.023002157,
-0.0740965,
0.041914377,
-0.004063814,
-0.021987136,
-0.022345379,
-0.0025935266,
-0.0057990514,
0.03803342,
-0.034898795,
0.000282909,
-0.009262063,
0.043377202,
-0.02479337,
-0.017747933,
0.00013189203,
0.05337814,
0.0044743,
0.0043959348,
0.005899807,
-0.007366362,
-0.06257303,
-0.047765672,
-0.05185561,
0.018464418,
-0.05397521,
-0.019867534,
-0.0013116901,
-0.03931712,
0.030779004,
-0.0029461717,
0.009090405,
0.0013900558,
0.002494637,
0.038839463,
0.044750463,
0.028271306,
-0.040720236,
0.058005437,
-0.029913252,
0.020778067,
-0.009881523,
-0.017971834,
-0.02071836,
-0.025315806,
0.0019927241,
0.021464698,
0.008612748,
-0.0345107,
-0.04445193,
0.0017538958,
0.00987406,
-0.00045456688,
-0.0033883774,
-0.026942825,
-0.013351998,
-0.0060117575,
0.012859414,
-0.020912409,
0.035824254,
0.06418512,
-0.015016333,
0.046183433,
0.020822847,
0.034450993,
-0.031764172,
0.029525157,
0.029375888,
0.00082657003,
-0.029913252,
-0.054273747,
-0.018718172,
0.014553603,
-0.031435784,
-0.044004127,
-0.031764172,
0.054303598,
-0.009739719,
-0.062095374,
0.015926866,
-0.044004127,
-0.055049937,
0.03468982,
0.013904288,
0.022002064,
0.037167665,
0.057497926,
-0.023942543,
0.019897388,
0.0063923905,
0.022778254,
-0.0036328032,
-0.022002064,
0.03889917,
0.030599885,
0.01509843,
0.020792995,
0.034659967,
-0.02839072,
0.005131078,
-0.014419262,
-0.015822379,
-0.0152775515,
-0.001788414,
-0.021434845,
0.047616404,
0.015113357,
-0.024121664,
0.012045905,
0.0143744815,
0.022255817,
0.0071349973,
0.03292846,
0.01877788,
0.003151415,
-0.021688601,
0.026614435,
0.022046844,
-0.0070118513,
0.025763609,
-0.062095374,
-0.0014749517,
0.00980689,
-0.028062332,
0.0067058527,
-0.028868377,
-0.046452116,
0.0732009,
-0.033286702,
0.035645135,
-0.025733756,
-0.0148670655,
-0.0009539141,
0.019061489,
0.0027427943,
0.0021084067,
-0.014075946,
0.006116245,
0.04794479,
-0.013493802,
-0.0071126074,
0.009142648,
0.019539146,
-0.033913627,
0.006870047,
-0.040391847,
-0.02636068,
0.015508916,
0.019106269,
-0.008388846,
-0.0069857296,
0.076245956,
-0.060005628,
0.024509761,
0.033824068,
0.029569937,
-0.047676113,
-0.020315338,
0.04842245,
0.0119936615,
-0.005765466,
-0.008687382,
0.036033228,
-0.04740743,
0.027957845,
0.008963527,
-0.0025338195,
-0.03797371,
0.0058177095,
0.006440902,
0.03215227,
-0.010478594,
-0.013560973,
-0.037406493,
0.0033846456,
0.04370559,
-0.04098892,
-0.0030805126,
-0.0044444464,
-0.025688976,
0.030420762,
-0.025271026,
-0.026211413,
0.016613498,
0.009590452,
-0.047228307,
0.057915878,
0.0057206857,
0.008970991,
-0.000100988946,
-0.039108142,
0.00025258897,
0.038003564,
-0.007246948,
0.027256288,
0.03274934,
0.01886744,
-0.0005798118,
-0.022628987,
-0.028838525,
-0.002153187,
0.01844949,
-0.050303224,
0.064603075,
-0.012710147,
0.0004851201,
-0.025539707,
0.0059408555,
-0.0027558554,
0.04507885,
0.04101877,
-0.050631613,
-0.011105519,
0.06299098,
-0.044123538,
-0.032570217,
0.017300129,
0.016509011,
0.036152642,
0.04898967,
0.020210851,
-0.040451553,
0.050452493,
0.0015355917,
-0.05827412,
0.02955501,
0.01350873,
-0.009888987,
0.008560504,
0.0035003282,
-0.023479814,
-0.029107206,
0.012613123,
0.012292197,
-0.0060677333,
0.028584769,
-0.06305069,
-0.0648419,
0.05155707,
-0.011426444,
-0.031674612,
0.047616404,
-0.034062896,
0.0047467137,
0.006175952,
-0.02404703,
-0.036779568,
-0.011120446,
0.006702121,
0.045586362,
0.04698948,
0.04024258,
-0.044660904,
-0.025883023,
0.039735068,
-0.03098798,
0.020524312,
0.0034648771,
-0.0017427007,
-0.0048959814,
-0.022315525,
-0.029689351,
0.009799426,
-0.011926491,
0.013105706,
0.038093124,
-0.0031196955,
0.014471506,
-0.007332777,
-0.028032478,
0.0501241,
-0.020524312,
-0.05101971,
-0.019972023,
0.027644383,
-0.014896919,
-0.017270276,
0.0046422263,
-0.05116898,
-0.038302097,
-0.07093202,
0.060483284,
-0.04675065,
0.021748308,
-0.060572844,
-0.02109153,
0.018240515,
0.020240704,
0.026136778,
-0.01721057,
0.036033228,
-0.027107019,
-0.003936936,
-0.06717048,
-0.055826128,
-0.004522812,
-0.01174737,
0.0027054776,
0.019210756,
0.013971459,
0.0052243704,
0.0020766873,
0.0030637202,
0.015023797,
0.005060176,
-0.07254411,
-0.02853999,
0.017225496,
0.009672549,
0.045347534,
0.0023565642,
-0.016210474,
0.025032198,
-0.0017604262,
0.035167478,
-0.01679262,
-0.003733559,
-0.026106926,
-0.06866315,
0.04806421,
-0.013150487,
-0.01088908,
0.038361806,
0.019360024,
0.011642883,
0.050542053,
-0.01882266,
-0.028271306,
-0.012904195,
-0.07755951,
0.0043474226,
-0.017867347,
0.009284453,
0.025599414,
0.00839631,
0.0076425076,
-0.048123915,
0.026077071,
0.03325685,
-0.0019236878,
-0.008970991,
-0.008896356,
0.027226433,
0.026151706,
-0.010978641,
-0.011754833,
-0.000049823935,
-0.025883023,
-0.0044817636,
-0.050631613,
-0.038630486,
-0.00009119325,
0.005011664,
0.03645118,
-0.05096,
0.029749058,
0.00804553,
-0.05096,
-0.02539044,
0.05600525,
-0.024435127,
0.025539707,
0.031286515,
0.016314963,
-0.057647195,
0.024763515,
-0.009157575,
-0.046541676,
-0.00493703,
0.024629176,
-0.023226058,
-0.0374662,
0.0060490747,
0.02558449,
-0.009396403,
-0.045496803,
0.048959814,
0.019180903,
0.0112547865,
-0.020375045,
-0.022584207,
-0.011889175,
-0.022673767,
-0.06645399,
0.024032105,
0.021330358,
-0.021479625,
0.022345379,
0.0006012691,
-0.08287344,
-0.012822097,
0.023599228,
-0.03194329,
0.018434564,
-0.016165694,
-0.017703153,
-0.05406477,
-0.033137433,
0.032301538,
0.0024032104,
-0.004645958,
0.033555385,
0.035257038,
0.04639241,
-0.032361243,
-0.012702683,
0.042481594,
-0.029122133,
-0.010956251,
-0.03131637,
0.030719299,
0.0052579558,
0.01274,
0.0027801115,
-0.017553885,
0.0048922496,
0.015717892,
-0.021539332,
-0.068901986,
0.0042765206,
-0.04000375,
-0.029674424,
-0.0116652725,
-0.021957282,
0.027345847,
0.035973523,
-0.013613217,
-0.027226433,
-0.022808108,
0.025450148,
-0.040959064,
-0.038630486,
-0.00707529,
-0.021793088,
-0.059080165,
0.017165788,
-0.013605753,
-0.014673017,
0.008314213,
0.006179684,
-0.01595672,
0.0366303,
0.019598853,
0.008978453,
-0.042481594,
0.029450523,
-0.042989105,
-0.03782444,
-0.054990232,
0.036272056,
0.0055415644,
0.012023515,
0.042809986,
-0.021121383,
-0.01170259,
-0.009194892,
0.0076387757,
-0.015777599,
0.0030096106,
0.057050124,
-0.015583551,
0.020001875,
0.004291447,
0.03689898,
-0.03922756,
-0.04651182,
-0.01549399,
-0.022643914,
-0.019315243,
0.029495303,
0.044183247,
0.02922662,
0.005985636,
0.035645135,
0.019046562,
0.028107112,
0.012665367,
0.07302177,
0.006758096,
-0.006993193,
0.0014609578,
-0.034898795,
0.006202074,
0.03713781,
-0.02159904,
0.05093015,
0.0038846927,
-0.019449584,
-0.04430266,
-0.0011838797,
0.0146207735,
0.058990605,
0.0016400791,
-0.016598571,
-0.007829092,
-0.009418793,
-0.05364682,
-0.034331575,
-0.03358524,
0.010403961,
0.0006670401,
-0.07761922,
-0.0052728825,
0.014643164,
0.011030884,
-0.017882273,
-0.0070081195,
0.026509948,
-0.0017427007,
-0.00418696,
-0.013628144,
0.016583644,
-0.041735254,
-0.033286702,
-0.009665085,
0.036092937,
-0.054214038,
-0.038511075,
-0.0010420753,
0.05836368,
-0.011650346,
-0.024270933,
-0.055617154,
-0.0051534683,
0.024479907,
0.009329233,
-0.05472155,
0.016389597,
-0.037107956,
0.024733663,
-0.04077994,
0.014934236,
0.0328389,
0.013292291,
0.03352553,
-0.010023328,
-0.019972023,
0.017762858,
0.015553697,
-0.046452116,
0.018583832,
0.0025972584,
0.0071797776,
0.0005243029,
0.0033006826,
-0.0038809609,
0.021808015,
0.04060082,
0.040541112,
-0.007478313,
0.012269807,
0.005690832,
-0.052422825,
0.067469016,
0.010896544,
0.019628705,
-0.021703526,
0.022748401,
-0.0019274196,
0.073380016,
-0.021061676,
0.007963433,
0.0035954863,
-0.0036272057,
0.003733559,
0.0055975397,
-0.003940668,
-0.015852232,
-0.028689258,
-0.04794479,
-0.020778067,
0.019718267,
0.030510323,
0.0040787407,
0.0010560692,
-0.021031823,
0.05540818,
0.03621235,
0.029659497,
0.0052467603,
-0.007970897,
0.006239391,
0.009224745,
0.013449023,
0.035436157,
-0.02682341,
0.022748401,
0.0011950748,
0.0035936204,
0.064603075,
0.014531213,
-0.05101971,
-0.0005704826,
-0.038511075,
-0.03648103,
-0.041377015,
0.014896919,
-0.067827255,
0.0062431227,
0.0116652725,
-0.045586362,
-0.041705403,
0.0057542706,
-0.043436907,
0.0030375982,
0.03492865,
0.038122978,
-0.02825638,
0.11105519,
0.014247605,
-0.0017641579,
0.026300974,
0.017076228,
-0.03648103,
0.034331575,
-0.014359555,
-0.008590357,
-0.040182874,
-0.013904288,
-0.041735254,
0.0032073902,
0.025599414,
0.01970334,
-0.053945355,
0.04740743,
0.038779754,
-0.053855795,
-0.04176511,
0.06508073,
0.03325685,
0.016076135,
0.015777599,
-0.030868566,
-0.053497553,
-0.031794026,
0.005254224,
0.038122978,
-0.02618156,
-0.070514075,
-0.028420575,
-0.03352553,
0.001678329,
0.0049407617,
-0.019837681,
-0.046034165,
0.03442114,
0.035436157,
0.021808015,
0.07081261,
-0.019151049,
-0.02834594,
0.030032666,
0.038093124,
-0.00058214413,
0.06197596,
0.0816793,
0.00094551774,
-0.007970897,
0.019076414,
-0.020837775,
-0.011538396,
-0.020912409,
-0.006750633,
0.011598103,
-0.053258725,
-0.038361806,
0.040033605,
0.0004645958,
-0.024226151,
-0.025450148,
-0.011448834,
-0.008806796,
-0.0357944,
-0.0105159115,
-0.034480844,
0.017121008,
-0.05185561,
-0.030271495,
0.027077165,
-0.028734038,
0.2660548,
0.08132106,
0.030719299,
-0.0049668835,
0.017046373,
0.040421702,
0.04531768,
-0.019807827,
0.023136497,
-0.029793838,
-0.022554353,
-0.010896544,
0.047616404,
0.0002899059,
-0.020270556,
-0.006373732,
-0.025987512,
0.021763235,
-0.016016427,
-0.07188734,
-0.0013844582,
0.01315795,
-0.014799895,
0.031585053,
0.0041048625,
-0.0011148433,
0.008888893,
-0.003026403,
0.027898138,
-0.01992724,
0.0004065213,
0.015217844,
0.05203473,
-0.008426163,
0.008381383,
0.018598758,
-0.029659497,
-0.070633486,
0.032868754,
-0.017121008,
0.010396497,
-0.00089234114,
-0.0060640015,
-0.011926491,
-0.0039220094,
0.037705027,
0.03140593,
-0.014284922,
-0.01679262,
-0.0648419,
0.06424483,
-0.08561997,
0.018434564,
-0.0036551934,
-0.040481407,
0.008523187,
-0.03803342,
-0.030405836,
0.01313556,
0.026703997,
0.032122415,
0.013657996,
-0.023375325,
-0.015553697,
-0.018897295,
0.0041011306,
-0.0012258613,
0.017195642,
-0.028271306,
0.0003880961,
-0.009396403,
0.006008026,
0.012001125,
-0.0033417311,
0.02340518,
0.040391847,
0.019942168,
0.015792526,
-0.01692696,
-0.023658935,
-0.019001782,
-0.0003176604,
0.006310293,
-0.01417297,
0.033555385,
0.018121101,
-0.039973896,
0.0054743937,
-0.037854295,
0.009038161,
0.0069036325,
0.033406116,
0.0031402197,
-0.048273183,
0.02395747
] |
And for Pytorch DeepSpeed has built one as well: DeepSpeed-MoE: Advancing Mixture-of-Experts Inference and Training to Power Next-Generation AI Scale, Mixture of Experts - blog posts: 1, 2 and specific deployment with large transformer-based natural language generation models: blog post, Megatron-Deepspeed branch.
Using PyTorch native attention and Flash Attention
PyTorch's torch.nn.functional.scaled_dot_product_attention (SDPA) can also call FlashAttention and memory-efficient attention kernels under the hood. SDPA support is currently being added natively in Transformers and is used by default for torch>=2.1.1 when an implementation is available. Please refer to PyTorch scaled dot product attention for a list of supported models and more details.
Check out this blogpost to learn more about acceleration and memory-savings with SDPA. |
[
0.022104545,
0.0017696965,
-0.03126914,
-0.03167261,
-0.0016760331,
0.0018129257,
-0.02184517,
0.007255305,
0.0261825,
0.029799346,
-0.003566411,
0.008184734,
0.053258408,
-0.05193271,
-0.0029053641,
0.027508197,
-0.027580246,
0.0005173998,
-0.03743651,
0.005468497,
0.029943444,
-0.001248244,
-0.058359455,
-0.0028080984,
-0.041096583,
-0.0011203574,
-0.00755791,
-0.013343421,
0.09210707,
0.0514716,
-0.027104724,
-0.010288556,
0.025260277,
-0.021355238,
-0.0023487878,
-0.003930257,
-0.009899492,
-0.0028603338,
-0.053316046,
-0.052912574,
-0.024842395,
0.014316079,
0.01004359,
-0.06553551,
-0.042739294,
0.0012977774,
-0.0012257287,
-0.014553839,
-0.014294464,
-0.026513925,
-0.018660616,
0.030145181,
0.020764438,
0.011009043,
-0.027090315,
-0.03184553,
-0.014301669,
0.020879716,
-0.028113406,
-0.0025703378,
0.022205412,
0.032652475,
-0.007212076,
-0.0075435,
0.0011806983,
0.02399222,
0.013329011,
0.037090678,
0.015187868,
0.01675853,
-0.02291149,
0.04017436,
-0.012803056,
-0.033545878,
0.016441517,
0.04464138,
-0.0028351168,
-0.002474873,
-0.010641594,
0.04472784,
0.0026621998,
0.042768113,
-0.027825212,
0.0023451855,
0.01283908,
-0.04536187,
0.02347347,
-0.021931628,
-0.032911852,
-0.025274688,
-0.017824851,
0.0073489686,
-0.012673368,
0.023343783,
0.0011176557,
0.007601139,
-0.015404014,
0.02403545,
0.018617386,
-0.028790664,
0.0189344,
0.0838647,
0.0010555136,
0.031182682,
-0.021629022,
0.00027918877,
0.0046975757,
0.002127238,
-0.04469902,
-0.02688858,
0.0032638067,
0.014467381,
-0.033286504,
0.029482333,
0.0103029655,
0.006088116,
-0.030663932,
0.03452574,
-0.045304228,
-0.023804894,
0.023848124,
-0.016888218,
0.00782449,
-0.040404916,
0.007939768,
-0.035015672,
-0.0038510035,
0.01680176,
0.034929216,
-0.038214635,
-0.0077236216,
0.039425053,
0.03590908,
0.036024354,
0.013220938,
-0.03308477,
-0.01118196,
0.0245542,
0.0095608635,
-0.007096798,
-0.002215498,
-0.025418784,
-0.021023814,
0.100868195,
0.012125798,
-0.03977089,
0.015980404,
-0.03518859,
-0.045563605,
0.018530928,
-0.02520264,
0.0061673694,
0.03308477,
0.003969884,
-0.016138911,
-0.028142227,
0.0059692357,
0.013379445,
0.031240322,
0.022781802,
0.011823193,
-0.019352283,
-0.057898343,
0.04864729,
0.0018066214,
0.048877846,
-0.018271552,
-0.029972263,
0.033949353,
-0.033776436,
0.03576498,
-0.010771282,
-0.018300373,
0.0049029146,
0.05037646,
0.0037825573,
0.066861205,
-0.011916856,
-0.0117439395,
-0.025865488,
-0.018069817,
-0.014942902,
-0.0149573125,
0.023271734,
0.010764077,
0.038589288,
-0.01622537,
-0.02461184,
0.007918153,
0.01309125,
-0.01144854,
0.0137108695,
-0.0369754,
0.020764438,
-0.044785477,
0.028199865,
-0.015562521,
0.050578196,
0.026542746,
-0.048849028,
-0.0071112076,
0.052768476,
-0.020303326,
-0.009488815,
0.038358733,
0.011808784,
0.00313592,
0.0052847727,
0.017810442,
-0.012997587,
0.03735005,
0.019222597,
-0.03184553,
0.00088124577,
0.030606292,
-0.0060737063,
-0.027133545,
0.019928673,
-0.009604093,
-0.003804172,
0.02902122,
0.016138911,
0.07222163,
0.005684643,
0.030606292,
-0.02845924,
-0.00460031,
0.043978535,
0.02067798,
0.021816349,
0.023718435,
0.06472856,
0.020029541,
0.03504449,
-0.011815988,
0.013365036,
0.027954899,
0.015130229,
0.02965525,
0.04135596,
0.01170071,
0.010101229,
0.0040815594,
0.05207681,
0.0047660223,
-0.015303146,
-0.015735438,
-0.015216688,
-0.03247956,
0.005825138,
-0.041413598,
0.04795562,
0.036254913,
-0.016628843,
-0.043113947,
-0.024943264,
-0.012298715,
0.024150727,
0.0029215752,
-0.009251054,
0.030923307,
0.032911852,
-0.027493788,
-0.0060088625,
0.037753526,
0.020519473,
-0.012241076,
0.02066357,
0.007759646,
-0.029309416,
-0.06645773,
-0.028372781,
-0.053892434,
-0.017032316,
-0.065593146,
-0.0023956196,
0.019798985,
-0.057149038,
0.017651934,
-0.012954358,
0.0013211932,
0.006451962,
0.0051875073,
0.03527505,
0.061154947,
0.033286504,
-0.013732485,
-0.003969884,
-0.03959797,
-0.003424115,
-0.021182321,
-0.0040851617,
-0.01841565,
-0.022637704,
0.037667066,
0.010425448,
-0.021456106,
-0.024640659,
-0.018300373,
0.019899854,
0.0032638067,
-0.0027828815,
0.0072985343,
0.06576607,
-0.008436904,
0.0075651146,
-0.0026676035,
-0.04420909,
0.03524623,
0.06593898,
-0.046629924,
0.028113406,
-0.0040959693,
0.036081996,
-0.037782345,
-0.0077236216,
0.045419507,
0.010288556,
-0.07031954,
-0.048964303,
0.00096725393,
-0.008055046,
-0.008833172,
-0.04086603,
-0.015821896,
0.024957674,
-0.06703412,
-0.052826114,
-0.002802695,
-0.03795526,
-0.04086603,
0.00094834116,
-0.009949927,
0.033862893,
0.0059692357,
0.062365364,
-0.040376097,
0.038733386,
-0.025000902,
0.00922944,
0.00001030775,
-0.010317375,
0.016614433,
0.051010486,
0.025620522,
-0.021989267,
0.045390688,
-0.030980945,
0.041644156,
-0.024755936,
0.02062034,
-0.012817466,
-0.029568791,
-0.02909327,
0.0030386543,
0.044554923,
-0.02121114,
0.036543105,
0.030375736,
0.025879897,
0.029856985,
0.016340647,
0.05870529,
-0.0019813397,
-0.031989627,
-0.01964048,
0.02008718,
0.025807848,
0.044266727,
-0.016398286,
0.02629778,
-0.0032241798,
-0.024655068,
-0.008422494,
0.0029341837,
-0.030865667,
0.0073994026,
-0.005036205,
0.03977089,
-0.027998129,
-0.022796212,
0.008595411,
0.025908716,
0.027565837,
-0.0019200981,
0.007838899,
-0.0044634175,
0.029410284,
-0.05982925,
0.012017725,
0.026989447,
-0.00807666,
-0.012644549,
0.0013103859,
-0.017003495,
-0.04147124,
0.022104545,
0.048849028,
0.02624014,
0.021398468,
0.058301818,
0.017796032,
-0.006549228,
0.011506179,
-0.0055549555,
-0.022580067,
-0.03850283,
0.0073345588,
0.060175084,
-0.0019417128,
0.009712166,
0.011419721,
-0.0027090316,
-0.008184734,
-0.049483053,
-0.0015904753,
0.016571203,
-0.011145935,
-0.031614974,
0.019842215,
-0.035620883,
-0.03141324,
-0.06766815,
0.0380129,
0.059137583,
-0.0025757414,
0.012478837,
-0.017176412,
-0.04588062,
0.015144639,
-0.019035269,
-0.03305595,
-0.024338054,
0.009164596,
-0.044900756,
0.03242192,
0.035505604,
-0.013127275,
-0.008314421,
-0.034698658,
-0.04746569,
0.02844483,
0.009978746,
-0.032277822,
-0.0025253072,
-0.0035628087,
0.0037393281,
-0.0019939481,
0.010411039,
0.036658384,
0.043517422,
-0.044900756,
0.039914984,
-0.047177497,
-0.024712708,
-0.033315323,
-0.017421378,
-0.00894845,
0.011326057,
0.0028819484,
-0.031701434,
0.01628301,
0.04072193,
-0.04706222,
-0.042191725,
0.019366693,
-0.000018110683,
-0.014986131,
0.030663932,
-0.0044958396,
-0.024165137,
0.06265356,
0.03524623,
-0.015043771,
0.010194893,
-0.000047338253,
0.005526136,
-0.036658384,
-0.025995174,
0.007932563,
-0.050462916,
0.061212584,
-0.039511513,
0.030318098,
0.019150548,
-0.076775104,
-0.015965994,
-0.013004792,
-0.03864693,
0.025231458,
0.018257143,
0.002572139,
-0.013790123,
-0.0045282613,
-0.000073118186,
-0.020533882,
-0.024813576,
-0.038877483,
0.056716744,
0.028358372,
-0.018703844,
-0.06403689,
-0.027522607,
0.048820205,
-0.027810803,
0.02903563,
0.011081092,
0.0039662817,
-0.012781441,
-0.0028495265,
-0.0076875975,
-0.029828167,
0.00011674142,
-0.02896358,
-0.0026081633,
-0.04475666,
-0.017349329,
-0.016974676,
-0.0480709,
0.082539,
-0.016095681,
-0.03576498,
-0.044410825,
0.030346917,
0.032047268,
0.0024496561,
0.053200766,
-0.03527505,
-0.03518859,
-0.0024496561,
0.031125043,
-0.053402506,
-0.00079929037,
-0.031643793,
-0.004034728,
0.0034889588,
0.016254188,
0.0035880257,
-0.06962787,
0.009546454,
-0.025231458,
-0.027551427,
-0.072509825,
-0.008861992,
-0.05017472,
0.011715121,
0.00038140785,
0.008307217,
-0.0011041465,
-0.0058431504,
0.0010582154,
0.004996578,
-0.005853958,
0.013516339,
-0.06207717,
-0.002680212,
0.019885445,
-0.021441696,
-0.006203394,
0.02119673,
-0.02907886,
0.0093447175,
-0.009928312,
0.021513745,
-0.059368137,
-0.029165318,
-0.0010375014,
0.0024244392,
0.03812818,
-0.053805977,
0.008249577,
0.028315144,
0.009416766,
0.038935125,
0.05037646,
-0.044410825,
-0.0036024356,
-0.047926802,
-0.0757376,
0.03694658,
-0.018847942,
-0.0008803452,
-0.00039942004,
-0.038301095,
0.052249726,
-0.03247956,
0.01230592,
0.046658743,
0.009409562,
-0.011794374,
-0.056947302,
0.024856806,
0.019813396,
-0.025476424,
-0.017219642,
-0.0050073853,
-0.04406499,
0.02015923,
0.012140208,
-0.034813937,
0.00952484,
0.025317917,
0.0369754,
-0.018747075,
-0.008941245,
-0.008530567,
-0.044526104,
-0.068359815,
0.014193596,
0.042825755,
0.022551246,
0.026081633,
0.04175943,
-0.009618503,
0.0757376,
0.030318098,
0.018617386,
-0.0037033036,
0.0446702,
0.007665983,
-0.0027558631,
-0.02345906,
0.0025271084,
-0.035419147,
-0.046716385,
0.009553659,
0.0072192806,
-0.04464138,
-0.030433375,
0.006657301,
-0.0008551281,
-0.019092908,
0.010670414,
0.04366152,
0.020000722,
-0.0073669804,
0.031701434,
0.021484926,
-0.04637055,
0.020778848,
0.055563964,
-0.07729386,
-0.034929216,
-0.005119061,
0.017565476,
-0.016700892,
-0.04314277,
0.024525382,
-0.0357938,
0.020260097,
0.07982997,
-0.01116755,
0.08403762,
-0.012003316,
-0.008746713,
-0.009171801,
-0.02577903,
-0.07977233,
-0.020029541,
0.0034385247,
-0.020274507,
-0.0076587778,
-0.020404195,
0.01115314,
0.0063619013,
0.04980007,
-0.0054901117,
-0.07245218,
-0.012968767,
0.006956303,
-0.031614974,
0.070434816,
0.021067044,
0.023934582,
-0.019323464,
-0.0139270155,
-0.024784757,
0.0031863542,
-0.00026005082,
-0.03423755,
-0.030836849,
-0.041096583,
0.0027450558,
-0.064555645,
-0.015836306,
0.0070319544,
-0.037090678,
0.019784575,
0.012709392,
-0.021556973,
-0.020447424,
0.029856985,
0.04184589,
-0.030174,
0.052537918,
-0.01680176,
0.016455926,
-0.037090678,
-0.010778487,
-0.044382006,
-0.012233871,
0.056082718,
-0.02404986,
0.035880256,
-0.0335747,
0.038935125,
-0.0090565225,
0.00084477116,
0.05302785,
-0.022205412,
-0.00053451135,
-0.018242734,
0.051615696,
0.0038149792,
-0.008847581,
-0.0008398178,
-0.03804172,
-0.026096042,
0.027666705,
-0.007024749,
0.02288267,
-0.02230628,
-0.005980043,
0.012334739,
0.020937355,
-0.0128462855,
-0.013797328,
0.023329372,
-0.0013590188,
-0.00811989,
-0.0014454772,
0.04198999,
0.012205051,
-0.009733781,
0.02402104,
0.028920352,
-0.008314421,
0.031586155,
0.023069996,
0.017017905,
0.0525091,
0.02848806,
0.010173278,
0.003101697,
-0.006401528,
-0.06928204,
0.049511872,
-0.03582262,
-0.005047012,
0.011117116,
-0.07152996,
0.008249577,
-0.01785367,
0.013249758,
0.026139272,
0.016340647,
0.019755756,
-0.0057927165,
-0.00013047572,
0.005454087,
0.0137108695,
-0.08939804,
-0.043200407,
-0.023876943,
0.031009765,
-0.04305631,
-0.030029902,
0.033228867,
0.053921256,
-0.021672253,
0.002058792,
-0.03916568,
-0.04974243,
-0.017637525,
0.06213481,
-0.011621457,
-0.0022353113,
-0.020865306,
0.021657843,
-0.027839622,
0.022724163,
0.0015634571,
0.050635833,
0.001927303,
0.021456106,
0.015865127,
0.03968443,
-0.021398468,
-0.018502109,
0.013004792,
-0.004211247,
0.023862533,
0.00489571,
0.014013474,
0.0016544185,
0.047725067,
0.0010870349,
0.02459743,
0.0075507048,
0.039367415,
0.0049605537,
-0.0096545275,
0.006246623,
0.008098275,
0.024655068,
0.051212225,
0.0041139815,
-0.04798444,
0.021931628,
0.027061496,
0.033776436,
0.0045786956,
0.010864945,
0.00048317667,
0.013019202,
0.00810548,
0.043949712,
-0.0491084,
-0.011354877,
0.0015850717,
-0.008775533,
0.067725785,
0.014445767,
0.029712887,
0.010641594,
0.02566375,
0.05533341,
-0.009279874,
0.014611479,
-0.015144639,
0.025764618,
-0.040404916,
0.034266368,
-0.006016067,
0.002671206,
0.0035844233,
-0.040577833,
-0.04083721,
0.038474012,
-0.0031287153,
-0.06778343,
0.002597356,
-0.042307004,
-0.004294103,
-0.047119856,
0.014107138,
-0.02062034,
0.0011014447,
0.0014986132,
-0.033545878,
-0.012241076,
0.023387011,
-0.012349149,
0.04873375,
0.008775533,
0.049338955,
-0.004449008,
0.05879175,
-0.0022551247,
0.008083865,
0.05017472,
0.019438742,
-0.07660219,
-0.00600526,
0.02631219,
-0.011232394,
-0.02289708,
-0.035505604,
-0.057984803,
0.02295472,
-0.0020083578,
-0.038243454,
-0.013890991,
-0.007500271,
0.006462769,
-0.038387552,
0.011844808,
0.07746677,
0.020389786,
0.006574445,
0.0053243996,
0.0073741856,
-0.031586155,
-0.036370188,
-0.02404986,
0.0448143,
-0.02242156,
-0.012745417,
0.019121727,
-0.057379592,
-0.00073579745,
0.013192119,
-0.02680212,
0.018761484,
-0.03634137,
0.03737887,
0.031009765,
0.042364642,
0.0059115966,
-0.03230664,
-0.0063222745,
0.02010159,
-0.025750209,
0.05801362,
0.029712887,
0.0047191908,
0.02015923,
0.04642819,
-0.0042796936,
-0.020533882,
-0.05749487,
-0.0078821285,
0.014503405,
-0.03645665,
-0.018833533,
0.018689435,
0.022839442,
-0.011866422,
-0.0062934547,
-0.026643613,
-0.012767032,
-0.026023995,
-0.027724344,
-0.049915347,
-0.04227818,
-0.014640298,
-0.060693834,
0.023559928,
-0.047811523,
0.24531145,
0.04980007,
0.020216867,
0.023257324,
0.02625455,
0.049338955,
-0.005111856,
0.012882309,
0.002986419,
-0.047696248,
-0.0022857452,
-0.029367054,
-0.00011989356,
0.05585216,
-0.07377788,
0.016657662,
-0.026600383,
0.0075362953,
-0.023069996,
-0.02289708,
-0.02462625,
0.014330489,
0.0024640658,
-0.013026407,
0.02794049,
-0.017551066,
-0.021081453,
-0.05288375,
0.007774056,
-0.043200407,
-0.01091538,
-0.038992763,
0.024856806,
0.013069636,
0.016700892,
0.03190317,
0.013163299,
-0.010151663,
0.007788466,
0.024914443,
0.020879716,
-0.030029902,
0.03634137,
0.006585252,
-0.032883033,
0.013754099,
-0.018847942,
0.024121908,
0.03236428,
-0.035505604,
0.003557405,
-0.08369178,
-0.002323571,
-0.032738935,
-0.031240322,
0.0074426318,
-0.060059804,
-0.016657662,
0.0017165606,
0.009726576,
-0.00868187,
0.011880833,
-0.043344505,
0.006675313,
-0.022046905,
0.022392739,
-0.018055407,
0.04369034,
-0.031730253,
-0.032162543,
0.026571564,
0.01951079,
-0.044871937,
-0.0346122,
0.03305595,
0.04573652,
0.02180194,
0.013703665,
-0.037033036,
-0.04631291,
0.018285962,
-0.012875104,
0.0025577291,
-0.032508377,
0.033200044,
0.035505604,
-0.0051622903,
0.004391369,
-0.0032566017,
0.035447966,
0.030519834,
0.07331677,
0.028574519,
-0.0041896324,
0.02907886
] | Installation
Install 🤗 Transformers for whichever deep learning library you're working with, setup your cache, and optionally configure 🤗 Transformers to run offline.
🤗 Transformers is tested on Python 3.6+, PyTorch 1.1.0+, TensorFlow 2.0+, and Flax. Follow the installation instructions below for the deep learning library you are using:
PyTorch installation instructions.
TensorFlow 2.0 installation instructions.
Flax installation instructions. |
[
0.006325242,
0.02030774,
-0.048156276,
-0.025417428,
-0.022942651,
-0.01566389,
0.000055301516,
0.0133565245,
-0.019376058,
0.029333401,
-0.018808315,
0.002540287,
0.0607922,
-0.042507958,
0.0038541034,
0.032550614,
-0.016581016,
-0.019274157,
-0.032463267,
-0.007369744,
0.026334552,
0.015824024,
-0.06661521,
-0.018851988,
-0.05505654,
0.031502474,
0.029260615,
-0.0056010056,
0.086646356,
0.045303002,
0.004771227,
-0.027892208,
0.019230483,
-0.014623028,
0.0147758825,
-0.038169816,
-0.0069621336,
0.0036885114,
-0.06702282,
-0.043206718,
0.01831336,
0.0032718026,
0.015838582,
-0.056657866,
-0.049815834,
0.0017805666,
0.009127565,
-0.012046347,
0.026421897,
0.0036230027,
0.0005031443,
0.052669104,
0.023277475,
0.018633625,
-0.046584062,
-0.036539376,
-0.024718668,
0.01889566,
0.003784955,
-0.016508227,
0.011747918,
0.03633557,
0.0148632275,
-0.0037885944,
0.020089377,
0.026276322,
0.0150379175,
0.008217719,
-0.01332013,
0.032521497,
-0.00651449,
0.03808247,
-0.004942278,
-0.07371928,
-0.0011573228,
0.051446274,
-0.008501591,
-0.022054642,
0.010867189,
0.005084214,
0.013785971,
0.07040016,
-0.011653295,
0.023583181,
-0.032405037,
0.0012937995,
-0.00028864833,
-0.029609995,
-0.027033314,
-0.044196628,
0.02007482,
0.016712032,
0.0071331845,
0.01765827,
0.023219245,
0.02024951,
-0.045477692,
0.038577426,
-0.026436456,
-0.012315662,
0.0037922338,
0.09759361,
-0.022505926,
0.033889905,
0.016930396,
-0.00786106,
0.009935507,
0.01003741,
-0.04160539,
-0.032550614,
0.028663756,
0.020846369,
-0.013836922,
-0.0019470683,
-0.002471139,
0.017469024,
0.00610324,
0.044283975,
-0.07797007,
-0.03432663,
0.0040469905,
-0.039567336,
-0.021035615,
-0.04108132,
-0.02664026,
-0.07034194,
-0.038519196,
-0.0027258955,
0.018124111,
-0.014688537,
-0.0022400382,
0.024776898,
0.016566457,
0.022535041,
-0.011602343,
-0.035433,
-0.038955923,
0.015576546,
0.0032499663,
-0.02946442,
0.012213759,
-0.008909202,
0.01519805,
0.084666535,
0.0065763593,
-0.015896812,
0.037412826,
-0.048156276,
0.019521633,
0.025431987,
-0.027309906,
-0.02776119,
-0.00498959,
0.020031147,
-0.016056944,
0.021050174,
-0.01455752,
0.032288577,
-0.015285395,
0.04038256,
0.032870878,
0.00008108994,
-0.04649672,
0.019434288,
0.0018851988,
0.029333401,
-0.043614328,
-0.026713049,
0.025897827,
-0.04288645,
0.051184237,
-0.014688537,
-0.025723137,
-0.03386079,
0.063878395,
-0.019084908,
0.05823008,
0.0016950412,
-0.0063943905,
-0.0014466535,
-0.034355745,
-0.011464046,
-0.011718803,
0.038257163,
0.003491985,
0.003897776,
-0.004032433,
0.009942786,
-0.021079289,
0.028882118,
0.034297515,
0.008880087,
-0.037936896,
-0.0036666752,
-0.038198933,
0.032346807,
0.011398538,
0.05581353,
-0.0092949765,
-0.02377243,
-0.0020216755,
0.032637957,
-0.018619068,
-0.044225745,
0.008690839,
0.017876634,
-0.01179887,
0.029508092,
0.01848805,
-0.008472476,
0.046816982,
0.007195054,
-0.04183831,
0.028780216,
0.046584062,
-0.026101632,
-0.014280926,
0.023335705,
0.0008761807,
-0.024514863,
0.027266234,
0.01314544,
0.07360282,
0.018735528,
0.020278625,
0.011136502,
-0.028416278,
0.057764236,
0.0150088025,
0.008239556,
0.007114988,
0.051271584,
0.039654683,
0.022258447,
-0.019070351,
0.044895392,
0.024922473,
0.045681495,
-0.0007283309,
0.011908051,
0.02065712,
0.009673472,
-0.0130071435,
0.025169952,
-0.012534024,
-0.041518047,
-0.018633625,
-0.015955042,
-0.030541675,
0.030803712,
-0.07115716,
0.013727741,
0.014885063,
-0.033424065,
-0.046147335,
-0.017119642,
0.0089747105,
0.044138398,
-0.021021059,
-0.027076986,
0.023757871,
0.034705125,
-0.02135588,
0.02153057,
0.005710187,
0.049262647,
-0.04841831,
0.018822873,
-0.008872808,
-0.039538223,
-0.03563681,
-0.0061105187,
-0.056949016,
0.03645203,
-0.063645475,
-0.006754689,
0.01760004,
-0.02728079,
-0.0038868578,
-0.044429548,
0.03339495,
-0.015751237,
0.014244533,
-0.009753538,
0.07342813,
0.019550748,
-0.033016454,
0.015110705,
-0.037878666,
-0.013487542,
-0.053542558,
-0.00088664395,
-0.026975084,
-0.014353714,
0.029071366,
-0.038548313,
-0.015751237,
-0.008137654,
-0.047573972,
0.044167515,
-0.002458401,
0.009142122,
0.012053627,
0.025373757,
0.001578581,
0.020846369,
0.0016832132,
-0.040120523,
0.047923353,
0.015430971,
-0.05444512,
0.023932561,
0.034705125,
0.0271061,
-0.0292315,
0.017381677,
0.03322026,
0.015838582,
-0.06312141,
-0.005768417,
-0.01179887,
-0.018094996,
-0.007347908,
-0.028066898,
-0.022651501,
0.043497868,
-0.006976691,
-0.064344235,
-0.0020453315,
-0.046001762,
0.002429286,
-0.021647032,
-0.0064780964,
0.057880696,
-0.004723915,
0.019739997,
-0.031910084,
0.02336482,
-0.031123977,
-0.0005058738,
0.018924775,
-0.044371318,
0.05194123,
0.006190585,
-0.010233936,
-0.04905884,
0.050427247,
-0.019667208,
0.0130944885,
-0.029100481,
0.018094996,
-0.05438689,
0.002371056,
-0.004432765,
0.021079289,
0.030687252,
-0.04049902,
0.022462253,
0.018211456,
0.02605796,
-0.006860231,
0.030716367,
-0.015067033,
0.03534566,
-0.027659288,
-0.0030843744,
0.004512831,
0.027717518,
0.029842915,
-0.001250127,
0.027979553,
0.0011527736,
-0.049990524,
-0.0020435117,
0.0038904971,
0.020409642,
0.036364682,
0.01743991,
0.0005013246,
-0.03391902,
-0.037412826,
-0.03438486,
0.011769755,
0.05333875,
-0.004847654,
0.024733225,
0.006620032,
0.005823008,
-0.04195477,
-0.018822873,
0.012009954,
-0.036830526,
0.014812276,
0.0012401186,
-0.00528074,
-0.043905478,
0.031415127,
0.011660573,
0.025592119,
0.008698118,
0.05438689,
-0.027848534,
-0.008203162,
-0.0057975324,
-0.003035243,
-0.022156544,
-0.030308755,
0.02141411,
0.09078069,
0.03444309,
-0.022083757,
0.0035756908,
0.014877785,
0.01355305,
-0.03790778,
0.0110928295,
0.024718668,
0.0074607288,
-0.031648047,
0.00068465836,
-0.011027321,
-0.06015167,
-0.056599636,
0.03333672,
0.041809198,
-0.018910218,
0.0044473223,
-0.020628005,
0.0058484836,
0.022738846,
0.0076426975,
-0.015518316,
0.0006073215,
0.03022141,
-0.032201234,
0.019317828,
0.05403751,
-0.049553797,
-0.036073532,
-0.012672321,
-0.020162165,
-0.005790253,
-0.0066709835,
-0.04020787,
0.00059412874,
0.000083137085,
0.023088226,
0.0018588132,
0.01073617,
0.028707428,
0.07005078,
-0.014695816,
0.019434288,
-0.018910218,
-0.01455752,
-0.02423827,
-0.032870878,
-0.028838446,
0.0237142,
0.01003741,
-0.032230347,
0.027513713,
0.02747004,
-0.08833503,
-0.023685085,
0.019681767,
0.0023674166,
-0.014208139,
0.03432663,
-0.004330862,
-0.003064358,
0.06533415,
0.008756348,
-0.0062706517,
-0.019972917,
-0.019929245,
-0.006128716,
0.018633625,
-0.003879579,
0.00950606,
-0.020264067,
0.059307333,
-0.007540795,
0.027455483,
0.02423827,
-0.09869998,
0.0069985273,
0.005109689,
-0.016115174,
-0.0068529523,
-0.013800529,
0.02071535,
0.0016413603,
0.00880002,
0.023292031,
-0.004432765,
-0.042624418,
-0.039683796,
0.061898574,
0.019143138,
-0.0026167142,
-0.017206987,
-0.028794773,
0.034588665,
-0.04771955,
-0.0009080253,
-0.02917327,
-0.0011700606,
0.0033900824,
-0.020584332,
-0.02958088,
-0.014433781,
-0.064111315,
-0.005863041,
-0.010961812,
-0.03674318,
-0.03674318,
-0.027673844,
-0.031939197,
0.08163857,
-0.004683882,
-0.03744194,
-0.023044553,
0.0176146,
-0.002906045,
0.025155393,
0.034588665,
-0.025533888,
-0.015867697,
-0.019914687,
0.045594152,
-0.087810956,
0.0147467675,
-0.017119642,
-0.017803846,
-0.007897454,
0.032725304,
-0.00024224623,
-0.06003521,
0.010779844,
-0.012337497,
-0.04160539,
-0.064111315,
0.004010597,
-0.00023496746,
-0.041226894,
-0.038169816,
0.041168664,
-0.011522276,
0.006918461,
0.00023815192,
0.004203484,
-0.037703976,
0.026567474,
-0.022797076,
-0.009193074,
-0.0007588107,
-0.021748934,
-0.021617917,
0.029653667,
-0.0007406138,
0.0009471486,
0.0012064545,
0.0007606304,
-0.05875415,
-0.00950606,
0.0028314376,
0.0034355747,
0.04265353,
-0.016581016,
0.012628648,
-0.01061971,
0.039683796,
0.03322026,
0.049612027,
-0.006041371,
0.0144265015,
-0.03767486,
-0.07348636,
0.044575125,
-0.022083757,
-0.007977521,
-0.017236102,
0.016930396,
0.05945291,
-0.019521633,
-0.0066819014,
0.044662468,
0.02054066,
-0.002511172,
-0.061490964,
-0.0035356577,
0.0023091866,
-0.0036084452,
0.007606304,
0.0068456735,
-0.026916854,
0.038373623,
-0.022389466,
-0.02007482,
-0.0041379747,
0.021952739,
0.03744194,
-0.009680751,
0.013218228,
-0.020628005,
-0.043468755,
-0.038606543,
-0.011922608,
0.07354459,
0.0073551866,
0.051795654,
0.03709256,
0.010241215,
0.08064866,
0.025650349,
0.013654953,
-0.019026678,
0.015460086,
0.053309638,
-0.015270838,
-0.008516149,
0.007970242,
-0.032201234,
-0.048272736,
0.01343659,
0.006186946,
-0.017410794,
0.0010927238,
0.041692737,
0.021326765,
0.02319013,
-0.00745345,
0.011027321,
0.027659288,
0.021341324,
0.033103798,
-0.007700928,
-0.012213759,
-0.016639246,
0.043468755,
-0.05476539,
-0.03062902,
-0.039654683,
-0.03057079,
-0.030803712,
-0.046263795,
0.030774597,
-0.012665042,
0.041750968,
0.064460695,
-0.01749814,
0.05252353,
0.012293825,
0.0113257505,
-0.0093823215,
-0.024442075,
-0.090838924,
0.010925419,
-0.0110637145,
-0.011340308,
-0.015853139,
-0.019157697,
-0.024558535,
-0.02799411,
0.007282399,
-0.040877514,
-0.07092424,
-0.0024038104,
-0.02629088,
-0.003310016,
0.06842034,
0.00064053084,
0.012992586,
0.00005857127,
-0.03668495,
-0.0015813105,
-0.0298138,
-0.0008138563,
-0.034588665,
-0.042915568,
-0.07109892,
0.01707597,
-0.08093981,
-0.0015230805,
-0.024718668,
0.012162807,
0.0088073,
0.011835263,
-0.008901923,
-0.018167784,
0.0265238,
0.04178008,
-0.016653802,
0.025286412,
-0.0059467466,
0.0076426975,
-0.017512696,
0.009615242,
-0.015547431,
-0.0003907784,
0.03761663,
-0.00048494738,
0.044604238,
-0.038169816,
0.043876365,
-0.014098958,
0.008086702,
0.021647032,
-0.016100617,
-0.024602208,
-0.005732023,
0.02987203,
-0.019798227,
0.0039232513,
0.005258904,
-0.01361856,
-0.024718668,
0.022855306,
-0.0092949765,
0.012643206,
0.0025093525,
-0.012352055,
0.042973798,
0.05351344,
0.01044502,
-0.001015387,
-0.0035756908,
0.021778049,
-0.029537207,
-0.019492518,
0.043992825,
0.08187149,
-0.03444309,
0.02377243,
0.031677164,
-0.02793588,
0.022564156,
-0.0068238373,
0.005109689,
0.050601937,
0.038897693,
0.0004419572,
-0.0042981077,
0.0109472545,
-0.05470716,
0.006656426,
-0.019710882,
-0.014826833,
-0.009491502,
-0.08059043,
-0.0026713049,
-0.014724931,
0.003948727,
0.02998849,
0.0020962828,
0.0028314376,
0.0020744465,
-0.013654953,
0.039014153,
0.020802695,
-0.08257025,
-0.041401584,
-0.018109554,
0.008530706,
-0.0048694904,
-0.017760174,
-0.007260563,
0.05470716,
-0.013058095,
-0.019536192,
-0.050398134,
-0.043934595,
-0.024383845,
0.048563886,
-0.01061971,
0.015270838,
-0.0028041422,
0.020438757,
-0.02576681,
-0.0074097775,
-0.006660065,
0.03380256,
0.009011105,
0.018750085,
0.0075626313,
0.057647776,
0.0018615428,
-0.024049023,
-0.004294468,
0.009731702,
0.057676893,
0.0022036445,
0.03534566,
0.015576546,
0.024995262,
0.028954906,
0.008305065,
0.0075189588,
0.008545264,
-0.0048330966,
-0.030978402,
-0.013916989,
0.010132033,
0.037703976,
0.025795925,
0.010394069,
-0.025694022,
-0.0110345995,
-0.03057079,
0.007114988,
0.015882254,
0.017585484,
-0.012424843,
-0.0043163043,
0.005903074,
0.027921323,
-0.023059111,
-0.03479247,
0.011282078,
-0.0036830525,
0.06894441,
0.0038395459,
0.030891057,
-0.028751101,
0.039829373,
0.030308755,
-0.046147335,
0.0017751076,
0.006521769,
0.007708207,
-0.00088982837,
0.040644594,
-0.01484867,
0.00030911982,
0.0071622995,
-0.018182341,
-0.063878395,
0.024092695,
-0.001079986,
-0.07447627,
0.022447696,
-0.049087957,
-0.009557012,
-0.057502203,
0.044051055,
-0.06684813,
0.019186812,
-0.007260563,
-0.016988626,
-0.025315527,
0.0032135725,
-0.0056082844,
0.040702824,
0.019565307,
0.035433,
-0.0023564985,
0.07727131,
0.03473424,
-0.0016186142,
0.028270703,
-0.0014284566,
-0.07022548,
-0.0050914926,
0.05240707,
-0.01749814,
-0.015576546,
-0.033773445,
-0.019652652,
0.045070082,
0.041634507,
-0.057211053,
-0.012257432,
-0.04661318,
0.025635792,
-0.028008668,
0.0034137382,
0.07313698,
0.039159726,
0.02400535,
0.016799377,
0.013196391,
-0.026276322,
-0.004374535,
-0.032841764,
0.039159726,
0.003304557,
-0.042275038,
0.01777473,
-0.039509106,
0.03546212,
0.012257432,
-0.019623537,
0.03563681,
0.003726725,
0.033948135,
0.04044079,
0.045856185,
-0.022826191,
0.017381677,
0.028896676,
0.01226471,
0.023903446,
0.029508092,
-0.010343118,
-0.024107253,
-0.0057211053,
0.05563884,
-0.009993738,
-0.016173404,
-0.031182207,
0.014259091,
0.024951588,
-0.038723003,
-0.038344506,
0.02770296,
0.0112092905,
-0.017396236,
-0.010721613,
-0.0150088025,
0.007941127,
-0.041110434,
-0.050747514,
-0.06859503,
-0.033074684,
-0.014317321,
-0.050863974,
0.0021581522,
-0.022942651,
0.24969058,
0.046322025,
0.016377209,
-0.0034173778,
0.020569775,
0.03621911,
-0.015474644,
0.0022782518,
0.005346249,
-0.042013,
-0.021268535,
-0.0017714682,
-0.003357328,
0.034763355,
-0.056890786,
0.0075335163,
-0.032521497,
0.019128582,
-0.017891191,
0.0057211053,
-0.0061141583,
-0.016872166,
0.02735358,
0.021210305,
-0.02118119,
0.003985121,
0.0023801543,
-0.03351141,
0.010241215,
-0.057793353,
-0.028707428,
-0.035433,
0.026625704,
-0.012563139,
0.012184644,
0.01990013,
0.008305065,
0.0033700657,
0.0031789984,
0.023059111,
0.02077358,
-0.01872097,
0.04748663,
0.019769112,
-0.020904599,
0.029144155,
-0.023976235,
0.017512696,
0.019303272,
-0.023044553,
0.028503623,
-0.051562734,
0.00217089,
-0.04824362,
-0.039276186,
0.02940619,
-0.045128312,
-0.017629156,
-0.003784955,
0.017148757,
0.012184644,
-0.019652652,
-0.0012246514,
0.03537477,
0.01050325,
-0.007136824,
-0.021021059,
0.06440247,
-0.037645746,
-0.029377075,
-0.010248493,
-0.015474644,
-0.022316677,
-0.07115716,
0.029377075,
0.039188843,
0.040819284,
0.013880595,
-0.004185287,
-0.032754418,
-0.0014994245,
0.04300291,
0.02588327,
-0.022942651,
0.00069284695,
0.031764507,
-0.03022141,
0.009811768,
0.015285395,
0.019201368,
0.010132033,
0.031182207,
0.0092367465,
-0.02770296,
0.02698964
] | python -m venv .env
Activate the virtual environment. On Linux and MacOs:
source .env/bin/activate
Activate Virtual environment on Windows
.env/Scripts/activate
Now you're ready to install 🤗 Transformers with the following command:
pip install transformers
For CPU-support only, you can conveniently install 🤗 Transformers and a deep learning library in one line. For example, install 🤗 Transformers and PyTorch with:
pip install 'transformers[torch]'
🤗 Transformers and TensorFlow 2.0: |
[
0.018530687,
0.012707183,
-0.025802601,
-0.033358224,
0.004666269,
-0.028206661,
-0.014133195,
0.019740183,
0.0009593849,
0.02123339,
-0.019516204,
-0.009534121,
0.055995226,
-0.03942064,
0.013438854,
0.034821566,
-0.016828433,
-0.016574588,
-0.043004334,
0.029042857,
0.03992833,
0.010788414,
-0.055636857,
-0.009690907,
-0.021800809,
0.006988204,
0.007167389,
-0.01724653,
0.111811265,
0.065402426,
-0.012878902,
0.013356728,
0.0025440499,
-0.038226075,
0.009817829,
-0.01732119,
-0.01025086,
-0.018202182,
-0.055696584,
-0.04557265,
0.007831866,
0.009952218,
-0.005946693,
-0.07495894,
-0.05557713,
0.014469166,
0.021860536,
-0.014006273,
0.0024805886,
-0.034104824,
-0.0052336873,
0.020456923,
0.012908766,
0.033746455,
-0.057219654,
-0.030356878,
-0.013110349,
0.029401226,
-0.016679112,
0.008220099,
0.0065103783,
0.0375392,
0.0035836946,
0.00044702855,
0.013364194,
0.037748247,
0.010265792,
0.05704047,
0.009870091,
0.02427953,
-0.024622967,
0.035478577,
-0.006349859,
-0.035777215,
0.02087502,
0.04622966,
-0.0029584144,
-0.019053308,
0.031835154,
0.019949233,
0.00016611918,
0.04440795,
-0.025772735,
0.017575035,
-0.0034231748,
-0.015208304,
-0.0020438258,
-0.032820668,
0.003956996,
-0.012587727,
-0.014304914,
0.017589968,
-0.0023051368,
0.008123041,
0.0037068839,
0.026698524,
-0.019157834,
0.03885322,
0.0021483502,
-0.012916232,
0.004677468,
0.109541595,
0.0003399377,
0.036344636,
0.0080110505,
-0.008966702,
0.030521132,
0.008451547,
-0.034881294,
-0.023861432,
0.03906227,
0.027191281,
-0.035478577,
0.010676423,
0.01594744,
-0.0005510863,
0.0076004188,
0.034851428,
-0.057279382,
-0.016051965,
-0.004949978,
-0.024697628,
0.008974168,
-0.03443333,
0.003975661,
-0.052142754,
0.009982082,
-0.0020774228,
0.03956996,
-0.013192476,
-0.0067866216,
0.04034643,
0.021337913,
0.029416159,
0.0032813202,
-0.034164555,
-0.020755565,
0.01971032,
0.0027680306,
0.024951473,
-0.0015006721,
-0.0113259675,
0.0144393025,
0.0926385,
0.040645067,
-0.032522026,
0.039271317,
-0.053188,
-0.023234285,
0.021785876,
-0.019098105,
-0.006850083,
0.027833361,
0.026205765,
-0.00594296,
0.017440647,
0.012401076,
0.01387935,
0.02413021,
0.01732119,
0.033806186,
0.010743617,
-0.03891295,
0.04882784,
0.026728388,
0.025787668,
-0.014805138,
-0.005685382,
0.029431092,
-0.028385846,
0.046767212,
-0.010280724,
-0.04022697,
-0.02304017,
0.07131552,
-0.0036863524,
0.05978797,
-0.000001771724,
-0.020337466,
-0.013341796,
-0.031476784,
-0.018724803,
0.014984323,
0.03855458,
0.00563312,
0.030058237,
-0.010654025,
0.013110349,
0.029117517,
0.003327983,
0.02042706,
0.025802601,
-0.052142754,
0.010071674,
-0.03261162,
0.016275946,
0.00012003977,
0.043004334,
0.005140362,
-0.04658803,
-0.023831569,
0.016037032,
-0.0060213534,
-0.029968645,
0.044826046,
0.0019374348,
-0.02608631,
0.010258325,
0.029744664,
-0.012154697,
0.026683591,
0.008235032,
-0.03550844,
0.025324775,
0.042944606,
-0.01275198,
-0.020994477,
0.020262806,
0.012916232,
-0.0020382262,
0.018739736,
0.013618039,
0.048947293,
0.030013442,
0.018037928,
-0.020919817,
-0.00895177,
0.04846947,
0.029864121,
0.030610723,
0.015499478,
0.058682997,
0.04897716,
0.029266838,
-0.020471854,
0.025235182,
0.033089444,
0.017127072,
0.0041548456,
0.020352399,
0.028609827,
0.0056032557,
0.0010975065,
0.039808873,
-0.011647007,
-0.016589519,
-0.019874573,
-0.012617591,
-0.04449754,
-0.006461849,
-0.06289384,
0.0492758,
0.02042706,
-0.03108855,
-0.04790205,
-0.017739289,
-0.019979097,
0.021263255,
-0.03951023,
-0.031506646,
0.02746006,
0.025235182,
-0.03780798,
-0.00043092994,
0.027997613,
0.02704196,
-0.0488577,
0.021039274,
0.018590415,
-0.043302976,
-0.04682694,
-0.009116023,
-0.06349112,
0.013058087,
-0.056204274,
-0.031626105,
0.013759893,
-0.02725101,
0.001228162,
-0.019366883,
0.0017927805,
0.0043825596,
0.0016649248,
-0.0040764525,
0.07203226,
0.027773632,
-0.00061874726,
0.006745558,
-0.050828733,
0.012401076,
-0.028296255,
-0.004404958,
-0.038883086,
-0.036792595,
0.041063167,
-0.015081381,
0.0010508437,
-0.04252651,
-0.04458713,
0.009354936,
-0.016918024,
0.027385399,
0.002364865,
0.04288488,
0.017664628,
0.015275498,
-0.0005258885,
-0.0543527,
0.034194417,
0.0488577,
-0.027236078,
0.0072831125,
0.0008165971,
0.03377632,
-0.029655071,
-0.013491116,
0.07268927,
0.015574139,
-0.06516351,
-0.030670453,
0.020755565,
0.00035043678,
0.013647903,
-0.039271317,
-0.031506646,
0.019590864,
-0.05303868,
-0.04596088,
-0.00028184263,
-0.03933105,
-0.021039274,
-0.017724356,
-0.0053195464,
0.037210695,
-0.0068874126,
0.037778113,
-0.019635659,
0.030327015,
-0.007682545,
-0.012893834,
-0.007200986,
-0.023025237,
0.032880396,
0.033597134,
0.0073055103,
-0.008317158,
0.059817836,
-0.03225325,
0.020651039,
-0.04204868,
0.018470958,
-0.04661789,
-0.011139317,
-0.034074962,
0.008459012,
0.031984475,
-0.03783784,
0.02348813,
0.018306706,
0.022502614,
0.032551892,
0.011139317,
0.045871288,
-0.0038562047,
-0.041122895,
-0.012774378,
0.014484098,
0.035388984,
0.041720178,
0.0114454245,
0.03906227,
-0.00539794,
-0.029849188,
-0.012856504,
0.008794984,
-0.019217562,
0.019979097,
0.020247875,
0.03733015,
-0.017739289,
-0.054382563,
-0.0036266241,
0.053367183,
0.04796178,
0.007652681,
-0.0018179783,
-0.0068202186,
0.0005916829,
-0.052650444,
-0.005965358,
0.015708527,
-0.028251458,
0.01282664,
0.010303122,
0.0029005527,
-0.05053009,
0.038076755,
0.038136482,
0.04805137,
0.018441094,
0.06152009,
0.017485444,
-0.012124833,
-0.00007448532,
0.0014549426,
-0.023353742,
-0.038166348,
-0.001997163,
0.085411385,
0.010071674,
-0.0048230556,
-0.01181126,
0.012811707,
0.021994924,
-0.035568167,
0.016171422,
0.030640587,
-0.012654921,
-0.02044199,
-0.0024731224,
-0.026803048,
-0.03703151,
-0.045751832,
0.043810666,
0.05220248,
0.0036844858,
0.0029024193,
-0.022711664,
-0.027997613,
0.004300433,
0.0056181876,
-0.010810812,
-0.015962372,
0.015469614,
-0.028146934,
0.034911156,
0.04545319,
-0.029475886,
-0.020262806,
-0.034702107,
-0.023458267,
0.012080037,
0.010848142,
-0.03195461,
-0.021397643,
-0.002865089,
0.030550996,
0.0011889653,
-0.0053755417,
0.03174556,
0.037061375,
-0.038644172,
0.0179782,
-0.029356431,
0.00080306485,
-0.028654624,
-0.035986267,
-0.018859193,
0.028311186,
-0.017037481,
-0.03529939,
0.021905333,
0.020636108,
-0.04661789,
-0.028893536,
0.021039274,
0.009758102,
-0.033179037,
0.025414366,
0.01355831,
-0.004434822,
0.053188,
0.030058237,
-0.0022398091,
0.016022101,
-0.033865914,
0.0005067568,
-0.030327015,
-0.040197108,
-0.0020326267,
-0.038435124,
0.04849933,
0.0025384503,
0.017201733,
0.023144694,
-0.081409596,
0.004897716,
-0.020680904,
-0.031805288,
0.021397643,
0.00078719953,
0.0050582355,
-0.0036788865,
-0.029655071,
0.022622071,
-0.0123413475,
-0.018545618,
-0.034911156,
0.062236827,
0.023025237,
-0.013185009,
-0.052232347,
-0.004143647,
0.025309842,
-0.017201733,
0.0050283712,
0.0047521284,
-0.008212633,
0.007966254,
-0.020471854,
-0.020964613,
-0.045274008,
-0.023951026,
-0.031476784,
0.0014810738,
-0.03443333,
-0.02298044,
-0.02254741,
-0.03601613,
0.072211444,
-0.032074064,
-0.043840528,
-0.030998956,
0.015962372,
0.025474096,
-0.007839331,
0.060325526,
-0.042795286,
-0.03956996,
-0.009750635,
0.028729284,
-0.06301329,
-0.012639989,
-0.023965957,
-0.009048829,
0.00136815,
0.0038151415,
-0.008862178,
-0.09180231,
-0.016723908,
-0.0035370318,
-0.045751832,
-0.05739884,
-0.00043442962,
-0.030849637,
0.0043190983,
0.00793639,
0.025907125,
-0.016051965,
-0.014775273,
-0.012968495,
0.01079588,
-0.008518741,
0.030565927,
-0.040704798,
-0.0029266838,
-0.010153801,
-0.016440198,
-0.0146931475,
0.032820668,
-0.024518443,
0.0072569815,
0.008630731,
0.026280425,
-0.043362703,
-0.039151862,
0.0020251607,
0.01072122,
0.051754523,
-0.02094968,
0.011639541,
0.00019703321,
0.02768404,
0.047424223,
0.036583547,
-0.031476784,
-0.0047259973,
-0.053964466,
-0.06552188,
0.042735558,
-0.011602211,
-0.02559355,
-0.017799016,
-0.019471407,
0.056473054,
-0.034045096,
0.033029716,
0.0610124,
0.019486338,
0.012983426,
-0.05492012,
0.010527102,
0.0048827836,
0.0023312678,
-0.00021569828,
0.0041399137,
-0.0430342,
0.018978648,
-0.024309395,
-0.03697178,
0.0005310214,
0.011355832,
0.02245782,
-0.023532927,
0.02174108,
-0.016858296,
-0.026295358,
-0.038584445,
0.0045766765,
0.046767212,
-0.0022230104,
0.025907125,
0.04342243,
0.0043265643,
0.04933553,
0.035926536,
0.032999855,
-0.02245782,
0.041212488,
0.017948337,
-0.007645215,
-0.017455578,
0.017216666,
-0.05053009,
-0.033238765,
-0.014872332,
-0.004012991,
-0.03942064,
-0.026758252,
0.016320743,
0.022203974,
-0.013625505,
0.032342844,
0.055547263,
0.025399435,
0.0048417207,
0.02725101,
0.014663284,
-0.024384055,
0.00032383905,
0.048081234,
-0.070419595,
-0.04948485,
-0.039599825,
0.014566225,
-0.012229358,
-0.029968645,
0.02762431,
-0.023532927,
0.0324623,
0.06295357,
-0.03780798,
0.060982533,
0.0016481262,
-0.0005641519,
-0.014588623,
-0.033537406,
-0.072271176,
-0.034970887,
0.0113259675,
-0.024891745,
-0.018396297,
-0.021203525,
-0.013647903,
-0.02102434,
0.032701213,
-0.027430195,
-0.0695834,
0.007951322,
0.002023294,
-0.033208903,
0.045632377,
0.0036340903,
0.028460506,
-0.032522026,
-0.023667315,
-0.00040689865,
-0.016798567,
0.008862178,
-0.015380022,
-0.009877558,
-0.061699275,
0.0035724954,
-0.075556226,
-0.028714351,
-0.008906974,
-0.029759597,
0.0125056,
0.0038487385,
-0.017963268,
-0.037778113,
0.009332538,
0.04637898,
-0.034194417,
0.02232343,
-0.0013140213,
0.01645513,
-0.018814396,
-0.011079589,
-0.05638346,
-0.0056069884,
0.030013442,
-0.019023445,
0.028341051,
-0.016619382,
0.037300285,
-0.004442288,
0.018351503,
0.037270423,
-0.032014336,
-0.021472303,
-0.009825296,
0.05847395,
0.00308907,
-0.0075406907,
0.039301183,
-0.022159178,
-0.029923849,
0.036105722,
-0.012639989,
0.02209945,
-0.0207257,
-0.006473048,
0.046856806,
0.036613412,
-0.014513963,
-0.013550845,
-0.013946544,
0.004203375,
0.009123489,
0.0026168437,
0.04948485,
0.041481264,
-0.022920713,
0.023592655,
0.050052267,
-0.03601613,
0.02710169,
0.021099001,
0.026817981,
0.058951773,
0.03428401,
-0.010086607,
-0.009780499,
-0.019113038,
-0.053307455,
0.05572645,
-0.03789757,
-0.030939229,
-0.0014521428,
-0.056980744,
0.017545171,
0.014611021,
0.00848141,
0.03195461,
0.0014409438,
0.023323879,
-0.0040316563,
0.0075630886,
0.0277587,
-0.002838958,
-0.07913992,
-0.05506944,
-0.021203525,
0.035896674,
-0.020830223,
-0.033656865,
0.006943408,
0.022696732,
-0.029819325,
-0.0078243995,
-0.030610723,
-0.05611468,
-0.028759148,
0.054651342,
-0.008757654,
-0.025713008,
-0.018963717,
0.0013578843,
-0.044228762,
0.0138644185,
-0.013901748,
0.036553685,
0.009549052,
0.016275946,
0.014991788,
0.067134544,
-0.016768703,
0.004923847,
-0.012117367,
-0.008548604,
0.03667314,
-0.0026411081,
0.0035631629,
0.015036585,
0.00096591766,
0.017067345,
0.040674932,
0.032044202,
0.02762431,
0.0070964615,
-0.017410783,
-0.007869196,
0.0053120805,
0.009832762,
0.0500224,
-0.0061445427,
-0.041122895,
0.010258325,
0.0020830224,
0.042855013,
0.022517547,
0.008302226,
0.0053904736,
0.011609677,
0.012625057,
0.02341347,
-0.049395256,
-0.01869494,
0.013491116,
-0.028848741,
0.05115724,
-0.0035165001,
0.011333434,
0.0038487385,
0.011968046,
0.045901153,
-0.02145737,
-0.0012804242,
-0.01322234,
0.01935195,
-0.025309842,
0.032223385,
-0.0068463497,
0.003923399,
-0.019157834,
-0.019829776,
-0.0449455,
0.017380917,
0.0021091534,
-0.053785283,
-0.0028109604,
-0.061221447,
-0.018754669,
-0.040465884,
0.017918473,
-0.036941916,
0.035687625,
-0.0030946694,
-0.008757654,
-0.041302077,
0.0078094676,
-0.0019878305,
0.047274902,
0.023010304,
0.036255043,
0.0065813055,
0.06749291,
0.02153203,
-0.018680008,
0.05623414,
0.0025365837,
-0.077049434,
-0.012393611,
0.025713008,
-0.014618487,
-0.026832912,
-0.02978946,
-0.04297447,
0.020098554,
0.0110721225,
-0.04363148,
-0.02420487,
-0.039689418,
0.003372779,
-0.0141854575,
0.008832314,
0.06820965,
0.031536512,
-0.0012720249,
-0.0021315515,
0.023129761,
-0.010355384,
-0.033447817,
-0.038106617,
0.026340155,
-0.019994028,
-0.028355982,
-0.0033970438,
-0.051067647,
-0.0020027626,
0.0034530389,
-0.033149175,
0.013364194,
-0.024667764,
0.026788116,
0.061400633,
0.017589968,
0.002000896,
-0.013162611,
0.018306706,
0.013513515,
-0.016664179,
0.04832015,
0.027056893,
-0.02224877,
0.01122891,
0.05220248,
0.0115126185,
-0.019979097,
-0.058025986,
0.0041996418,
0.028505303,
-0.045483056,
-0.027743768,
0.0038076753,
0.034612514,
-0.0050992984,
-0.021994924,
-0.021039274,
0.011333434,
-0.029864121,
-0.051575337,
-0.05073914,
-0.05689115,
0.00029864121,
-0.049962673,
-0.0062416014,
-0.015469614,
0.26447666,
0.047364496,
0.004143647,
0.022487683,
0.03189488,
0.063311934,
0.0015053384,
-0.0031506647,
-0.009728237,
-0.056652237,
-0.0285501,
-0.0045244144,
-0.006499179,
0.04972376,
-0.07746753,
0.0037535466,
-0.053008813,
0.0064842473,
-0.010459908,
-0.0017237198,
-0.009369868,
0.021905333,
0.0093848,
0.0033877112,
0.02260714,
-0.008339556,
-0.015768256,
-0.051097512,
-0.013125281,
-0.058892045,
-0.014245186,
-0.0492758,
0.013715098,
0.007163656,
-0.018829329,
0.035329256,
0.040794387,
-0.0059877564,
0.0038674036,
0.025877262,
0.028430643,
-0.007365239,
0.031655967,
0.02544423,
-0.006980738,
0.04049575,
-0.018127521,
0.021099001,
0.04470659,
-0.060415115,
-0.0007596686,
-0.063073024,
0.00891444,
-0.03906227,
-0.04760341,
0.024697628,
-0.04043602,
-0.012677319,
-0.012878902,
0.0069322092,
0.0101761995,
-0.0037572796,
-0.0246379,
0.015678663,
-0.011393162,
0.00031287334,
-0.0055659255,
0.057816938,
-0.03718083,
-0.008802449,
-0.0011647007,
-0.024533376,
-0.038136482,
-0.06367031,
0.028998062,
0.024802152,
0.042795286,
-0.012109901,
-0.013207408,
-0.03616545,
0.021651488,
-0.014170526,
-0.002680305,
-0.067134544,
0.0031935945,
0.020471854,
-0.008757654,
-0.0036210245,
0.012774378,
0.053755417,
0.028789012,
0.06528297,
-0.008212633,
0.018933853,
0.013618039
] | PyTorch installation instructions.
TensorFlow 2.0 installation instructions.
Flax installation instructions.
Install with pip
You should install 🤗 Transformers in a virtual environment. If you're unfamiliar with Python virtual environments, take a look at this guide. A virtual environment makes it easier to manage different projects, and avoid compatibility issues between dependencies.
Start by creating a virtual environment in your project directory: |
[
0.014152026,
-0.0043623107,
-0.018138215,
-0.025027925,
0.0062815873,
-0.040382136,
-0.0037260675,
0.003539764,
-0.0039791586,
0.041113287,
-0.020191068,
-0.016718091,
0.052418035,
-0.052952338,
0.015677605,
0.066197455,
0.00623589,
-0.017041486,
-0.020795675,
-0.008703531,
0.036754493,
-0.0072763767,
-0.049549665,
0.0010316989,
-0.020570705,
0.011171171,
-0.013540388,
-0.022075191,
0.08194536,
0.05877344,
-0.015972877,
0.0089214705,
-0.019431792,
-0.02516853,
0.0020053976,
-0.033717394,
-0.00089197134,
-0.014285602,
-0.03560152,
-0.06181054,
0.002938672,
0.002479944,
-0.0018384276,
-0.046484448,
-0.026166836,
-0.008844137,
-0.026405865,
-0.038441766,
0.0071076495,
-0.026110593,
0.006559285,
0.030820904,
0.040832072,
0.007859893,
-0.04870603,
-0.049521543,
-0.032114483,
0.02114719,
-0.031270843,
0.025182592,
0.024451438,
0.043559838,
-0.03723255,
-0.026166836,
-0.0033358848,
0.027924415,
0.033801757,
0.057817318,
0.0010554262,
0.008373106,
-0.060798172,
0.025885623,
-0.014060631,
-0.033464305,
0.015705725,
0.06501636,
0.0058878893,
0.0045556445,
0.03070842,
0.008035651,
0.005121585,
0.058267258,
0.0010404867,
0.01916464,
0.036979463,
-0.0004850918,
-0.0023077012,
-0.008584016,
-0.015691664,
-0.04069147,
-0.011958567,
0.0267152,
-0.010749353,
-0.005582071,
0.0044853417,
0.018869368,
-0.014777724,
0.032705028,
0.021217493,
-0.029752297,
-0.0030423691,
0.07092182,
-0.010946202,
0.03700758,
0.021976767,
-0.045134626,
0.026869867,
0.0007768499,
-0.011044626,
-0.018236639,
0.0056664348,
0.01268972,
-0.019966098,
0.014608996,
0.024957621,
-0.022820406,
-0.026841747,
0.0063729812,
-0.057761073,
-0.0017496699,
0.0076068016,
-0.010348625,
0.0034659456,
-0.06141684,
-0.010573595,
-0.057114284,
0.008063773,
-0.00019739808,
0.02626526,
-0.010313474,
-0.015269846,
0.02404368,
0.033717394,
0.035039093,
0.0077544386,
-0.024156164,
-0.027980657,
0.05185561,
-0.013055297,
0.0007676226,
0.0064257085,
-0.036417037,
-0.002884187,
0.07834584,
0.020064522,
-0.02601217,
0.02251107,
-0.057929803,
0.008288742,
0.021836162,
-0.05140567,
0.016774334,
-0.0055504343,
0.03405485,
-0.022961011,
0.017927306,
0.0063554053,
0.024704529,
0.013202933,
0.016507182,
0.020373855,
0.0032796424,
-0.01670403,
0.06164181,
-0.014932391,
0.03562964,
-0.035123456,
-0.018433489,
0.01556512,
-0.03501097,
0.0387511,
-0.014665239,
-0.027390111,
0.025520047,
0.062541686,
-0.00035722792,
0.078458324,
0.013863782,
-0.004179523,
-0.020795675,
-0.038610496,
-0.02980854,
0.015044875,
0.043109898,
-0.030370964,
0.055005193,
-0.00183667,
-0.013547419,
0.039285406,
-0.007845832,
-0.01292875,
0.03295812,
-0.0449659,
0.01357554,
-0.057761073,
0.018869368,
-0.03832928,
0.025843441,
0.021414341,
-0.043362986,
-0.027347928,
0.027277626,
-0.01736488,
-0.026912048,
0.035123456,
-0.009983049,
0.00060856174,
0.02447956,
0.015705725,
-0.03422358,
0.0351797,
0.0035960067,
-0.011656264,
0.001080911,
0.029414842,
-0.004808736,
0.0100533515,
0.029133629,
-0.0029650356,
-0.01224681,
0.0135825705,
0.010060382,
0.056439374,
-0.00690377,
0.015171422,
-0.028655568,
-0.02002234,
0.0476093,
0.004411523,
0.013280267,
0.0047103115,
0.040635224,
0.021020643,
0.057761073,
-0.021442464,
-0.016549364,
0.022876648,
0.01847567,
0.004538069,
0.023115678,
0.010524383,
-0.0028191567,
-0.0005255161,
0.034364183,
-0.03492661,
-0.021048766,
-0.04963403,
-0.017899184,
-0.031270843,
-0.0026609746,
-0.034561034,
0.039285406,
-0.00980026,
-0.021133129,
-0.051602516,
-0.03090527,
-0.020894099,
0.036585763,
0.0014974573,
-0.008499652,
0.049127847,
0.02806502,
-0.043053653,
-0.0404665,
0.04055086,
0.065972485,
-0.00956826,
0.027249504,
0.0068194065,
-0.0103978375,
-0.016183788,
-0.019445853,
-0.045303356,
0.02339689,
-0.06630994,
-0.02200489,
-0.0048192814,
-0.052136824,
-0.007297468,
-0.0007096225,
0.001903458,
0.02357968,
-0.0019403672,
0.03377364,
0.06293539,
0.03203012,
-0.023931196,
0.009308138,
-0.038076192,
-0.013695056,
-0.017069606,
-0.016788395,
-0.023270346,
-0.027221384,
0.017069606,
-0.00062350114,
-0.043756686,
-0.014144995,
-0.030736541,
0.021611191,
-0.001152093,
0.018672518,
0.03605146,
0.052839853,
0.006140981,
0.0057121315,
-0.009736988,
-0.038413644,
0.04201317,
0.04026965,
-0.017407062,
0.021526827,
0.017674213,
0.031467695,
-0.027783807,
0.005880859,
0.06777225,
0.0074240137,
-0.061698053,
-0.028683688,
-0.012520992,
-0.0023182468,
-0.014299663,
-0.0137794195,
-0.025013864,
0.029639812,
-0.038666736,
-0.028669627,
-0.001987822,
-0.004868494,
-0.0021969737,
-0.022370465,
-0.0028859447,
0.024549862,
-0.014988634,
0.044994023,
-0.015213603,
0.034701638,
-0.02293289,
-0.00890741,
0.0026908533,
0.0053219493,
0.036473278,
0.041535106,
0.0007105013,
-0.020064522,
0.07575868,
-0.030005388,
-0.0032216422,
-0.06186678,
0.036360793,
-0.01602912,
-0.012359295,
0.009441714,
0.012703781,
0.05098385,
-0.0030458844,
0.028655568,
0.02185022,
0.01403251,
0.009076138,
-0.026152775,
0.051743124,
0.010362686,
-0.012492871,
-0.0037506735,
0.015874453,
0.023945255,
0.03965098,
-0.006541709,
0.041338257,
0.03849801,
-0.008591046,
-0.0053711613,
-0.004207644,
-0.0218221,
-0.0095612295,
0.043531716,
0.01713991,
-0.014109843,
-0.034364183,
0.0022778222,
0.054892708,
0.037345037,
0.012492871,
-0.008436379,
-0.01958646,
0.010805596,
-0.05613004,
-0.016971182,
0.008837107,
-0.0035186731,
-0.0034325516,
-0.009765109,
-0.017885124,
-0.049409058,
0.029189872,
0.04696251,
0.04606263,
0.007880984,
0.059560835,
0.012190567,
-0.011410203,
0.023284405,
0.007866924,
-0.03180515,
-0.04251935,
0.022497011,
0.03827304,
0.004003765,
-0.023537498,
-0.016099423,
0.017252395,
0.027165141,
-0.038441766,
-0.008366076,
0.033436183,
0.0043798867,
-0.062147994,
0.007768499,
-0.02958357,
-0.04493778,
-0.054161552,
0.016746212,
0.07103431,
-0.0025801258,
0.009280017,
-0.030005388,
-0.039735343,
0.009251895,
-0.008513712,
-0.041506983,
-0.029105507,
0.013976268,
-0.04161947,
0.018995913,
0.035489034,
-0.021793978,
-0.027137019,
-0.042266257,
-0.047721785,
-0.00011775779,
0.015044875,
-0.043306746,
-0.027769748,
-0.005181343,
0.017449243,
-0.0021811554,
-0.000058714122,
0.032142606,
0.022581374,
-0.023467194,
-0.0020510945,
-0.030539691,
0.0018858822,
-0.015368271,
-0.013898934,
0.025281016,
0.024901379,
0.0067139515,
-0.028163446,
0.025266955,
0.048368573,
-0.044262867,
-0.03981971,
-0.0013955177,
0.013420873,
-0.0007772893,
0.024367075,
-0.00033745516,
-0.0023762467,
0.06316036,
0.06417272,
-0.026180897,
0.026082471,
0.00868244,
0.016788395,
-0.02134404,
-0.048171725,
0.012528023,
-0.045922022,
0.04184444,
-0.008844137,
0.0028683688,
0.003427279,
-0.08143918,
-0.024887318,
-0.0063061933,
-0.009744017,
0.025871562,
0.034336064,
-0.025182592,
-0.0025027925,
0.0069951643,
0.003126733,
-0.021048766,
-0.049352817,
-0.032423817,
0.039791588,
0.000029054978,
-0.0008260621,
-0.040635224,
-0.025969986,
0.029246114,
-0.03740128,
-0.0013471843,
0.029217992,
-0.0022830951,
-0.007153346,
-0.01670403,
-0.051996216,
-0.044262867,
-0.00062833447,
-0.033745516,
-0.015157361,
-0.0707531,
-0.02761508,
-0.0070127402,
-0.046371963,
0.07424013,
-0.040410254,
-0.052361794,
-0.018967792,
0.0149605125,
0.022595435,
0.0016934273,
0.06490388,
-0.05717053,
-0.030202236,
-0.0010202746,
0.0129428115,
-0.05742362,
-0.02180804,
-0.021020643,
-0.020584764,
-0.014215299,
-0.0075786803,
-0.0021231554,
-0.07587117,
-0.01291469,
-0.015930695,
-0.024873257,
-0.06034823,
-0.012408507,
-0.06704109,
0.012886569,
-0.0011643961,
0.023031315,
-0.0064889817,
0.0055504343,
-0.042350624,
-0.00053913734,
-0.025281016,
0.053824097,
-0.028655568,
-0.0053500705,
0.0040881285,
-0.0016424576,
-0.00590195,
0.033914242,
-0.010215049,
0.024395196,
0.017041486,
0.031102117,
-0.057058044,
-0.038019948,
-0.009617472,
0.023425013,
0.060741927,
-0.026180897,
0.005652374,
0.0236078,
0.016661849,
0.039285406,
0.027868172,
-0.050365184,
0.004995039,
-0.065972485,
-0.085657366,
0.052586764,
-0.017702335,
-0.011480506,
0.0035116428,
0.0053078886,
0.027924415,
-0.019980157,
0.024296772,
0.054555252,
-0.0016116999,
-0.004942312,
-0.050618272,
0.05849223,
0.014974573,
-0.0065346784,
0.0053395247,
0.017308637,
-0.026180897,
0.027024534,
-0.0071357707,
-0.013638813,
0.01311857,
0.02491544,
0.016296271,
-0.01647906,
-0.01201481,
-0.018433489,
-0.03672637,
-0.05877344,
-0.006365951,
0.04718748,
0.020739432,
0.03740128,
0.06681612,
-0.0047770995,
0.03472976,
0.029752297,
-0.00935735,
-0.031242723,
0.0075224377,
0.022497011,
-0.027235443,
-0.01490427,
0.026827686,
-0.025266955,
-0.0404665,
-0.02623714,
0.0017180335,
-0.044487838,
-0.022412647,
0.0133365095,
0.009898685,
-0.04024153,
0.02515447,
0.044712808,
-0.0030177631,
0.027052656,
0.0035116428,
0.024409257,
-0.01557918,
0.013941117,
0.00757165,
-0.06422897,
-0.02851496,
-0.04856542,
-0.009947897,
-0.019727066,
-0.006348375,
0.054442767,
-0.009526078,
0.019038096,
0.061360598,
-0.0050688577,
0.0462876,
-0.0063413447,
-0.01491833,
-0.030539691,
-0.044600323,
-0.07800838,
-0.042716198,
-0.0036346733,
-0.002374489,
0.012317114,
-0.0020757008,
0.003239218,
0.03006163,
0.035967097,
-0.024170225,
-0.069178306,
-0.012387416,
0.010601716,
-0.044150382,
0.058604714,
0.021667434,
0.0065522543,
-0.013519297,
-0.032817513,
0.010137715,
0.010735292,
0.001957943,
-0.021456525,
-0.034532912,
-0.0650726,
0.027516656,
-0.052896097,
-0.014637117,
-0.021737736,
-0.029105507,
-0.0034132183,
0.0066823154,
-0.007367771,
-0.023200043,
0.025407562,
0.04049462,
-0.02381871,
0.015860392,
-0.0020177006,
-0.0015589725,
-0.015072997,
-0.008605107,
-0.01045408,
-0.0021073371,
0.02983666,
-0.026462108,
0.034364183,
0.0069811037,
0.034392305,
-0.018602215,
0.009188623,
0.0521087,
-0.023326589,
0.001331366,
-0.026166836,
0.021231554,
0.01981143,
0.0021337008,
0.001607306,
-0.036979463,
-0.016394697,
0.05070264,
-0.015958818,
-0.0070303157,
0.0030863087,
-0.03250818,
0.029189872,
0.055539496,
-0.013716146,
-0.028233748,
-0.010601716,
0.030145993,
0.0033007332,
0.0033534607,
0.0445722,
0.046428207,
-0.01958646,
0.049099725,
0.02758696,
-0.023903074,
0.023649983,
0.021175312,
0.028669627,
0.04502214,
0.049465302,
-0.00012467826,
-0.025056046,
0.009083168,
-0.06754728,
0.054386523,
-0.049268454,
-0.01268972,
0.006974073,
-0.046315722,
0.028852416,
0.0027576415,
0.011733597,
0.02692611,
0.006499527,
0.034786005,
0.025688775,
-0.013280267,
0.032986242,
0.019459914,
-0.06602873,
-0.04142262,
-0.02426865,
0.01827882,
-0.024859197,
-0.05298046,
0.031327087,
0.008584016,
-0.0131888725,
-0.012612387,
-0.015888514,
-0.048593543,
-0.0021301857,
0.031045875,
-0.011979658,
-0.029189872,
-0.034392305,
0.03523594,
-0.041985046,
-0.017378941,
-0.015874453,
0.02847278,
0.0055574644,
0.0077192867,
0.019614581,
0.061698053,
-0.022834465,
0.0011318808,
0.0047524935,
-0.0037366129,
0.021751797,
-0.02847278,
0.013027175,
0.0129920235,
0.02204707,
-0.0057718894,
0.042378742,
0.030005388,
0.02048634,
0.0040986743,
-0.028796174,
-0.005283282,
-0.003975644,
0.0010527897,
0.013990329,
-0.00092185015,
-0.046625055,
0.02806502,
0.006738558,
0.036754493,
0.040157165,
0.019839551,
0.012169477,
0.01267566,
0.023101619,
0.043981656,
-0.039060436,
-0.008717592,
0.013498207,
-0.04316614,
0.055820707,
-0.00011632976,
0.017069606,
0.008612137,
0.034167334,
0.047749907,
0.0017531851,
0.016605606,
-0.03523594,
0.027896293,
-0.015297967,
0.036529522,
0.0104470495,
0.0070865583,
-0.008394198,
-0.026757382,
-0.040354013,
0.029499205,
0.0064257085,
-0.05233367,
-0.010826686,
-0.04370044,
-0.0035221882,
-0.0400728,
0.012984993,
-0.02670114,
0.05340228,
0.026954232,
-0.01668997,
0.007613832,
0.011705476,
0.011030566,
0.047721785,
0.023185981,
0.052643005,
0.017125849,
0.070190676,
0.018166335,
0.018588156,
0.04611887,
0.0037436432,
-0.07738972,
-0.015340149,
0.027432293,
-0.024113983,
-0.009469835,
-0.039454132,
-0.034026727,
0.016408756,
0.0014113359,
-0.07733347,
-0.01357554,
-0.030877147,
-0.012485841,
-0.000672274,
-0.011255535,
0.072834074,
0.030849027,
0.005209464,
0.0066401334,
0.030230358,
-0.03832928,
-0.030820904,
-0.03335182,
0.02425459,
-0.013090448,
-0.0231438,
0.03678261,
-0.040578984,
-0.011909355,
0.01002523,
-0.048593543,
-0.0021003068,
-0.024802955,
0.013013114,
0.04744057,
0.027319808,
0.001824367,
-0.01913652,
0.01981143,
0.00823953,
-0.022454828,
0.050196454,
0.036445156,
-0.008837107,
0.01556512,
0.04004468,
0.00934329,
-0.022764163,
-0.0543584,
0.014805845,
0.0010000624,
-0.011157111,
-0.037766855,
-0.022539193,
0.051040094,
-0.0014561542,
0.0018261245,
-0.009033956,
0.023860892,
-0.046765663,
-0.053064823,
-0.027193261,
-0.060404472,
-0.0029738236,
-0.039116677,
0.0048438874,
-0.011621112,
0.23126927,
0.044853415,
0.017941367,
0.05188373,
0.040157165,
0.04032589,
-0.017997608,
-0.001936852,
-0.012127295,
-0.08419506,
-0.017885124,
-0.030764662,
0.016141605,
0.031495813,
-0.053739734,
0.019853612,
-0.043728564,
-0.003652249,
-0.029555447,
0.013870813,
-0.019417733,
0.022342343,
-0.028683688,
0.0029316416,
0.043503594,
0.014398087,
-0.029189872,
-0.03115836,
-0.0015370029,
-0.057536107,
0.005937102,
-0.023340648,
0.00007766302,
-0.031917635,
0.011255535,
0.019558338,
-0.00111079,
-0.02494356,
0.013652873,
0.039988436,
0.0029000053,
0.010953232,
0.04519087,
0.021273736,
0.01781482,
0.03984783,
-0.0024113983,
0.016521242,
0.068953335,
-0.04097268,
0.015241724,
-0.06512885,
-0.011283657,
-0.028121263,
-0.034167334,
-0.012007779,
-0.05320543,
-0.009272987,
0.0034430972,
-0.007146316,
-0.0026820656,
0.027544778,
-0.020373855,
0.0011450627,
-0.022272041,
0.024620166,
-0.016563425,
0.06704109,
-0.04848106,
-0.026194956,
0.030792784,
0.0065698302,
-0.043812927,
-0.053824097,
0.019867672,
0.03939789,
0.034786005,
-0.020851918,
-0.011220384,
-0.060685687,
0.016197847,
-0.0029913995,
-0.014152026,
-0.058829684,
0.01247178,
0.041450743,
0.0055539496,
0.007880984,
0.021695554,
0.062429205,
0.044403475,
0.07727723,
0.0125491135,
-0.0037752795,
0.014946451
] | pip install 'transformers[torch]'
🤗 Transformers and TensorFlow 2.0:
pip install 'transformers[tf-cpu]'
M1 / ARM Users
You will need to install the following before installing TensorFLow 2.0
brew install cmake
brew install pkg-config
🤗 Transformers and Flax:
pip install 'transformers[flax]'
Finally, check if 🤗 Transformers has been properly installed by running the following command. It will download a pretrained model: |
[
0.035794944,
-0.014377031,
-0.013491241,
-0.0150356935,
-0.018018605,
-0.050876062,
0.0022542183,
0.016807271,
0.0072945068,
0.019002816,
-0.017200954,
-0.008789748,
0.028314952,
-0.042366434,
0.00185391,
0.036854863,
0.016065327,
-0.014975127,
-0.030677054,
-0.007585984,
0.013158125,
0.022212852,
-0.050209828,
0.014081767,
-0.057447553,
0.021804027,
-0.015792778,
-0.009592257,
0.09448411,
0.0555397,
-0.019805325,
0.025589447,
-0.0003986522,
-0.044092588,
0.014180188,
-0.04176077,
-0.005893901,
-0.020638118,
-0.031827822,
-0.07710146,
-0.00853991,
0.010114646,
-0.0056667756,
-0.054752335,
-0.039307814,
-0.022894228,
-0.0006463607,
-0.034280777,
-0.0071128067,
-0.03791478,
-0.023106212,
0.014558731,
0.020077875,
0.007828251,
-0.05454035,
-0.027527584,
-0.023560463,
0.016761845,
-0.06771362,
0.008971448,
0.039671216,
0.039398666,
-0.016761845,
-0.025725724,
-0.021213502,
-0.0058068363,
-0.025725724,
0.05030068,
0.003989834,
-0.018760549,
-0.044334855,
0.057084154,
0.0048036994,
-0.017988322,
0.014437597,
0.023469612,
-0.018821115,
-0.0069235354,
-0.0068289,
0.026891634,
-0.011522822,
0.07261952,
-0.00043934546,
0.013097558,
0.0072263693,
-0.023378761,
0.014422455,
-0.0011195383,
-0.026210258,
-0.037611946,
-0.009561975,
0.017034397,
-0.01671642,
0.003768387,
0.020759251,
0.027467016,
-0.005632707,
0.0044554407,
-0.016368162,
-0.024544671,
0.021243785,
0.09981399,
-0.0029412725,
0.023121353,
-0.013877355,
-0.007866105,
0.06144496,
-0.0136426585,
-0.033311706,
-0.019335931,
0.035673812,
0.005821978,
-0.016670996,
-0.007078738,
0.017443221,
0.018472856,
0.024060138,
0.023848154,
-0.05175428,
-0.033372276,
0.0031324362,
0.007037098,
0.004004976,
-0.053934682,
-0.011545535,
-0.05217825,
0.0069803167,
0.0063557224,
0.0014715826,
-0.016549861,
0.01249189,
0.0047128494,
0.031827822,
0.032675758,
-0.015701927,
-0.020713825,
0.012204198,
0.011227559,
0.0204867,
-0.005004327,
-0.01536124,
-0.008486914,
-0.01194679,
0.09836039,
0.016640712,
0.0028996328,
0.028890336,
-0.045697607,
-0.022712529,
0.0029299161,
-0.05490375,
0.03961065,
0.0018747299,
0.025619732,
-0.018745406,
0.008645902,
0.00047152155,
0.0008900472,
0.0045992867,
-0.02147091,
0.004724206,
-0.007385357,
-0.057356704,
0.060233623,
0.0018416075,
0.018139739,
-0.020199008,
-0.026967341,
0.011257843,
-0.016474154,
0.016519578,
0.005110319,
-0.039792348,
0.01573221,
0.063110545,
-0.004421372,
0.07570843,
0.0067077666,
0.006389791,
-0.012408611,
-0.025286615,
-0.011068572,
0.004735562,
0.020516984,
-0.03431106,
0.033614542,
0.020638118,
-0.028087826,
-0.012885574,
-0.0037759577,
0.017746055,
0.042457286,
-0.0066547706,
0.014755572,
-0.038944416,
0.019078523,
-0.0028012118,
0.03403851,
0.015111402,
-0.038944416,
-0.054934032,
0.006208091,
-0.0118786525,
-0.0044440846,
0.011250272,
-0.013937921,
-0.018927107,
0.008290073,
-0.018200306,
-0.0014412992,
0.04312352,
0.021531476,
0.0029791265,
-0.014066625,
0.04527364,
-0.017927755,
-0.0098269535,
0.02776985,
0.025589447,
-0.012151202,
0.031767257,
0.025892282,
0.03782393,
0.04706036,
-0.009319707,
-0.049906995,
-0.019199656,
0.068440415,
-0.014006059,
-0.0017876652,
0.007820681,
0.055448852,
0.028996328,
0.014119621,
0.008502056,
0.036673162,
0.03540126,
0.03054078,
-0.015482374,
0.008797319,
0.017322088,
0.014074196,
0.042275585,
0.03694571,
-0.027194466,
-0.0018737835,
0.0014346747,
-0.0088276025,
-0.009138007,
0.036006927,
-0.041851617,
0.045303922,
0.05066408,
0.0014384601,
-0.041851617,
-0.017200954,
0.009418128,
0.035370976,
0.007385357,
-0.0010353128,
0.034008224,
0.022667103,
-0.00039557653,
-0.01150011,
0.023939004,
0.02893576,
0.0003664761,
0.016943546,
-0.0043343073,
-0.044032022,
-0.014944843,
-0.059173707,
-0.093393914,
0.028542077,
-0.051542297,
0.0046863514,
-0.011772661,
-0.07843393,
0.009448412,
-0.028390659,
0.007521632,
0.0002441597,
-0.0015728426,
0.03297859,
0.04339607,
0.013612375,
-0.009736104,
-0.016383303,
-0.007063596,
0.019472208,
0.0020100586,
-0.0015965014,
-0.027376167,
-0.04790829,
0.014982698,
-0.0023072143,
-0.008782177,
-0.009062299,
-0.06008221,
0.024862647,
-0.01985075,
0.0023658883,
0.0065525644,
0.052329663,
-0.022167427,
-0.00079115306,
0.027467016,
-0.005239023,
0.010349342,
0.066683985,
-0.023575604,
0.02982912,
0.00093074044,
0.008600477,
-0.0418819,
0.011197276,
0.06383734,
0.011454685,
-0.035522394,
-0.040821984,
-0.049089342,
-0.01824573,
-0.005030825,
-0.027118757,
-0.036340043,
0.02389358,
-0.02452953,
-0.06747135,
-0.00083941716,
-0.042245302,
-0.020622976,
-0.031313006,
-0.025998274,
0.0269522,
0.015550511,
0.025074631,
-0.033614542,
0.031494707,
0.017306946,
-0.0040541864,
0.023030503,
-0.0043532345,
0.0009685947,
0.066441715,
-0.019517632,
0.0010476153,
0.03649146,
-0.01941164,
-0.022424836,
-0.021576902,
0.00040338395,
-0.013392821,
-0.0010495081,
-0.00970582,
-0.02219771,
0.061687227,
-0.009758816,
0.026134549,
0.011129139,
0.019169373,
0.0016788343,
-0.003963336,
0.021516334,
0.030692196,
-0.017110104,
-0.027966693,
-0.011159422,
0.0068629687,
0.025165481,
-0.013415533,
0.04239672,
-0.00010403994,
-0.0045084367,
0.01795804,
0.010455334,
-0.024302404,
0.043638337,
-0.014210472,
0.036006927,
-0.009811812,
-0.0056743464,
-0.012249623,
0.020547267,
0.024272121,
0.006416289,
0.01913909,
-0.03649146,
-0.013044562,
-0.046939224,
-0.029041752,
0.015103831,
0.016882978,
-0.012060353,
-0.0019722045,
-0.027376167,
-0.07407312,
0.022439977,
0.03855073,
0.04027688,
0.026967341,
0.03658231,
0.018911965,
-0.015656503,
0.019063381,
0.0150356935,
0.007949385,
-0.040761415,
0.028587501,
0.04672724,
-0.013324683,
-0.015482374,
0.006378435,
0.00916072,
0.0002160056,
-0.038883846,
-0.0045084367,
0.020819817,
0.020986376,
-0.021985726,
-0.01446788,
-0.040821984,
-0.050330963,
-0.057901803,
-0.0009444626,
0.041367084,
-0.000543208,
0.019078523,
-0.00019128207,
-0.017624922,
0.022939654,
-0.0017554892,
-0.025952848,
-0.022712529,
-0.026089124,
-0.055388283,
0.023484753,
0.024741514,
-0.012151202,
-0.016050186,
-0.051360596,
0.016852695,
0.014422455,
0.0031286508,
-0.036067493,
-0.0050156834,
-0.040216316,
0.038066197,
0.028420944,
-0.014891847,
-0.03179754,
0.040852267,
-0.06837985,
-0.01707982,
-0.05348043,
-0.005659205,
0.005541857,
-0.0025911208,
-0.030873897,
0.014861564,
0.00006819673,
-0.03412936,
0.028557219,
0.02551374,
-0.026831066,
-0.06359508,
0.022455119,
0.04061,
0.0021709392,
0.04248757,
0.002504056,
-0.043729186,
0.063897915,
0.05011898,
0.0045311493,
0.01482371,
-0.030889038,
0.021516334,
-0.039338097,
-0.01950249,
0.022379411,
-0.033675108,
0.054782618,
-0.0013305756,
-0.009872379,
0.005201169,
-0.070015155,
0.00422453,
-0.028269526,
-0.0382479,
0.03306944,
0.0030756549,
-0.016125895,
0.00040149124,
-0.015838202,
0.011008006,
-0.03270604,
-0.021137793,
-0.038066197,
0.043880604,
-0.004436514,
0.03001082,
-0.036067493,
-0.003166505,
0.016640712,
-0.0274973,
-0.0035961503,
0.0031456852,
0.008767036,
0.02813325,
0.0013002922,
0.016019903,
-0.045758173,
-0.008040234,
-0.0019797753,
-0.017867189,
-0.02966256,
-0.026785642,
-0.018942248,
-0.020365566,
0.06274714,
-0.039307814,
-0.040034615,
-0.040670566,
0.030449929,
0.026664509,
0.032554623,
0.058810305,
-0.07449709,
-0.02489293,
-0.04818084,
0.04382004,
-0.038429596,
-0.023469612,
-0.037157696,
-0.0058636176,
-0.023560463,
0.011182135,
0.009645253,
-0.060233623,
-0.03010167,
-0.02057755,
-0.029813979,
-0.049876712,
-0.016655853,
-0.05417695,
0.011787802,
-0.014081767,
-0.0062232325,
-0.017004112,
0.02256111,
-0.061596375,
0.014134763,
0.006336795,
0.04179105,
-0.013892496,
-0.008032664,
0.010546184,
-0.010455334,
-0.015383952,
0.052965615,
-0.01662557,
0.02290937,
-0.009153149,
0.027815275,
-0.03540126,
-0.036521744,
-0.0047923434,
0.01877569,
0.07086309,
-0.015641361,
-0.016277311,
-0.0146420095,
0.04160935,
0.019169373,
0.017019255,
-0.050179545,
0.0062913704,
-0.06650228,
-0.04221502,
0.008645902,
-0.02228856,
-0.020305,
0.019532774,
0.016943546,
0.05965824,
-0.020865243,
0.04248757,
0.059082855,
0.0056402776,
-0.00018122705,
-0.06940948,
0.020365566,
0.013491241,
-0.008592906,
-0.028072685,
-0.028966043,
0.012120919,
0.017670346,
-0.0030226589,
-0.03152499,
0.008623189,
0.028314952,
0.06971232,
0.00010806195,
0.032918025,
-0.008926024,
-0.025120055,
-0.05820464,
0.01562622,
0.04481939,
0.01212849,
0.029147744,
0.048301976,
0.014679864,
0.038338747,
0.01895739,
-0.0072528673,
-0.03425049,
0.022152286,
0.008305214,
-0.004330522,
-0.006632058,
0.006170237,
-0.041972753,
-0.026770499,
-0.0027690358,
-0.004243457,
-0.06529095,
-0.014967556,
0.0038573444,
0.0114849685,
-0.013650229,
0.025740866,
0.05329873,
-0.020895526,
0.007127948,
0.0045349346,
-0.0028636712,
-0.023742162,
0.010644604,
0.05257193,
-0.058719456,
-0.018442573,
-0.031403854,
0.010849018,
-0.03412936,
-0.008456632,
0.047999144,
0.0014763143,
0.032736324,
0.04348692,
-0.011515251,
0.04796886,
0.0005990429,
-0.0109852925,
0.0062043057,
-0.021228643,
-0.09048671,
-0.03703656,
0.027557867,
-0.0029450578,
0.01482371,
-0.020259574,
0.000053676093,
0.017276663,
0.021440627,
0.0035810086,
-0.06850098,
-0.004724206,
0.006090743,
-0.049028777,
0.03179754,
-0.0046409266,
-0.017322088,
-0.026346533,
-0.002570301,
-0.013960633,
0.016035045,
0.041124817,
0.0045576473,
-0.017897472,
-0.06492755,
0.013347396,
-0.05284448,
-0.054116383,
-0.011568247,
-0.031736974,
0.022091718,
0.038399313,
-0.041276235,
-0.057508122,
0.03161584,
0.03870215,
-0.030434787,
0.0059431116,
-0.0010116538,
-0.018427432,
-0.004160178,
-0.017170671,
-0.04103397,
0.014899419,
0.036703445,
-0.033644825,
0.0120906355,
0.016201602,
0.042003036,
0.009349991,
-0.0041563925,
0.048725944,
-0.03900498,
0.03164612,
-0.010023796,
0.012348045,
0.027421592,
-0.02191002,
0.023393903,
-0.017216096,
-0.0011327873,
0.035340693,
-0.02964742,
0.035794944,
0.01221934,
-0.03818733,
0.0013239511,
0.034280777,
0.005292019,
-0.024953498,
-0.00529959,
-0.015482374,
0.036552027,
0.018896824,
0.005435865,
0.058961723,
-0.020910667,
0.006874325,
0.02372702,
-0.022227993,
0.003688893,
0.009251569,
-0.025180623,
0.042366434,
0.07128705,
-0.029056894,
0.009085011,
-0.012105777,
-0.047423758,
0.020789534,
-0.05526715,
-0.02469609,
0.0140893385,
-0.020607833,
-0.009584687,
0.011999786,
0.011159422,
-0.017640064,
0.026013415,
0.027618434,
-0.0047847726,
-0.00010398079,
-0.0050648935,
-0.025362322,
-0.027270176,
-0.06138439,
-0.014664723,
0.04690894,
-0.006749406,
-0.0540861,
0.028239243,
0.034825876,
-0.0071885153,
-0.0082749305,
-0.03046507,
-0.037430245,
0.0068251146,
0.02174346,
0.009349991,
-0.003982263,
-0.023318196,
-0.00014159842,
-0.041639633,
0.0015548618,
-0.00853234,
0.036975995,
0.011348693,
0.003408772,
0.016807271,
0.044879954,
0.005435865,
0.0017782017,
-0.015580794,
0.0058446904,
0.044062305,
-0.016035045,
-0.011159422,
-0.007529203,
0.044032022,
0.029359728,
0.03676401,
0.017443221,
0.044637688,
-0.004656068,
-0.019699333,
0.012113349,
0.011734806,
-0.002244755,
0.05768982,
0.0013059704,
-0.031010171,
-0.0015113294,
0.01760978,
-0.010462904,
0.06850098,
-0.0055380715,
-0.01204521,
0.030237945,
-0.0057046297,
0.029844262,
-0.046061005,
-0.02542289,
0.017458363,
-0.046242706,
0.063897915,
0.019078523,
0.013953063,
0.0084339185,
0.025180623,
0.05142116,
0.0021822953,
0.028087826,
0.0019475992,
0.03146442,
-0.025589447,
0.06450358,
0.005477505,
-0.019305648,
-0.007850964,
-0.030873897,
-0.046394125,
0.041003685,
0.018654557,
-0.033553973,
0.030707337,
-0.023287913,
0.0074080694,
-0.04179105,
0.026028557,
-0.021183217,
0.033311706,
0.0045311493,
-0.0146950055,
-0.047847725,
0.021728318,
0.023999572,
0.047847725,
0.014361888,
0.07043912,
0.025377465,
0.036340043,
0.0033728103,
0.0069159647,
0.029586853,
0.00008026276,
-0.040731132,
-0.0037248547,
0.02631625,
0.0044705826,
-0.0052503794,
-0.0546312,
-0.05130003,
0.0024908073,
0.0062156618,
-0.04412287,
-0.041457932,
-0.0009444626,
-0.03664288,
-0.013831929,
0.0015179539,
0.05220853,
0.006287585,
-0.0035166563,
0.014369459,
0.034947008,
-0.004008761,
-0.02219771,
-0.029965395,
0.022000868,
-0.024484105,
-0.04061,
0.016504437,
-0.053692415,
-0.005867403,
0.020516984,
-0.011719665,
-0.009054728,
-0.0043115946,
0.013400392,
0.058507472,
0.007529203,
-0.021334635,
0.010394767,
0.020592691,
0.020532126,
-0.0032005736,
0.069227785,
0.010394767,
-0.056932736,
-0.009811812,
0.018366864,
0.03161584,
-0.012870433,
0.0047014933,
0.02551374,
0.030283371,
-0.026164832,
-0.07461823,
0.004493295,
0.03691543,
0.006881896,
-0.0058598323,
-0.024908071,
0.011545535,
-0.048544243,
-0.055055168,
-0.055660836,
-0.018094314,
-0.011560677,
-0.014490593,
-0.027921267,
-0.06383734,
0.27400392,
0.05417695,
0.021622326,
0.040821984,
0.03521956,
0.024317546,
-0.004319166,
-0.016019903,
0.009864808,
-0.00897902,
-0.023681596,
-0.016913263,
-0.02578629,
0.04772659,
-0.025241189,
0.026119407,
-0.041730486,
-0.01500541,
-0.028239243,
-0.032887742,
-0.033947658,
0.02605884,
0.015641361,
0.023939004,
0.041003685,
-0.010349342,
-0.030343937,
-0.03721826,
-0.01204521,
-0.04061,
0.04088255,
-0.031858105,
0.05024011,
-0.032918025,
-0.008623189,
-0.0032687113,
0.00015070708,
-0.02534718,
0.0033538833,
0.024150988,
0.011250272,
-0.0048074853,
0.056932736,
0.0130899865,
-0.011023147,
0.02966256,
-0.07074195,
0.04790829,
0.048756227,
-0.047090642,
0.014846423,
-0.045879308,
0.008865457,
-0.028784344,
-0.031585556,
-0.00029715558,
-0.057901803,
0.0021709392,
-0.00426617,
0.035885792,
0.01168181,
0.0021368703,
-0.0151416855,
0.020713825,
-0.035673812,
0.058568038,
-0.013604804,
0.070681386,
-0.004073113,
-0.03709713,
0.017261522,
0.032736324,
-0.029844262,
-0.06595718,
0.003571545,
0.009834524,
0.023969287,
0.0008171778,
0.0043153805,
-0.048937928,
0.026634224,
0.010054079,
-0.016867837,
-0.059415974,
0.03476531,
0.053389583,
-0.013854642,
-0.018276013,
-0.01968419,
0.048574526,
0.043729186,
0.039035264,
0.024514388,
0.022773094,
0.0027444304
] | 🤗 Transformers and Flax:
pip install 'transformers[flax]'
Finally, check if 🤗 Transformers has been properly installed by running the following command. It will download a pretrained model:
python -c "from transformers import pipeline; print(pipeline('sentiment-analysis')('we love you'))"
Then print out the label and score:
[{'label': 'POSITIVE', 'score': 0.9998704791069031}]
Install from source
Install 🤗 Transformers from source with the following command: |
[
0.0366663,
0.032281347,
-0.028329117,
-0.016991701,
-0.0064367964,
-0.036435515,
0.02827142,
0.0062096156,
-0.0022050987,
0.013948196,
-0.03256983,
-0.016256066,
0.040705074,
-0.05189825,
-0.010623419,
0.018217757,
-0.0313005,
-0.008156882,
-0.022790227,
-0.010471965,
0.024218222,
0.00072887255,
-0.047715236,
-0.010010391,
-0.037127875,
0.06190864,
-0.0095343925,
-0.030175414,
0.07217867,
0.056254357,
-0.061331674,
-0.016299339,
0.0035140943,
-0.037618298,
0.06560124,
-0.029800385,
0.035339274,
-0.021246837,
-0.05334067,
-0.037445206,
-0.0013666924,
-0.0017155776,
-0.0024412947,
-0.068659164,
-0.05475424,
-0.012628382,
-0.024535554,
-0.039983865,
0.0058345865,
-0.015001162,
-0.014287164,
0.044830393,
-0.025891429,
-0.022703681,
-0.04832105,
0.024824038,
0.0078900345,
0.04165707,
-0.031906318,
-0.021867078,
0.023785496,
0.025675066,
0.0040531987,
-0.046474755,
0.006977704,
0.04762869,
-0.011337416,
0.009772391,
-0.011683597,
-0.000519271,
-0.060235433,
0.0555043,
0.022602713,
-0.055417754,
-0.042811006,
0.055388905,
0.046763238,
-0.019977508,
0.021722836,
0.041570526,
0.021867078,
0.088968426,
-0.016486853,
-0.013681348,
-0.036089335,
0.0041938345,
0.007579914,
-0.010212329,
-0.054321516,
0.0027081424,
-0.016068552,
0.02245847,
-0.0053189215,
0.010940751,
0.012505776,
0.052273277,
-0.033752613,
-0.0006964181,
-0.014914617,
0.009556028,
0.04133974,
0.09323799,
-0.015462736,
0.041282043,
-0.020799687,
-0.015549281,
0.049676925,
-0.030838927,
-0.047570992,
-0.033723764,
0.024290342,
0.0075727017,
-0.02444901,
0.0013964423,
0.024679797,
0.019458238,
0.029079175,
0.015780069,
-0.05296564,
-0.02700209,
0.05489848,
-0.0015524039,
0.012296625,
-0.024073979,
-0.015448311,
-0.006891159,
-0.004388561,
0.04333028,
0.027045364,
-0.06392803,
-0.019371692,
0.008986273,
0.03343528,
0.048378747,
-0.023497012,
-0.028487783,
-0.004392167,
0.0073851873,
0.047830626,
-0.03280062,
0.008250639,
-0.016054127,
0.0067793713,
0.06496657,
0.00023664693,
-0.013133229,
0.024203798,
-0.06554354,
0.015058858,
0.023987435,
-0.02431919,
0.024376888,
0.032050557,
0.0192563,
-0.030665837,
0.034416128,
-0.038195267,
0.048955716,
0.03127165,
0.01334238,
0.025184643,
0.03346413,
0.008178518,
0.054148424,
-0.04061853,
0.035772,
-0.010746025,
-0.022790227,
0.020352537,
-0.012159595,
0.021434352,
-0.00013387455,
-0.04633051,
-0.012491352,
0.073217206,
0.02954075,
0.028285844,
0.0033157617,
0.03311795,
-0.012094687,
-0.01042148,
0.018462969,
0.017727334,
0.041801315,
-0.029180145,
0.038426053,
0.025675066,
-0.05925459,
0.010176268,
-0.007060643,
-0.02700209,
0.065716624,
-0.03187747,
0.026497245,
-0.02307871,
-0.012448079,
-0.006617099,
0.036406666,
0.037733693,
-0.055388905,
0.00029997816,
0.014366497,
-0.0025134159,
0.0037538966,
0.0055533145,
-0.04295525,
-0.014200619,
0.021304535,
0.00055668375,
-0.031098561,
0.05977386,
0.032714073,
-0.016616672,
0.011258083,
0.005142225,
-0.004785226,
0.044628456,
0.041195497,
-0.013385652,
-0.0052359826,
0.0313005,
0.039349202,
0.023554709,
0.046936326,
0.04079162,
0.0076159746,
0.001677714,
-0.0034744276,
-0.02827142,
0.0068731285,
0.025617369,
0.05336952,
0.028574329,
0.02245847,
-0.015693523,
0.012758199,
0.0071724304,
0.007125552,
-0.041974403,
-0.003418534,
0.016183946,
0.00014998908,
0.0045688637,
0.0084525775,
-0.05838914,
-0.04191671,
-0.011835051,
-0.017900424,
0.007002946,
0.028141603,
0.008113609,
0.035108488,
0.011431173,
-0.0076664593,
-0.06358185,
-0.02985808,
0.009916633,
0.019991932,
-0.006887553,
-0.0027838694,
0.017785031,
0.033204496,
-0.030088868,
-0.0005156649,
0.021347808,
0.057206355,
-0.030723533,
0.01028445,
-0.022891195,
-0.054869633,
-0.03949344,
-0.021145869,
-0.05025389,
-0.009851725,
-0.04774408,
0.0060509495,
0.008842031,
-0.04047429,
-0.008899728,
-0.030290807,
0.007853974,
0.011488871,
0.03366607,
-0.0028794296,
0.022920044,
0.028646449,
-0.0246221,
-0.018044667,
0.0052864673,
0.036810543,
-0.013832802,
-0.010861418,
-0.028689722,
0.003128247,
0.03242559,
0.008070337,
0.005116983,
0.03632012,
-0.015390615,
-0.009036758,
-0.03949344,
0.00094929227,
0.00667119,
0.032367893,
-0.014568436,
0.007500581,
-0.017684061,
-0.024824038,
0.037358664,
0.04976347,
-0.053802244,
0.01922745,
0.0059247375,
0.018563937,
-0.038627993,
0.022992166,
0.030117717,
0.014243891,
-0.040531985,
-0.007709732,
-0.019674601,
0.001712873,
0.015808916,
-0.034329582,
-0.015289646,
0.05261946,
0.011409538,
-0.072294064,
0.013565955,
-0.060581613,
-0.009029546,
-0.008091973,
-0.02668476,
0.043589912,
0.011496083,
-0.0023313104,
-0.03401225,
0.014986738,
0.027723301,
0.021434352,
-0.002834354,
-0.016227217,
0.038339507,
0.014496315,
-0.029497476,
-0.0092314845,
0.058821864,
-0.062370215,
0.040589683,
0.010197905,
0.029468628,
-0.012368746,
-0.00082262984,
0.037849084,
0.0013793135,
0.022977741,
-0.0680822,
-0.0046481965,
-0.008604032,
-0.030925471,
0.04367646,
0.00742846,
0.007998216,
0.012455291,
-0.032281347,
-0.011777354,
-0.015520433,
0.045205425,
0.045666996,
0.02936766,
0.044801548,
-0.02180938,
-0.022415197,
0.030838927,
-0.022689257,
-0.026771303,
0.04485924,
0.019270724,
-0.00305252,
-0.00072256196,
-0.015159828,
-0.019717874,
0.018563937,
0.015116556,
-0.019270724,
-0.002239356,
-0.058071803,
0.005643466,
-0.038974173,
-0.026136639,
-0.014171771,
-0.03060814,
0.005416285,
-0.013674136,
-0.028877236,
-0.060754705,
0.017655214,
0.038743384,
0.034329582,
-0.032598678,
0.03790678,
0.01843412,
-0.0022447652,
-0.006891159,
0.01217402,
-0.017381154,
-0.052475218,
0.018520664,
0.045378514,
0.010883055,
-0.03562776,
0.01640031,
-0.010205117,
0.028862812,
-0.04563815,
0.003926987,
0.007897247,
0.0009375726,
-0.016342612,
-0.03600279,
-0.023482587,
-0.023410467,
-0.05334067,
0.0015100328,
0.05561969,
-0.0041902284,
0.011972081,
-0.007868398,
-0.016934004,
0.018318726,
0.0069596735,
-0.011178751,
-0.00046247573,
-0.014402558,
-0.057552535,
0.024102828,
0.036723997,
0.004417409,
-0.021650715,
-0.061504763,
0.011012872,
0.022833498,
-0.020511204,
0.033348735,
-0.004164986,
-0.018636059,
0.0133784395,
0.027636755,
0.016530126,
0.020035205,
0.036060486,
-0.06288949,
0.0085391225,
-0.032108255,
-0.040907014,
-0.02792524,
0.02004963,
-0.04191671,
0.028415661,
0.033060253,
-0.0024214615,
0.0061987974,
0.012051414,
-0.05553315,
-0.041455135,
0.013537106,
0.0165734,
0.011734081,
0.04099356,
0.0091882115,
-0.011185963,
0.032310195,
0.047195964,
-0.00787561,
0.0045219846,
-0.03989732,
-0.019515935,
-0.0034978671,
0.0074573085,
-0.011337416,
-0.011755718,
0.03401225,
0.04171477,
0.054292668,
-0.0070822793,
-0.05336952,
0.003348216,
0.013356804,
0.005672314,
0.04330143,
0.023222953,
0.016818611,
-0.030319655,
-0.010399844,
0.014842495,
-0.04079162,
-0.049273048,
0.0011223826,
0.033319887,
-0.015203101,
0.017770607,
-0.04578239,
0.012469715,
-0.011488871,
-0.02717518,
-0.030665837,
-0.007078673,
-0.01970345,
-0.0074789445,
0.012678866,
-0.03952229,
-0.013349592,
-0.02586258,
0.016530126,
0.0068082195,
-0.03280062,
-0.009166575,
0.016948428,
-0.04852299,
0.050657768,
0.014178983,
-0.06190864,
-0.016472429,
0.0067216745,
0.0020049629,
0.029771537,
0.0089285765,
-0.054783087,
-0.034329582,
-0.060812403,
0.0020590536,
-0.06767832,
-0.014207831,
-0.020092903,
0.015808916,
-0.005939162,
0.0028848387,
-0.009116091,
-0.058562227,
-0.015361766,
-0.034329582,
-0.02558852,
-0.053744547,
-0.015635826,
0.0076664593,
-0.012686078,
-0.017510971,
0.01193602,
-0.00563986,
-0.006004071,
-0.027247302,
0.017611941,
0.008950212,
0.028805116,
-0.0012945714,
-0.029007055,
0.020655446,
0.011359053,
0.020309266,
0.011993717,
-0.039695382,
0.04367646,
-0.00725537,
0.023497012,
0.0025422643,
-0.016861882,
-0.054667696,
0.009815664,
0.008625668,
-0.018563937,
0.015967583,
0.011791779,
0.0010926327,
0.08383342,
0.03453152,
-0.026179912,
0.017698485,
-0.018347574,
-0.06225482,
0.03525273,
-0.020698719,
-0.012707715,
-0.02173726,
-0.0006747818,
0.044311125,
-0.011604264,
0.044628456,
0.06513966,
0.023295073,
0.036377817,
-0.084410384,
0.021044899,
0.04007041,
-0.018289877,
-0.010183481,
-0.009382938,
-0.002453916,
0.037474055,
-0.011164326,
-0.016991701,
0.015938735,
0.003926987,
0.03242559,
-0.015376191,
0.025530823,
-0.014063589,
-0.011748506,
-0.05313873,
0.052215584,
0.02720403,
0.014373709,
0.034646913,
0.03629127,
-0.019934237,
0.021362232,
0.0071183397,
0.03885878,
-0.009808452,
0.050051954,
0.025877004,
-0.06756292,
0.025328884,
-0.0058345865,
-0.0447727,
-0.07927537,
-0.021693988,
0.028055057,
-0.031819772,
-0.03254098,
-0.019472662,
0.013118804,
-0.013674136,
0.032252498,
0.040531985,
0.008113609,
-0.013118804,
0.020439083,
-0.010645055,
-0.0025837338,
0.012599533,
0.016861882,
-0.022862347,
-0.030752381,
-0.04096471,
0.0039846837,
-0.038714536,
-0.08452578,
0.05677363,
0.006465645,
0.03256983,
0.027420392,
-0.025011552,
0.05657169,
-0.008813183,
0.029627295,
0.023641255,
-0.023915313,
-0.07760216,
-0.04007041,
-0.01753982,
0.0032220043,
-0.006407948,
-0.03280062,
-0.025977973,
-0.016645519,
0.010486389,
-0.04598433,
-0.059196893,
-0.00939015,
-0.030521594,
-0.015419464,
0.041282043,
-0.022198835,
-0.011914385,
-0.06854377,
0.016616672,
-0.009851725,
-0.038397204,
0.00013939632,
-0.024362464,
-0.0062240395,
-0.054696545,
0.009339666,
-0.06323566,
-0.04889802,
-0.01970345,
-0.025386581,
0.017251335,
0.019386116,
-0.0098373005,
-0.043359127,
0.004828499,
0.052504066,
-0.046099722,
0.02431919,
-0.011496083,
-0.043445673,
0.041772466,
0.01547716,
-0.05085971,
0.029627295,
0.018044667,
-0.009462271,
0.040041562,
-0.011972081,
0.012332686,
0.009267544,
0.019270724,
0.01915533,
-0.068832256,
-0.034416128,
0.015852189,
-0.009721907,
-0.01895339,
0.016501278,
0.0050160135,
0.013017835,
-0.04990771,
0.05403303,
-0.04200325,
0.022141138,
0.007493369,
-0.0064115543,
0.03132935,
0.01843412,
0.04990771,
-0.021391079,
-0.023367194,
0.0051602554,
0.0040099258,
0.010464753,
0.012195656,
0.022343077,
0.010897478,
0.031588987,
0.033608373,
-0.0016813201,
0.03655091,
-0.04191671,
-0.0045652576,
0.03528158,
0.07235175,
0.009289181,
-0.0034744276,
-0.017034974,
-0.036464363,
0.014438618,
-0.059889253,
-0.026078943,
0.019386116,
-0.030694684,
0.038397204,
-0.024997128,
0.0029208993,
0.03531043,
0.013529894,
0.011229235,
0.016789762,
-0.03793563,
0.07281333,
0.013118804,
-0.029050326,
-0.0062276456,
0.015361766,
0.04526312,
0.0135948025,
-0.06692826,
0.0045616515,
0.02111702,
-0.016140673,
-0.009476695,
-0.01912648,
-0.022184411,
0.009116091,
0.014727102,
0.013183713,
0.00746452,
-0.028228147,
0.03242559,
-0.041108955,
0.019472662,
-0.0050953464,
-0.0022123107,
-0.022516167,
-0.026006822,
-0.017467698,
0.03060814,
0.032512132,
0.03949344,
-0.0096209375,
0.038627993,
0.014409769,
-0.06906304,
0.01702055,
-0.0078900345,
0.04200325,
-0.0031661105,
0.01324141,
0.007954943,
0.011683597,
0.03686824,
-0.041224346,
0.0036998058,
-0.012520201,
0.0033139586,
-0.02228538,
-0.01358759,
0.002517022,
0.03629127,
0.0010818145,
-0.00260537,
0.062024035,
0.03917611,
0.00031327546,
0.009397362,
0.0033680494,
0.016934004,
-0.024925007,
-0.033175647,
0.00952718,
-0.042695615,
0.06421651,
0.022934468,
0.016789762,
0.008921364,
0.0009853528,
0.0025620975,
-0.0027910816,
0.019890964,
0.037647147,
-0.004244319,
-0.047455598,
0.058879558,
0.014986738,
-0.011149902,
0.0014920025,
-0.014359285,
-0.040935863,
0.024434585,
0.013746257,
-0.035512365,
0.0048068627,
-0.039666533,
-0.043070644,
-0.07806374,
0.041945554,
-0.034560367,
0.0019562813,
0.0039197747,
0.006036525,
-0.051465522,
0.0018949785,
-0.030810079,
0.018131211,
0.011676385,
0.023497012,
0.0030164595,
0.021448776,
0.020439083,
-0.0035177004,
0.006891159,
0.009375726,
-0.057148658,
-0.034820005,
0.012772623,
-0.018664908,
0.0036042454,
-0.017467698,
-0.009866148,
0.013291894,
-0.005661496,
-0.05140783,
-0.04705172,
-0.020554477,
-0.008474214,
-0.0032328225,
0.013876075,
0.042811006,
0.0429264,
-0.00083975855,
0.006007677,
-0.011056145,
0.00054541486,
-0.04509003,
-0.041224346,
0.0017867971,
0.0053261337,
-0.03597394,
0.0044642882,
-0.037733693,
0.009361302,
0.026252033,
-0.054494604,
-0.016039703,
0.014604497,
0.016068552,
0.038079873,
0.060927797,
0.007716944,
0.04725366,
0.014604497,
0.037704844,
-0.0027045363,
0.053975333,
0.017006125,
-0.00682625,
0.038368355,
0.0313005,
0.044080336,
-0.031098561,
-0.02985808,
-0.005661496,
0.0061194645,
-0.067505226,
-0.04604203,
0.020179447,
0.08383342,
0.0031805348,
-0.013003411,
-0.02094393,
-0.018578362,
-0.07731368,
-0.040907014,
-0.060466222,
-0.018837998,
0.0060689794,
-0.028790692,
0.0053802244,
-0.05388879,
0.24601905,
0.041772466,
0.05189825,
-0.0028487784,
-0.0029894141,
0.04705172,
-0.004175804,
0.017179215,
0.01637146,
-0.04223404,
-0.02191035,
0.0026143852,
0.0041830163,
0.024925007,
-0.0052395887,
0.029281113,
0.008373245,
0.04474385,
-0.004976347,
-0.026295306,
-0.04009926,
0.008315547,
-0.015722372,
0.020294841,
0.0042190766,
0.03594509,
-0.0026919153,
-0.016645519,
-0.01485692,
-0.041599374,
0.0051025585,
-0.01940054,
0.010089723,
0.006375494,
0.016227217,
0.04223404,
-0.0048717717,
-0.006620705,
-0.00746452,
0.052129038,
0.018520664,
-0.015837764,
0.03239674,
0.014078014,
-0.001932842,
0.03882993,
-0.021621866,
-0.010933539,
0.011416749,
-0.0045724693,
0.03565661,
-0.02906475,
-0.0006801909,
-0.026713608,
-0.02452113,
-0.017410003,
-0.017381154,
-0.034675762,
0.028963782,
-0.015058858,
0.02496828,
-0.024809614,
-0.009685846,
0.0072986423,
-0.022891195,
-0.0049402863,
0.0043380763,
0.038397204,
-0.017770607,
-0.056975566,
0.020799687,
0.02576161,
-0.011813415,
-0.010976812,
0.009548817,
0.04598433,
0.011423961,
-0.0005012407,
0.013796741,
-0.020612173,
-0.01702055,
0.022746954,
-0.035195034,
-0.06888995,
0.020641021,
0.001668699,
-0.029627295,
-0.02238635,
0.011741294,
0.012613958,
0.049359594,
0.07829452,
0.019011088,
0.0033121556,
0.017208064
] |
pip install git+https://github.com/huggingface/transformers
This command installs the bleeding edge main version rather than the latest stable version. The main version is useful for staying up-to-date with the latest developments. For instance, if a bug has been fixed since the last official release but a new release hasn't been rolled out yet. However, this means the main version may not always be stable. We strive to keep the main version operational, and most issues are usually resolved within a few hours or a day. If you run into a problem, please open an Issue so we can fix it even sooner!
Check if 🤗 Transformers has been properly installed by running the following command: |
[
0.022841204,
0.009346747,
-0.039806485,
-0.017152505,
-0.00497221,
-0.032864835,
0.0026265224,
-0.00749612,
0.0031503867,
0.019399181,
-0.03145346,
-0.027060922,
0.028673919,
-0.06538402,
0.0059695328,
0.017498149,
-0.016432418,
-0.017080497,
-0.0586728,
-0.0085762525,
0.011615026,
-0.032634407,
-0.075407654,
0.007236888,
-0.018131826,
0.007935374,
0.012090284,
-0.010045233,
0.081917256,
0.05060781,
-0.035485957,
0.02981166,
-0.036436472,
-0.032000728,
0.026283225,
-0.046028048,
0.0020900564,
-0.0008375528,
-0.060026567,
-0.024295783,
0.007920972,
-0.001450078,
-0.007884968,
-0.0578663,
-0.07897929,
-0.004965009,
0.0016517027,
-0.011110963,
0.006948853,
-0.015193865,
-0.017714174,
0.025563138,
0.010894937,
0.018535076,
-0.051039863,
-0.007503321,
-0.009001105,
0.013192019,
-0.05556202,
-0.016518828,
0.023446077,
0.014401767,
-0.031424657,
-0.014682602,
0.020335296,
0.016965283,
-0.014048925,
0.02069534,
0.0006453792,
-0.00887869,
-0.040612984,
0.05078063,
0.008684266,
-0.061812386,
0.016101176,
0.009116319,
0.009670787,
-0.031568676,
-0.012925587,
0.041592304,
-0.00080964935,
0.057664678,
-0.0138473,
0.032403976,
-0.023734113,
-0.0024987068,
0.03136705,
-0.0252607,
-0.008821082,
-0.030848587,
-0.045077533,
0.030560551,
0.0119966725,
0.03462185,
0.034852277,
0.057491858,
-0.03349851,
-0.0075321244,
-0.013573666,
-0.031655084,
0.029422812,
0.07944015,
-0.022870008,
0.0456248,
0.011398999,
0.0016526028,
0.027276948,
0.009433158,
-0.043061286,
-0.019903243,
0.015280276,
0.006394385,
0.014761812,
0.011067758,
-0.02191949,
0.00071333756,
0.009469163,
0.06215803,
-0.061869994,
-0.05711741,
-0.0047453823,
0.016979683,
0.011190173,
-0.01735413,
0.00725129,
-0.080995545,
-0.01336484,
0.038395114,
0.020479314,
-0.011917463,
-0.0060523427,
0.033412103,
0.03444903,
0.037358187,
-0.018563878,
-0.016706051,
0.033584923,
-0.00096581853,
0.049023617,
-0.021732267,
-0.022279534,
-0.024799844,
0.049513277,
0.09027028,
0.026211217,
0.033671334,
0.011859856,
-0.021372223,
-0.040353753,
0.0358604,
-0.0073701045,
-0.0019694418,
0.026686475,
0.040987432,
-0.013019198,
0.024497407,
-0.032980047,
-0.003715656,
0.03787665,
0.025995191,
0.016648443,
-0.02737776,
-0.016389212,
0.039576057,
-0.014725807,
0.06359821,
-0.008000182,
-0.041621108,
-0.0070676673,
-0.004774186,
0.0065816077,
0.0028641515,
-0.04107384,
-0.025073478,
0.052652862,
-0.002738136,
0.05034858,
0.003609443,
-0.0012970592,
-0.022106713,
-0.017238915,
0.008165802,
-0.005929928,
0.03208714,
-0.028918749,
0.03683972,
0.033844154,
-0.003047774,
-0.017613363,
-0.010232456,
0.021386625,
0.020018457,
-0.0309638,
-0.010966946,
-0.009310743,
0.030013284,
-0.03462185,
-0.004169312,
0.02573596,
0.010678911,
-0.026384039,
0.029782856,
0.0007461916,
0.0048497953,
-0.0040937024,
-0.0072224867,
-0.05190397,
0.03488108,
-0.004626568,
-0.020652134,
0.07362184,
0.036292456,
-0.032231156,
-0.015669122,
0.049081225,
-0.028529901,
0.010606902,
0.030560551,
-0.017238915,
-0.0076041333,
0.03493869,
0.0020990577,
0.063425384,
0.04182273,
-0.016648443,
0.012615949,
-0.0041585104,
0.048533957,
-0.039316826,
-0.004813791,
0.029192382,
0.033095263,
0.021775473,
0.0029595632,
0.015136258,
0.038596738,
0.027104126,
0.03591801,
-0.009001105,
0.01206148,
0.031568676,
0.030445337,
0.038625542,
0.022380346,
-0.018851914,
-0.019615207,
0.0064555923,
-0.023201248,
0.0085618505,
0.05279688,
-0.06469274,
0.010945343,
0.032461584,
0.013789693,
-0.030790979,
-0.038827166,
0.025563138,
0.008691466,
-0.007424111,
0.012255904,
0.029725248,
0.036263652,
0.0010594301,
0.01768537,
0.018621486,
0.02420937,
-0.031482264,
-0.007020862,
-0.012846377,
-0.03681092,
-0.024958264,
-0.046172068,
-0.06918609,
0.020752948,
-0.061121102,
0.029149178,
-0.029206784,
-0.06215803,
0.0108733345,
-0.031079015,
0.004507753,
-0.010693313,
0.032720815,
0.015712328,
0.025462326,
0.016101176,
-0.031223033,
0.017066095,
-0.009404355,
0.041736323,
-0.011154169,
0.0026247222,
-0.027320154,
-0.042398803,
0.019442387,
0.009641984,
-0.01124058,
-0.021242607,
-0.08041947,
0.011744642,
-0.010131643,
-0.014653798,
0.00039379834,
0.015827542,
-0.006178358,
-0.012133489,
-0.00578231,
-0.024655826,
0.03404578,
0.01882311,
-0.031799104,
0.016259596,
0.0032205952,
0.036465276,
-0.04424223,
-0.0056490935,
0.03591801,
0.025231898,
-0.043493338,
-0.031079015,
-0.040843412,
0.02209231,
-0.0119390655,
0.0035176317,
-0.014891428,
0.034967493,
0.015352285,
-0.079497755,
-0.0142361475,
-0.01564032,
-0.017296523,
-0.02346048,
-0.019341573,
0.056714162,
0.03542835,
0.014740209,
-0.03649408,
0.03741579,
-0.01214069,
-0.010938142,
0.014077728,
-0.023316462,
0.006884045,
0.02125701,
-0.029638838,
-0.023042828,
0.038337506,
-0.052192006,
-0.00004185514,
-0.030186106,
-0.027752206,
0.009598779,
-0.006988458,
0.025102282,
-0.00529265,
0.053401753,
-0.028803535,
-0.019082341,
0.0051054265,
0.020637734,
0.029782856,
0.02981166,
0.0026697277,
-0.0028299473,
-0.014041724,
-0.024843048,
-0.022034705,
0.027435368,
0.060487423,
-0.038999986,
0.04862037,
-0.00090551114,
-0.05533159,
0.012975993,
0.0047021774,
-0.020162474,
0.0774239,
0.018261442,
0.0035752389,
-0.034333814,
-0.023446077,
-0.026499253,
0.01971602,
0.030042088,
0.020997778,
0.034247402,
-0.0017084096,
0.006624813,
-0.06198521,
-0.025073478,
-0.007262091,
0.001654403,
0.0047453823,
-0.033930566,
-0.015510703,
-0.030502943,
0.029235588,
0.037329383,
0.018362254,
0.027276948,
0.033037655,
0.037991863,
-0.012846377,
0.02085376,
0.002061253,
0.042110767,
-0.052249614,
0.03251919,
0.026268825,
-0.023402872,
-0.00521344,
0.02312924,
0.012407123,
0.023186846,
-0.041678715,
0.008943498,
0.012371118,
0.009598779,
-0.0037516605,
-0.012097484,
-0.066881806,
-0.020234484,
-0.05996896,
-0.0036562488,
0.048505154,
-0.036148436,
0.00912352,
-0.00039222316,
-0.0022466758,
0.0038632741,
-0.005548281,
-0.02998448,
0.006498798,
-0.034650654,
-0.048130706,
0.04058418,
0.008597855,
0.0020018457,
-0.016230792,
-0.068494804,
-0.0018083219,
0.0154819,
-0.0069128484,
-0.04309009,
0.0072152857,
-0.0075537274,
0.035169117,
0.043061286,
0.01669165,
-0.005735504,
0.0717208,
-0.043608554,
-0.009073114,
-0.04977251,
0.0031377852,
-0.010930941,
-0.0071432767,
-0.017008487,
0.024713432,
0.014545785,
-0.0244398,
0.026859296,
0.009771599,
-0.054525092,
-0.06613292,
0.03349851,
0.007812959,
0.0002673328,
0.033700135,
0.017584559,
-0.03796306,
0.04147709,
0.04213957,
0.032634407,
0.0065131993,
-0.04700737,
0.0014644797,
-0.02461262,
-0.01841986,
-0.0033376096,
-0.028529901,
0.03274962,
-0.0063079745,
0.026960108,
0.010606902,
-0.086698644,
0.0154242935,
-0.020724144,
-0.036782116,
0.0058939233,
0.010275661,
-0.00095051667,
0.0063835834,
-0.024627022,
0.02793943,
-0.04000811,
-0.012450328,
-0.013408045,
0.014848222,
-0.010412478,
0.0030441736,
-0.012637551,
-0.0005418665,
-0.0055446806,
-0.0051054265,
-0.0038776759,
-0.01661964,
-0.01075092,
0.03479467,
-0.0050226166,
0.008100994,
0.0017633165,
-0.014920231,
-0.010153246,
0.0012034477,
-0.02370531,
-0.020810554,
0.011492611,
-0.019111145,
0.0488796,
-0.018563878,
-0.053718593,
-0.03194312,
0.0049902126,
0.013696081,
0.014805017,
0.0391152,
-0.06042982,
-0.019672815,
-0.028112251,
0.048015494,
-0.05962332,
-0.016504426,
-0.028731527,
-0.014214545,
0.0001702334,
0.033354495,
0.017181309,
-0.04121786,
0.0063979854,
-0.029610034,
-0.023950139,
-0.048274726,
-0.030128498,
-0.00082315103,
0.002590518,
-0.013508858,
0.03194312,
-0.0046301684,
0.016173186,
-0.028659517,
0.02549113,
0.011204575,
0.047439422,
-0.005717502,
-0.040440165,
0.011175771,
0.008136999,
-0.025433522,
0.055590823,
-0.012320712,
0.05524518,
0.0024555014,
0.022999624,
-0.026715279,
-0.019528797,
-0.012183895,
0.018117424,
0.06457753,
-0.041736323,
-0.031568676,
-0.033354495,
0.03413219,
-0.0050298176,
0.030445337,
-0.038769558,
-0.0065708063,
-0.054726716,
-0.023590095,
0.03289364,
-0.03707015,
0.0019208358,
0.0061819586,
0.03692613,
0.060487423,
-0.030042088,
0.032547995,
0.055129968,
0.04202436,
0.017181309,
-0.07281534,
0.026873698,
0.02664327,
-0.009973224,
-0.034016974,
-0.03136705,
0.005749906,
0.027997036,
-0.009008306,
-0.029638838,
0.017541353,
0.013357639,
0.06388624,
0.0016670047,
0.030560551,
0.014070527,
-0.021833079,
-0.055936467,
0.026283225,
0.036206044,
-0.006689621,
0.04213957,
0.011384597,
0.027795412,
0.036782116,
-0.001857828,
-0.0021638656,
-0.05368979,
0.04545198,
-0.0006332277,
-0.025923181,
-0.006531202,
0.04545198,
-0.060256995,
-0.04357975,
-0.0018002209,
0.033527315,
-0.007560928,
-0.009937219,
0.020032858,
0.002590518,
0.0066536167,
0.025519932,
0.05083824,
0.020997778,
-0.019615207,
0.035716385,
-0.03136705,
-0.0049434067,
0.031395853,
0.056915786,
-0.021444231,
-0.027896224,
-0.006379983,
0.032951243,
-0.03554356,
-0.0066788197,
0.045855228,
-0.013472853,
0.014185742,
0.04588403,
-0.027147332,
0.04487591,
0.008734672,
0.015222669,
0.01971602,
-0.016201988,
-0.053977825,
0.00708567,
-0.009843608,
0.018592682,
-0.0010243257,
-0.03574519,
0.013062404,
-0.00082585134,
0.02697451,
0.02420937,
-0.06693941,
0.008115396,
-0.04674814,
-0.01669165,
0.048274726,
-0.014185742,
-0.020493716,
0.0012358517,
-0.0013294632,
-0.017959004,
-0.019615207,
0.06037221,
0.025894377,
-0.024670228,
-0.04985892,
0.024900656,
-0.037444595,
-0.02020568,
-0.021559447,
-0.018866315,
0.010902138,
0.0055770846,
-0.026499253,
-0.034737065,
-0.0017075096,
0.058701605,
-0.011312588,
0.0431765,
0.01581314,
-0.024396595,
0.02697451,
-0.010563697,
-0.018261442,
0.02508788,
0.029696444,
-0.010909339,
0.02860191,
0.024079755,
0.03871195,
-0.007060467,
0.003454624,
0.031194229,
-0.04830353,
-0.011557419,
-0.035572365,
0.0119894715,
-0.009677988,
-0.015280276,
0.0054402677,
-0.00028015938,
-0.035399545,
0.034852277,
-0.04170752,
0.042974874,
0.024166167,
-0.010196451,
0.03709895,
0.0033232078,
0.017152505,
-0.028861143,
0.0002403295,
0.006902047,
0.04977251,
-0.020421706,
-0.01254394,
0.038683146,
-0.045567192,
0.011586222,
0.016000364,
-0.032980047,
-0.034535438,
0.032144744,
-0.02045051,
0.05809673,
0.05501475,
-0.015899552,
0.0054402677,
-0.03462185,
-0.026283225,
0.022351542,
-0.04504873,
-0.039720073,
0.021228205,
-0.054237057,
0.032951243,
0.007323299,
0.03151107,
-0.024050953,
0.0013708683,
0.042571627,
0.03456424,
-0.021055384,
0.0015976961,
-0.012083083,
-0.036724508,
-0.039403237,
0.0036292456,
0.044357445,
-0.017224515,
-0.047641046,
0.029754052,
0.046460103,
-0.02141543,
-0.008036186,
-0.04513514,
-0.023489283,
0.01637481,
0.01686447,
-0.012896783,
0.004601365,
-0.022769194,
0.0350539,
-0.06613292,
0.0076617403,
-0.015741132,
0.026830493,
-0.012284708,
0.037271775,
0.020191278,
0.056829374,
0.021487437,
0.014372964,
-0.004032495,
0.016590836,
0.03162628,
-0.01744054,
-0.0040721,
0.0059515303,
0.023028426,
0.018751102,
0.047871474,
0.0031269838,
0.054870736,
0.015107455,
-0.0050406186,
0.0028479495,
0.0031431857,
0.042081963,
0.020522518,
-0.03741579,
0.00864106,
-0.014624995,
0.0018380256,
-0.019399181,
0.059392888,
-0.0016688048,
-0.010470085,
0.015006642,
-0.016547631,
0.014214545,
-0.03251919,
-0.011089361,
0.00855465,
-0.043205302,
0.05400663,
0.026312029,
-0.0060163382,
-0.00025675652,
0.008317021,
0.007229687,
0.020680938,
0.017987808,
0.0029541627,
0.04170752,
-0.03300885,
0.0074025085,
-0.02312924,
0.005825515,
-0.014790615,
-0.03234637,
-0.040958628,
0.055590823,
0.01002363,
-0.017051693,
0.025289504,
-0.02517429,
-0.016835667,
-0.06215803,
0.035831597,
-0.034074582,
0.008093794,
0.0029937674,
-0.012363917,
-0.085776925,
0.020839358,
-0.008662663,
0.04228359,
0.03447783,
0.062042814,
-0.007733749,
0.015769936,
0.009253136,
0.02045051,
0.022769194,
-0.0073449016,
-0.03300885,
-0.03168389,
0.023287658,
-0.0017075096,
-0.004882199,
-0.03413219,
-0.03946084,
0.04553839,
-0.012068681,
-0.06699702,
-0.041189056,
-0.03519792,
-0.01661964,
-0.017541353,
0.0013384643,
0.026528057,
-0.019125547,
-0.0030855788,
-0.00374806,
0.025865575,
0.006902047,
-0.0162884,
-0.04251402,
0.012047078,
0.01564032,
-0.0480731,
0.024987066,
-0.0464313,
0.01108216,
0.02321565,
-0.020551322,
-0.01677806,
-0.017339729,
0.011658231,
0.07229687,
0.008136999,
-0.038193487,
0.012198297,
0.028745929,
0.010743719,
0.004176513,
0.08456718,
0.03021491,
-0.021314615,
-0.016821265,
0.0065276013,
0.022135517,
-0.03404578,
-0.005494274,
0.006542003,
0.021732267,
-0.049311653,
-0.08341504,
-0.007388107,
0.04326291,
0.023158042,
-0.020306492,
-0.021977097,
-0.0026931306,
-0.045336764,
-0.068494804,
-0.07045345,
-0.009346747,
-0.0142865535,
-0.017512549,
0.0011701436,
-0.050089348,
0.24517569,
0.05570604,
0.024598219,
0.020522518,
-0.01458179,
0.028227465,
-0.014452174,
-0.008813882,
0.020896966,
-0.04654651,
-0.014949035,
-0.0472378,
0.0236189,
0.03640767,
-0.006264769,
0.03070457,
-0.021530643,
-0.02916358,
-0.047525834,
-0.03960486,
-0.0415347,
0.0085402485,
0.0019892443,
0.010340469,
0.01735413,
0.019600805,
-0.019039137,
-0.0285155,
-0.010902138,
-0.0701078,
0.038884774,
-0.02216432,
0.03946084,
-0.0293364,
-0.01996085,
-0.0048281928,
-0.027190538,
0.0030603756,
-0.00057067006,
0.03755981,
0.013674478,
-0.005004614,
0.027060922,
0.010952544,
0.009022707,
0.023158042,
-0.06567206,
0.03698374,
0.02989807,
-0.03447783,
0.013213621,
-0.04251402,
-0.0036634495,
-0.055850055,
-0.03349851,
-0.011672633,
-0.040843412,
-0.03649408,
-0.012356716,
0.019903243,
0.014862624,
-0.0071324753,
-0.0153954895,
0.042715643,
-0.06480795,
0.026628869,
-0.0013132612,
0.040123325,
0.0007128875,
-0.04504873,
-0.000069139736,
-0.013840099,
-0.015093053,
-0.08744753,
0.017181309,
0.026009593,
0.032490388,
0.046172068,
0.010484487,
-0.051068667,
0.01752695,
0.030416533,
-0.027233742,
-0.061754778,
0.023604497,
0.062215637,
-0.024756638,
-0.0063007735,
-0.0042233183,
0.030675765,
0.03709895,
0.025347112,
-0.002558114,
0.013084006,
-0.023201248
] | python -c "from transformers import pipeline; print(pipeline('sentiment-analysis')('I love you'))"
Editable install
You will need an editable install if you'd like to:
Use the main version of the source code.
Contribute to 🤗 Transformers and need to test changes in the code.
Clone the repository and install 🤗 Transformers with the following commands: |
[
0.0548258,
0.01936968,
-0.037707075,
-0.02603652,
0.018853538,
-0.03762105,
0.009677671,
-0.0055341944,
0.00090862584,
0.00097135146,
-0.005075401,
-0.026796397,
0.04699764,
-0.062338542,
0.0057922653,
0.006674009,
0.02630893,
0.017204748,
-0.061134208,
0.014086388,
-0.003654217,
0.01942703,
-0.04914823,
-0.019627752,
-0.030079637,
0.036015276,
-0.010473391,
0.0046452824,
0.05350677,
0.03274637,
-0.024731826,
-0.031283967,
0.018796189,
0.0023602764,
0.00550552,
-0.016559571,
0.0053155506,
0.030997222,
-0.029964939,
-0.058238074,
-0.00032841356,
-0.047513783,
0.00045700115,
-0.027025793,
-0.027957717,
0.012122179,
0.024459418,
-0.01116875,
0.010021767,
-0.01529789,
-0.006365757,
0.037965145,
0.0012034364,
0.023670867,
-0.02947747,
0.0108103175,
0.0062904865,
0.011985975,
-0.008932132,
-0.019154621,
0.029061688,
0.035699856,
-0.0037456173,
0.009010987,
-0.0025287396,
0.04028779,
0.01677463,
0.032574326,
0.012853381,
-0.008509182,
-0.041090675,
0.03962827,
-0.00007902311,
-0.0514422,
0.0039714295,
0.017176075,
0.043929458,
-0.013541571,
0.021233527,
0.054252308,
0.023068702,
0.047169685,
-0.018609803,
0.019384017,
-0.011369471,
-0.040345136,
0.023513157,
-0.042667776,
-0.007957197,
-0.0073012654,
-0.025118934,
0.026079532,
-0.0055807903,
0.025678087,
0.020989794,
0.03492564,
-0.012093505,
0.023484481,
0.009010987,
-0.00757009,
-0.0034033144,
0.11102798,
-0.038337916,
0.027584948,
0.047083665,
-0.023857253,
0.03567118,
-0.0023029274,
-0.05118413,
-0.02916205,
0.026653023,
0.0028907564,
0.0018082908,
0.03618732,
0.06434576,
0.00049060414,
-0.0022061507,
0.060675416,
-0.062338542,
-0.06440311,
0.03980032,
-0.008846109,
-0.033950705,
-0.04318392,
-0.016545234,
-0.051614247,
-0.010287006,
0.03524106,
0.07908449,
-0.021993404,
-0.018925223,
0.0023710295,
0.046567522,
0.0072367475,
0.0050682323,
-0.03223023,
-0.025276644,
-0.0011496715,
0.019799799,
-0.04100465,
0.0028602895,
-0.013441211,
0.008595206,
0.07736402,
0.0010905302,
0.0031954236,
0.030136986,
-0.03911213,
-0.00027039234,
0.03704756,
-0.0069284956,
-0.0022867979,
0.010860498,
0.008064726,
-0.021348227,
0.059471082,
-0.029219398,
0.033434562,
0.036588766,
0.03905478,
0.02481785,
-0.0045664273,
-0.024989897,
-0.00011749858,
-0.019498715,
0.06755731,
0.018351732,
-0.03836659,
0.025247969,
-0.029993612,
0.021821357,
0.0027312539,
-0.011964469,
0.0030054545,
0.08338568,
0.016387524,
0.022839304,
0.021233527,
-0.0034284047,
-0.00757009,
0.017806916,
0.015068493,
0.019140283,
-0.00915436,
-0.012996755,
0.023011351,
0.008502013,
0.0018602635,
0.020416303,
0.014201087,
-0.029506145,
0.06853225,
-0.0342948,
0.0035466873,
-0.06589419,
0.0023154726,
-0.0010914262,
0.031886134,
0.012494949,
-0.01365627,
-0.025420018,
0.030968549,
-0.0037348643,
0.01042321,
0.0021290877,
-0.036588766,
0.015412588,
0.019168958,
-0.013527234,
-0.0073908735,
0.06824551,
0.0011828265,
-0.026710372,
0.007942859,
0.01084616,
-0.008760084,
-0.02021558,
0.04169284,
-0.030939873,
-0.0039678453,
0.037190933,
0.018667152,
0.04154947,
0.026122544,
0.038595986,
0.047513783,
0.009097011,
0.033262514,
0.010925015,
-0.009828213,
0.0042940187,
0.03197216,
0.022366174,
-0.008910626,
-0.02503291,
0.057492536,
0.04450295,
0.017204748,
-0.014064882,
-0.0057349163,
0.0029785722,
-0.017061377,
-0.009297733,
0.013039766,
-0.02302569,
0.0032240984,
-0.016688606,
0.012616816,
-0.04911956,
0.024072312,
-0.036646117,
0.024014963,
-0.00047133843,
-0.004053869,
-0.05170027,
-0.030681802,
-0.013928678,
-0.0010134672,
-0.024402069,
-0.030939873,
0.03286107,
0.0045735957,
-0.030997222,
-0.026122544,
0.03323384,
0.04461765,
-0.02159196,
0.03592925,
-0.018867875,
-0.021778345,
-0.018796189,
-0.0033119142,
-0.0653207,
-0.0054266644,
-0.07747872,
-0.009914237,
0.027212178,
-0.034266125,
-0.004372874,
-0.0144233145,
-0.021190517,
0.004749228,
0.025807124,
-0.02143425,
0.036273345,
0.045678608,
-0.046796918,
0.02084642,
-0.0046488666,
0.01746282,
-0.036216,
-0.0014543389,
-0.018337395,
-0.005297629,
0.009519961,
-0.005996572,
-0.014581025,
-0.014538013,
-0.030136986,
0.007985871,
-0.053736165,
0.017376797,
0.0017267475,
0.027828682,
0.02646664,
0.008165088,
-0.014193918,
-0.026437964,
0.06732792,
0.01037303,
-0.026853746,
0.0025825044,
-0.012896393,
0.023513157,
-0.03673214,
0.0064051845,
0.027240852,
0.016487885,
-0.06503395,
-0.004455313,
-0.02847386,
0.0128390435,
0.023083039,
-0.0135344025,
-0.019039921,
0.051040754,
-0.012079167,
-0.06600889,
0.004211579,
-0.013735125,
-0.049521003,
0.003408691,
-0.014781747,
0.029821565,
0.01068845,
0.007107712,
-0.012509286,
0.014444821,
-0.036760814,
0.007584427,
0.012882056,
-0.025491703,
0.019283656,
0.011147244,
-0.03286107,
-0.035585158,
0.03673214,
-0.06314143,
0.024287371,
-0.009964417,
0.011885614,
0.017606193,
0.013247657,
0.02084642,
0.019125946,
0.029176386,
-0.021720996,
0.020860758,
0.00637651,
0.023771228,
0.023799904,
0.03154204,
0.027914705,
-0.0062725646,
-0.014824758,
-0.0039714295,
-0.019312331,
0.027269527,
0.026810734,
-0.009627491,
0.020817745,
-0.024516767,
-0.013254825,
0.013763799,
-0.0014839096,
-0.009233215,
0.042381033,
-0.007484066,
0.0045019095,
-0.008028883,
-0.06600889,
-0.01942703,
0.023699543,
-0.014559519,
0.0028387837,
0.038595986,
-0.0034373654,
0.031025898,
-0.03122662,
-0.029090364,
-0.011978807,
-0.07833896,
0.030681802,
-0.029850239,
-0.026868083,
-0.04605138,
0.010380198,
0.06818815,
0.034696244,
-0.011412484,
0.040574532,
0.011598868,
-0.025549052,
0.022366174,
-0.0026792812,
0.00028853797,
-0.047513783,
0.01349856,
0.07461126,
-0.009907068,
-0.0154556,
0.017133063,
-0.00936942,
0.0530193,
-0.04292585,
0.017878601,
-0.017391134,
-0.0147530725,
-0.031685412,
-0.033807334,
-0.025161946,
-0.026839409,
-0.04619475,
0.040803928,
0.03965695,
-0.03635937,
-0.013426873,
-0.053105325,
-0.03710491,
0.02630893,
0.0018459262,
-0.029018676,
0.0036954368,
0.015670659,
-0.064919256,
0.044703674,
0.05026654,
-0.00952713,
0.009097011,
-0.061363604,
0.022882316,
0.0030466744,
-0.02613688,
-0.036330696,
-0.0008243942,
0.0076776193,
-0.002444508,
0.026337603,
-0.012602478,
-0.01693234,
0.06795876,
-0.026065195,
-0.00019624167,
0.0035484794,
0.017061377,
-0.017419808,
-0.031025898,
-0.02714049,
0.04154947,
0.013778136,
-0.009326408,
0.0062044626,
0.0010752968,
-0.08826036,
-0.032058183,
0.0025771281,
0.004380042,
0.00010848177,
0.014968132,
0.021620635,
-0.037993822,
0.059929878,
0.011656217,
-0.018552454,
0.0026129712,
-0.05399424,
0.009340745,
-0.014165243,
-0.019771123,
0.047054987,
-0.0012715384,
0.07954329,
0.021620635,
0.069449835,
-0.012989585,
-0.06101951,
-0.00757009,
-0.0006429379,
-0.038567312,
0.022351837,
-0.005498351,
-0.012057662,
-0.007584427,
0.0307965,
0.034323473,
-0.018136673,
-0.01709005,
-0.01921197,
0.027929043,
-0.0025753358,
-0.0052904603,
-0.050094493,
-0.009333576,
0.0028298227,
-0.025592064,
-0.033434562,
-0.007921353,
-0.040631883,
-0.011570194,
0.0059894035,
-0.04370006,
-0.025420018,
-0.016631257,
-0.046166077,
-0.00091534643,
-0.015154516,
0.002190021,
-0.028072415,
-0.04324127,
0.04435958,
0.011297785,
-0.060159273,
-0.019541727,
0.0006743007,
0.03059578,
0.03974297,
0.03541311,
-0.025735438,
-0.03202951,
-0.033319864,
0.04261043,
-0.0786257,
-0.0023190568,
0.010917847,
-0.012874887,
0.0069571706,
0.011842602,
0.012896393,
-0.059184335,
0.023283761,
-0.02371388,
-0.013598921,
-0.084647365,
-0.008423158,
0.0103085125,
-0.038567312,
-0.025577728,
0.03366396,
0.0014355213,
0.002186437,
-0.0010313889,
0.014373134,
-0.033348538,
0.020946782,
0.0032097609,
-0.019355342,
0.03604395,
0.006587985,
-0.01842342,
0.03136999,
-0.0116418805,
0.022681594,
-0.021075817,
0.0032796552,
-0.040459834,
0.0019857148,
-0.05370749,
0.004233085,
0.007957197,
0.0015331941,
0.0358719,
-0.0006832615,
0.009498456,
0.036474068,
0.03555648,
-0.006752864,
0.010853329,
-0.057062417,
-0.07960064,
0.042639103,
-0.042065613,
0.009993092,
-0.012745852,
0.00089428853,
0.04226633,
-0.025477367,
0.01524054,
0.047284387,
-0.004699047,
0.049521003,
-0.084475316,
0.013763799,
0.038653336,
-0.04413018,
-0.012416094,
0.026911095,
-0.0038603155,
0.03154204,
0.010717125,
-0.016172465,
-0.0006796772,
0.03217288,
0.048804138,
-0.0060718427,
0.02238051,
0.009061168,
-0.037133582,
-0.04742776,
0.010960859,
0.051671594,
0.029706867,
0.027326876,
0.018996911,
-0.017563181,
0.049779072,
0.005419496,
0.021921718,
-0.020774735,
0.067672014,
-0.00030937186,
-0.029592168,
-0.004218748,
0.0324883,
-0.017104387,
-0.034552872,
-0.050323892,
0.07059682,
-0.03435215,
0.010853329,
0.03228758,
-0.0010511026,
-0.030079637,
0.048890162,
0.043040548,
0.0017805123,
-0.034954317,
0.031886134,
-0.030079637,
-0.012745852,
0.009276227,
0.030968549,
-0.040660556,
-0.064288415,
-0.03254565,
0.0062044626,
-0.059413735,
-0.04874679,
0.051126778,
-0.036330696,
0.03266035,
0.040889952,
0.00757009,
0.070711516,
0.037133582,
0.0039606765,
0.005763591,
-0.014437652,
-0.044273555,
-0.0067779543,
-0.010408873,
-0.0223375,
-0.029821565,
-0.031140596,
-0.008157918,
0.020975456,
0.012559467,
-0.012573804,
-0.072317295,
0.01582837,
-0.033807334,
-0.025893148,
0.060790114,
-0.026079532,
0.024100985,
0.008509182,
-0.011398146,
-0.050897382,
-0.00608618,
0.03243095,
-0.025391342,
-0.03968562,
-0.028029403,
-0.0013736917,
-0.09043963,
-0.047227036,
-0.02269593,
-0.027398562,
-0.004853173,
0.0047850707,
-0.031456016,
-0.019011248,
0.014272773,
0.04123405,
-0.017434146,
0.006064674,
-0.0030072466,
-0.001043934,
-0.014387472,
-0.0148104215,
-0.032574326,
0.018882211,
0.039542247,
0.004899769,
0.05213039,
-0.032832395,
0.029735541,
-0.008430327,
0.031513367,
0.050323892,
-0.053047977,
-0.014416146,
0.027670972,
0.031685412,
-0.04404416,
-0.010337187,
0.023756891,
0.021764008,
-0.027441574,
0.017118726,
-0.038280565,
0.024688816,
0.011075557,
-0.017004026,
0.04261043,
0.03604395,
0.04324127,
-0.0036112051,
-0.0076919566,
0.008795928,
0.0083371345,
-0.014588193,
0.012043324,
0.07575825,
-0.025147608,
0.008136412,
0.021305215,
0.00228859,
-0.021491598,
0.012509286,
-0.03211553,
0.04476102,
0.04883281,
0.00910418,
-0.011534351,
-0.051728945,
-0.03461022,
0.021161841,
-0.037907798,
-0.05740651,
0.0058209402,
-0.06468986,
0.017118726,
-0.016659932,
0.013742293,
0.0033638868,
0.0030305448,
0.020531,
0.026954107,
-0.029706867,
0.03059578,
0.017319446,
-0.053277373,
-0.017634869,
0.026022183,
0.038567312,
0.003942755,
-0.036015276,
0.0010923224,
0.027484586,
-0.018437756,
-0.02238051,
-0.02043064,
-0.023771228,
0.010344355,
0.004397964,
-0.025276644,
0.0020520247,
0.00888912,
0.024545442,
-0.013591751,
0.02281063,
-0.021821357,
0.031456016,
-0.0139215095,
0.036445394,
-0.0063550044,
0.02021558,
0.023068702,
0.01942703,
-0.0062474743,
0.017104387,
0.03286107,
-0.01524054,
0.01598608,
0.017047038,
0.054166283,
-0.0057492536,
0.04324127,
0.007050363,
0.02615122,
0.026165556,
-0.0072582536,
0.0043298616,
-0.016473547,
-0.0031291137,
-0.0030699724,
-0.02603652,
-0.031914808,
-0.0042366693,
-0.009082674,
-0.007641776,
0.029620843,
0.004078959,
-0.0060610897,
0.01116875,
-0.011971638,
0.019068597,
-0.049549676,
-0.029176386,
0.009426769,
-0.045821983,
0.066066235,
0.02815844,
0.03555648,
-0.009175866,
0.0075127403,
-0.0026398536,
-0.012459106,
0.012272721,
0.016588245,
0.041434772,
-0.027484586,
0.04054586,
-0.02503291,
0.005143503,
-0.044531625,
-0.052015692,
-0.034438174,
0.0008512766,
0.008344303,
-0.036330696,
-0.016158126,
-0.035900578,
-0.0044194697,
-0.06371492,
0.027814344,
-0.0583241,
-0.014573856,
-0.014652711,
0.004319109,
-0.047026314,
0.014509338,
-0.027728321,
0.028445184,
0.018724501,
0.062567934,
-0.013161633,
0.029678192,
0.019125946,
0.007856836,
0.032000832,
0.053621467,
-0.053793516,
-0.020889433,
0.026610011,
-0.02387159,
0.0024391315,
-0.059413735,
-0.022839304,
0.014244098,
0.004906938,
-0.056919046,
0.005584375,
0.0031918394,
-0.0032778631,
-0.058410123,
0.014122232,
0.077765465,
0.04714101,
-0.018925223,
0.012272721,
0.042696454,
-0.05118413,
-0.03997237,
-0.009534298,
0.0052474486,
-0.005695489,
-0.03243095,
0.0043441993,
-0.053936888,
0.01306844,
0.029047351,
0.002109374,
-0.027054468,
-0.019484378,
0.02630893,
0.06228119,
0.021634972,
-0.0030287527,
0.007193736,
0.012315732,
-0.0063693416,
0.030767826,
0.016745957,
0.0096705025,
-0.0062259687,
-0.005441002,
0.03968562,
0.028344825,
-0.046739567,
-0.022108102,
0.023900263,
0.0005313758,
0.0044266386,
-0.0685896,
-0.004699047,
0.023398459,
0.012408925,
-0.013699281,
0.0049822084,
-0.01984281,
-0.041893564,
-0.056116156,
-0.028373498,
-0.03148469,
-0.031570714,
-0.04917691,
0.009591647,
-0.0532487,
0.24316046,
0.043757413,
0.047083665,
0.01777824,
0.030337708,
0.04599403,
-0.016158126,
-0.022767618,
-0.02058835,
-0.01185694,
-0.015699333,
-0.027355552,
-0.021634972,
0.034208775,
-0.04883281,
0.01958474,
-0.02534833,
0.005777928,
0.008810265,
-0.038595986,
-0.03968562,
0.020817745,
-0.021505937,
0.040230438,
0.044474278,
-0.017577518,
-0.003408691,
-0.04788655,
-0.030997222,
-0.028502535,
0.027728321,
-0.0015833746,
-0.004186489,
-0.03274637,
0.011878446,
0.01889655,
-0.03010831,
-0.018753177,
0.007200904,
0.028660245,
0.033491913,
-0.026007846,
0.00037388966,
0.0171474,
-0.01911161,
0.027986392,
-0.021419913,
0.061937097,
0.03942755,
-0.02762796,
0.00064383395,
-0.012559467,
0.006806629,
-0.04218031,
-0.021047143,
-0.01846643,
-0.016717281,
-0.044531625,
-0.0049607027,
0.016186802,
0.019025585,
0.009885562,
-0.000566771,
0.04154947,
-0.021247866,
-0.013663438,
-0.00762027,
0.06577949,
-0.031456016,
-0.041406095,
0.02365653,
-0.020516664,
-0.038653336,
-0.052904602,
0.013319343,
0.019312331,
0.014681386,
0.0121436855,
-0.022609908,
-0.03716226,
0.013692113,
-0.010695619,
-0.021004131,
-0.03899743,
0.011118569,
0.04292585,
-0.037334304,
0.00042362214,
0.051929668,
0.012882056,
0.05456773,
0.06721322,
0.025204957,
0.012545129,
0.00040682062
] | You must keep the transformers folder if you want to keep using the library.
Now you can easily update your clone to the latest version of 🤗 Transformers with the following command:
cd ~/transformers/
git pull
Your Python environment will find the main version of 🤗 Transformers on the next run.
Install with conda
Install from the conda channel conda-forge: |
[
0.043946713,
0.01818827,
-0.026509792,
-0.057697784,
-0.018074859,
-0.03422173,
0.0095265135,
0.000590091,
-0.0029664033,
0.024354985,
-0.03368303,
-0.017578686,
0.041962024,
-0.027388725,
-0.020952659,
0.023802107,
0.0164304,
0.019251496,
-0.042926017,
0.015352997,
0.026835848,
0.050184313,
-0.058860242,
-0.0067195944,
-0.021264538,
0.032804094,
0.037113708,
-0.0013219456,
0.04272755,
0.025687564,
-0.03348456,
-0.0064466996,
0.0046108607,
-0.048057858,
0.017408568,
-0.026609026,
0.0084561985,
0.016671399,
-0.029798707,
-0.06368021,
0.007456765,
-0.006740859,
-0.04142332,
-0.028210955,
-0.05279276,
0.01981855,
0.005330311,
-0.054607335,
0.031131286,
-0.02581515,
0.026155382,
0.05565639,
-0.00883896,
0.03263398,
-0.027615547,
0.036007952,
-0.010206979,
-0.009682453,
-0.00083906326,
-0.005440178,
0.024638513,
0.036858536,
0.010738593,
-0.017408568,
-0.0023320112,
0.037057005,
-0.0063616415,
0.033314444,
0.012453931,
-0.01035583,
-0.028253485,
0.03734053,
0.015834993,
-0.02717608,
0.006499861,
-0.0013875111,
0.04391836,
-0.019308202,
0.039183456,
0.048341386,
0.029883765,
0.080578424,
0.0047916095,
0.0030638657,
-0.03691524,
-0.01647293,
-0.020995189,
-0.005525236,
-0.006779844,
-0.033597972,
-0.0019598817,
0.025715915,
0.0057449695,
0.012652401,
0.034363493,
0.027743135,
-0.02846613,
0.041366618,
-0.020669132,
-0.031896807,
-0.00073672767,
0.11312735,
-0.00097551075,
0.04057274,
0.0255458,
-0.025290625,
0.04973067,
-0.026240442,
-0.052821115,
-0.003990645,
0.046895396,
-0.004851859,
-0.007176782,
0.018897086,
0.014785943,
0.017507805,
0.013325778,
0.013169838,
-0.029770356,
-0.04578964,
0.014176359,
-0.0323221,
-0.0120853465,
-0.030876111,
-0.007378795,
-0.008392405,
-0.034250084,
0.018897086,
0.049050204,
-0.006283671,
-0.011986112,
0.020825071,
0.009328045,
0.030535879,
-0.023277583,
-0.03702865,
-0.049787372,
0.022724705,
0.021987533,
-0.05100654,
-0.013956626,
-0.02456763,
0.028976478,
0.06611854,
-0.020867601,
-0.010405447,
0.0097746,
-0.014927707,
0.011326911,
0.009980157,
-0.021562243,
-0.012652401,
-0.004738448,
-0.027629724,
-0.009710806,
0.10167285,
0.02597109,
0.036149718,
0.06742276,
0.010816562,
-0.011085913,
-0.0030390571,
-0.0056634555,
0.030110586,
0.0012670121,
0.038531344,
-0.034193378,
-0.019903608,
0.0035387736,
-0.003788632,
0.017011631,
0.00080362236,
-0.0015487673,
-0.019492494,
0.07315002,
0.027941605,
0.044173535,
-0.009937628,
0.01160335,
-0.01814574,
0.0020325356,
-0.015664877,
0.009951804,
-0.0024028928,
-0.043521423,
0.02639638,
0.023022408,
-0.015905876,
-0.022625469,
-0.015579819,
-0.005645735,
0.058038015,
-0.06708253,
0.0018252062,
-0.048057858,
0.019520847,
-0.014956059,
0.01850015,
0.0046781986,
-0.02636803,
-0.045817994,
-0.0034927006,
0.002796287,
-0.036234774,
0.020541545,
-0.025829326,
0.01016445,
0.059370592,
-0.020895954,
0.013347043,
0.06952087,
0.011823084,
-0.019024674,
-0.0015523114,
0.0072795604,
-0.034476906,
-0.015664877,
0.029231653,
-0.022271061,
-0.0054330896,
0.028721305,
0.0422172,
0.045335997,
0.01943579,
0.020825071,
0.04003404,
0.0008208998,
0.03952369,
-0.0323221,
0.009958892,
0.024553455,
0.013254896,
0.015055293,
0.0066239038,
-0.030110586,
0.026169559,
0.04621493,
0.033768088,
-0.025063803,
0.013949538,
0.019194791,
0.035412546,
-0.030422468,
0.0114332335,
-0.036886886,
-0.02075419,
-0.010476329,
-0.0058193957,
-0.06163881,
0.029146595,
-0.053671695,
0.050411135,
-0.006549478,
-0.014162183,
-0.033824794,
-0.06628866,
-0.02815425,
0.00005903125,
-0.039920628,
0.0003304864,
0.047632568,
-0.00097196666,
-0.027204433,
-0.018712794,
0.00053515757,
0.0761554,
-0.028168427,
0.047604214,
-0.025092157,
-0.018585207,
-0.04349307,
-0.0047419923,
-0.058973655,
-0.0020591163,
-0.06577831,
-0.009370574,
0.035469253,
-0.044258595,
-0.016543811,
-0.03294586,
-0.0068471814,
-0.008746814,
0.020243842,
-0.03671677,
0.011667144,
0.06912393,
-0.07116532,
0.010129008,
-0.0216473,
0.030394115,
-0.048454795,
0.037482295,
-0.035752777,
-0.024595983,
0.034165025,
0.01382195,
-0.0055713095,
-0.020102078,
-0.0594273,
0.01405586,
-0.053189702,
0.034703728,
0.011234765,
0.04006239,
-0.0017817912,
0.010511771,
0.008675932,
-0.03371138,
0.048341386,
0.041565087,
-0.027700607,
0.014006243,
0.01428977,
0.006389994,
-0.046243284,
0.043521423,
0.033824794,
0.01830168,
-0.05435216,
-0.0012324572,
-0.021037716,
0.013169838,
0.025120508,
-0.0292033,
-0.0004806672,
0.05129007,
-0.026651556,
-0.06186563,
0.007690675,
-0.017025808,
-0.045761287,
0.0018695074,
0.0032428422,
0.05613838,
-0.016387872,
-0.00591863,
-0.037624057,
0.027246963,
0.0041536735,
-0.0047774334,
-0.003317268,
-0.020470664,
0.04527929,
0.01475759,
-0.0008306461,
-0.038134407,
0.03637654,
-0.030337408,
0.0048731235,
-0.0010322161,
-0.0016453437,
-0.012843782,
0.012702018,
0.005408281,
0.0017383761,
0.015026941,
-0.02079672,
0.02278141,
-0.0010570248,
0.022171825,
0.033087622,
0.03314433,
0.02028637,
-0.035327487,
-0.017451098,
-0.04442871,
-0.027459608,
-0.0015726899,
0.031244695,
-0.0053870166,
0.041366618,
-0.004065071,
0.006669977,
0.026453087,
-0.011872701,
-0.020924307,
0.0031896809,
-0.011170971,
0.03691524,
-0.004178482,
-0.08335699,
-0.017011631,
0.0027289493,
0.025106333,
0.008165583,
0.008739726,
-0.0023178346,
0.006705418,
-0.029798707,
0.008924019,
-0.01238305,
-0.028905597,
0.019903608,
-0.028494483,
-0.010072303,
-0.01803233,
0.04408848,
0.058973655,
0.013148573,
0.0122483745,
0.00070084375,
0.043436363,
0.0008120396,
0.0083853165,
-0.020697486,
-0.01600511,
-0.04272755,
0.017139219,
0.03637654,
0.010419624,
-0.050326075,
-0.007254752,
-0.0013121993,
0.050949834,
-0.03459032,
0.023915518,
-0.014700885,
-0.017550332,
-0.046243284,
-0.047292337,
-0.010419624,
-0.027091023,
-0.050099254,
0.0134321,
0.07479447,
-0.008186848,
0.00076463737,
0.008505816,
-0.056280147,
-0.000709704,
-0.013020986,
-0.030592583,
-0.0022345486,
-0.0087113725,
-0.064303964,
0.036971945,
0.051743712,
-0.04400342,
-0.004387583,
-0.08120219,
0.0018659633,
-0.0072334874,
-0.02367452,
-0.030025529,
-0.028749656,
0.026041972,
0.018868735,
0.03107458,
-0.021548066,
4.949266e-7,
0.061071757,
-0.04193367,
-0.0060072322,
-0.020413958,
0.04785939,
-0.009384749,
-0.022242708,
-0.04544941,
0.04130991,
-0.0005878759,
0.008789343,
0.014941882,
-0.0019616538,
-0.075758465,
-0.014544945,
0.034675375,
0.0128296055,
0.0033385325,
0.0239864,
0.007098812,
-0.042245552,
0.040317565,
0.016373696,
-0.00017222062,
-0.01616105,
-0.052537587,
0.0036929417,
0.01358804,
-0.021987533,
0.032832447,
0.00079476216,
0.03368303,
-0.01946414,
0.04306778,
-0.014630003,
-0.08358382,
-0.026736613,
-0.023915518,
-0.015154528,
0.035922896,
0.0075985286,
0.014268505,
-0.011610438,
0.014048772,
0.04556282,
-0.022228532,
-0.026240442,
-0.011404881,
0.053132996,
0.012702018,
-0.009250075,
-0.019605905,
-0.013212367,
0.017592862,
-0.013800686,
-0.017337687,
0.005656367,
0.0010136097,
0.0054153693,
-0.011383616,
-0.0064537874,
-0.022256885,
-0.0057485136,
-0.01296428,
0.014183448,
-0.0059434385,
-0.0020343075,
0.008165583,
-0.020087902,
0.057527665,
0.0040402627,
-0.043322954,
-0.01685569,
0.002886661,
-0.0012076487,
0.030309057,
0.05613838,
-0.008491639,
-0.030422468,
-0.034193378,
0.05086478,
-0.070258036,
0.006393538,
-0.0010189258,
-0.018273327,
-0.0069641364,
0.02581515,
0.039381925,
-0.04794445,
-0.0039977334,
-0.008314434,
-0.007470941,
-0.053841814,
0.013297426,
-0.015920052,
-0.042529076,
-0.030904464,
0.053614993,
-0.02204424,
0.018400915,
-0.009001988,
0.033853147,
-0.023901341,
0.026665732,
-0.029118242,
-0.017351864,
0.039325222,
-0.021930829,
0.0018624192,
0.02757302,
-0.026070325,
-0.00039981763,
-0.009760424,
0.017621215,
-0.017592862,
-0.0071165324,
-0.03368303,
0.011893965,
0.031755045,
0.0065423897,
-0.018117387,
-0.0051920917,
0.023887165,
0.031244695,
0.0146441795,
-0.0074355006,
0.012985545,
-0.033853147,
-0.048199624,
0.054267105,
-0.027884899,
-0.016685575,
0.0047597126,
-0.0018571031,
0.067763,
-0.033938203,
0.052480884,
0.044116832,
0.00841367,
0.020669132,
-0.069917805,
0.0025021276,
0.025205567,
-0.049390435,
0.004224555,
0.004376951,
0.023546932,
0.020272193,
0.020357251,
-0.005408281,
-0.007127165,
0.018415092,
0.07643893,
-0.0034200468,
0.039807215,
-0.011121354,
-0.05330311,
-0.04201873,
0.038304523,
0.026509792,
0.0021034174,
0.023631992,
0.034533612,
0.0015815501,
0.0061702603,
0.0027945149,
-0.0046427576,
0.016033463,
0.03501561,
0.015707407,
-0.01300681,
-0.01600511,
0.0129217515,
-0.03586619,
-0.042415667,
-0.021434655,
0.026056148,
-0.01682734,
0.032889154,
0.019988667,
0.058123074,
0.0059647034,
0.055344507,
0.044995766,
-0.0024277016,
-0.01694075,
0.038219467,
-0.01475759,
-0.0156507,
-0.009469808,
0.042614136,
-0.05279276,
-0.054890864,
-0.030734347,
0.02251206,
-0.07774316,
-0.06453079,
0.045421056,
-0.033087622,
0.0063403766,
0.02940177,
0.01674228,
0.04434365,
0.048766676,
-0.00053294253,
-0.015608172,
-0.026665732,
-0.0547491,
-0.013091868,
0.0035511781,
-0.027431255,
-0.0026616114,
-0.023277583,
-0.05069466,
0.006545934,
0.0030390571,
-0.03986392,
-0.0855118,
0.013999155,
-0.0008824784,
0.0004966156,
0.048766676,
-0.023079112,
0.017961448,
-0.0516303,
-0.032095276,
-0.052934527,
-0.022015886,
0.021193657,
-0.034335144,
-0.03407997,
-0.06521125,
-0.011355264,
-0.059994355,
-0.030734347,
-0.017536156,
-0.006273039,
0.017422745,
-0.0064502433,
-0.018514326,
-0.025318978,
0.015324645,
0.034788787,
-0.031443164,
-0.004617949,
-0.0033261282,
0.012631136,
0.0085270805,
-0.0024968113,
-0.026835848,
0.009781688,
0.027700607,
-0.0028902052,
0.024595983,
0.028196778,
-0.0026190823,
-0.017904742,
0.037198767,
0.025999444,
-0.02329176,
-0.0105543,
0.02737455,
0.006531758,
-0.008066349,
-0.04559117,
0.04681034,
0.008597962,
-0.025049627,
0.031840105,
-0.058463305,
0.02324923,
-0.010611005,
-0.055968266,
0.0022806218,
0.062943034,
0.033201035,
0.030053882,
-0.034561966,
0.018911263,
0.0064785965,
0.031017873,
0.01600511,
0.07315002,
-0.009561954,
0.019010497,
0.039920628,
-0.003785088,
-0.023631992,
0.022667998,
-0.021902476,
0.024482572,
0.028168427,
-0.00059452106,
-0.015267939,
-0.03243551,
-0.026665732,
0.022738881,
-0.025829326,
-0.022398647,
0.03473208,
-0.01861356,
0.015168704,
-0.013715628,
0.042330608,
-0.00027577448,
-0.0067266827,
0.02768643,
-0.008846048,
-0.04278425,
0.04933373,
-0.008626315,
-0.058463305,
-0.022540411,
-0.0032392982,
0.01830168,
0.0052346205,
-0.023731226,
0.0044797296,
0.048114564,
-0.023008231,
-0.017819684,
-0.026566498,
-0.040686153,
0.0015478813,
-0.013290337,
0.008541256,
0.0047632568,
-0.013658922,
0.0027502137,
-0.04380495,
-0.005245253,
-0.038559698,
0.049560554,
0.0030266526,
0.029146595,
0.010958326,
0.026268793,
-0.01783386,
0.03941028,
-0.027941605,
0.017876389,
0.04502412,
-0.0009152612,
-0.0032782832,
0.01845762,
0.027091023,
0.015055293,
0.03578113,
0.037680764,
0.035894543,
0.019294025,
-0.015806641,
-0.025148861,
-0.0077119395,
0.0002753315,
-0.014183448,
-0.006829461,
-0.017408568,
0.0034182747,
0.01935073,
-0.019917784,
0.071505554,
0.013233632,
-0.026623202,
0.0108520035,
0.0344202,
0.024156516,
-0.029430121,
-0.041054737,
0.0012971369,
-0.061468694,
0.07212932,
0.017068338,
0.012170404,
0.022214355,
0.02908989,
-0.007867879,
-0.044967413,
0.002955771,
0.02461016,
0.01997449,
-0.036263127,
0.020740014,
-0.026623202,
0.013871567,
-0.0071059,
-0.023192525,
-0.04142332,
-0.007293737,
0.008980724,
-0.036688417,
0.03013894,
-0.051970534,
-0.019733492,
-0.07621211,
0.04598811,
-0.06282963,
0.014715061,
-0.008888577,
-0.021789065,
-0.053104643,
0.014070037,
-0.010377095,
0.018400915,
0.027870722,
0.07768645,
0.0063332887,
0.030705994,
0.042840958,
0.005525236,
0.049277026,
0.019634258,
-0.033172682,
0.006347465,
0.01997449,
-0.0042493637,
0.01386448,
-0.063793615,
-0.020612426,
-0.0013990295,
0.010178626,
-0.058746833,
-0.010547211,
-0.03773747,
0.0053870166,
-0.035752777,
0.019903608,
0.05976753,
0.0060887462,
-0.017195923,
0.027899075,
0.037680764,
0.010611005,
-0.040827915,
-0.012808341,
0.0052381647,
-0.017436922,
-0.00276439,
0.02850866,
-0.027246963,
-0.013984978,
0.004504538,
-0.040686153,
-0.023915518,
-0.00954069,
0.0048873,
0.041735202,
0.034817137,
-0.0046463017,
0.026651556,
0.009221721,
0.012503549,
0.0013316917,
0.020031195,
0.03254892,
-0.029345063,
0.01460165,
0.035043962,
0.010696063,
-0.029033184,
-0.046016462,
0.020995189,
0.017451098,
-0.012581519,
-0.05965412,
-0.0021158217,
0.03921181,
0.026197912,
-0.01000851,
-0.014984412,
-0.015367174,
-0.05976753,
-0.062205866,
-0.04442871,
-0.057641078,
-0.013013897,
-0.018726971,
-0.014225977,
-0.05222571,
0.2356678,
0.04984408,
0.045761287,
0.0021193656,
0.011000855,
0.052509233,
-0.024369162,
0.0020839248,
-0.027516313,
-0.04859656,
0.013772333,
-0.031329755,
-0.020740014,
0.042103786,
-0.036121365,
0.026339676,
-0.044485416,
0.006694786,
-0.005989512,
-0.032577273,
-0.05755602,
0.018939616,
-0.02079672,
0.0014477607,
0.052339118,
-0.0063226563,
-0.017394394,
-0.019776022,
0.019591728,
-0.014303947,
-0.012943016,
-0.0021937916,
0.02636803,
-0.021902476,
0.033456206,
0.016798986,
0.0038984988,
-0.025531624,
-0.0013246036,
0.04808621,
0.025262272,
0.0013192875,
0.05026937,
-0.013134397,
-0.0027803385,
0.02378793,
-0.055004276,
-0.0047951536,
0.024539279,
-0.017167572,
0.024156516,
-0.017380217,
-0.0064750523,
-0.04828468,
-0.022639645,
0.012283815,
0.010129008,
-0.0057768663,
0.015296292,
0.014559121,
0.0013990295,
0.027048495,
-0.015934229,
0.026665732,
-0.0164304,
0.017337687,
0.00020710775,
0.095435254,
-0.029373417,
-0.02456763,
0.0114332335,
0.0030532335,
-0.043096133,
-0.07020133,
0.0016887588,
-0.0054153693,
0.0365183,
-0.010391272,
-0.0012492917,
-0.01892544,
0.027913252,
-0.007648146,
-0.03983557,
-0.04037427,
0.025701739,
0.0338815,
-0.022015886,
-0.004504538,
0.044060126,
0.00061711465,
0.033427857,
0.009703718,
-0.00045497253,
0.028451953,
0.0164304
] | git clone https://github.com/huggingface/transformers.git
cd transformers
pip install -e .
These commands will link the folder you cloned the repository to and your Python library paths. Python will now look inside the folder you cloned to in addition to the normal library paths. For example, if your Python packages are typically installed in ~/anaconda3/envs/main/lib/python3.7/site-packages/, Python will also search the folder you cloned to: ~/transformers/. |
[
0.00094762817,
0.042885005,
0.0018000695,
-0.010464907,
-0.058084752,
-0.020100461,
0.003801822,
-0.008904218,
-0.007924075,
-0.0039431886,
0.0034474628,
-0.008383988,
0.047137316,
-0.034712125,
-0.0055830427,
0.0012336602,
0.0074076154,
0.012432731,
-0.06272912,
0.003958268,
-0.0002992262,
0.008911758,
-0.065262415,
-0.015938625,
-0.008821283,
0.022754386,
-0.00953754,
-0.005221144,
0.06016567,
0.00025799425,
-0.055340353,
-0.011279179,
0.002218515,
0.0024786296,
-0.0014702138,
-0.016164811,
-0.019904433,
-0.017793357,
-0.038964435,
-0.062548175,
0.02200043,
0.0021205007,
-0.0035549016,
-0.029208247,
-0.023613894,
0.008949455,
0.0057187546,
-0.00071908534,
0.037667632,
-0.058446653,
-0.025197202,
0.028755873,
0.0008868405,
0.031786777,
-0.023598816,
-0.037999373,
-0.027715415,
-0.01159584,
-0.016481474,
-0.017310824,
0.05657684,
0.054827664,
-0.056546684,
0.004553893,
0.012440271,
0.05066583,
0.0077506653,
-0.0010395165,
-0.03597877,
0.0174013,
-0.0123120975,
0.046624627,
0.00494218,
-0.06070852,
-0.0031251467,
0.008655412,
0.011482746,
-0.0010527108,
0.038813643,
0.033656586,
0.01245535,
0.04400086,
0.018456837,
-0.0002380851,
-0.037366048,
-0.016406078,
0.020763943,
-0.02883127,
-0.04315643,
-0.02453372,
-0.023086127,
0.029404275,
-0.0111660855,
0.02521228,
0.03983902,
0.042553265,
-0.0019885583,
0.03085187,
-0.018094938,
-0.026041633,
0.00019744218,
0.12992166,
-0.009115325,
0.015252526,
-0.013955722,
-0.010698632,
0.007961773,
-0.010894661,
-0.044573866,
0.013382715,
0.038331114,
0.015056497,
0.004723533,
-0.0017218465,
0.018170334,
0.014596584,
-0.02881619,
0.053772125,
-0.027082091,
-0.023975793,
0.0036208727,
-0.014415635,
-0.012673996,
-0.074249566,
-0.011505365,
-0.04725795,
-0.03697399,
0.01261368,
0.061462477,
-0.034923233,
-0.029102692,
0.012138688,
0.053078488,
0.022890098,
0.013480729,
-0.015388237,
0.011693854,
0.005017576,
0.005503877,
-0.039296176,
-0.009552619,
-0.022422645,
0.015501331,
0.07979868,
0.024096427,
-0.033174053,
-0.002030026,
-0.048826177,
-0.020175857,
0.038964435,
-0.019316347,
-0.0050703525,
0.020221094,
0.008896679,
0.0051193596,
0.028951902,
-0.013827549,
0.034862917,
-0.0008571535,
0.04590083,
0.007795903,
-0.014800152,
-0.037124783,
0.03582798,
-0.032299466,
0.020929813,
-0.010299036,
0.0024918239,
-0.004044973,
-0.021352028,
0.010645855,
-0.024126586,
-0.0061108116,
0.012289479,
0.032631207,
-0.018290967,
0.010442288,
0.0008345348,
-0.007637572,
-0.020944891,
-0.042312,
-0.004293778,
0.041558042,
-0.019542534,
0.03245026,
-0.015312842,
-0.03772795,
-0.016828293,
-0.019014765,
0.022407565,
-0.017823515,
0.06900203,
-0.030474892,
-0.020899653,
-0.057692695,
0.017521933,
0.0092058005,
-0.0049911872,
0.006615962,
-0.047077,
0.006842149,
0.038632695,
-0.04810238,
-0.017491775,
0.034832757,
-0.0316963,
0.019572692,
0.024639275,
0.02626782,
-0.0051872157,
0.049549975,
-0.016858451,
-0.049519815,
0.008270895,
0.040985037,
-0.00750186,
-0.03157567,
0.008881599,
-0.004896943,
0.0053757047,
0.018622708,
0.044634182,
0.054857824,
0.025182122,
0.02966062,
0.032993104,
-0.009145483,
0.0076978887,
0.044604026,
0.010178403,
0.016858451,
0.028906664,
0.033143897,
0.003749045,
-0.007090954,
0.033656586,
0.060678363,
0.020492518,
-0.0065066386,
0.026886063,
0.01705448,
-0.011565682,
0.011972818,
0.016662423,
-0.0025709893,
0.0014720986,
0.005726294,
0.003850829,
-0.05597368,
0.02779081,
-0.06242754,
0.03748668,
0.014400556,
-0.01500372,
-0.010781568,
-0.039446965,
-0.019723482,
0.029117772,
0.0045425836,
-0.030339181,
0.017868752,
-0.011460128,
-0.010834345,
-0.040140606,
0.0074905506,
0.062970385,
0.008474463,
0.00021958962,
-0.00799947,
-0.033747062,
-0.052807063,
-0.0074566226,
-0.027519386,
-0.0131263705,
-0.062125955,
0.004109059,
0.05319912,
-0.013827549,
0.013443031,
-0.008218118,
0.000007440159,
0.030942345,
0.00834629,
0.0059411717,
0.060678363,
0.042553265,
-0.050092824,
-0.0059600202,
-0.038783487,
-0.016059259,
-0.035194658,
-0.020929813,
0.019557614,
-0.027700335,
0.026644798,
0.009145483,
0.0062352144,
-0.051902317,
0.005571733,
-0.004655677,
-0.03199788,
0.041045353,
0.01789891,
0.014317621,
-0.006891156,
0.023131363,
-0.041196145,
-0.010344273,
0.031093137,
0.044754814,
0.0018000695,
0.0103518125,
0.00366234,
0.010336733,
-0.038783487,
0.040834244,
0.07521463,
0.038843803,
-0.05573241,
-0.03700415,
-0.013699377,
0.024247218,
-0.01295296,
-0.058024436,
-0.04451355,
0.057722855,
-0.0395676,
-0.051208675,
-0.0019159901,
-0.03187725,
-0.059110135,
-0.010442288,
0.033445477,
0.039507285,
-0.0026445,
0.07455115,
-0.05117852,
0.045116715,
-0.034923233,
0.024096427,
0.022905177,
-0.021517899,
0.04008029,
-0.0022053206,
-0.044453233,
-0.017838594,
0.07853203,
-0.038451746,
0.002712356,
-0.0024918239,
0.025302757,
-0.028605083,
0.037456524,
-0.0057715317,
0.012078372,
0.002506903,
-0.059532348,
0.05353086,
0.011776789,
-0.011377193,
0.035737503,
-0.013148989,
0.0088137435,
0.0044068717,
-0.020929813,
0.0014409979,
-0.025091648,
-0.00545864,
0.04590083,
-0.020160777,
0.012357336,
-0.045267504,
0.013420413,
-0.01193512,
-0.0134958085,
-0.0069891703,
0.03498355,
0.03000744,
0.015207288,
-0.028333658,
-0.02181948,
-0.006336998,
0.01774812,
0.046142094,
-0.00852724,
0.016179891,
0.021563135,
0.062487856,
-0.014890627,
-0.021246474,
0.003801822,
-0.033837534,
0.043005638,
-0.004191994,
-0.017944148,
-0.073103555,
0.023086127,
0.05235469,
0.03899459,
0.02932888,
0.055521306,
-0.0015408972,
-0.007075875,
-0.019225873,
-0.003017708,
-0.041588202,
-0.047499213,
0.036521617,
0.050364245,
0.027383674,
-0.021698847,
-0.00019979828,
0.0019188175,
0.05865776,
-0.059079975,
0.012568443,
-0.042161208,
0.0031477653,
-0.032359783,
0.0031326863,
-0.038783487,
-0.009333973,
-0.053168964,
0.036913674,
0.043699276,
-0.028378896,
0.0006639523,
-0.029781254,
-0.009899439,
0.0019414361,
0.021894876,
-0.017597329,
-0.02522736,
0.032661363,
-0.0450564,
0.044453233,
-0.016466394,
-0.03507402,
-0.040170763,
-0.045750037,
0.026554322,
0.009514922,
-0.0003687315,
-0.006698897,
0.02626782,
-0.0009622361,
-0.0055151866,
0.0075621763,
0.023613894,
-0.008670491,
0.05232453,
0.005390784,
-0.0002886237,
-0.033716902,
-0.014438253,
-0.024503563,
0.012440271,
-0.013473189,
0.04282469,
-0.015373158,
-0.0402914,
0.02727812,
-0.0052776905,
-0.061613265,
-0.034712125,
-0.0016313718,
-0.009635555,
-0.005918553,
0.02183456,
0.042553265,
-0.023809923,
0.063030705,
0.018999686,
-0.054164182,
-0.021517899,
-0.011196244,
0.022950415,
0.007513169,
0.0053606257,
0.00033975134,
-0.0364613,
0.05832602,
-0.029781254,
0.029886806,
0.002250558,
-0.07231944,
-0.023071047,
0.009552619,
-0.011829566,
0.012131149,
0.025619417,
-0.02982649,
-0.024277376,
0.015433474,
0.001697343,
0.0026821976,
-0.030429656,
-0.021186158,
0.06291007,
0.018879052,
0.049399182,
-0.055672094,
-0.028786032,
0.01176171,
-0.0070532565,
0.0027952911,
-0.010163324,
-0.0122744,
-0.001398588,
-0.014272383,
-0.036883518,
-0.05521972,
-0.0024786296,
-0.005085432,
-0.04755953,
-0.008451845,
-0.009251038,
-0.022452803,
0.007991931,
0.044784974,
0.010691093,
-0.052294374,
0.018879052,
0.017340982,
0.0013439262,
0.02506149,
0.009160562,
-0.03857238,
-0.02812255,
-0.013262082,
0.03190741,
-0.069122665,
0.023644052,
-0.014619202,
-0.039477125,
-0.001748235,
0.013322399,
0.018034622,
-0.03986918,
0.010495065,
0.0005103338,
-0.033355005,
-0.056607,
-0.0027067012,
-0.014988641,
-0.011497825,
-0.03815016,
0.037667632,
-0.032661363,
-0.014174369,
0.002695392,
0.037245415,
0.0008109737,
-0.001945206,
-0.03154551,
0.008723268,
0.020779021,
0.015388237,
0.00013312032,
0.050364245,
-0.03305342,
0.004972338,
0.020251252,
0.019210793,
-0.039266016,
-0.005507647,
-0.023493262,
0.042221524,
0.000038640235,
-0.022181379,
0.034078803,
0.0070645656,
0.019301267,
0.013111291,
0.025875762,
0.015131893,
-0.013322399,
-0.01991951,
-0.07262102,
0.054857824,
-0.040442187,
-0.0074415435,
-0.0025596798,
-0.0005183446,
0.061281525,
-0.06001488,
0.015192209,
0.050545197,
0.009680793,
-0.01022364,
-0.07189722,
0.064659245,
0.025091648,
-0.00476877,
-0.03223915,
0.01722035,
-0.035526395,
0.019195715,
-0.0012986888,
-0.021955192,
-0.011407351,
-0.004003505,
0.03700415,
-0.0038979515,
0.046262726,
-0.009085167,
-0.04279453,
-0.040623136,
0.019542534,
0.024880541,
0.0066725085,
0.0070042494,
0.040019974,
-0.028062234,
0.057391115,
0.007230436,
-0.026976539,
-0.036189876,
0.052957855,
0.026162265,
-0.02436785,
0.007961773,
-0.0014381707,
-0.047770638,
-0.045086555,
-0.032812156,
0.045116715,
-0.036521617,
-0.009499843,
0.004550123,
0.021427423,
-0.038331114,
0.027172567,
0.009424447,
0.054857824,
-0.022060746,
0.0038677931,
-0.011663696,
-0.025815446,
0.0038131315,
0.03974855,
-0.03199788,
-0.025468627,
-0.028936824,
-0.010924819,
-0.043246903,
-0.04110567,
0.04948966,
-0.03733589,
0.02299565,
0.04400086,
0.008919297,
0.056426052,
0.013563665,
0.056546684,
-0.0187735,
-0.015124353,
-0.05322928,
-0.0053266976,
0.0057677617,
-0.032269306,
0.015983863,
-0.037366048,
-0.0054850285,
0.012002976,
0.027308278,
-0.050213456,
-0.058416493,
0.03254073,
-0.035888296,
-0.03561687,
0.034289908,
0.001031977,
0.0006837436,
-0.020522676,
-0.0077657443,
-0.033837534,
-0.022875018,
0.03362643,
-0.021563135,
-0.03410896,
-0.021713927,
0.027217804,
-0.08812235,
-0.014340239,
-0.026674956,
-0.03377722,
0.01569736,
-0.01363906,
-0.008783584,
-0.020658389,
-0.009002232,
0.025453547,
0.0063746963,
0.016571948,
-0.008399067,
0.024699591,
0.018954448,
-0.0014212066,
-0.049700767,
-0.01295296,
0.06016567,
0.02711225,
0.010525223,
-0.0070645656,
-0.004486037,
0.016571948,
0.0371851,
0.05814507,
-0.016647344,
-0.030882029,
0.017476695,
0.045930985,
-0.058356177,
-0.006193747,
0.014762455,
-0.013020816,
0.017687803,
0.02914793,
-0.022422645,
0.037788264,
-0.008474463,
-0.06936393,
-0.00019520386,
0.052445166,
0.029932044,
-0.01399342,
-0.029343959,
-0.014340239,
0.007181429,
0.009401829,
0.02798684,
0.06435767,
-0.015244986,
0.018366363,
-0.02352342,
0.014536267,
0.016345762,
-0.0064576315,
0.00818042,
0.04979124,
0.007211587,
-0.021729006,
0.03561687,
-0.048011903,
-0.043186586,
0.03510418,
-0.04740874,
0.0074076154,
0.020190936,
-0.057240322,
0.016134653,
-0.039266016,
-0.0076715,
0.034350224,
-0.025257519,
0.016300524,
0.008482003,
-0.0022863708,
0.018894132,
0.031816933,
-0.060256146,
-0.013111291,
0.00020085853,
-0.0032099667,
-0.05730064,
-0.0154711725,
0.020402044,
0.034893073,
0.021246474,
0.01722035,
-0.024262298,
-0.02403611,
0.009107786,
0.022090904,
-0.0498214,
-0.013669218,
0.01976872,
0.034289908,
-0.03664225,
0.011633538,
-0.014272383,
0.058024436,
0.010970057,
0.008512161,
0.008504622,
0.014521188,
-0.0052437624,
-0.039597757,
-0.009454605,
0.049881715,
0.014785073,
-0.0018264579,
0.01807986,
-0.015011259,
0.03085187,
0.028228104,
0.019874275,
-0.0032307005,
0.030716158,
0.016677503,
-0.013978341,
-0.0066084224,
0.010336733,
0.037878737,
-0.026810668,
-0.0065971133,
-0.031304244,
-0.03121377,
0.030806633,
0.005251302,
0.036702566,
0.035043865,
-0.0070645656,
0.00048960006,
-0.03254073,
0.0136466,
0.0017538896,
-0.036220036,
0.02762494,
0.011037912,
0.049399182,
0.007924075,
0.029238405,
-0.022498041,
0.022377407,
0.015018799,
-0.03154551,
-0.008052248,
0.018879052,
0.034048643,
-0.019708404,
0.027655099,
0.0017378681,
0.004689605,
-0.020748863,
-0.04077393,
-0.00528523,
0.043850068,
0.013345017,
0.01245535,
0.017160034,
-0.033535954,
-0.011226402,
-0.07521463,
-0.016300524,
-0.08347798,
-0.015878309,
0.025423389,
0.0095903175,
-0.014068815,
0.042885005,
0.045237347,
0.025423389,
0.03869301,
0.03410896,
0.0138878655,
0.015621964,
0.00019485045,
0.00087788724,
-0.013262082,
0.027911443,
-0.0490976,
-0.026795588,
-0.020733785,
-0.0038131315,
-0.04146757,
-0.039145384,
-0.008120104,
0.0041505266,
0.019889353,
-0.012809709,
-0.015101735,
0.022965493,
-0.029087614,
-0.027428912,
0.021774244,
0.08275419,
0.036069244,
-0.02403611,
0.013028356,
0.032842316,
-0.01601402,
-0.035164498,
-0.040834244,
0.0055151866,
-0.039085068,
-0.03495339,
0.00027637192,
-0.036521617,
0.01636084,
0.016240207,
-0.0050251153,
-0.0005612258,
0.040502504,
0.020944891,
0.021020288,
0.035767663,
-0.053168964,
-0.032902632,
-0.012168846,
0.035405762,
0.014114052,
0.03187725,
0.008331211,
0.032269306,
-0.006193747,
0.026147187,
0.030716158,
0.00426362,
0.0041015195,
0.02644877,
-0.02727812,
-0.008316132,
-0.016044179,
-0.0001579773,
-0.005409633,
-0.021216316,
-0.011686315,
-0.005613201,
-0.014800152,
-0.044784974,
-0.030052677,
-0.030746317,
-0.019482218,
-0.004252311,
-0.045086555,
-0.0029743556,
-0.044664342,
0.27045903,
0.027866205,
0.044905607,
0.019195715,
0.04140725,
0.081487544,
0.017039401,
0.01875842,
0.017129876,
-0.04092472,
-0.00071107456,
-0.042885005,
0.015561648,
0.037878737,
-0.033113737,
0.048524596,
-0.05473719,
0.029615384,
0.0061560487,
-0.03462165,
-0.022724228,
0.007075875,
-0.012764472,
0.06278944,
0.016587026,
-0.008052248,
-0.016511632,
-0.03700415,
-0.027911443,
-0.031153454,
0.0040110447,
-0.039085068,
0.035556555,
-0.021729006,
0.005028885,
0.023568658,
-0.034380384,
-0.020432202,
-0.0002740158,
0.012530745,
0.010691093,
-0.040140606,
0.01755209,
0.01041213,
-0.01859255,
0.031002661,
-0.031666145,
-0.0018170334,
0.04927855,
0.015162051,
0.031756617,
-0.03528513,
-0.015425935,
0.007449083,
-0.008972074,
0.01193512,
-0.039507285,
-0.02337263,
-0.029856648,
-0.0014994296,
0.021186158,
-0.0014626742,
-0.0025370612,
0.038602535,
0.017431458,
0.0075961044,
-0.03923586,
0.0633926,
-0.030082835,
-0.074309886,
0.0022580975,
-0.010947438,
-0.026101949,
-0.04207073,
0.008308593,
0.012025595,
0.018879052,
0.014400556,
-0.031123295,
-0.037547,
0.030248705,
-0.010660935,
0.0028122552,
-0.03528513,
-0.006069344,
0.021397265,
-0.032902632,
-0.021804402,
0.030233627,
0.0123347165,
0.003733966,
0.06707191,
0.006729055,
-0.00021947181,
0.0021223854
] | conda install conda-forge::transformers
Cache setup
Pretrained models are downloaded and locally cached at: ~/.cache/huggingface/hub. This is the default directory given by the shell environment variable TRANSFORMERS_CACHE. On Windows, the default directory is given by C:\Users\username\.cache\huggingface\hub. You can change the shell environment variables shown below - in order of priority - to specify a different cache directory: |
[
0.024049565,
0.04064842,
0.0028127925,
0.007165298,
-0.049481116,
-0.0063841753,
-0.010282278,
0.0098241195,
-0.0014289287,
0.005096074,
0.0154421935,
0.008735054,
0.042691357,
-0.036472417,
-0.018461533,
-0.0056293407,
-0.0045365198,
-0.020910053,
-0.03599173,
0.00434875,
0.012144955,
0.029126862,
-0.06849845,
-0.026528126,
-0.017214742,
0.021240527,
-0.010545156,
-0.012362768,
0.070000604,
0.011206105,
-0.043051876,
-0.004878261,
-0.0033930014,
-0.030598978,
-0.0013247164,
-0.034249224,
0.023043118,
-0.009012953,
-0.034910172,
-0.042691357,
0.030764215,
0.008562306,
0.015697561,
-0.066515595,
-0.026543148,
-0.014683603,
0.023779176,
0.030088244,
0.007304248,
-0.028646171,
-0.029367207,
0.017650368,
0.011679285,
0.025431551,
-0.014585963,
-0.028015263,
-0.018506598,
-0.003999498,
-0.01937785,
-0.007961443,
0.042781487,
0.04572572,
-0.033408016,
-0.02166113,
0.038605485,
0.05359703,
0.020910053,
0.012347747,
-0.03175564,
0.02996807,
-0.006793514,
0.03749389,
-0.01333166,
-0.08261874,
-0.0029273322,
0.0016711518,
0.01550228,
-0.007758651,
-0.00964386,
0.034669828,
-0.019227635,
0.049090553,
0.029817855,
0.0051186066,
-0.026528126,
-0.03409901,
0.019452957,
-0.025416529,
-0.06531387,
-0.022667577,
-0.030583955,
0.040888764,
-0.010620263,
0.030028157,
0.028871495,
0.027714832,
-0.02239719,
0.023764154,
-0.036712766,
-0.025581766,
0.0054753693,
0.06759715,
-0.015412151,
0.02562683,
-0.0146385385,
0.015269445,
0.019993735,
0.021180442,
-0.04302183,
0.007976464,
0.04073855,
0.0028146703,
0.0020391808,
0.0141578475,
0.00045064767,
0.013068782,
-0.005681916,
0.04206045,
-0.038695615,
-0.037584018,
-0.005644362,
-0.039386608,
0.018882137,
-0.055730097,
-0.006647053,
-0.038124792,
-0.03659259,
0.006808535,
0.04563559,
-0.03668272,
-0.0031489006,
0.020759836,
0.045515414,
0.027204098,
-0.007878823,
-0.014563431,
0.014323086,
-0.015997993,
0.004754333,
-0.037794318,
-0.006031168,
-0.033227757,
0.025281334,
0.08736556,
-0.0024823176,
-0.019392872,
0.025912242,
-0.0416098,
-0.029532444,
-0.009771544,
-0.013339171,
0.0024654183,
-0.0047017573,
-0.0011134753,
-0.006200161,
0.015276956,
-0.01994867,
0.013556984,
-0.019633217,
0.016704008,
-0.0039919876,
-0.030884387,
-0.016794138,
0.07456717,
-0.015622453,
0.024139693,
-0.007232895,
0.018311318,
-0.018296296,
-0.008336982,
0.025101075,
-0.023643982,
0.0020635908,
0.021811347,
0.031304993,
-0.0010308565,
0.034429483,
0.01634349,
-0.018867116,
0.0073267804,
-0.018101014,
-0.000068066576,
-0.024935838,
0.033167668,
0.03884583,
-0.0061738733,
-0.0010768601,
-0.010590221,
-0.037734233,
-0.013046251,
-0.0030212172,
0.04332226,
-0.04052825,
0.000274144,
-0.056180745,
0.023313506,
0.0043637715,
0.010162105,
-0.015727604,
-0.04500468,
-0.010470048,
0.03175564,
-0.04906051,
-0.009118104,
0.04572572,
-0.043352306,
0.04473429,
0.042481054,
0.033888705,
0.015667517,
0.032386545,
-0.005103585,
-0.05056267,
-0.007495773,
0.029487379,
-0.0017772418,
-0.039717082,
0.020880008,
0.00008737166,
0.004923326,
0.011506537,
0.018942224,
0.069219485,
0.032266375,
0.029697683,
0.009103083,
-0.027294228,
0.010522624,
0.075588636,
0.006327844,
0.01861175,
0.049571246,
0.0129260775,
0.023764154,
-0.02693371,
0.044854466,
0.05774299,
0.013602049,
0.010883141,
0.024890773,
0.011731861,
-0.010244723,
-0.009576263,
0.014953992,
0.031124733,
-0.026362889,
-0.021120355,
0.012738308,
-0.070000604,
0.03713337,
-0.08117667,
0.045996107,
0.03157538,
-0.003389246,
-0.01946798,
-0.028060328,
-0.02296801,
0.022231951,
0.0022532383,
0.0024522746,
0.0074244207,
-0.011191084,
0.017545216,
-0.011461472,
0.023568874,
0.04803904,
-0.008314449,
-0.0071314997,
0.0072817155,
-0.03536082,
-0.061197955,
-0.0012383423,
-0.04151967,
0.011236149,
-0.06897914,
-0.0017650367,
0.048189256,
-0.024665449,
0.009388493,
-0.011348811,
0.017980842,
0.062970504,
0.01408274,
0.012693243,
0.0561507,
0.020519491,
-0.034820043,
0.0045064767,
-0.02353883,
-0.021991607,
-0.02825561,
-0.014683603,
0.020189015,
-0.04224071,
0.013489387,
0.0133016175,
-0.0029141882,
-0.028556041,
-0.02202165,
0.022667577,
-0.044103388,
-0.0007102395,
-0.015652496,
0.0140526965,
-0.018010886,
0.02580709,
-0.014262999,
-0.009703946,
0.048970383,
0.04662701,
-0.026783494,
0.008367025,
0.004848218,
0.03704324,
-0.022562427,
0.055159274,
0.0546185,
0.04413343,
-0.076249585,
-0.02069975,
-0.027549595,
0.019452957,
-0.0068198014,
-0.039446693,
-0.018641792,
0.054858845,
-0.015201848,
-0.05678161,
0.007976464,
-0.024094628,
-0.021120355,
-0.0081642335,
0.0137297325,
0.06597482,
0.00018800457,
0.05804342,
-0.035300735,
0.00803655,
0.00363898,
0.039506778,
0.005276333,
-0.008336982,
0.07024095,
-0.0043712826,
0.0031564115,
0.008239342,
0.051373836,
-0.031485252,
-0.005144894,
-0.02682856,
0.03572134,
-0.033257797,
0.03572134,
0.0101996595,
0.02845089,
0.010747947,
-0.058614243,
0.06200912,
0.007476996,
0.022186887,
0.034459524,
0.008449644,
0.008524752,
0.009989357,
-0.031244906,
-0.01455592,
-0.013091315,
-0.008359514,
0.03289728,
-0.018686857,
0.0056293407,
-0.06248981,
-0.005039743,
-0.0029686415,
-0.009403515,
0.0005994553,
0.04479438,
0.024755578,
0.03376853,
-0.014323086,
-0.009794076,
-0.006162607,
0.015487258,
0.04839956,
-0.011596667,
0.018085994,
0.002641922,
0.04019777,
-0.035210606,
-0.02571696,
-0.011311256,
-0.05215496,
0.007713586,
-0.025581766,
-0.026453018,
-0.030493826,
0.017665388,
0.02098516,
0.04311196,
0.022787752,
0.0561507,
-0.04866995,
-0.0062752687,
-0.022096757,
0.0059861033,
-0.028946603,
-0.0066019883,
0.028000243,
0.01342179,
0.030013135,
-0.009290853,
0.010793012,
-0.025536701,
0.04857982,
-0.024845708,
0.012911056,
-0.010800523,
0.022367146,
0.027083926,
0.0052312682,
-0.009666393,
-0.0030756705,
-0.039566867,
0.0266483,
0.042661313,
-0.022652557,
-0.008014018,
-0.01759028,
-0.024049565,
0.008389558,
0.009118104,
-0.013879948,
-0.042691357,
0.028946603,
-0.041639846,
0.0219165,
0.019362828,
-0.016749073,
-0.014007632,
-0.017545216,
-0.0012374034,
0.00032859726,
0.009688925,
0.0040558293,
0.024500212,
-0.0018542274,
0.0009801587,
0.0059598153,
0.02816548,
-0.00036755952,
0.006327844,
-0.024560299,
0.0061851395,
-0.03527069,
-0.03770419,
-0.023118226,
0.011258681,
-0.01928772,
0.037193455,
-0.0007520183,
-0.05143392,
0.008652436,
0.018686857,
-0.056661434,
-0.04509481,
0.01248294,
-0.00008420305,
-0.00084918924,
0.019167548,
0.023118226,
0.008457155,
0.044974636,
0.030644042,
-0.05047254,
-0.02514614,
-0.026588213,
0.035210606,
0.013369215,
-0.017334914,
0.00429993,
-0.04593602,
0.046536885,
-0.031545337,
0.023013074,
0.027714832,
-0.078773215,
-0.0042135557,
0.0154421935,
0.00203167,
0.021330656,
0.008817673,
-0.011754394,
-0.014142826,
0.0026907423,
-0.011236149,
0.0068460894,
-0.045785803,
-0.0372235,
0.088206775,
0.05651122,
0.041219242,
-0.041249283,
-0.051463965,
0.011063401,
-0.015051632,
-0.0078412695,
0.0016364143,
-0.0013735365,
0.033257797,
-0.031695552,
-0.02438004,
-0.030583955,
-0.019002311,
0.00964386,
-0.037013195,
-0.028946603,
0.012182509,
-0.016508726,
-0.004885772,
0.062429726,
0.008344493,
-0.055159274,
0.012986164,
0.034699872,
-0.016628899,
0.037944533,
0.050923187,
-0.02391437,
-0.024620384,
-0.027294228,
0.026362889,
-0.06200912,
0.006891154,
-0.028525999,
-0.026723407,
-0.0012974897,
0.0021274325,
0.028661191,
-0.07156285,
-0.009658881,
-0.010064465,
-0.0150140785,
-0.026272759,
-0.0064893267,
0.0040558293,
-0.022922944,
-0.030358631,
0.056391045,
-0.04662701,
-0.022817794,
0.005989859,
0.032837193,
-0.03127495,
0.0179508,
-0.041129112,
-0.008389558,
0.010379918,
0.014202912,
-0.0048707505,
0.0253264,
0.0031000804,
0.009531198,
0.011048378,
0.00048820165,
-0.066335335,
-0.026768472,
-0.015682539,
0.03752393,
0.016538769,
-0.0024466414,
0.030193394,
0.015231892,
0.015141762,
0.012415344,
0.0416098,
0.020594599,
-0.012077358,
-0.023674024,
-0.07961442,
0.06363145,
-0.047618438,
0.001413907,
0.014060208,
-0.008720033,
0.07372596,
-0.0614383,
0.031815726,
0.05029228,
0.013955057,
0.011296235,
-0.05756273,
0.05104336,
0.0035526059,
-0.011709329,
-0.030598978,
0.023899348,
-0.029066775,
0.027925134,
-0.017665388,
-0.027008817,
-0.023583895,
-0.022517363,
0.041069023,
-0.028480934,
0.05122362,
0.003714088,
-0.058013376,
-0.060476918,
0.034940217,
0.028060328,
0.02078988,
0.02836076,
-0.00031920878,
0.0022832816,
0.040047556,
-0.011183573,
0.009658881,
-0.040948853,
0.03902609,
0.008960378,
-0.0387557,
0.0042098,
0.0002821242,
-0.024545277,
-0.048339475,
-0.011919631,
0.030974517,
-0.01550228,
-0.017755518,
-0.009703946,
0.021345679,
-0.0013688423,
0.032266375,
-0.0037009441,
0.052875996,
-0.017725475,
0.0011604178,
0.01417287,
-0.043833,
-0.0054190382,
0.06813793,
-0.035000302,
-0.010184637,
-0.020819923,
-0.02495086,
-0.037373714,
-0.039266434,
0.047648482,
-0.041429542,
0.007116478,
0.044343732,
-0.010988292,
0.039266434,
0.037644103,
0.028871495,
-0.021135377,
-0.017229762,
-0.06801776,
-0.0005816172,
0.01228766,
-0.023208356,
0.015832756,
-0.02939725,
-0.019483002,
-0.012655688,
0.022096757,
-0.038635526,
-0.057983335,
0.033197712,
-0.027144011,
-0.062730156,
0.0072854706,
0.01673405,
0.023238398,
-0.007672277,
0.0022757708,
-0.038335096,
-0.02978781,
0.046386667,
-0.027068904,
-0.019407893,
-0.022727665,
-0.0010148961,
-0.08021528,
-0.002093634,
-0.016974395,
-0.025867177,
-0.01578769,
-0.02116542,
-0.0034737424,
-0.013917502,
-0.035871554,
0.015667517,
-0.00079285825,
0.019302743,
-0.014443258,
0.001084371,
0.04073855,
0.019107461,
-0.026888644,
-0.003103836,
0.028721279,
0.03053889,
0.0012158098,
-0.018176123,
0.019362828,
0.007552104,
0.007030104,
0.04830943,
-0.013669646,
-0.02732427,
0.0067559597,
0.06657568,
-0.07817235,
0.0035488505,
-0.013947546,
0.009133127,
-0.016704008,
0.022337103,
-0.007409399,
0.046536885,
-0.0011519681,
-0.0124453865,
0.0056068082,
0.035420906,
0.034940217,
-0.007484507,
-0.009974335,
-0.003582649,
-0.013970078,
-0.01852162,
0.036081858,
0.046266496,
-0.009080551,
0.021420786,
-0.015306999,
0.01937785,
0.005557988,
0.0017096446,
0.0012111156,
0.0372235,
0.017695433,
-0.02939725,
0.02012893,
-0.013121358,
-0.036742806,
0.054768715,
-0.03893596,
0.036141943,
0.04052825,
-0.07042121,
0.030133309,
-0.053957548,
-0.017515173,
0.022186887,
-0.0150140785,
0.021631088,
0.011784437,
-0.0039206347,
-0.006530636,
0.060567047,
-0.07156285,
-0.020684728,
-0.008907802,
0.009065529,
-0.032206286,
-0.0049571246,
0.023929391,
0.036472417,
-0.009598795,
0.012971142,
-0.03044876,
-0.0084196,
0.017740497,
0.006778492,
-0.048970383,
-0.007976464,
-0.011401386,
0.054858845,
-0.026588213,
0.03385866,
-0.038214922,
0.039566867,
0.010162105,
0.0046078726,
-0.015562367,
0.041008938,
0.016088123,
-0.022802772,
0.0022400946,
0.03818488,
0.0247706,
0.010049443,
-0.0018842706,
-0.027835004,
0.0133541925,
0.023058139,
0.008682478,
0.0119646955,
0.04341239,
0.009786566,
-0.042511098,
0.02193152,
0.017710453,
0.04584589,
-0.03196594,
0.021120355,
-0.045245025,
-0.026678342,
0.010522624,
0.0074732406,
0.0066019883,
0.0014815042,
-0.006534391,
0.0050998298,
0.0043449947,
0.018551663,
-0.00019844927,
-0.043833,
0.05687174,
0.00044665756,
0.06459283,
0.013879948,
0.006327844,
-0.0319359,
0.060266618,
0.018131059,
-0.0200388,
-0.008074104,
0.003501908,
0.040137686,
-0.031244906,
0.042390924,
0.01200225,
-0.017214742,
-0.01937785,
-0.020173995,
-0.016508726,
0.061888948,
0.007217874,
0.004641671,
0.025792068,
-0.05275582,
-0.020264124,
-0.07655002,
0.009681414,
-0.066155076,
-0.04356261,
-0.011100954,
-0.010597731,
-0.03430931,
0.035420906,
0.019302743,
0.034669828,
0.045966063,
0.026678342,
0.0049759015,
0.045245025,
0.014390683,
-0.029367207,
-0.013909992,
-0.0034192891,
-0.054798756,
0.0030437496,
-0.026873624,
-0.008524752,
-0.030568933,
-0.02241221,
-0.017425044,
0.0024635405,
0.013639603,
-0.01361707,
-0.037584018,
0.01049258,
-0.0052237576,
-0.019077418,
0.02182637,
0.09157161,
0.050622754,
-0.0063203336,
0.009245788,
0.015517302,
-0.015592409,
-0.0078112264,
-0.04374287,
0.021525938,
-0.04365274,
-0.03839518,
-0.01171684,
-0.022382168,
0.016688986,
0.020158973,
-0.0137297325,
0.022051694,
0.016028035,
0.033888705,
0.0321462,
0.03479,
-0.050983272,
-0.019888584,
-0.01710959,
0.0535069,
-0.02496588,
0.07018086,
0.0033141382,
0.009388493,
-0.0058171107,
-0.041219242,
0.012956121,
-0.021045247,
-0.025867177,
0.013579517,
-0.009388493,
-0.00011817766,
-0.015179316,
0.00850222,
0.0018964757,
-0.015772669,
-0.02030919,
-0.049210727,
-0.01673405,
-0.05654126,
0.0039469227,
-0.0548288,
-0.008937846,
-0.029667638,
-0.04545533,
0.0047768652,
-0.04329222,
0.26918688,
0.028886516,
0.042270754,
0.01087563,
0.020669706,
0.028525999,
-0.0051524052,
0.013121358,
-0.0016974396,
-0.02078988,
-0.0010674717,
-0.04016773,
0.018596727,
0.043802954,
-0.0053852396,
0.04130937,
-0.08309943,
0.022832816,
-0.018551663,
-0.022952989,
0.0005783312,
0.0073117586,
0.040978894,
0.040678464,
0.033197712,
-0.009148148,
-0.00973399,
-0.029727725,
-0.004686736,
-0.049030468,
0.0003234336,
-0.049390987,
0.029337164,
-0.0024785623,
-0.012918566,
0.04055829,
-0.041129112,
-0.039146263,
0.0016166986,
-0.0037854405,
-0.010845588,
-0.045785803,
0.008870249,
0.0025949795,
-0.031244906,
0.014976525,
-0.040948853,
-0.0065268804,
0.060386788,
-0.033107582,
0.047888827,
-0.062309552,
0.015081676,
-0.05338673,
-0.02552168,
0.033137627,
-0.05284595,
-0.030478805,
-0.03527069,
-0.016553791,
0.035871554,
0.009411026,
0.0051674265,
0.04010764,
0.03205607,
0.027489508,
-0.04794891,
0.05464854,
-0.052305173,
-0.05143392,
-0.0077210967,
-0.029337164,
-0.02014395,
-0.01598297,
0.025356442,
0.005452837,
0.026422976,
0.015397129,
-0.0026325334,
-0.03127495,
0.005479125,
-0.014999057,
-0.027804961,
-0.031365078,
-0.014503344,
0.019573132,
-0.046566926,
-0.010349875,
0.04545533,
0.004754333,
0.001975339,
0.05999623,
-0.010793012,
-0.0026832314,
-0.003047505
] | Shell environment variable (default): HUGGINGFACE_HUB_CACHE or TRANSFORMERS_CACHE.
Shell environment variable: HF_HOME.
Shell environment variable: XDG_CACHE_HOME + /huggingface.
🤗 Transformers will use the shell environment variables PYTORCH_TRANSFORMERS_CACHE or PYTORCH_PRETRAINED_BERT_CACHE if you are coming from an earlier iteration of this library and have set those environment variables, unless you specify the shell environment variable TRANSFORMERS_CACHE. |
[
0.026506897,
-0.006519901,
-0.046619136,
0.044497404,
0.008221705,
0.0054958714,
0.041020125,
-0.0243999,
0.025755452,
0.008855278,
0.02772984,
0.054693498,
0.029055921,
-0.07037073,
-0.031236589,
0.01813785,
0.010365537,
-0.02192455,
-0.06842581,
-0.0069435104,
0.013511298,
-0.023604251,
-0.054428283,
-0.02338324,
-0.023707392,
0.0026319036,
-0.007897552,
0.0038603707,
0.0806847,
0.048947144,
-0.02662477,
-0.026492164,
0.004412905,
-0.0091941655,
-0.011721088,
-0.01956707,
0.029910507,
-0.0058752783,
-0.015176267,
-0.07178522,
-0.03542111,
0.031059777,
0.018579876,
-0.039605636,
-0.02856969,
-0.0056063784,
0.0020222743,
0.002084895,
-0.0048033623,
-0.010697058,
-0.022985414,
0.040224474,
0.024444103,
0.013813349,
-0.016870705,
-0.026683709,
-0.020480594,
-0.013739679,
-0.03875105,
-0.01908084,
0.022911742,
0.012487268,
0.02828974,
-0.044320595,
0.011175921,
0.03082403,
-0.017253796,
-0.007845983,
-0.03359407,
-0.014969988,
-0.041638963,
0.03550952,
0.0074150064,
-0.046088703,
-0.023589518,
0.045469865,
0.020804746,
0.00714979,
0.00721241,
0.028348677,
0.017165389,
0.057109915,
0.0028915945,
-0.022337107,
-0.010623387,
-0.066363014,
0.050685786,
-0.026816316,
-0.022852806,
0.005827392,
-0.040990654,
0.01765162,
-0.08145088,
0.013702843,
0.0184178,
0.04461528,
-0.026197478,
0.0060078865,
-0.033653002,
0.021055229,
0.032621607,
0.1046131,
-0.0384269,
0.005934215,
-0.0384269,
-0.0037130285,
0.034979086,
-0.02325063,
-0.037572313,
-0.011551644,
-0.0061147097,
0.00013433483,
0.018594611,
-0.016310804,
0.02755303,
0.014550062,
-0.017386403,
0.0140048945,
-0.022602323,
-0.030647218,
0.0053706304,
-0.021011027,
0.037896466,
-0.011824228,
0.016944375,
-0.059526328,
-0.026123807,
0.037719652,
0.018388331,
-0.04420272,
0.0022893324,
0.0056026946,
0.025814388,
0.043524943,
-0.015323609,
-0.02325063,
-0.0108886035,
0.034566525,
0.06948668,
-0.029276935,
0.0016548393,
-0.02391367,
0.00011798903,
0.06819006,
0.0058052903,
-0.035008553,
0.016546551,
-0.052836984,
-0.06306255,
0.027302546,
-0.04308292,
0.030588282,
0.008538492,
0.0017487701,
-0.0034386031,
0.0022138194,
-0.040666502,
0.028275006,
0.010498146,
0.04128534,
-0.009842472,
0.009813004,
-0.039988726,
0.06105869,
0.02849602,
0.0120305065,
-0.012163115,
0.013400791,
0.01880089,
-0.03695347,
-0.006184697,
0.030234661,
0.0034459704,
0.025254486,
0.06300361,
0.0019780716,
0.015456217,
-0.022396045,
0.010328702,
0.03250373,
-0.007131372,
0.022366576,
0.0012339926,
0.005720569,
0.0003282973,
-0.019626008,
0.010660223,
-0.0037480223,
0.02053953,
0.0035454265,
-0.009849839,
0.023869468,
-0.03645251,
0.04034235,
-0.062001683,
-0.0006018016,
-0.019655475,
-0.0056432136,
0.013061903,
-0.027759308,
-0.014174338,
0.06088188,
-0.048829272,
0.017695822,
-0.01866828,
-0.012428331,
0.019788085,
0.013599703,
0.0433776,
0.008700568,
0.0585244,
-0.015412015,
-0.030617751,
0.0016023485,
0.0028934362,
-0.017032782,
-0.04376069,
0.024340965,
-0.008111199,
-0.028333943,
0.031472337,
0.013025068,
0.019788085,
0.023191694,
0.04744425,
-0.0095256865,
-0.014446923,
0.01803471,
0.020716341,
0.002712942,
0.013872287,
0.06978136,
-0.014130136,
0.037307095,
0.021143634,
0.003131026,
0.057669815,
0.020716341,
0.030529344,
0.02384,
0.0064462298,
-0.006630408,
0.019611273,
0.023751594,
-0.0015811682,
0.0066340915,
0.0012606984,
-0.013695476,
-0.018653547,
0.034713868,
-0.08587115,
0.026020667,
0.031767022,
0.0047149565,
-0.07850403,
-0.040253945,
0.004578665,
0.04007713,
-0.005724252,
-0.01713592,
0.024002077,
0.03733656,
-0.028275006,
-0.022543387,
0.04650126,
0.035155896,
-0.014292212,
0.027052063,
0.0022285539,
-0.021954017,
-0.049713325,
-0.00900262,
-0.05932005,
-0.021467788,
-0.05990942,
-0.008479555,
0.017872633,
-0.034625463,
0.05702151,
0.00044847344,
-0.02314749,
0.014623733,
-0.02967476,
0.04980173,
0.037071347,
0.03220905,
-0.037307095,
0.005031743,
0.0027018911,
0.0018390173,
-0.015353078,
-0.031678617,
-0.004376069,
0.01608979,
0.012634611,
0.010291867,
0.0040887515,
-0.04611817,
-0.029895773,
0.030588282,
-0.006372559,
-0.011109617,
-0.00029077101,
0.010814932,
-0.019920692,
0.029733695,
-0.0014614525,
-0.04897661,
0.04906502,
0.052011866,
-0.018358862,
0.033800345,
0.022852806,
0.047208503,
-0.033829816,
0.065420024,
0.040165536,
-0.018535674,
-0.02401681,
-0.022366576,
-0.06164806,
0.0122515205,
-0.0053522126,
-0.021423584,
-0.002420099,
0.051805586,
-0.062355302,
-0.052836984,
0.0173422,
-0.060174637,
-0.019301854,
-0.0314134,
-0.03082403,
0.051039405,
0.008788974,
0.062001683,
-0.027508825,
0.013850185,
-0.040224474,
0.04479209,
-0.020627936,
-0.025107145,
0.028378146,
0.024635648,
-0.0016861496,
0.0030997158,
0.0574046,
-0.04396697,
0.00704665,
-0.0076397033,
0.024561977,
-0.012951396,
0.020171175,
-0.006637775,
0.0052601234,
0.028068727,
-0.026698442,
0.042287268,
-0.02529869,
0.039635107,
0.01442482,
0.0135039305,
0.022911742,
0.015927713,
-0.028996984,
0.00900262,
0.03447812,
0.018078912,
0.06323936,
-0.046795946,
0.022749666,
-0.026079604,
-0.00016322776,
-0.0077723116,
-0.004051916,
-0.036924005,
0.023294833,
0.045587737,
0.01803471,
-0.004295031,
-0.03586314,
-0.040784378,
0.010616019,
0.036511447,
0.015353078,
0.0064499136,
0.0052011865,
0.011175921,
-0.01386492,
0.00477021,
-0.0011179604,
0.005064895,
0.010137157,
0.0041071693,
-0.05917271,
-0.037071347,
0.026226947,
0.06064613,
0.046353918,
-0.0036854018,
0.083454736,
-0.022572855,
0.038456365,
0.041815773,
0.0046928553,
-0.026580568,
-0.050656315,
0.037719652,
0.037100814,
0.0033722993,
-0.0090541905,
-0.020303782,
-0.016502349,
-0.01473424,
-0.009658294,
0.019714413,
-0.013039802,
0.0013518665,
0.037572313,
0.00065981766,
-0.0022064524,
-0.025357626,
-0.040224474,
0.008980519,
0.047562126,
0.00026452565,
-0.005131199,
-0.019699678,
0.0036798764,
0.015338344,
0.0019799136,
-0.040813845,
0.006833004,
0.0077060075,
-0.07779679,
0.054752436,
0.07084222,
-0.015073127,
-0.029041186,
-0.04859352,
-0.0023740544,
0.008626898,
-0.00214199,
-0.010697058,
0.019242918,
-0.010932806,
-0.009363609,
-0.027582496,
0.0022230283,
0.02585859,
0.008199604,
-0.024841929,
0.057876095,
-0.040990654,
-0.043554414,
-0.022617059,
-0.0057095177,
0.014564796,
0.01376178,
0.031089246,
-0.022337107,
-0.0001155717,
0.021968752,
-0.027980322,
-0.041963115,
0.0043208157,
0.0055437577,
-0.00384932,
0.031030308,
-0.007322917,
-0.023029616,
0.032916293,
0.026536366,
-0.012818788,
-0.021497255,
-0.01762215,
0.0039229915,
0.014395352,
-0.03542111,
0.015824573,
-0.06954561,
0.06972242,
0.013039802,
0.0013150309,
0.017283263,
-0.050332163,
0.0066525093,
0.028540222,
-0.016841237,
0.045410927,
0.0368356,
-0.0057647713,
-0.01591298,
-0.014771075,
-0.034448653,
-0.012745118,
-0.013643906,
0.0037461806,
0.07143159,
0.017430605,
0.029100124,
-0.052895922,
-0.025976464,
0.06088188,
-0.02954215,
-0.0068256366,
-0.014380618,
-0.036128357,
0.017312732,
-0.023059085,
0.0074518416,
-0.013511298,
-0.041344278,
0.012229419,
-0.02429676,
-0.006221533,
0.0056432136,
-0.013010333,
0.034831744,
0.035214834,
-0.024576712,
-0.05271911,
-0.029041186,
0.018211521,
0.043171324,
0.00959199,
0.005190136,
-0.040607564,
-0.049949072,
-0.049477577,
0.027022596,
-0.027155204,
0.004372386,
-0.019905958,
-0.06088188,
-0.024827193,
0.024061013,
0.020009099,
-0.03312257,
0.0054185167,
-0.0122515205,
0.023648456,
-0.075675055,
0.012811421,
-0.012258887,
0.008148035,
-0.01207471,
0.032710012,
-0.006346774,
-0.0028418666,
-0.00037572312,
0.0050427937,
0.03005785,
0.048122026,
0.0009798269,
-0.009496218,
0.017563215,
-0.021040494,
-0.018638814,
0.036599852,
-0.012207318,
0.0042987145,
-0.011367466,
0.012715649,
-0.05215921,
-0.047797874,
-0.0063983435,
-0.0038235353,
0.03969404,
-0.022955945,
0.021836143,
0.030146254,
0.026256416,
-0.013128208,
0.012885093,
-0.025136612,
0.013025068,
-0.020952089,
-0.036717724,
0.024355698,
-0.04146215,
-0.015898244,
-0.012067342,
-0.013577602,
0.018756688,
0.0018095488,
0.014056465,
0.051275153,
-0.037542842,
-0.01928712,
-0.044821557,
0.03618729,
-0.012479901,
-0.034242373,
-0.028952781,
-0.0056542647,
-0.039104674,
0.022278171,
-0.0107780965,
-0.02964529,
-0.026713178,
-0.015102596,
0.0025066626,
-0.0018951916,
0.04149162,
0.015633028,
-0.04632445,
-0.07308183,
0.041904178,
-0.011094882,
0.012671446,
0.011514808,
0.016222399,
-0.014756341,
0.04046022,
-0.03447812,
-0.017032782,
0.001850068,
0.07037073,
-0.010903337,
-0.024974536,
0.03179649,
0.018889295,
-0.008958418,
-0.08127407,
-0.02627115,
0.018255724,
-0.019242918,
0.001740482,
-0.02384,
-0.002016749,
-0.00036098887,
0.014697405,
0.005823708,
0.015868776,
-0.021644598,
0.02560811,
0.015485686,
-0.03297523,
0.002208294,
0.033181507,
-0.03409503,
-0.00808173,
-0.03371194,
-0.01967021,
-0.027096268,
-0.029424276,
0.031767022,
-0.034183435,
0.020613201,
0.02560811,
-0.0025398147,
0.058642276,
-0.014262744,
0.024503041,
0.015132064,
-0.02053953,
-0.04653073,
0.00093884737,
0.008420618,
-0.0112495925,
0.007794413,
-0.015868776,
0.019272385,
0.02744989,
0.04364282,
0.006262052,
-0.0666577,
0.006836687,
0.000020130079,
-0.027081532,
0.002259864,
0.017194858,
-0.028157132,
0.0038014338,
-0.011293795,
-0.016355006,
-0.0045676143,
0.01793157,
-0.0016806242,
-0.002217503,
-0.04732638,
-0.037542842,
-0.05599011,
-0.032444797,
-0.011927367,
-0.02839288,
-0.002828974,
0.022955945,
-0.0019559704,
-0.0039635105,
0.0051533002,
0.03276895,
0.024635648,
0.04747372,
-0.030293597,
-0.015574091,
-0.0038530037,
0.01977335,
-0.036039952,
0.040430754,
0.050332163,
-0.02634482,
0.02179194,
-0.016590754,
0.008884747,
-0.01772529,
0.008354314,
0.037130285,
-0.007407639,
-0.037159752,
0.0037701237,
0.030382002,
-0.04638339,
-0.011978937,
-0.021585662,
-0.02025958,
-0.043318667,
0.038279556,
-0.015633028,
0.02742042,
-0.02199822,
-0.002368529,
-0.01616346,
0.027877182,
0.016001385,
-0.010070853,
0.017710555,
-0.004737058,
-0.02783298,
-0.036157824,
0.02634482,
0.012678813,
-0.014763708,
0.020568999,
-0.017769493,
-0.010755995,
0.00026544655,
-0.013371322,
0.023029616,
0.024930334,
0.039428826,
-0.0009973239,
0.024841929,
-0.046236046,
-0.05292539,
0.0023482696,
-0.04691382,
-0.008965785,
0.0056211124,
-0.06382873,
0.021114165,
-0.0065420023,
-0.030323066,
0.011912633,
0.028481286,
-0.010358171,
-0.0050170086,
-0.011698986,
0.01713592,
0.04013607,
-0.050626848,
-0.031059777,
-0.02189508,
0.0070613846,
-0.029601088,
-0.039252017,
-0.015235204,
0.052070804,
0.0022948578,
0.012568306,
-0.050892062,
0.005322744,
0.0065051666,
0.00535958,
-0.027847713,
-0.0059784176,
-0.0077207414,
0.018594611,
-0.036216762,
-0.008096465,
0.010313968,
0.0008398517,
0.029173795,
0.016325537,
0.008346947,
-0.002068319,
0.016841237,
-0.0097467,
0.018918764,
0.05215921,
0.0012118912,
0.011080149,
-0.001933869,
0.008199604,
0.04452687,
0.016030854,
0.022086626,
-0.006162596,
0.05878962,
-0.011293795,
-0.017946305,
-0.01099911,
0.046029765,
0.04750319,
-0.010763362,
0.0051201484,
0.005635847,
-0.004663387,
-0.028275006,
0.005510606,
0.009790902,
0.014012262,
0.0072197774,
-0.02821607,
-0.00010797435,
0.0014126452,
-0.01468267,
-0.024989272,
0.0029026452,
0.008346947,
0.027980322,
0.009370976,
0.0045712977,
0.008140667,
0.030499876,
0.036599852,
0.010800198,
0.032798417,
0.014557429,
0.046059232,
-0.014667936,
0.038485836,
-0.051569838,
-0.022882275,
-0.020937355,
-0.030765092,
-0.0216888,
0.03606942,
0.0037185538,
-0.021040494,
0.0039856117,
-0.013739679,
-0.04343654,
-0.04187471,
-0.02811293,
-0.050066948,
-0.0030242028,
0.031649146,
-0.0020112237,
-0.029424276,
0.039399356,
-0.002753461,
0.014071199,
0.015529889,
0.066363014,
0.030588282,
0.09494744,
0.028996984,
-0.004136638,
-0.014336416,
0.003641199,
-0.03374141,
-0.00038976668,
0.020436391,
-0.033770878,
-0.036423042,
-0.013901755,
-0.06182487,
0.026713178,
0.0007477627,
-0.031531274,
-0.048711397,
0.06070507,
0.003147602,
-0.040430754,
0.02731728,
0.09836578,
0.04205152,
-0.013312385,
-0.017091718,
0.004862299,
-0.049477577,
-0.0103066005,
-0.03005785,
-0.00682932,
-0.03995926,
-0.061176565,
0.00127267,
-0.040784378,
-0.015544623,
0.016782299,
-0.040047664,
0.0009531211,
0.020112237,
0.02467985,
0.04517518,
0.041196935,
-0.04868193,
-0.01852094,
0.037100814,
0.056874167,
0.022617059,
0.04788628,
0.043731224,
0.0068624723,
-0.025725983,
0.015515154,
0.01695911,
-0.02662477,
-0.004225043,
0.024547243,
-0.00060410384,
-0.03601048,
-0.03701241,
0.0042213597,
0.0001069959,
-0.044644747,
-0.054870307,
-0.020686872,
-0.029114857,
-0.04437953,
-0.024738789,
-0.0021898763,
0.008538492,
0.01591298,
-0.04591189,
-0.009967714,
-0.07426057,
0.26050135,
0.029939976,
0.052660175,
-0.022440247,
0.037955403,
0.05855387,
-0.009474116,
0.013894388,
0.0020959456,
-0.027597232,
-0.00069757417,
-0.059378985,
0.011698986,
0.0067151296,
-0.046353918,
0.05425147,
-0.019346057,
0.027390951,
0.0077870456,
-0.0677775,
-0.02954215,
0.005952633,
0.015294141,
0.043230258,
0.030647218,
-0.0067261807,
0.026683709,
-0.07555718,
-0.0109180715,
-0.026389023,
0.017577948,
-0.05702151,
0.009813004,
0.0032083807,
-0.03273948,
0.048446182,
0.009864573,
-0.037366033,
0.012398863,
-0.016914908,
0.0035122745,
-0.036688257,
0.054222003,
-0.00900262,
-0.011897898,
0.019905958,
-0.013813349,
0.034448653,
0.06406447,
-0.016340273,
0.03503802,
-0.018977702,
0.04034235,
-0.029586354,
-0.03397716,
-0.027273078,
-0.05699204,
-0.0585244,
-0.0042360937,
0.024945067,
0.019139778,
0.010439209,
-0.041049592,
0.021806674,
-0.03662932,
0.016413944,
-0.05731619,
0.029910507,
-0.037483905,
-0.024237825,
0.027980322,
-0.0011796601,
-0.016104525,
-0.025740717,
0.004420272,
0.052836984,
0.01235466,
0.039458293,
-0.004504994,
-0.024856662,
0.021482522,
0.01737167,
-0.013842818,
-0.010122423,
0.023471644,
0.052571766,
-0.050479505,
-0.0019909642,
-0.01762215,
0.034419183,
0.039487764,
0.05233602,
0.015883511,
0.015036291,
0.021423584
] | HF_DATASETS_OFFLINE=1 TRANSFORMERS_OFFLINE=1 \
python examples/pytorch/translation/run_translation.py --model_name_or_path google-t5/t5-small --dataset_name wmt16 --dataset_config ro-en
This script should run without hanging or waiting to timeout because it won't attempt to download the model from the Hub.
You can also bypass loading a model from the Hub from each [~PreTrainedModel.from_pretrained] call with the [local_files_only] parameter. When set to True, only local files are loaded: |
[
0.025504418,
0.018697396,
-0.028644996,
0.001374003,
-0.005678604,
-0.019340118,
0.040520765,
-0.017616453,
0.020800853,
0.0485548,
0.027812377,
0.0152500635,
0.01894572,
-0.04154328,
0.0067047696,
0.01062684,
-0.005737033,
-0.040754482,
-0.057173133,
0.01010828,
-0.005295161,
-0.006847191,
-0.050132394,
-0.043675948,
-0.029784368,
-0.014249461,
-0.013263466,
0.0041813515,
0.049314383,
0.06812864,
-0.032486726,
0.0071685524,
-0.008370006,
0.020727817,
-0.014132602,
-0.010634144,
-0.014037655,
-0.043091655,
-0.0030529343,
-0.033859815,
-0.021575043,
0.002614714,
0.03719029,
-0.037161075,
-0.040403906,
0.0073474925,
0.033187877,
-0.026994366,
-0.02752023,
-0.00845765,
-0.038592596,
0.013424146,
0.0144393565,
0.052586425,
-0.022948133,
-0.063980155,
-0.00013363434,
-0.0021180643,
-0.01928169,
0.00021032288,
0.021078393,
0.04922674,
0.0019299949,
-0.029623687,
0.0037906049,
0.013051659,
-0.060006958,
0.018580537,
-0.009100373,
-0.005046836,
-0.079347074,
0.0049117184,
-0.020318812,
-0.013139303,
-0.011554407,
0.055449467,
0.020450277,
-0.038008302,
0.028089916,
0.06234413,
0.0045574903,
0.057319205,
0.011715087,
-0.0080705555,
-0.003147882,
-0.030616986,
0.06660947,
-0.048525587,
-0.0033761216,
-0.03669364,
-0.024817873,
0.047532286,
-0.052352708,
0.014972525,
0.049139094,
0.047649145,
-0.0278562,
0.030967562,
-0.034590185,
-0.015264671,
0.013000533,
0.074906446,
-0.012759512,
0.021122215,
-0.0030474565,
0.0017720531,
0.028425885,
-0.00015953954,
-0.018302998,
-0.038008302,
0.007376707,
-0.03943982,
0.018200746,
-0.0123578105,
0.013862367,
-0.010057154,
0.01335111,
0.008903174,
-0.05229428,
-0.04329616,
0.015074776,
-0.02077164,
0.017455772,
-0.05118412,
0.028922535,
-0.05533261,
-0.00022253371,
0.0055507896,
0.02158965,
-0.076016605,
0.007000568,
0.00084357394,
0.058546223,
0.04069605,
-0.010882469,
0.016798442,
-0.017265877,
0.0017775308,
0.03131814,
-0.025781956,
0.016287185,
0.015147813,
-0.008727886,
0.060299102,
-0.001463473,
-0.025504418,
0.02592803,
-0.06275313,
-0.07116696,
0.04648056,
-0.021677293,
0.026380857,
0.0034674176,
0.032778874,
-0.023751536,
0.048058152,
-0.043646734,
0.04373438,
0.015366922,
0.040111758,
0.006452793,
-0.0053353314,
-0.03739479,
0.042770293,
0.026117925,
0.02175033,
-0.064739734,
0.0055690487,
0.041893855,
-0.020318812,
-0.0020012057,
0.023590855,
0.0070078718,
0.0046706973,
0.07572445,
0.018113103,
0.026249392,
-0.0047583412,
-0.002483248,
0.0046670455,
0.017601846,
0.015907394,
0.0037540866,
-0.005514271,
-0.01560064,
-0.011649354,
-0.010677966,
-0.0057552923,
0.022918917,
0.0057954625,
-0.0030547602,
0.06830393,
-0.029828189,
-0.01227747,
-0.06339586,
-0.001130243,
-0.006821628,
0.012898282,
0.020786246,
-0.034268823,
-0.034181178,
0.047795217,
-0.03789144,
0.0007107384,
-0.010013332,
0.0063249785,
-0.01828839,
0.0358172,
0.015439959,
0.0006089435,
0.064564444,
0.017601846,
-0.03876788,
-0.027155047,
0.019077187,
0.0061862087,
-0.008983514,
0.030879918,
-0.025475202,
-0.0044844537,
0.020698601,
-0.0073621,
0.03981961,
0.037161075,
0.029127037,
0.01205836,
-0.022845881,
-0.014490482,
0.008837441,
0.034298036,
0.0021764939,
0.048963808,
0.026892114,
-0.0071429894,
0.016652368,
0.05585847,
0.03686893,
0.01593661,
0.03213615,
0.026337035,
-0.008304273,
0.032662015,
0.02570892,
0.015542211,
-0.02372232,
0.015848964,
-0.0148629695,
0.0072525446,
-0.044464745,
0.008574509,
-0.05921816,
0.013548309,
0.012774119,
-0.021998655,
-0.07835378,
-0.00881553,
0.025314521,
0.034648612,
0.0123212915,
-0.033801388,
0.025460595,
0.060123816,
-0.002483248,
-0.015556818,
0.04256579,
0.039673537,
0.028776461,
0.024189757,
-0.028688816,
-0.044581603,
-0.021618864,
-0.013935403,
-0.06976466,
-0.009158802,
-0.045311972,
-0.009202625,
-0.0044954093,
-0.05530339,
0.031931646,
-0.017587239,
-0.010049851,
-0.043471444,
-0.009699274,
0.03613856,
0.029024785,
0.063629575,
-0.06497345,
-0.002724269,
-0.009881866,
0.010955506,
-0.009443645,
-0.031434998,
-0.011554407,
0.020304203,
0.010860558,
0.0012626221,
0.014395534,
-0.043033227,
-0.036547568,
0.024175148,
-0.018332213,
0.021355933,
-0.015761321,
0.034151964,
-0.013146606,
0.013884277,
-0.007508173,
-0.04087134,
0.031610284,
0.058546223,
0.03613856,
0.00029169035,
-0.00545219,
0.016360221,
-0.012467366,
0.05658884,
0.07578288,
0.0015009042,
-0.042945582,
0.013606738,
-0.04992789,
0.02708201,
-0.014483178,
-0.020976141,
0.0019409504,
0.06549931,
-0.035963275,
-0.047152497,
-0.02312342,
-0.049518887,
-0.019792946,
-0.046451345,
-0.025343737,
0.055770826,
0.010181316,
0.054806743,
-0.03239908,
-0.007117427,
-0.025825778,
0.022787452,
0.006580607,
-0.014614644,
0.043851238,
0.028382063,
-0.024029076,
-0.015907394,
0.022232372,
-0.04724014,
-0.0032665667,
-0.014139906,
0.010334694,
0.013307287,
-0.0032446557,
0.015410745,
0.012109485,
0.030061908,
-0.024963945,
0.056325905,
-0.030850703,
0.018142316,
0.0328373,
0.017090589,
-0.030412484,
-0.007683461,
-0.046334486,
0.01112349,
0.012051056,
0.0043055136,
0.06298685,
-0.065265596,
0.037920658,
-0.0033870772,
0.003723046,
0.03146421,
-0.017806347,
-0.05030768,
0.027213477,
-0.009114981,
0.041776996,
-0.0050176214,
-0.039965685,
-0.029200073,
0.010488071,
0.037102647,
-0.0074095735,
0.0038782489,
0.018317604,
-0.019237868,
-0.0020578091,
-0.012460061,
-0.008771708,
0.0029324237,
0.03844652,
0.002636625,
-0.026629182,
-0.07812006,
0.011488673,
0.06900508,
0.058108002,
-0.017645668,
0.05404716,
-0.0051125693,
-0.00061442127,
0.052498784,
0.011444852,
-0.015439959,
-0.0579035,
0.026512323,
0.051505484,
0.005364546,
-0.007515477,
-0.03669364,
0.004422372,
0.012182523,
-0.0040900554,
0.030850703,
-0.012825245,
-0.024467295,
-0.009786919,
0.0020705906,
-0.03020798,
-0.02971133,
-0.0672522,
0.034414895,
0.05498203,
-0.020318812,
-0.018858077,
-0.02262677,
0.0070334347,
0.042098355,
0.0368105,
-0.040199403,
-0.009976814,
0.0053280275,
-0.057640567,
0.0598901,
0.056267478,
-0.022422267,
-0.04729857,
-0.063454285,
-0.013541005,
0.02164808,
-0.0050870064,
-0.017397342,
0.024949338,
0.00087141915,
-0.012146004,
0.0101521015,
-0.01112349,
-0.009648149,
0.030120337,
-0.000697044,
0.023430174,
-0.034823902,
-0.024481904,
-0.065616176,
0.0060547427,
0.0037431312,
0.019018758,
-0.02290431,
-0.02131211,
0.013278073,
0.024423474,
-0.041893855,
-0.05466067,
-0.0115982285,
-0.014242157,
-0.030909132,
0.022071691,
0.020362632,
-0.03894317,
0.054368522,
0.01255501,
-0.021399755,
-0.014512393,
-0.046422128,
-0.014139906,
-0.009107677,
-0.021122215,
0.020917712,
-0.043354586,
0.049022235,
0.0025508069,
0.05010318,
0.023883002,
-0.046276055,
-0.013102785,
0.005167347,
-0.027753947,
0.019106401,
0.023912217,
-0.011138097,
-0.012197129,
-0.0006230944,
0.023371745,
-0.019924413,
-0.036167774,
0.016243363,
0.054573026,
0.04548726,
0.025445988,
-0.020800853,
-0.012430847,
0.027184261,
0.009480164,
0.018755825,
-0.028907927,
-0.0058758026,
0.026862899,
-0.0076688537,
-0.017207447,
-0.015571426,
-0.030646201,
-0.021706508,
0.012029145,
-0.030295625,
-0.032194577,
-0.008172807,
0.000032695338,
-0.0021564087,
-0.017134411,
-0.04250736,
-0.050629042,
0.0132926805,
0.0274618,
0.019471586,
0.033041805,
-0.021341326,
-0.02636625,
-0.025197662,
0.019909805,
-0.05474831,
0.0097284885,
-0.010692573,
-0.028498922,
-0.026249392,
0.031551857,
0.025665097,
-0.043383803,
0.0071904636,
0.0017747919,
0.018828861,
-0.08267755,
0.007515477,
0.0018049196,
-0.0081947185,
-0.008647546,
0.0258696,
0.0049518887,
-0.0049920585,
-0.017543416,
0.0149140945,
0.023941431,
0.024394259,
-0.028542744,
0.0044661947,
-0.020362632,
-0.00845765,
-0.018697396,
0.039147675,
-0.008026734,
0.03719029,
-0.0025252441,
0.0029397274,
-0.042478148,
-0.037745368,
-0.04154328,
0.034035105,
0.0098526515,
-0.030646201,
0.0067668506,
-0.01971991,
0.040345475,
-0.016287185,
0.021516614,
-0.022305408,
0.032369867,
-0.047152497,
-0.035495836,
0.02240766,
-0.0048423335,
-0.0102397455,
-0.034035105,
-0.016637761,
0.0071831597,
-0.014001136,
-0.0054850564,
0.02483248,
0.015177027,
-0.004499061,
-0.026453894,
0.05048297,
-0.0030894526,
0.0066828583,
-0.034005888,
0.007968305,
-0.030616986,
0.033859815,
-0.013570219,
0.0009366957,
-0.039147675,
0.001861523,
0.009670059,
-0.006383408,
0.008742494,
0.01763106,
-0.057027057,
-0.04662663,
0.0135921305,
0.005733381,
0.03196086,
0.0124454545,
0.023956038,
0.007000568,
0.031113636,
-0.011452155,
-0.039147675,
-0.020085093,
0.061117113,
0.000653222,
0.0019774688,
-0.0014516045,
-0.008749797,
-0.0071831597,
-0.052469566,
-0.008640242,
0.04981103,
-0.0399949,
-0.006555044,
-0.03307102,
0.0027169653,
0.011211134,
0.036489137,
0.029433792,
0.0076250318,
-0.02164808,
0.053141505,
0.0026092362,
-0.025007768,
-0.0024759443,
0.051213335,
-0.018916506,
-0.0010015158,
-0.02971133,
-0.0039841523,
-0.024365045,
-0.019340118,
0.0368105,
-0.04455239,
0.04630527,
0.015293886,
0.019413156,
0.052615643,
-0.00585024,
0.018668182,
0.0025416773,
-0.0087571,
-0.054280877,
-0.000620812,
-0.003611665,
-0.015615247,
0.003768694,
-0.04224443,
0.018332213,
0.04113427,
0.03076306,
-0.01625797,
-0.07081639,
0.02214473,
0.0019172134,
-0.015892787,
0.005897714,
-0.03651835,
-0.00027046405,
-0.01641865,
0.018872684,
-0.022378447,
0.022524519,
0.01641865,
-0.0069859605,
-0.002990853,
-0.040082544,
-0.01175891,
-0.038651023,
-0.026673004,
0.00015668655,
-0.019895198,
-0.013358413,
0.015045561,
-0.023707714,
-0.015469174,
-0.0075227804,
0.04344223,
-0.010254353,
0.010736396,
-0.03388903,
0.004228825,
-0.0014808192,
0.0037157424,
-0.045049038,
0.027680911,
0.045224328,
0.0022020566,
0.038680237,
-0.016710797,
0.0068617985,
-0.037365578,
0.034648612,
0.03981961,
-0.0044004614,
-0.00845765,
0.008479562,
0.013767418,
-0.027184261,
0.016243363,
-0.012635349,
0.0022330973,
-0.0057297293,
0.037424006,
-0.0017784437,
0.063688,
-0.0016214148,
-0.03856338,
-0.017879386,
0.052615643,
0.039936468,
-0.014424749,
0.03640149,
-0.0048167706,
0.012226344,
-0.046129983,
0.016593939,
0.0068581463,
-0.042156786,
0.009071158,
0.010583018,
0.008370006,
-0.008464954,
-0.016856872,
0.047941294,
0.026176354,
0.031493425,
-0.0050943103,
0.0033870772,
-0.047707576,
-0.006292112,
0.013687078,
-0.04399731,
-0.008786315,
0.007851446,
-0.06532403,
0.024365045,
-0.0124454545,
0.0025508069,
0.014388231,
-0.0045538386,
0.013541005,
0.022772845,
-0.011495977,
-0.0007025218,
0.032808088,
-0.039848827,
-0.040900555,
-0.011371815,
0.017937815,
-0.029433792,
-0.047094066,
0.023488604,
0.023196457,
0.007551995,
-0.024934731,
-0.017163625,
-0.026278606,
0.022334624,
0.030383268,
-0.008946996,
-0.03651835,
-0.01681305,
0.027257297,
-0.037277933,
0.00068837096,
-0.02015813,
0.022276195,
0.006007269,
0.018390642,
0.042215213,
-0.0067960653,
0.014256764,
-0.011466762,
-0.0034308992,
0.028688816,
0.0220863,
-0.0057954625,
0.008647546,
-0.0055800043,
0.04554569,
0.025066197,
0.03201929,
0.00012553183,
0.058312505,
0.00029876578,
-0.027344942,
-0.03169793,
0.020888498,
0.032866515,
-0.0004334272,
-0.0049080667,
0.014220246,
-0.0044442834,
0.0053280275,
-0.013022444,
0.030996777,
-0.00060574815,
0.0078076236,
-0.022057084,
-0.032369867,
-0.00341264,
-0.012620742,
-0.05728999,
0.002419341,
0.017002944,
0.0027553097,
-0.008530687,
0.038738668,
0.0024339482,
0.05816643,
0.024934731,
-0.004250736,
0.048058152,
0.013058962,
0.02795845,
0.015644463,
0.021764938,
-0.03739479,
-0.027432585,
-0.010356605,
-0.043792807,
-0.04580862,
0.023824573,
-0.010583018,
-0.035466623,
0.014921399,
-0.04449396,
-0.068537645,
-0.0676612,
-0.0051271766,
-0.034268823,
0.011583622,
0.004579401,
0.006518526,
-0.05667648,
0.045165896,
0.017733311,
0.013409539,
0.008830138,
0.0338306,
0.053346008,
0.05942266,
0.010590322,
0.008837441,
0.011788124,
0.038037516,
-0.04884695,
-0.007040738,
0.034677826,
-0.036489137,
-0.049314383,
-0.030178767,
-0.032340653,
-0.004126574,
0.0075739063,
-0.026775256,
-0.020567136,
0.03850495,
0.0068800575,
-0.000015306325,
0.018668182,
0.06777806,
0.0027169653,
-0.009326787,
-0.0021746678,
0.0338306,
-0.04680192,
-0.07029052,
-0.013847759,
-0.019953627,
-0.020581743,
-0.03312945,
0.012730298,
-0.03713186,
-0.03494076,
0.01752881,
0.0028557351,
0.031844,
0.04674349,
0.0085818125,
0.04493218,
0.017119803,
-0.03251594,
-0.024379652,
0.034181178,
0.03973197,
0.034911543,
0.0770099,
0.038592596,
0.015834358,
-0.03494076,
0.035525054,
0.013000533,
-0.027257297,
-0.0023956038,
-0.010137495,
-0.029200073,
-0.024321223,
-0.039118458,
-0.043938883,
-0.010984721,
-0.010049851,
-0.034414895,
0.001063597,
-0.016228756,
-0.04992789,
-0.04499061,
-0.032720443,
-0.0086694565,
0.017733311,
-0.074614294,
-0.0020742423,
-0.03713186,
0.25521946,
0.046334486,
0.012876371,
0.007073605,
0.036927357,
0.09640845,
-0.0010115583,
0.020844676,
-0.015615247,
-0.008830138,
0.006602518,
-0.0642723,
0.01560064,
-0.0006226379,
-0.07151754,
0.0453704,
-0.012394329,
0.013475272,
0.0008349008,
-0.029579865,
-0.023883002,
0.03251594,
-0.0016068075,
0.05355051,
0.036752068,
-0.0102397455,
0.010809432,
-0.03026641,
-0.024744835,
-0.029433792,
0.023035776,
-0.046509773,
-0.012094879,
-0.003458288,
-0.050278466,
0.023006562,
0.0338306,
-0.04288715,
-0.007508173,
0.030412484,
-0.00531342,
-0.03751165,
0.05255721,
-0.013219643,
0.0045940084,
0.020172738,
-0.044318672,
0.023021169,
0.048087366,
-0.004316469,
0.046451345,
-0.03862181,
0.02405829,
-0.017265877,
-0.045136683,
-0.0038782489,
-0.035495836,
-0.07198498,
0.014870273,
0.003478373,
0.039089244,
-0.010027939,
-0.035671126,
0.02883489,
-0.022480698,
0.0115982285,
-0.04256579,
0.05927659,
0.0031862261,
-0.032662015,
0.0204941,
0.009078463,
-0.042711865,
-0.08542373,
0.01560064,
0.007069953,
0.02411672,
0.05597533,
-0.028206775,
-0.039118458,
0.017236661,
0.0018971284,
0.017587239,
-0.014242157,
0.04113427,
0.03876788,
-0.03987804,
-0.016068075,
0.016316399,
0.030996777,
0.037161075,
0.038008302,
-0.015001739,
-0.0074278326,
0.018872684
] | from transformers import T5Model
model = T5Model.from_pretrained("./path/to/local/directory", local_files_only=True)
Fetch models and tokenizers to use offline
Another option for using 🤗 Transformers offline is to download the files ahead of time, and then point to their local path when you need to use them offline. There are three ways to do this:
Download a file through the user interface on the Model Hub by clicking on the ↓ icon. |
[
0.027362939,
0.008806955,
-0.016985862,
0.026121115,
-0.022295728,
-0.007044137,
-0.008742723,
-0.007479489,
0.037283253,
0.028205095,
0.014673501,
-0.017856566,
0.036398277,
-0.040937353,
0.018113494,
0.034228653,
0.02948974,
-0.029232811,
-0.047817342,
-0.028804597,
-0.018070674,
-0.008121811,
-0.060463957,
-0.05081485,
-0.022138717,
0.00708339,
-0.015158812,
0.005898662,
0.054097828,
0.04918763,
-0.02159631,
0.012375413,
-0.02427979,
-0.0002575981,
-0.03636973,
-0.03899611,
-0.01585823,
-0.012204127,
-0.022852408,
-0.040166568,
-0.022666847,
0.016115159,
0.028661858,
-0.05763774,
-0.047531866,
-0.015943872,
0.0050707795,
-0.0076579116,
0.004546216,
-0.019255402,
-0.02268112,
0.02472228,
0.01660047,
0.004678249,
-0.0036862176,
-0.041165736,
-0.017471172,
-0.031802103,
-0.06206263,
0.01131915,
0.01921258,
0.05067211,
-0.00021656082,
-0.041165736,
-0.002062569,
0.030231979,
-0.042279094,
-0.0067051332,
-0.043392453,
-0.026535057,
-0.06645897,
0.007950526,
-0.013246117,
-0.008064716,
-0.02502203,
0.037540182,
0.010541226,
-0.011854419,
0.02986086,
0.048873607,
0.00064589095,
0.047674604,
0.028362107,
-0.00081494666,
0.0066052163,
-0.027362939,
0.04664689,
-0.03865354,
0.006801482,
-0.017242791,
-0.02420842,
0.04013802,
-0.06640188,
0.02495066,
0.05469733,
0.011947199,
-0.02520759,
0.018627353,
-0.041793786,
-0.006904967,
0.0072439704,
0.1028287,
-0.0056774174,
0.026834806,
-0.021653406,
-0.021582037,
0.022210086,
-0.020283118,
-0.01634354,
-0.01969789,
-0.012746533,
-0.03203048,
0.02632095,
-0.03656956,
0.018213412,
0.000996492,
0.021011082,
0.024822196,
-0.046104483,
-0.015929598,
0.02490784,
0.00699061,
0.006358993,
-0.04439162,
0.012211265,
-0.055639405,
0.0029475465,
0.02289523,
-0.0145450365,
-0.03656956,
0.0038432297,
-0.025293233,
0.032744173,
0.053327043,
0.021696227,
0.0040894533,
0.022624027,
0.0065409844,
0.033743344,
-0.031802103,
0.0061591594,
0.02654933,
-0.010170107,
0.07062693,
0.034856703,
-0.013153338,
0.009356498,
-0.05172837,
-0.028247917,
0.027905345,
-0.04553353,
0.010063053,
-0.0052242232,
0.017856566,
-0.04442017,
0.02960393,
-0.04821701,
0.046960913,
-0.013652922,
0.020240296,
0.0074081197,
0.031802103,
-0.07376717,
0.027805427,
-0.020211749,
0.014566448,
-0.021296559,
-0.0186559,
0.05529683,
-0.03254434,
-0.01738553,
0.022295728,
0.023737386,
0.029032977,
0.056952596,
-0.0052135177,
0.046418507,
0.020311665,
0.007240402,
-0.012560974,
-0.012953504,
-0.025607258,
0.046703983,
0.019740712,
-0.0076721855,
0.0030314054,
-0.008814092,
-0.0090282,
0.0061306115,
0.024579542,
-0.006787208,
0.053641066,
0.00032517576,
0.021610584,
-0.076679036,
0.013331761,
-0.046418507,
-0.00675866,
0.004988705,
-0.0022855976,
-0.0006918349,
0.050015513,
-0.03891047,
0.015344371,
-0.018256234,
-0.0010776744,
0.023637468,
0.032401603,
-0.012960641,
0.005474015,
0.06788635,
0.000036883364,
-0.019184032,
-0.019940546,
0.025849912,
-0.021696227,
-0.017042957,
0.022552658,
-0.0005531111,
-0.009228033,
0.013317486,
0.00022280563,
0.049473107,
0.010120148,
0.012632343,
0.008728449,
0.006633764,
0.034085914,
0.00225705,
0.0011276328,
0.019683616,
0.036797944,
0.03599861,
0.029161442,
0.059436243,
0.043421,
0.038881924,
0.033714794,
0.032972556,
0.00078506087,
-0.0036023587,
-0.003650533,
0.03377189,
0.027676964,
-0.02654933,
0.009948862,
-0.018370423,
0.0025746427,
-0.024294065,
-0.00361128,
-0.0611491,
0.01932677,
-0.017828017,
-0.003245513,
-0.073024936,
-0.009192348,
0.08301662,
0.0403664,
0.005470447,
-0.03377189,
0.023480456,
0.036284085,
0.0066801542,
-0.020953987,
0.03205903,
0.035884418,
-0.008086126,
0.035170726,
0.0038575034,
-0.0611491,
-0.0053669615,
-0.016215075,
-0.08541462,
0.0007248431,
-0.037740014,
-0.031116957,
-0.007993347,
-0.060292672,
0.021567762,
0.000104321654,
0.026306676,
-0.029946502,
-0.040965904,
0.0312026,
0.03474251,
0.004335677,
-0.046418507,
0.015701218,
-0.028462024,
0.027491404,
-0.0005459741,
-0.0039502834,
-0.0045604897,
0.009149527,
0.01416678,
0.017970756,
-0.005970031,
-0.010170107,
-0.020126106,
0.028119452,
-0.0073581613,
0.03451413,
-0.0028690405,
0.025121948,
-0.020283118,
0.013224707,
-0.0067657973,
-0.039823994,
0.039681256,
0.03865354,
0.013717154,
0.0085643,
0.022238633,
0.01779947,
-0.019155486,
0.043877766,
0.078049324,
-0.01914121,
-0.037797112,
0.0062412336,
-0.069713406,
0.0037183336,
-0.050472274,
-0.03288691,
-0.012054252,
0.05309866,
-0.02706319,
-0.026649248,
-0.026863355,
-0.04322117,
-0.035570394,
-0.052070946,
-0.014566448,
0.042764407,
0.022952324,
0.011518984,
-0.06217682,
-0.007879156,
-0.008707038,
0.016443456,
-0.0065731006,
0.008214591,
0.05295592,
0.033828985,
-0.02342336,
-0.024079958,
0.06023558,
-0.020340214,
-0.0014586074,
-0.02703464,
0.0062947604,
0.0053848037,
-0.005470447,
0.0022017388,
-0.004724639,
0.02710601,
-0.0147163225,
0.056124713,
-0.009934588,
-0.002778045,
-0.006291192,
0.0073367506,
-0.010997989,
0.009456415,
-0.025236137,
-0.01861308,
-0.0068550087,
0.02423697,
0.023152158,
-0.066858634,
0.018513162,
0.003456052,
-0.015672669,
0.00893542,
-0.022138717,
-0.0072296965,
0.027077463,
0.029204264,
0.023166431,
-0.029090073,
-0.015001799,
-0.015158812,
0.031116957,
0.024693731,
0.050843395,
0.028875966,
0.0013381719,
0.0029154306,
-0.0044962578,
-0.024865018,
0.029032977,
-0.009677659,
0.009435004,
-0.017999304,
-0.022295728,
-0.08096118,
0.011511846,
0.039938185,
0.047160745,
-0.0013845619,
0.06520287,
-0.0361128,
-0.013602964,
0.031802103,
0.010926619,
-0.0034685417,
-0.034599774,
0.03291546,
0.036027156,
0.031345338,
-0.023266349,
-0.017813744,
-0.019126937,
0.019255402,
-0.025121948,
0.004539079,
-0.052898828,
-0.0032972556,
-0.040423498,
0.02546452,
-0.048531033,
-0.021881787,
-0.06680154,
0.022538383,
0.033429317,
-0.025150495,
0.012989189,
-0.02420842,
-0.0012578816,
0.023694564,
0.01779947,
-0.057951763,
0.0042928555,
0.0287475,
-0.06999888,
0.063946776,
0.022424193,
-0.019041294,
-0.014231012,
-0.060064293,
0.013346034,
-0.0074295304,
-0.03782566,
-0.01858453,
0.0143951615,
-0.004874514,
-0.01273226,
0.015744038,
-0.0119543355,
-0.01113359,
0.024807923,
-0.01835615,
0.0064731836,
-0.022324275,
-0.03502799,
-0.040708974,
0.010148696,
0.030289074,
-0.0045212368,
0.00021120813,
-0.038339518,
0.029018704,
0.028733227,
-0.011725955,
-0.0612062,
0.011097905,
0.009834671,
-0.017100053,
0.01708578,
0.014730596,
-0.0059521887,
0.06571673,
-0.0066658803,
-0.003907462,
-0.00057095336,
-0.021325108,
-0.0041679596,
-0.006034263,
0.007226128,
0.021125274,
-0.047046557,
0.03208758,
-0.011840145,
0.010512679,
0.0072618127,
-0.039709806,
-0.029689575,
-0.015943872,
-0.027391486,
0.0156013,
0.046703983,
-0.018670175,
-0.019997641,
-0.0089925155,
-0.02062569,
-0.017999304,
-0.019612247,
0.014352339,
0.04453436,
0.034085914,
0.03879628,
-0.041822333,
-0.019169759,
0.04567627,
-0.006476752,
0.01578686,
0.0010848114,
-0.026392318,
-0.007097664,
0.010198654,
-0.02960393,
0.011718817,
-0.026392318,
-0.008293097,
0.02055432,
0.00030554924,
-0.025179042,
-0.04918763,
-0.0016459514,
0.020283118,
-0.030460361,
-0.04930182,
-0.03477106,
0.023080789,
0.014630679,
0.017028684,
0.03716906,
-0.034685414,
-0.018199138,
-0.026163938,
0.030231979,
-0.04933037,
-0.0057023964,
-0.049758583,
-0.067258306,
-0.016229348,
0.032515794,
0.016029514,
-0.05763774,
0.013524457,
-0.0061163376,
0.02189606,
-0.054982807,
-0.011747365,
-0.016329266,
0.008599984,
0.014944703,
0.03437139,
-0.017713828,
-0.01601524,
-0.018798638,
0.007365298,
0.018484615,
0.008143222,
-0.038881924,
0.014859061,
0.0043321084,
-0.0072332653,
-0.047075104,
0.053583972,
0.008121811,
0.039709806,
-0.0056167534,
0.011183549,
-0.022723943,
-0.005598911,
-0.047332034,
0.02960393,
0.022852408,
-0.027134558,
0.023765933,
-0.005302729,
0.03891047,
-0.024765102,
0.05055792,
-0.05535393,
0.02706319,
-0.04504822,
-0.04784589,
0.033001103,
-0.0029172148,
-0.022495562,
0.0104484465,
0.0037040599,
0.031402435,
-0.0256929,
0.0058487034,
0.06034977,
-0.007144054,
-0.037283253,
-0.060406864,
0.0428215,
-0.012004294,
0.015372919,
-0.017399803,
0.02319498,
-0.012725122,
0.02446535,
-0.005202812,
-0.026563603,
-0.008164633,
0.029018704,
0.014580721,
0.00002439376,
0.040680427,
0.006772934,
-0.05055792,
-0.022781039,
0.018070674,
0.015587026,
0.014380887,
0.013153338,
0.03816823,
0.017599637,
-0.01159749,
-0.02911862,
-0.04147976,
-0.024750827,
0.05626745,
-0.007964799,
-0.008985378,
0.019854903,
0.02497921,
-0.03988109,
-0.046561245,
0.0047317757,
0.04125138,
-0.04579046,
0.0063839722,
-0.008236002,
0.005356256,
-0.012839314,
0.022538383,
0.009199486,
-0.0032811975,
-0.030317623,
0.00418937,
-0.024693731,
-0.02465091,
0.015587026,
0.047417674,
-0.0004973539,
-0.006298329,
-0.038368065,
-0.0027494973,
-0.02729157,
-0.013724291,
0.04881651,
-0.02833356,
0.035912964,
0.013103379,
0.02092544,
0.055239737,
0.004399909,
0.029889407,
-0.0032330232,
-0.027819702,
-0.04981568,
0.021953156,
0.0023872987,
-0.0066516064,
0.022352824,
-0.042650215,
0.0028850986,
0.053384136,
0.034913797,
0.0068764193,
-0.09352216,
0.0031884175,
-0.0015915325,
-0.002567506,
0.020754155,
-0.0063268766,
-0.016814576,
0.037625827,
0.026121115,
-0.0104484465,
0.025849912,
0.03865354,
-0.012896408,
-0.020811249,
-0.048759416,
0.003918167,
-0.06291906,
-0.04873087,
-0.019298224,
-0.025236137,
-0.010427035,
0.021325108,
-0.019840628,
-0.017656732,
-0.008350193,
0.04504822,
0.005573932,
0.034542676,
-0.025621532,
0.004353519,
0.0028850986,
0.003152733,
-0.010355666,
0.0660593,
0.03294401,
-0.03254434,
0.01812777,
-0.0034845995,
-0.0071048005,
-0.029689575,
0.041936524,
0.03768292,
-0.008614259,
-0.009734754,
-0.0005544492,
-0.0014862629,
-0.029032977,
-0.00033365085,
-0.023951493,
0.0226383,
0.022652574,
0.045133863,
-0.034457035,
0.030860027,
0.016843123,
-0.0031348907,
-0.0052135177,
0.04944456,
0.021210916,
-0.029104346,
0.014773418,
-0.038939018,
0.012425372,
-0.03768292,
0.0018823618,
0.020682786,
-0.042393286,
0.033971723,
-0.02379448,
0.014252422,
-0.017542541,
-0.003372193,
0.03131679,
0.033886082,
0.03816823,
-0.0229666,
-0.006141317,
-0.03956707,
-0.028875966,
-0.0021696228,
-0.033258032,
-0.04170814,
-0.0018984198,
-0.033086747,
-0.025221864,
-0.0032687078,
-0.00023707945,
0.0044748466,
0.01738553,
-0.002298087,
0.0059343465,
0.021139547,
0.011197822,
0.016557647,
-0.020782702,
-0.05335559,
-0.019597974,
0.0062626447,
-0.039195947,
-0.008614259,
0.027919618,
0.03203048,
0.042336192,
-0.016186528,
-0.019169759,
-0.010848113,
0.033086747,
0.0526419,
-0.022352824,
0.0039431467,
-0.027191654,
0.01578686,
-0.031488076,
0.005488289,
-0.02398004,
-0.028048083,
0.03083148,
0.012425372,
0.016900219,
0.028704679,
0.019512331,
-0.009641974,
-0.011925788,
0.02055432,
-0.004442731,
-0.004506963,
0.01530155,
0.0136814695,
0.06388968,
0.052470613,
0.023166431,
-0.04367793,
0.047389127,
-0.0032669236,
-0.052927375,
-0.042022165,
-0.0034382096,
0.02606402,
-0.022467013,
-0.008064716,
-0.014059726,
-0.02650651,
-0.014209601,
-0.009085295,
0.05381235,
0.007793513,
-0.0010259318,
-0.014687775,
-0.043735027,
0.015801134,
0.012068526,
-0.03183065,
0.028961608,
0.0018118847,
0.034342844,
-0.015115989,
0.0076008164,
0.014859061,
0.01199002,
0.0513858,
-0.00054062146,
0.021553488,
-0.006983473,
0.045133863,
0.037968397,
0.052070946,
-0.031773552,
-0.012568111,
-0.044848386,
-0.028462024,
-0.06411806,
0.033828985,
0.012532426,
-0.0489307,
0.015929598,
0.007921978,
-0.043421,
-0.08375885,
-0.048159916,
-0.051214516,
0.0075294473,
0.047332034,
0.010398488,
-0.034913797,
0.02654933,
0.011825871,
0.005870114,
0.002289166,
0.052556254,
0.037711468,
0.029975051,
0.028119452,
-0.0061698644,
0.019740712,
0.015401467,
-0.033714794,
-0.019255402,
0.024679458,
-0.02710601,
-0.041051544,
-0.043706477,
-0.048959248,
0.004399909,
-0.0013328192,
-0.030403266,
-0.011219233,
0.020568594,
-0.00981326,
0.000786399,
0.0025568004,
0.08821229,
0.042907145,
-0.031231148,
-0.030688742,
0.025892735,
-0.03865354,
-0.010248613,
-0.038853373,
0.006080653,
-0.01812777,
-0.039709806,
-0.0029689574,
-0.028404929,
-0.025592983,
-0.004357088,
-0.0058665457,
0.01842752,
0.042507477,
0.013081969,
0.032201767,
0.025478793,
-0.02372311,
-0.031773552,
0.05172837,
0.036769394,
0.05284173,
0.07502327,
0.0661164,
0.02006901,
-0.022124441,
0.056610025,
0.010134422,
-0.006234097,
-0.009349361,
-0.021139547,
-0.019012745,
-0.035713132,
-0.067772165,
-0.054640234,
-0.022181537,
-0.008393014,
-0.007372435,
-0.005837998,
0.019540878,
-0.07171174,
-0.061777152,
-0.004803145,
0.0034043093,
0.020882618,
-0.043135524,
0.01761391,
-0.053498328,
0.2423126,
0.05606762,
0.0031634383,
0.016200801,
0.034685414,
0.09249444,
0.018770091,
-0.010384214,
0.02759132,
-0.02215299,
-0.016985862,
-0.054640234,
0.024593815,
0.0002544757,
-0.038967565,
0.04353519,
-0.052698992,
-0.009128117,
-0.009085295,
-0.038510803,
-0.058208693,
0.06554545,
0.0007038784,
0.05778048,
0.04698946,
-0.0012391472,
-0.0019715733,
-0.032201767,
0.020168927,
-0.002467589,
0.025635805,
0.01627217,
0.017228518,
-0.040651876,
-0.019612247,
0.04110864,
0.02372311,
-0.040166568,
0.007814924,
0.028247917,
0.012239812,
-0.010976578,
0.034856703,
-0.023965767,
-0.003416799,
0.031745005,
-0.015230181,
0.022495562,
0.0373118,
-0.023252076,
0.04490548,
-0.013752839,
0.032572888,
-0.055411022,
-0.057923216,
-0.010990852,
-0.045904648,
-0.050529372,
-0.024822196,
0.0022998715,
0.026720617,
0.028247917,
0.0070013152,
0.020340214,
-0.019312497,
0.01962652,
-0.041679595,
0.058579814,
-0.01474487,
0.0009313676,
0.007579406,
0.006080653,
-0.03451413,
-0.06697283,
0.021168096,
0.011925788,
-0.010170107,
0.04444872,
-0.0045747636,
-0.049672943,
0.036027156,
-0.02863331,
0.025835639,
-0.043164074,
0.023394814,
0.07919123,
-0.0143951615,
-0.023337718,
0.0036790806,
0.03659811,
0.013788523,
0.032487243,
0.010041642,
-0.013417403,
0.020482952
] | Download a file through the user interface on the Model Hub by clicking on the ↓ icon.
Use the [PreTrainedModel.from_pretrained] and [PreTrainedModel.save_pretrained] workflow:
Download your files ahead of time with [PreTrainedModel.from_pretrained]:
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
tokenizer = AutoTokenizer.from_pretrained("bigscience/T0_3B")
model = AutoModelForSeq2SeqLM.from_pretrained("bigscience/T0_3B") |
[
0.030145628,
0.003507077,
-0.0025296651,
0.041722246,
-0.023109714,
-0.015014786,
0.01621887,
0.0013047269,
-0.0035016367,
0.015943237,
0.0005911619,
-0.0043920064,
0.022848587,
-0.043898303,
-0.008631689,
-0.0024807039,
-0.009567393,
-0.041432105,
-0.05077464,
0.008486618,
-0.0037682035,
0.020353377,
-0.046828724,
-0.048656613,
-0.0039205276,
0.038675766,
0.002801672,
0.020570982,
0.0669645,
0.045610134,
0.0038262317,
0.0073188017,
-0.01867056,
-0.017002251,
-0.0141878845,
-0.039227035,
-0.023385348,
-0.011460561,
-0.024502391,
-0.053995203,
-0.009523871,
0.019584503,
0.029884502,
-0.054952666,
-0.049469005,
0.002544172,
0.00005077464,
0.021354362,
0.0034037142,
-0.013919504,
-0.020832108,
0.03243774,
-0.0053821118,
0.0075509143,
-0.045319993,
-0.033685345,
-0.03264084,
-0.0061618653,
-0.028404783,
0.01803225,
0.034004502,
0.055242807,
0.0042469357,
-0.043289006,
-0.0009148502,
0.030958023,
-0.023428869,
-0.010706196,
-0.039285064,
0.009552886,
-0.019729573,
0.0056396117,
-0.0015803607,
-0.040445626,
-0.020179292,
0.030464783,
0.015696617,
-0.017727602,
0.034758866,
0.06969182,
0.0072607733,
0.046625625,
0.044043373,
0.0060095415,
-0.008298026,
-0.04856957,
0.056113232,
-0.028158164,
-0.0099228155,
-0.022282813,
-0.011917533,
0.020222813,
-0.060233228,
0.019816617,
0.051325906,
0.037747316,
-0.030987037,
0.03783436,
-0.025285771,
0.003588679,
0.022993658,
0.07532055,
0.031190136,
0.022282813,
-0.038385626,
0.027200699,
0.027621403,
-0.013208659,
-0.017002251,
-0.029028587,
0.007311548,
-0.010336266,
0.027041122,
-0.015145349,
0.019540982,
0.018859152,
0.023167742,
0.0056577455,
-0.056258302,
-0.024371827,
-0.011068871,
-0.0013346476,
0.026852531,
-0.060001116,
-0.0100533785,
-0.06766083,
-0.020251827,
0.017611546,
-0.006085703,
-0.049962245,
-0.017176336,
-0.000064488326,
0.031683374,
0.050832666,
0.013498801,
-0.018307885,
0.004428274,
-0.0052044005,
0.029101122,
-0.045784216,
-0.0009411442,
0.010974576,
0.011242956,
0.08414083,
-0.003459929,
-0.003808098,
0.0028361264,
-0.047844216,
-0.027128164,
0.048511542,
-0.038588725,
0.006908978,
0.013556829,
0.008754998,
-0.018481968,
0.019932672,
-0.030145628,
0.033598304,
-0.0040837317,
-0.013070843,
-0.0008046874,
0.021949152,
-0.06458534,
0.03136422,
0.002729137,
0.012686406,
-0.015870702,
-0.019439433,
0.042041402,
-0.030377742,
-0.013041829,
0.0007194585,
0.013194153,
0.030783938,
0.056954637,
0.021862108,
0.027737461,
-0.014311194,
0.0011705367,
0.0023537672,
-0.023820559,
-0.02396563,
0.054807596,
0.022776052,
-0.018438447,
-0.012867744,
-0.026634926,
-0.021804081,
-0.011953801,
0.005868098,
-0.001073521,
0.04856957,
-0.020367883,
0.011032604,
-0.043985344,
0.021586476,
-0.022021687,
-0.0032876579,
0.017800137,
-0.042650696,
-0.021455912,
0.065745905,
-0.049701117,
-0.0006405765,
0.0043702456,
-0.010727956,
0.030812953,
0.022979151,
-0.013426266,
0.0019004223,
0.07363773,
0.007195492,
-0.049265906,
-0.037805345,
0.017422955,
-0.0057484144,
-0.020991687,
0.04366619,
-0.0057302807,
-0.0012376319,
-0.010437815,
0.013070843,
0.04729295,
0.043637175,
0.012606618,
-0.00336926,
-0.038646754,
0.013788941,
-0.009893801,
-0.0033275522,
0.03171239,
0.04259267,
0.0011070685,
0.042911824,
0.033163093,
0.038936894,
0.043927316,
0.0381245,
0.010546618,
-0.013535068,
-0.006118344,
0.020498447,
0.028854502,
0.0065499283,
-0.005106478,
0.008370562,
0.020280842,
0.022819573,
-0.011068871,
0.023414362,
-0.08617181,
0.034613796,
-0.014913237,
0.013977533,
-0.06963379,
-0.021804081,
0.049323935,
0.052283373,
-0.015420984,
-0.037573233,
-0.025619432,
0.024023658,
0.0069017243,
0.0040220767,
0.031335205,
0.017408447,
-0.0323507,
0.026344784,
-0.015479011,
-0.054778583,
-0.0053385906,
0.0050266893,
-0.050310414,
0.009944576,
-0.040445626,
-0.014840702,
0.0024136088,
-0.044623654,
0.0043738727,
-0.021296335,
0.026968587,
-0.010358026,
-0.0145795755,
0.015566054,
0.041896332,
0.018409433,
-0.046190415,
-0.00031507478,
-0.015754646,
0.017002251,
-0.01048859,
-0.0054328865,
0.0103072515,
0.0025731863,
0.014166124,
0.001962077,
0.002304806,
0.0045842244,
-0.018293377,
0.020324362,
0.006364964,
0.025155207,
-0.010720703,
0.023211263,
-0.04572619,
0.03690591,
-0.008842041,
-0.029739432,
0.04523295,
0.025706474,
-0.013172392,
0.015943237,
0.017002251,
0.017089292,
-0.034149572,
0.037225064,
0.06737069,
0.017335912,
-0.044507597,
-0.026011122,
-0.0523414,
-0.0035669184,
-0.01646549,
-0.026765488,
-0.020121265,
0.060697455,
-0.030725911,
-0.07236111,
-0.023704503,
-0.038356613,
-0.036470696,
-0.06278647,
-0.01877211,
0.077119425,
0.02396563,
0.027389292,
-0.044043373,
-0.0011106952,
-0.0009035166,
0.022514926,
0.0034000874,
0.0043738727,
0.06777689,
0.009400561,
-0.041548163,
-0.0018877286,
0.052515484,
-0.0019076758,
0.002634841,
-0.0096616885,
-0.009400561,
0.004714788,
0.02073056,
-0.003866126,
0.0006555369,
-0.000959278,
-0.06713858,
0.041229006,
0.0022413377,
-0.009814013,
-0.0067276396,
0.027998587,
0.0023029926,
0.011163167,
-0.025474362,
-0.01906225,
0.008116689,
0.03739915,
0.03670281,
-0.074856326,
0.027041122,
-0.0082399985,
-0.018090278,
0.004653133,
-0.0011360826,
-0.024705488,
0.018017743,
0.039343093,
0.030435769,
-0.031451263,
-0.019134786,
-0.01827887,
0.0128967585,
0.039720275,
0.010125914,
0.026634926,
-0.015014786,
-0.024183236,
-0.016741125,
-0.042041402,
0.013810702,
-0.024386333,
0.0064737666,
-0.0035705452,
-0.012991054,
-0.06493351,
0.028274221,
0.036876895,
0.058782525,
-0.004943274,
0.045639146,
-0.031944502,
0.00842859,
0.039169006,
0.032466754,
0.01100359,
-0.040648725,
0.042650696,
0.02371901,
0.01827887,
-0.04601633,
-0.0059551396,
-0.020063236,
0.018119292,
-0.011714434,
0.030841967,
-0.047989286,
0.00220507,
-0.025619432,
-0.012127886,
-0.050745625,
-0.010183942,
-0.042563654,
0.049236894,
0.053995203,
-0.06400506,
-0.0064193653,
-0.032263655,
0.01838042,
0.015812673,
0.01852549,
-0.042534642,
-0.0069017243,
0.028259713,
-0.06806703,
0.048134357,
0.01621887,
-0.030522812,
0.019831123,
-0.047060836,
0.018801123,
-0.013585843,
-0.03455577,
-0.030667882,
0.017611546,
0.012374505,
-0.012541336,
0.019613517,
0.020948166,
-0.054836612,
0.034961965,
0.00842859,
-0.0045733443,
-0.035542246,
-0.035890415,
-0.061509848,
0.008218238,
0.023037178,
0.040358584,
-0.0030863727,
-0.015377462,
0.06533971,
0.038385626,
-0.014884223,
-0.024342813,
0.008921829,
-0.003068239,
0.0045443303,
0.016160842,
0.024023658,
-0.009734224,
0.062206186,
-0.007391337,
-0.012330984,
-0.009893801,
-0.051761117,
-0.01632042,
0.001336461,
-0.006219893,
0.016349433,
-0.017930701,
0.036644783,
0.008290773,
0.022021687,
0.018467462,
-0.06835717,
-0.015261406,
-0.0034037142,
-0.010619153,
0.030493798,
0.016697602,
-0.009415069,
-0.0027454572,
-0.013875984,
-0.018960701,
-0.0049976753,
-0.03342422,
-0.0019493835,
0.039372105,
0.01529042,
0.040474642,
-0.019860137,
-0.03591943,
0.037021965,
0.00081012753,
0.008660703,
-0.043056894,
0.0062960554,
-0.0030029572,
-0.0010191195,
-0.011518589,
-0.00972697,
-0.021209292,
0.0034490486,
0.00038783666,
0.02073056,
-0.01139528,
-0.038443655,
0.009306266,
0.025691967,
-0.016247885,
-0.041054923,
-0.029971544,
0.028593376,
-0.0012249382,
0.023689996,
0.017408447,
-0.002491584,
-0.020556476,
-0.033830415,
0.034004502,
-0.06638421,
-0.008007886,
-0.026721967,
-0.059885062,
0.0002958076,
0.055561963,
0.029420277,
-0.049788162,
0.016305912,
-0.025343798,
0.010524858,
-0.049469005,
-0.019192813,
0.0009674382,
-0.030319713,
-0.012004576,
0.06377295,
-0.037167035,
0.0008921829,
-0.022065207,
0.021049716,
0.032321684,
0.024328306,
-0.028390277,
0.0034617423,
0.0106336605,
-0.015406476,
-0.0070649283,
0.066326186,
0.0010281864,
0.025488868,
0.0064592594,
0.018104786,
-0.024183236,
-0.011641899,
-0.061916046,
0.04793126,
0.022906616,
-0.034236614,
0.00022712584,
-0.024690982,
0.048975766,
-0.0005372138,
0.076829284,
-0.030754924,
0.031886473,
-0.055997174,
-0.062322244,
0.030929008,
-0.002681989,
-0.021078728,
0.004395633,
0.010844013,
0.024487883,
-0.042650696,
0.0006428432,
0.034758866,
-0.010387041,
-0.031190136,
-0.07410196,
0.058608443,
0.009465843,
0.037079994,
-0.042998865,
-0.010430561,
-0.031219149,
0.021397883,
-0.02357394,
-0.051006753,
-0.035745345,
0.018046757,
0.034004502,
-0.012613871,
0.059130695,
0.0018206335,
-0.061741963,
-0.025430841,
0.0047365483,
0.015145349,
-0.0029884502,
0.019860137,
0.026968587,
0.02396563,
-0.015203378,
-0.03385943,
-0.005889858,
0.008617181,
0.062322244,
0.0033384326,
-0.010698942,
0.017872673,
0.027447319,
-0.034468725,
-0.08367661,
-0.0037246824,
0.0047655627,
-0.014884223,
-0.011743449,
0.019352391,
0.010844013,
-0.0069271117,
0.0050230627,
0.030058587,
0.0059877806,
-0.023225771,
-0.012548589,
-0.02538732,
-0.057389848,
0.021484926,
0.043318022,
0.0135423215,
-0.018641546,
-0.057157736,
-0.024865067,
-0.021992672,
-0.030899994,
0.07688731,
-0.0422445,
0.058927596,
0.041519146,
0.030406756,
0.04558112,
0.025662953,
0.014332956,
-0.025343798,
-0.035397176,
-0.050542526,
0.015899716,
0.01685718,
-0.004167147,
-0.007899083,
-0.04067774,
-0.015711125,
0.015116336,
0.045929287,
-0.0072607733,
-0.091626465,
0.011221196,
-0.01906225,
0.00010727276,
0.015812673,
-0.02190563,
-0.013687392,
0.003226003,
0.010408801,
-0.0036539608,
-0.017422955,
0.017785631,
-0.018336898,
-0.024705488,
-0.04949802,
-0.004290457,
-0.050484497,
-0.032031544,
0.011221196,
-0.029913517,
0.018452955,
0.019831123,
-0.014028308,
-0.023820559,
-0.032118585,
0.051964216,
0.009037886,
0.020179292,
-0.029072108,
-0.0054800343,
-0.001629322,
0.01217866,
-0.020005208,
0.038269572,
0.035890415,
-0.020933658,
0.011721688,
-0.023037178,
-0.013658378,
-0.028709432,
0.033453234,
0.040561683,
-0.010597393,
-0.023936616,
0.014347462,
0.027012108,
-0.031683374,
-0.022311827,
-0.030958023,
0.013049082,
0.011562111,
0.050571542,
-0.022587461,
0.050890695,
0.028071122,
-0.017147321,
-0.015841687,
0.052225344,
0.022485912,
-0.014216899,
-0.0075291535,
-0.025459856,
0.03200253,
-0.056867596,
0.03406253,
0.0069452454,
-0.037021965,
0.010089646,
-0.022108728,
0.009814013,
0.0008119409,
-0.0032749642,
0.037805345,
0.04160619,
0.018090278,
-0.037776332,
0.00087450247,
-0.003255017,
-0.027505348,
0.004159894,
-0.058811538,
-0.031306192,
-0.0023664609,
-0.044217456,
-0.021818588,
-0.036847882,
-0.026025629,
0.030841967,
0.019874645,
0.0020962672,
0.01347704,
0.0027926052,
0.025068166,
0.016596053,
-0.018307885,
-0.044188444,
-0.0056251045,
-0.00057438813,
-0.014195139,
-0.045029853,
0.010082393,
0.040706754,
0.045465063,
-0.019903658,
-0.015406476,
-0.006422992,
0.017176336,
0.039836332,
-0.031538304,
0.0053567244,
-0.031683374,
0.008472111,
-0.03455577,
0.024183236,
-0.015537039,
0.018191827,
0.012512322,
0.017451968,
-0.004138133,
0.013948519,
-0.008522886,
-0.027200699,
0.021862108,
0.011359012,
0.0360645,
0.009799506,
0.023196757,
0.0046059852,
0.053530976,
0.043143936,
0.034787882,
-0.017437462,
0.047989286,
-0.0013836089,
-0.030899994,
-0.069575764,
0.016610561,
0.011649153,
-0.03954619,
-0.012686406,
0.0015558801,
-0.046741683,
-0.004377499,
0.0016247885,
0.043579146,
0.016392956,
-0.0037645767,
-0.021136757,
-0.060059145,
0.022645488,
0.0046603866,
-0.043753233,
0.03528112,
0.017480982,
0.043724217,
-0.031683374,
0.027926052,
0.048366472,
0.026605912,
0.035687316,
-0.029449292,
0.0075436607,
-0.011373519,
0.019265348,
0.030987037,
0.008958098,
-0.051296894,
-0.017132815,
-0.025619432,
-0.030261684,
-0.043114923,
0.035948444,
0.01529042,
-0.0502814,
0.034004502,
-0.024023658,
-0.034178585,
-0.052573513,
-0.013984786,
-0.039343093,
-0.0077902805,
0.03171239,
0.021281827,
-0.047873233,
0.04238957,
0.0046313726,
0.016204363,
0.022964643,
0.038646754,
0.041722246,
0.029391263,
0.037138022,
-0.012628378,
0.013832463,
-0.014869716,
-0.015130842,
-0.014942251,
0.021267321,
0.017219856,
0.006031302,
-0.030551827,
-0.057389848,
0.01642197,
0.0160738,
-0.035019994,
0.010691688,
0.008711478,
-0.0007076715,
-0.006571689,
0.0061401045,
0.08512731,
0.011852251,
-0.01578366,
-0.028941544,
0.030551827,
-0.03264084,
-0.0013419011,
-0.025401827,
0.003392834,
0.013825209,
-0.06621013,
-0.011975561,
-0.040068444,
-0.0025895066,
0.011576618,
0.005603344,
0.007601689,
0.041693233,
0.032553796,
0.019497462,
0.060291257,
-0.029826473,
-0.03925605,
0.050310414,
0.062148158,
0.043550134,
0.07183886,
0.045058865,
-0.013186899,
-0.021688025,
0.03690591,
0.019076757,
-0.025590418,
0.0036195065,
0.004816337,
-0.012758941,
-0.03577436,
-0.042331543,
-0.043405063,
0.008609928,
0.011844998,
-0.057563934,
-0.0043303515,
0.012911266,
-0.07352168,
-0.026605912,
-0.010698942,
-0.02176056,
0.04650957,
-0.06562985,
-0.010125914,
-0.057302807,
0.251378,
0.052138302,
0.0047836965,
-0.00059614866,
0.043637175,
0.074856326,
0.014833448,
0.0027218834,
0.023138728,
-0.024531404,
-0.0107642235,
-0.035803374,
0.032524783,
0.013919504,
-0.0007756733,
0.031480275,
-0.039778303,
0.013774434,
0.0072317594,
-0.015899716,
-0.062902525,
0.021934643,
0.017814646,
0.050368443,
0.023356333,
-0.020295348,
-0.007485633,
-0.03313408,
-0.0100969,
-0.015740138,
0.040271543,
-0.01838042,
0.021078728,
-0.044768725,
-0.018656053,
0.054488443,
0.0073514422,
-0.041199993,
0.007278907,
0.014100843,
0.00035564916,
-0.011242956,
0.018641546,
0.0014561441,
0.008131196,
0.008210985,
-0.017147321,
0.017060278,
0.027969573,
-0.041345064,
0.027606897,
-0.015217884,
0.010800491,
-0.029768446,
-0.053530976,
-0.01578366,
-0.033163093,
-0.066732384,
-0.027998587,
0.006586196,
0.021180278,
0.0056069707,
-0.013419012,
0.016944222,
-0.0015395596,
0.028927037,
-0.012889505,
0.06441126,
-0.044739712,
-0.036934923,
0.01578366,
-0.012127886,
-0.025372813,
-0.054111257,
0.009603661,
0.020208307,
0.022181263,
0.052022245,
0.010031618,
-0.030203657,
0.024313798,
-0.010212956,
-0.0015123589,
-0.009879294,
0.005559823,
0.061974075,
-0.020774081,
-0.0027835383,
0.011961054,
0.034468725,
0.009625421,
-0.0049287667,
-0.0005240668,
-0.015624082,
0.009088661
] | Now when you're offline, reload your files with [PreTrainedModel.from_pretrained] from the specified directory:
tokenizer = AutoTokenizer.from_pretrained("./your/path/bigscience_t0")
model = AutoModel.from_pretrained("./your/path/bigscience_t0")
Programmatically download files with the huggingface_hub library:
Install the huggingface_hub library in your virtual environment:
python -m pip install huggingface_hub |
[
0.019785369,
0.038112715,
-0.028927172,
0.005671709,
0.0076546194,
-0.018166963,
0.010541504,
-0.03216398,
0.010986201,
0.006087245,
0.025223793,
0.04788147,
0.058962442,
-0.051643167,
-0.018443989,
-0.0055295513,
-0.032368105,
-0.047589865,
-0.061820164,
-0.0025661201,
0.001293084,
-0.0032204078,
-0.0588458,
-0.028577246,
-0.06619424,
-0.0032112952,
-0.024538523,
0.007559848,
0.06596095,
0.049018726,
-0.026084028,
-0.011066393,
-0.0038491802,
0.018662691,
0.012954532,
0.00051759806,
0.032863833,
-0.0018434875,
-0.028416865,
-0.04295335,
0.006958414,
0.0141938515,
0.015527942,
-0.043682363,
-0.043303277,
0.0047677346,
0.024859289,
0.0061346306,
-0.03971654,
-0.0054056193,
-0.041203722,
0.04356572,
0.008077446,
0.030589318,
-0.014215722,
-0.03321376,
0.002979834,
0.0018844944,
-0.029918628,
0.014376105,
0.012261972,
0.030910082,
0.011008072,
-0.013916828,
0.027279606,
0.023488747,
-0.024407301,
0.011912046,
-0.028052358,
0.025515398,
-0.016985966,
0.011387158,
-0.011620441,
-0.023211723,
-0.01595077,
0.05616304,
0.027235866,
0.00040915766,
0.012743119,
0.04820223,
-0.015221758,
0.06654416,
-0.012021398,
0.021316294,
-0.030618478,
-0.02819816,
0.030560158,
-0.059487328,
-0.034234375,
-0.03391361,
-0.034992546,
0.03330124,
-0.023517907,
0.0395999,
0.014580227,
0.056600444,
-0.050855834,
0.031114206,
-0.01532382,
0.005190561,
0.03767531,
0.0663692,
-0.040124785,
0.013931408,
0.0046328674,
0.00898871,
0.029349998,
0.031026725,
-0.029816566,
-0.022599353,
0.017962841,
-0.014237592,
0.011861015,
0.015644584,
0.013093045,
-0.00896684,
-0.0063679144,
0.045898557,
-0.06310323,
-0.046219323,
-0.007924354,
-0.028664729,
0.02624441,
-0.033622004,
0.0075744283,
-0.053217832,
-0.043011673,
0.009251155,
0.049485292,
-0.060070537,
0.004250136,
0.01719009,
0.07535062,
0.04155365,
-0.045869395,
-0.014179272,
0.01285247,
0.011824565,
0.030793441,
-0.05234302,
0.0026299085,
-0.029247938,
0.0132607175,
0.08398211,
0.01726299,
-0.04079548,
0.0268422,
-0.028679308,
-0.06817715,
0.023109661,
-0.021374613,
0.000050091057,
0.029087555,
0.0046838983,
-0.022701414,
0.022832638,
-0.03265971,
0.0046838983,
0.00029000983,
0.045227867,
-0.0008652454,
0.0009340458,
-0.029947788,
0.040737156,
0.019420864,
0.024844708,
-0.0358382,
0.020703923,
-0.007508817,
-0.038083553,
0.0050957897,
0.021593317,
0.012531706,
-0.017379632,
0.042515945,
-0.024523944,
0.019012617,
-0.016446497,
-0.021257972,
0.01596535,
-0.020995528,
0.035021707,
-0.006397075,
0.013078464,
0.011977657,
-0.0054311347,
-0.005380104,
-0.002937916,
-0.004610997,
-0.012313003,
0.00010838349,
0.049776897,
-0.031784896,
0.0043959385,
-0.047035813,
-0.04161197,
-0.009054322,
-0.013727284,
0.019391702,
-0.05563815,
-0.01277228,
0.03137665,
-0.037296224,
0.015542523,
0.025967386,
-0.015396721,
-0.0061091157,
0.03840432,
0.0037872142,
-0.00336621,
0.028562667,
0.017379632,
-0.021855762,
0.021797441,
0.016111152,
-0.01727757,
-0.03907501,
0.018283606,
-0.009280315,
-0.0068599973,
0.010716467,
-0.012735829,
0.051584847,
0.05178897,
0.061703525,
-0.003327937,
-0.013209687,
0.022526452,
0.03379697,
0.027746173,
0.009098062,
0.0716764,
0.01730673,
0.0029324484,
-0.016971385,
0.033009637,
0.02170996,
0.0069620586,
0.030385194,
0.03901669,
-0.0009732302,
0.016242374,
0.029189616,
0.0052051414,
0.000034798904,
-0.0038491802,
0.0005731852,
0.0016238729,
-0.06642752,
0.009068902,
-0.065086134,
0.0024148503,
0.035167508,
-0.023430426,
-0.06321987,
-0.027046323,
-0.00051121926,
0.027585791,
-0.0032094726,
-0.00767649,
0.014405265,
0.036246445,
-0.007093281,
-0.009469858,
0.025952805,
0.03321376,
-0.0045526763,
0.029947788,
-0.018371087,
-0.018443989,
-0.04613184,
-0.0062476275,
-0.06152856,
-0.015207178,
-0.07867491,
0.0018544227,
0.043682363,
-0.053246994,
0.021476675,
-0.024188599,
-0.008544014,
0.013610642,
0.0067069046,
0.032980476,
0.054909136,
0.036858816,
-0.039891504,
-0.015717486,
-0.0004916271,
-0.017379632,
0.004104334,
-0.05636716,
0.0011791759,
-0.022526452,
0.024101116,
0.00063332863,
0.0068271914,
-0.03201818,
-0.04018311,
0.02811068,
-0.036333926,
0.014310493,
-0.037296224,
0.036100645,
-0.009061611,
0.022934698,
0.0015537055,
-0.04499458,
0.03505087,
0.038229357,
-0.0005973337,
0.017408792,
0.0055295513,
0.033592846,
-0.030560158,
0.03388445,
0.05123492,
-0.0035885586,
-0.034321856,
0.0005563268,
-0.038870886,
0.009367797,
-0.016927645,
-0.03009359,
0.00638614,
0.06094535,
-0.055259064,
-0.052926227,
-0.035517436,
-0.031580772,
-0.007610879,
-0.023459587,
-0.010672727,
0.042020217,
0.018123223,
0.043711524,
-0.020980949,
0.02055812,
-0.022847217,
0.039891504,
-0.026200669,
-0.01211617,
0.07517566,
0.017656656,
-0.016840164,
-0.011963077,
0.048143912,
-0.033067957,
0.022482712,
-0.010402992,
0.014274043,
-0.017481694,
-0.00673242,
-0.012480675,
0.013063884,
0.03076428,
-0.044440534,
0.06911028,
-0.01280144,
0.03505087,
0.034321856,
0.023401266,
0.000096935735,
0.00831073,
-0.07144312,
0.003965822,
0.033622004,
0.024932189,
0.04668589,
-0.055754792,
0.008252409,
-0.017700396,
0.0017869892,
0.014208432,
0.0045745466,
-0.0064153,
0.046335965,
-0.02882511,
0.06561103,
-0.024480203,
-0.024130277,
-0.008164927,
0.020251937,
0.046890013,
0.006021634,
0.024174018,
0.01850231,
0.02690052,
-0.03251391,
-0.015571684,
0.013494001,
-0.01857521,
0.026040288,
0.010366542,
-0.03149329,
-0.04805643,
0.044294734,
0.040066466,
0.039220814,
-0.0103519615,
0.06205345,
-0.04729826,
-0.007807712,
0.04846468,
0.0076473295,
-0.015090535,
-0.0409996,
0.028431443,
0.05563815,
0.019770788,
0.009076192,
-0.009929135,
-0.010125969,
-0.016373595,
-0.0064845565,
0.038958367,
-0.003296954,
0.008121187,
0.030560158,
-0.009178254,
0.010096808,
-0.039279133,
-0.044498853,
0.02178286,
0.04543199,
-0.05199309,
-0.003717958,
-0.026463114,
0.009790623,
0.028271062,
-0.006582973,
-0.060653746,
-0.034409337,
0.030268554,
-0.07488405,
0.0013441148,
0.048960406,
-0.018108644,
-0.021053849,
-0.013632513,
-0.023415847,
0.0015117874,
0.0109133,
-0.020835146,
0.02376577,
-0.0033844353,
0.008602334,
-0.009812493,
0.03400109,
0.0061747264,
0.011183035,
-0.0154987825,
0.036596373,
-0.02943748,
-0.051555686,
-0.04592772,
0.00038660385,
-0.020004073,
0.019056357,
0.009761463,
-0.049601935,
-0.005802931,
0.018633531,
-0.042749226,
-0.059778932,
0.011758953,
-0.022920119,
0.0020740374,
0.019727048,
0.011270517,
-0.005015598,
0.04671505,
0.001634808,
-0.012130749,
-0.00835447,
-0.053392794,
0.010789368,
0.009856234,
-0.038462643,
0.01409908,
-0.071851365,
0.049485292,
0.014390685,
0.04610268,
0.028358543,
-0.051555686,
0.011394448,
0.023809511,
-0.027848234,
0.03274719,
0.013107625,
0.0045927716,
-0.0086606555,
0.009666691,
0.030910082,
0.023197142,
-0.025879905,
-0.0384918,
0.05438425,
0.029729085,
0.015673745,
-0.04339076,
-0.03528415,
0.023619968,
-0.025719522,
0.007089636,
-0.004804185,
-0.0074942373,
0.0344385,
-0.031289168,
0.0008552215,
-0.017817039,
-0.053217832,
0.01667978,
0.0073958207,
-0.030268554,
-0.027833655,
-0.009914555,
0.032455586,
0.00037794685,
-0.022205686,
-0.026317311,
-0.020908047,
0.045315348,
0.014441716,
0.022832638,
0.006834482,
-0.03073512,
-0.014988475,
-0.034905065,
0.009710432,
-0.045840237,
-0.0015227225,
-0.01538214,
-0.041582808,
-0.011255936,
0.01344297,
0.023882413,
-0.036129806,
0.0148645425,
-0.0013942342,
-0.00833989,
-0.08398211,
0.03825852,
0.003162087,
0.00035083672,
-0.0060544396,
0.037966914,
-0.018283606,
-0.019318802,
0.02176828,
-0.0041152695,
0.010935171,
0.030443516,
-0.032484747,
-0.036100645,
-0.019435443,
-0.00895226,
-0.0015373027,
0.029072974,
-0.0040824637,
-0.013501291,
-0.01089143,
-0.0006538321,
-0.073775955,
-0.036829654,
-0.010993492,
0.039279133,
0.013479421,
-0.013916828,
0.058116786,
0.0049390523,
0.034846745,
0.00835447,
0.031289168,
-0.015396721,
0.029072974,
-0.017437952,
-0.064153,
0.035429955,
-0.020835146,
0.0002326002,
-0.011212195,
-0.030035269,
0.04668589,
-0.034292694,
0.0028577247,
0.02055812,
0.02111217,
-0.008179508,
-0.025282115,
0.035750717,
-0.025180053,
-0.018881395,
-0.027279606,
-0.013975148,
-0.027994037,
0.01025719,
-0.03009359,
-0.030822601,
-0.020295678,
-0.009047031,
0.013887667,
-0.019450024,
0.015425881,
-0.030122751,
-0.03265971,
-0.064502925,
0.024451042,
0.019391702,
0.04219518,
0.046831694,
0.0017705864,
0.007089636,
0.08281569,
-0.0028030488,
0.014857252,
-0.010789368,
0.041057922,
-0.0047167037,
-0.009776043,
-0.004545386,
-0.01154754,
-0.027352508,
-0.04044555,
0.005755545,
0.03403025,
-0.0081503475,
-0.019333381,
-0.010366542,
-0.010031196,
-0.0029707213,
0.011802695,
0.025223793,
0.036275607,
0.0006993953,
0.020878887,
0.023153402,
-0.062345054,
-0.009141803,
0.06473621,
-0.023663709,
-0.02560288,
-0.05511326,
-0.015469622,
-0.016300695,
-0.030326873,
0.007785842,
-0.06199513,
0.034759264,
0.07208464,
-0.027789915,
0.05581311,
0.01600909,
0.03758783,
0.014791641,
0.0041116243,
-0.04872712,
0.03904585,
-0.012422354,
-0.02360539,
-0.0024057375,
-0.027046323,
-0.0032805512,
0.019522926,
0.03971654,
-0.009491729,
-0.07412588,
0.02491761,
0.011758953,
-0.027090063,
0.0081138965,
-0.0029925918,
-0.003103766,
0.00031643652,
0.01723383,
-0.020193616,
-0.011882885,
0.043594882,
-0.021651639,
-0.0054748757,
-0.034292694,
-0.026113188,
-0.030326873,
-0.01975621,
-0.008259699,
-0.01790452,
0.013916828,
-0.017496273,
-0.010570665,
-0.014201142,
0.0095427595,
0.040737156,
-0.010461314,
0.045082066,
-0.025836164,
-0.009805203,
0.014922863,
0.02429066,
-0.039220814,
0.007742101,
0.057300296,
0.03767531,
0.029116714,
-0.02170996,
0.034292694,
-0.02997695,
0.0096302405,
0.038171038,
-0.007836873,
-0.036246445,
0.005423845,
0.06403636,
-0.04161197,
0.0015910674,
-0.02630273,
0.00038683167,
-0.035925683,
0.01409908,
-0.0043376177,
0.041203722,
-0.02360539,
-0.020543542,
0.01022074,
0.017335892,
0.037325382,
-0.041349526,
0.040824637,
0.0075671384,
-0.025398757,
-0.05453005,
0.02937916,
0.021257972,
-0.006138276,
0.0035648658,
-0.011758953,
0.012261972,
0.009273025,
-0.019362543,
0.019552086,
0.048231393,
0.049485292,
0.0113215465,
0.009178254,
-0.031464133,
-0.054734174,
0.031172527,
-0.043915644,
0.008821038,
0.025121732,
-0.08322394,
0.019537505,
-0.041232884,
-0.022876378,
0.018341927,
0.010505054,
0.0021742764,
0.0025296696,
0.00019728871,
0.021622477,
0.04286587,
-0.059720613,
-0.052080575,
-0.015396721,
0.006765226,
-0.02811068,
-0.0110226525,
0.026565176,
0.04613184,
-0.009652111,
0.0052197217,
-0.042486783,
-0.010964331,
0.020543542,
0.035925683,
-0.016475657,
-0.023780352,
-0.021593317,
0.025005091,
-0.028169,
0.047589865,
-0.01536756,
0.02812526,
-0.01409908,
0.014849962,
0.020601861,
-0.020528961,
0.007038605,
-0.009812493,
-0.015513362,
0.015819548,
0.03901669,
0.007836873,
0.016956804,
-0.014150111,
0.04995186,
-0.000204351,
0.021476675,
0.0030709605,
0.050360106,
-0.015907029,
-0.024698906,
0.023503328,
0.007559848,
0.050826672,
-0.0012010463,
-0.0022654028,
-0.034263536,
-0.022132786,
-0.014551068,
0.019770788,
0.0071370215,
0.017058866,
-0.0034536915,
-0.018108644,
0.009025161,
-0.00009454366,
-0.030122751,
-0.053392794,
0.020091554,
0.023751192,
0.03327208,
0.03642141,
0.023459587,
-0.011467349,
0.021884922,
0.035984002,
-0.017146347,
0.035692398,
0.015746646,
0.026404792,
-0.014820801,
0.03907501,
-0.030385194,
-0.025063412,
-0.027206706,
-0.064153,
-0.023167983,
-0.0017742314,
0.013574192,
-0.014521907,
0.0013368246,
-0.023780352,
-0.03892921,
-0.05750442,
-0.011190325,
-0.07476741,
-0.004162655,
0.011576701,
-0.012028688,
-0.046335965,
0.030822601,
0.0077129407,
0.02811068,
0.0000787674,
0.020776825,
0.056133877,
0.049864378,
0.006907383,
-0.02436356,
-0.0066777444,
0.034263536,
-0.044382215,
-0.0131367855,
0.023328364,
-0.015557103,
-0.06683576,
-0.024028216,
-0.032484747,
-0.0025406047,
0.004301167,
-0.027833655,
-0.013960568,
0.037996072,
-0.00833989,
-0.03577988,
0.0268422,
0.04931033,
0.024217758,
-0.0061164056,
0.022861797,
0.0256612,
-0.013566902,
-0.04592772,
-0.027964877,
-0.0045927716,
-0.008099317,
-0.04161197,
-0.017175509,
-0.04604436,
-0.010723758,
0.0047859596,
-0.027862815,
0.030530997,
-0.0024020926,
0.021083008,
0.052722104,
0.038200196,
-0.024509363,
0.0026463114,
0.03073512,
0.041378688,
-0.001565552,
0.05700869,
0.021928662,
-0.008208668,
-0.015659165,
0.016869323,
0.03251391,
-0.041816093,
-0.009280315,
0.0055623567,
-0.00070030655,
-0.05126408,
-0.024115697,
-0.0062512727,
0.0005904992,
-0.01984369,
-0.026477695,
-0.014529197,
-0.020106135,
-0.031784896,
-0.03201818,
-0.03962906,
-0.0042574266,
0.011678763,
-0.09663775,
-0.022089045,
-0.024130277,
0.25241292,
0.042632587,
0.022059884,
0.012743119,
0.020062393,
0.08357386,
-0.009688562,
0.03385529,
-0.008172218,
0.012692088,
-0.009695851,
-0.04289503,
0.017875358,
0.017569175,
-0.084681965,
0.061003674,
-0.029102135,
0.022205686,
-0.022264007,
-0.04044555,
-0.011620441,
0.024188599,
0.029058393,
0.029087555,
0.010701887,
-0.021462096,
-0.0019409928,
-0.029262517,
-0.0243344,
-0.028941752,
0.019333381,
-0.082874015,
0.014944733,
0.0029925918,
-0.015673745,
0.03901669,
0.023590809,
-0.011642312,
-0.00096229505,
-0.018108644,
0.02047064,
-0.017758718,
0.036217287,
0.003455514,
-0.02240981,
0.048406355,
-0.026623497,
0.02561746,
0.052809585,
0.008740847,
0.021841181,
-0.046802532,
0.045811076,
-0.019785369,
-0.025121732,
0.023984475,
-0.06835211,
-0.04980606,
-0.0013605175,
0.010315511,
0.05371356,
-0.0053509437,
-0.030822601,
0.023284623,
0.018895974,
-0.0011299676,
-0.03076428,
0.03446766,
-0.026331892,
-0.04811475,
0.015834127,
-0.005671709,
-0.019479183,
-0.083923794,
0.0035958486,
0.026463114,
0.034788422,
0.02055812,
-0.011598571,
-0.055404864,
0.03131833,
0.0010889608,
0.022234848,
-0.021053849,
0.018852234,
0.0155862635,
-0.04610268,
0.007111506,
0.008281569,
-0.0010607116,
0.041961897,
0.05190561,
-0.014179272,
-0.011423608,
0.036275607
] | Offline mode
Run 🤗 Transformers in a firewalled or offline environment with locally cached files by setting the environment variable TRANSFORMERS_OFFLINE=1.
Add 🤗 Datasets to your offline training workflow with the environment variable HF_DATASETS_OFFLINE=1. |
[
0.04373433,
0.022219151,
-0.027102966,
-0.02204316,
-0.010977581,
0.035022665,
0.054000605,
0.010955581,
-0.03631328,
0.04795817,
0.017804654,
-0.048046164,
-0.029786862,
-0.046432894,
-0.013148164,
0.040478453,
-0.016338043,
-0.03971582,
-0.031678792,
-0.0022109156,
0.0026710648,
0.00065905816,
-0.07145327,
-0.0054337927,
-0.030798825,
0.019432591,
0.043001026,
-0.011564225,
0.11023046,
0.053149972,
-0.010346938,
0.005554788,
0.016440706,
-0.043763664,
-0.035022665,
-0.043646336,
0.0031018816,
-0.013661479,
-0.017174011,
-0.024287073,
0.023231113,
0.0010037117,
0.014864099,
-0.04399832,
-0.09444973,
-0.018141974,
-0.020561881,
-0.053648617,
-0.009195649,
-0.0235831,
-0.02372976,
0.019901907,
0.014336119,
-0.021676505,
-0.0020092567,
-0.0069480683,
-0.002526237,
0.004641823,
-0.02603234,
0.014578111,
0.02365643,
0.028994894,
0.006273427,
-0.070279986,
0.0048618144,
0.043939658,
-0.007890365,
-0.008682335,
-0.019036606,
0.0021870832,
-0.015678069,
-0.03379071,
-0.03695859,
-0.039657153,
-0.022028493,
0.010361604,
0.0027113964,
0.029889526,
-0.041358422,
0.019007275,
0.022849794,
0.026413659,
-0.020591214,
0.03390804,
-0.027014969,
-0.0375159,
0.04182774,
-0.030124184,
-0.0073293867,
-0.019168602,
0.017995313,
0.059691057,
-0.021647174,
0.012627518,
0.028100261,
-0.01649937,
-0.006801407,
0.047576852,
0.042502377,
-0.020283226,
0.0031348804,
0.061538983,
0.001968925,
0.042209055,
-0.024316406,
0.03789722,
-0.00690407,
0.026662983,
-0.06329892,
0.0026820642,
-0.0009798793,
-0.007941697,
-0.011454229,
-0.016734028,
-0.033292063,
0.026193667,
0.009466972,
0.024404401,
-0.025636354,
-0.018567292,
-0.015810063,
0.00048627311,
0.0056904494,
-0.01537008,
0.030710828,
-0.014358118,
-0.013375489,
0.010911584,
-0.04825149,
0.009496304,
-0.008968324,
0.025900345,
-0.019051272,
0.019784577,
0.016162049,
-0.01424079,
0.0122022005,
-0.00067876576,
-0.017056683,
-0.017804654,
0.034377355,
-0.0015234419,
-0.014776102,
0.056493845,
-0.021251189,
0.025064377,
0.009796959,
-0.053443294,
-0.022468476,
0.008367014,
-0.029566871,
0.029742865,
-0.015502075,
0.012913507,
-0.014446115,
-0.04203306,
-0.049131457,
0.040214464,
-0.0192126,
-0.009466972,
0.030417506,
0.0047811507,
-0.03417203,
0.023553768,
-0.032646753,
0.014644108,
-0.032030776,
-0.00065814157,
0.015531407,
-0.016924687,
-0.0045208274,
-0.020151231,
-0.019608585,
0.0021980829,
0.025108375,
0.068696044,
0.067229435,
-0.01993124,
0.024404401,
-0.011102243,
0.004810483,
-0.035022665,
-0.0013896136,
0.038601194,
0.010060949,
-0.018640622,
0.008044359,
0.013610147,
-0.03895318,
0.03112148,
0.01241486,
0.047635514,
-0.06441354,
0.023143116,
-0.025988342,
-0.024961714,
-0.001259452,
0.015179421,
-0.017643327,
-0.011476229,
0.0069370684,
0.0035858632,
-0.006453087,
0.005536455,
-0.04253171,
0.065762825,
0.0011962043,
0.063533574,
-0.022028493,
0.037017252,
0.025284369,
-0.00463449,
-0.033849373,
0.01169622,
0.009393642,
0.012620185,
0.02610567,
0.023568433,
-0.000018719338,
0.007483381,
0.018919278,
0.023817757,
0.023964418,
-0.0035675305,
0.002478572,
-0.003215544,
0.022571139,
0.041417085,
0.028070929,
0.04490762,
0.024727056,
0.04754752,
0.025695018,
0.0052944645,
0.0114028985,
0.047078203,
0.044819623,
0.049131457,
0.018200638,
0.007677707,
0.002366743,
0.004810483,
0.020077901,
0.00091525674,
-0.0032137106,
-0.0072083916,
-0.02843758,
-0.029068224,
-0.05989638,
0.02226315,
-0.016250046,
0.054147266,
0.012480857,
0.027249627,
-0.052651323,
-0.0037765226,
0.01443145,
0.015238085,
-0.05925107,
-0.068520054,
0.0027095631,
0.018068643,
0.025357699,
-0.0119675435,
0.03511066,
0.052416667,
0.040801108,
0.033732045,
-0.0059617725,
-0.020121899,
-0.025563024,
-0.03672393,
-0.031972114,
0.0036573603,
-0.02101653,
0.0015142756,
-0.02324578,
-0.07737838,
0.009620966,
-0.0061780973,
0.008806997,
0.007663041,
-0.007663041,
0.023495102,
0.0270883,
0.009745628,
-0.031092146,
0.043499675,
-0.015326082,
0.035873298,
0.011784216,
-0.0025684019,
0.007149727,
-0.020693876,
0.04611024,
-0.013177497,
0.008990323,
0.007450382,
-0.040478453,
-0.0055804537,
-0.014563444,
0.013925469,
0.009070987,
0.048310157,
-0.042355716,
0.03681193,
-0.017525997,
-0.043118354,
0.026618984,
0.018977942,
-0.030945485,
0.018288635,
-0.016440706,
0.04795817,
-0.014966762,
0.04754752,
0.071746595,
-0.010185611,
-0.016543368,
-0.046022244,
-0.032148108,
0.02380309,
0.010823587,
-0.02365643,
0.0026050673,
0.05631785,
-0.057315145,
-0.04675555,
0.018977942,
-0.023641765,
-0.020429887,
-0.007461382,
-0.03786789,
0.0279536,
-0.003857186,
0.006915069,
-0.001866262,
0.010449601,
-0.021793835,
0.042355716,
-0.012979505,
-0.02425774,
0.011615557,
0.01635271,
0.006926069,
0.027264293,
0.0011723719,
-0.036929257,
0.008337682,
-0.041417085,
0.01762866,
0.044350307,
-0.006838072,
-0.019872574,
0.025709685,
0.010647594,
-0.018743284,
0.049131457,
0.030828157,
0.012715515,
0.07115995,
0.030974818,
-0.016103385,
0.0018937611,
-0.016939353,
0.013111499,
-0.0059214407,
-0.012700848,
0.03220677,
-0.034084033,
0.00996562,
-0.02550436,
-0.024111079,
0.018743284,
0.009723629,
-0.01073559,
0.043059688,
0.0107795885,
0.04528894,
-0.05884042,
-0.024067082,
0.023905754,
0.014050131,
0.011410231,
0.019652583,
0.0052724653,
-0.019696582,
-0.028672239,
0.011798883,
0.0034703675,
0.007963696,
0.0028708903,
-0.033292063,
-0.0076190424,
-0.0070250654,
-0.024771055,
0.0071717263,
0.013984133,
0.01510609,
-0.032822747,
0.05086206,
-0.012796178,
0.0049388115,
0.05130204,
0.03285208,
-0.02365643,
-0.013375489,
0.012363528,
0.014680773,
0.01273018,
-0.0052577993,
-0.03047617,
0.021383183,
0.0037765226,
-0.003098215,
0.004502495,
-0.008836329,
0.010852919,
-0.020591214,
0.06394423,
-0.035550643,
0.021940496,
-0.052797984,
0.030681495,
0.021280522,
-0.040595785,
0.006625414,
-0.009899622,
0.007567711,
0.021353852,
-0.011644889,
-0.015604737,
-0.049336784,
-0.005206468,
-0.037017252,
0.09315911,
0.06013104,
-0.021089861,
0.02158851,
-0.035843965,
-0.029772196,
-0.01966725,
0.007677707,
-0.013793473,
0.029669534,
-0.017350005,
0.008345014,
-0.0047224863,
-0.0028928895,
-0.010266275,
0.0305935,
-0.04904346,
0.020327223,
-0.042355716,
-0.020972533,
-0.001712268,
0.022365812,
-0.06312292,
0.014526779,
0.04584625,
0.0008872995,
-0.01981391,
0.024155078,
-0.029757531,
-0.0044401637,
0.016059387,
0.019549921,
-0.027102966,
0.030182848,
0.0058444436,
0.008220353,
0.012539522,
-0.011322235,
-0.017804654,
0.0498061,
-0.03270542,
-0.008902327,
0.0019799245,
0.016074054,
-0.040859774,
-0.029405544,
0.03446535,
-0.015047425,
-0.017174011,
0.017892651,
-0.04678488,
-0.034348022,
0.039950475,
0.0020165897,
0.050040755,
-0.02848158,
-0.011945544,
0.016103385,
-0.0017599328,
0.016103385,
-0.023539102,
-0.016176715,
0.013133499,
0.04414498,
0.037574567,
0.047723513,
-0.03244143,
0.0028085595,
-0.033028074,
-0.025372365,
0.00061460154,
-0.004223839,
-0.02497638,
0.04860348,
0.0058701094,
-0.02987486,
-0.029449543,
-0.027249627,
0.005514456,
0.012671516,
-0.02218982,
0.018435296,
-0.008806997,
-0.080956906,
0.048955463,
-0.028672239,
-0.041270424,
-0.03115081,
0.020899203,
-0.03458268,
0.023304444,
0.00506714,
-0.030974818,
-0.02848158,
-0.054029938,
0.028232256,
-0.027660277,
0.001615105,
-0.028789567,
-0.014468115,
-0.035550643,
0.032030776,
0.01188688,
-0.001642604,
-0.011784216,
-0.019271264,
-0.0017150178,
-0.031473465,
-0.0011054578,
-0.011593558,
0.019109936,
-0.0003636736,
0.021691171,
-0.01186488,
-0.037134584,
0.008909659,
-0.008689668,
0.06928269,
0.01974058,
-0.03898251,
-0.039598487,
0.01993124,
-0.005195468,
0.016675364,
-0.020972533,
-0.03472934,
0.06664279,
-0.014189458,
0.042209055,
-0.03270542,
-0.0055291224,
0.003628028,
-0.049630105,
0.038366534,
-0.048691474,
-0.023524435,
-0.014438782,
0.034670677,
0.018655287,
-0.016895356,
-0.0462569,
0.03666527,
-0.030006854,
-0.033585384,
0.008872994,
-0.005213801,
0.009554968,
0.0043521672,
-0.0016352709,
0.068872035,
-0.034905333,
0.0057381145,
0.051448703,
-0.0270883,
-0.017394003,
-0.009474305,
0.01755533,
-0.027117632,
-0.0027443953,
0.0113735655,
0.015648736,
-0.02482972,
-0.012451525,
-0.093863085,
-0.066408135,
-0.0011439563,
0.009246981,
0.04182774,
-0.00031165476,
-0.0075383787,
0.016616698,
-0.034670677,
-0.021119194,
0.02504971,
0.03047617,
0.017848652,
0.008308349,
-0.01695402,
-0.012796178,
0.016558034,
-0.026135003,
-0.011637555,
0.004227505,
0.07473848,
-0.02060588,
-0.02252714,
0.053501956,
0.015384746,
-0.042854365,
-0.011850215,
0.015062092,
0.030681495,
-0.0076703737,
0.030974818,
-0.0092103155,
0.0053641284,
0.0017535164,
0.0065520834,
0.0025867345,
-0.00017095181,
-0.034406688,
0.01649937,
0.017511332,
-0.046286233,
-0.006141432,
0.03062283,
0.01196021,
0.0032283769,
-0.015443411,
0.021749837,
-0.039686486,
-0.038630527,
0.07133594,
-0.04939545,
0.0080516925,
0.014446115,
-0.0059691053,
0.01328016,
-0.008865662,
0.027513616,
0.031590793,
-0.0030853823,
-0.04182774,
0.03566797,
0.03631328,
-0.0075897104,
0.039158504,
-0.027528282,
0.006592415,
0.00506714,
0.025885679,
-0.0049314783,
-0.08782065,
0.045670256,
-0.057667132,
-0.007956363,
-0.0042861695,
-0.05432326,
0.016455373,
0.07221591,
0.013192163,
-0.06488286,
0.007560378,
0.026545653,
-0.04649156,
-0.029332213,
-0.060717683,
0.023407107,
-0.028686905,
-0.016411373,
0.0025592356,
-0.04056645,
-0.015516741,
0.0253137,
-0.0025940677,
0.010962915,
0.03525732,
0.032324098,
-0.03100415,
0.010728257,
-0.0017370171,
0.002722396,
-0.02245381,
-0.0050341412,
-0.04212106,
0.04655022,
0.0025574025,
0.012986838,
-0.017086014,
0.015340747,
0.00036344447,
-0.018024646,
0.0032540425,
0.0067610755,
-0.029229552,
0.0020715876,
0.004843482,
0.029258883,
-0.06458954,
0.012598186,
-0.029053558,
-0.017247342,
0.012260865,
0.018347299,
0.029097555,
0.06253628,
0.025900345,
0.045494262,
-0.009026988,
0.04173974,
0.05353129,
0.055056565,
0.040331792,
-0.016602034,
-0.028085595,
-0.044760957,
-0.0062624277,
0.01578073,
-0.007204725,
0.022497809,
-0.0052101347,
-0.044966284,
-0.027396288,
0.026354995,
0.018464629,
0.056787167,
0.018420631,
-0.037574567,
-0.045758255,
-0.018464629,
0.009540303,
-0.008066359,
-0.058107115,
-0.041270424,
0.025533693,
-0.03857186,
-0.0007039731,
0.0053201304,
-0.020928534,
0.017218009,
0.03153213,
0.022028493,
-0.02139785,
0.037809223,
-0.021353852,
0.024272406,
-0.03112148,
-0.07051464,
-0.016998017,
-0.0050451406,
-0.048955463,
-0.013155498,
0.022688467,
0.05813645,
-0.0020440887,
-0.037545234,
-0.050187416,
-0.0020642546,
0.0418864,
0.038249206,
-0.052504662,
-0.007043398,
-0.022321815,
0.010383604,
-0.047518186,
-0.010728257,
0.029669534,
0.010009618,
0.016807359,
0.017775321,
-0.00095054705,
0.029068224,
0.045904916,
-0.013368157,
-0.014871432,
0.033174735,
0.036899924,
0.022615137,
0.028129593,
0.0034355356,
0.05602453,
0.03335073,
-0.002053255,
-0.022101823,
-0.04426231,
0.00047206532,
-0.008242352,
-0.0055841203,
0.014651441,
-0.005525456,
0.0047151535,
0.00034052867,
-0.013859471,
-0.04385166,
-0.021324519,
-0.012238866,
0.010163612,
0.006119433,
-0.004183507,
0.0047041536,
-0.039158504,
0.045552928,
0.011322235,
-0.1057133,
-0.0017571829,
0.04704887,
0.053795278,
-0.013236161,
-0.0020422554,
-0.03311607,
0.02953754,
0.024125746,
0.04303036,
0.010288274,
-0.0017516832,
0.029156221,
-0.014306787,
0.060365696,
-0.008249685,
0.0022439144,
0.0314148,
-0.021192525,
-0.016147384,
0.03047617,
-0.05086206,
0.009349643,
-0.038513195,
-0.043382343,
-0.020048568,
-0.04464363,
-0.01510609,
-0.049894094,
0.01736467,
0.01585406,
-0.036342613,
-0.043499675,
0.022380479,
-0.013456153,
0.005965439,
0.029332213,
-0.012913507,
0.017174011,
0.07509047,
0.024741722,
-0.029918859,
0.05191802,
0.017071348,
-0.01691002,
-0.011380899,
0.0019982571,
0.0020000904,
-0.010354271,
0.00066455797,
-0.029258883,
0.013595481,
-0.009840958,
-0.008616338,
-0.046227567,
0.036254615,
0.035345316,
0.0004221089,
0.01248819,
0.078551665,
-0.005459458,
0.003508866,
-0.03006552,
0.006244095,
-0.04056645,
-0.026398992,
-0.032646753,
0.034113366,
-0.052944645,
-0.037134584,
0.015267417,
-0.02927355,
-0.034964,
0.0051551363,
0.009012323,
0.0016352709,
0.007677707,
0.06318159,
-0.0074467156,
0.02829092,
-0.013096834,
0.0042495043,
0.042473044,
0.023407107,
-0.01887528,
0.048867468,
0.08746866,
0.0037490237,
-0.0056757834,
0.04836882,
0.013632147,
-0.0045721587,
-0.007846368,
-0.06863738,
0.039011844,
-0.045640923,
-0.027880268,
0.0064787525,
0.029786862,
-0.007905032,
-0.0288629,
-0.028496245,
-0.011754884,
-0.024683058,
0.03367338,
-0.029522873,
0.040390458,
0.0020569216,
-0.011681554,
0.019271264,
-0.017056683,
0.2557769,
0.065293506,
0.02546036,
0.04068378,
0.015619404,
0.06423755,
0.02670698,
-0.026091004,
0.010288274,
-0.015516741,
0.01940326,
-0.04833949,
0.004630823,
0.015238085,
-0.015120756,
-0.013632147,
-0.031062813,
-0.018919278,
-0.033937372,
-0.004509828,
-0.017203344,
0.003912184,
-0.0005669367,
0.036254615,
0.024727056,
-0.019036606,
0.02264447,
-0.033614717,
0.0026857308,
-0.05256333,
-0.02433107,
-0.037955884,
0.0060021044,
0.0057307812,
-0.037163913,
0.031326804,
-0.0025519026,
-0.03892385,
-0.03540398,
0.00073834683,
0.004176174,
-0.03871852,
-0.031356137,
-0.04200373,
-0.0157074,
0.0760291,
-0.011006913,
0.007047064,
0.041681077,
-0.047254197,
0.06904803,
-0.036401276,
0.0226738,
-0.0419744,
-0.05420593,
-0.002729729,
-0.039803814,
-0.03895318,
0.00943764,
0.04303036,
-0.0024694058,
0.017819319,
-0.044438303,
0.018464629,
0.0013272826,
-0.0192126,
-0.01102158,
0.05194735,
-0.006416422,
-0.00067830744,
0.0041101766,
-0.0120262075,
-0.01940326,
-0.03616662,
0.0041101766,
0.00011263112,
-0.014299454,
0.042473044,
-0.0007553045,
-0.029508207,
0.016484704,
-0.0052321334,
-0.003118381,
-0.09392175,
0.072567895,
0.025885679,
-0.075325124,
-0.0120262075,
-0.0049241455,
0.013624813,
0.012165535,
-0.0018075977,
0.030241512,
-0.05710982,
-0.02663365
] |
Quantization
Quantization techniques focus on representing data with less information while also trying to not lose too much accuracy. This often means converting a data type to represent the same information with fewer bits. For example, if your model weights are stored as 32-bit floating points and they're quantized to 16-bit floating points, this halves the model size which makes it easier to store and reduces memory-usage. Lower precision can also speedup inference because it takes less time to perform calculations with fewer bits.
Transformers supports several quantization schemes to help you run inference with large language models (LLMs) and finetune adapters on quantized models. This guide will show you how to use Activation-aware Weight Quantization (AWQ), AutoGPTQ, and bitsandbytes. |
[
0.025362242,
0.017985689,
-0.0030527967,
0.024109082,
-0.004450141,
-0.008295063,
-0.00819538,
-0.014496779,
0.0151803205,
0.04012959,
0.01105771,
-0.0037416783,
0.020406567,
-0.04517071,
0.00042142833,
0.03500303,
-0.00885756,
-0.047135893,
-0.05434156,
-0.015422408,
-0.0164762,
-0.010936666,
-0.05662003,
-0.043803625,
-0.010459611,
0.025063192,
-0.03318025,
0.01486703,
0.06647442,
0.040215034,
0.004873794,
0.009455659,
-0.014098046,
-0.011014989,
-0.028267294,
-0.051920682,
-0.0068994984,
-0.014767347,
-0.01264552,
-0.036854286,
-0.02466446,
0.0033358256,
0.0347467,
-0.0480188,
-0.06607569,
-0.018854357,
-0.004240094,
0.004959237,
-0.018654991,
-0.0022660117,
-0.012837766,
0.017017338,
0.008067215,
-0.0030955179,
-0.031015702,
-0.034917586,
-0.013250739,
0.009882873,
-0.062544055,
0.022343267,
0.014489658,
0.06664531,
0.010324326,
-0.046423867,
0.0018832996,
0.0524903,
-0.011719891,
0.010758661,
-0.032696076,
-0.009035566,
-0.023525225,
-0.009384457,
-0.013984122,
-0.005251166,
-0.02779736,
0.029249886,
0.035914417,
-0.007739685,
0.02618819,
0.054854214,
-0.009505501,
0.03409164,
0.027099578,
0.00041208303,
-0.0057139806,
-0.055851046,
0.06345545,
-0.019381253,
-0.010651857,
-0.0164762,
-0.017430311,
0.024550537,
-0.04870234,
0.017316388,
0.055794086,
0.04331945,
-0.034518853,
0.033664424,
-0.012403432,
-0.0032450426,
0.020036314,
0.082025,
-0.016661327,
0.029933427,
-0.026031544,
0.0082381,
0.030873297,
-0.005037559,
-0.053487133,
-0.019124925,
-0.0040086866,
-0.02336858,
0.022571115,
-0.008131297,
0.014838549,
0.032696076,
0.025234079,
0.034490373,
-0.051009294,
-0.028936595,
0.023254655,
-0.00015052602,
0.014681905,
-0.051664356,
0.014005483,
-0.043917548,
-0.022286305,
0.048474494,
-0.008665314,
-0.03739542,
0.014361494,
-0.0039410447,
0.04297768,
0.036427073,
0.026715085,
0.010067998,
0.018199297,
-0.0065470473,
0.02336858,
-0.045427036,
0.006543487,
0.022229344,
0.0074691162,
0.08128449,
0.01612019,
-0.027469829,
0.015422408,
-0.036797326,
-0.025946101,
0.04460109,
-0.049101073,
-0.00046058957,
-0.000118596254,
0.020406567,
-0.011371,
0.0062800385,
-0.037708715,
0.02308377,
0.0053579696,
0.011506284,
-0.0010840544,
0.010986508,
-0.052746627,
0.032639112,
-0.0151803205,
0.023311617,
-0.016533162,
-0.027370146,
0.02618819,
-0.029648619,
-0.010160562,
0.0081028165,
0.018939799,
0.02942077,
0.044658054,
0.007518958,
0.042749833,
0.005931148,
-0.010893945,
-0.01041689,
-0.017117022,
-0.020976184,
0.03315177,
0.0101036,
0.0043219766,
-0.0044180998,
-0.022556873,
-0.015778419,
-0.0049200756,
-0.0012406992,
-0.001801417,
0.07011998,
-0.0052120048,
0.013813237,
-0.062031403,
0.004265015,
-0.035287835,
0.0004806152,
0.0055217347,
-0.015721457,
-0.0023621346,
0.04431628,
-0.02715654,
0.021617005,
-0.021033145,
0.020947702,
0.038961872,
0.0462245,
-0.0046708677,
0.0004548044,
0.05884154,
0.008651074,
-0.0505536,
0.008579872,
0.018783154,
-0.03095874,
-0.021716688,
0.035572644,
0.0007195878,
-0.0007080174,
-0.006821176,
-0.005724661,
0.063683294,
0.024749903,
0.029876465,
0.0049877176,
-0.008408986,
0.033607464,
-0.015237282,
-0.0007471786,
0.036284667,
0.03001887,
0.0050126384,
0.037765674,
0.013143936,
0.039645415,
0.04736374,
0.059297238,
0.0012104383,
0.0017907367,
0.007298231,
0.008786358,
0.038648583,
0.025760975,
-0.02687173,
0.018811636,
-0.0043184166,
-0.0071629467,
-0.0329524,
-0.0032219018,
-0.06077824,
0.03286696,
0.0077966466,
-0.017287906,
-0.062544055,
-0.0354872,
0.046281464,
0.046680197,
-0.012866247,
-0.028623305,
0.016832212,
0.03064545,
0.0017275447,
-0.0029459933,
0.024522057,
0.04203781,
-0.012809285,
0.02843818,
-0.013969882,
-0.03605682,
0.011883656,
-0.008494428,
-0.06670227,
0.0070312223,
-0.050411195,
-0.015422408,
0.012560077,
-0.06761366,
0.012702482,
-0.01868347,
0.024593258,
-0.029121721,
-0.017316388,
0.03577201,
0.02657268,
0.025362242,
-0.023639148,
0.011314038,
-0.013336182,
0.016889174,
-0.0070419027,
-0.017857525,
-0.008629713,
0.0027857882,
-0.010815622,
0.004265015,
-0.003099078,
-0.01265264,
-0.032012533,
0.02560433,
-0.0036295347,
0.040528324,
-0.0240094,
0.014909752,
-0.040556803,
0.028523622,
-0.0021681087,
-0.03790808,
0.053230803,
0.017529994,
-0.0072519495,
0.034205563,
0.039218202,
0.036740363,
-0.03224038,
0.03693973,
0.066873156,
0.010929545,
-0.044088434,
-0.029107481,
-0.059354197,
0.017886005,
-0.02311225,
-0.026928691,
0.016547404,
0.07479084,
-0.017131262,
-0.057360534,
-0.025960341,
-0.028950837,
-0.031756204,
-0.052718148,
0.006041511,
0.053572576,
0.013870199,
0.031870127,
-0.049214996,
0.0017284347,
-0.025490407,
0.03218342,
-0.017230945,
-0.0005086511,
0.037537828,
0.024294209,
-0.014254691,
0.006098473,
0.04901563,
-0.015251523,
-0.003599274,
-0.0067357332,
0.01233223,
0.03309481,
0.008316423,
0.0037381183,
-0.0009621204,
0.01868347,
-0.012097263,
0.038050484,
-0.005411371,
0.0057923035,
-0.011976219,
0.032923922,
0.0017942968,
0.014753107,
-0.023354338,
-0.031699244,
-0.0042756954,
0.013008651,
0.030616969,
-0.075645275,
0.008323544,
0.0015682296,
-0.032069493,
0.0149382325,
-0.016661327,
-0.026757807,
0.03722454,
0.0069600204,
0.05240486,
-0.033351135,
-0.022029977,
-0.0045996658,
-0.008943003,
0.029819503,
0.041582115,
0.029620137,
-0.0032112217,
-0.0072875507,
-0.026045784,
-0.006924419,
-0.0040051267,
-0.020007834,
0.0064580445,
-0.0012674001,
-0.018455625,
-0.06408203,
0.023582187,
0.030930258,
0.02463598,
-0.008373385,
0.03881947,
-0.039987184,
-0.0123749515,
0.04012959,
0.025219837,
-0.0013839938,
-0.043177046,
0.04386059,
0.032126456,
0.033977713,
-0.034917586,
0.0044359,
-0.016632846,
0.012196946,
-0.011541885,
0.020349603,
-0.074107304,
0.01899676,
-0.027042616,
0.00088691304,
-0.043518815,
0.011563246,
-0.056306742,
0.03226886,
0.038192887,
-0.055252947,
-0.0054647727,
-0.023012567,
0.00025121044,
0.026772046,
0.028395459,
-0.035373278,
-0.00982591,
0.031044181,
-0.052177012,
0.056733955,
0.018412903,
-0.024906548,
0.004168892,
-0.04149667,
-0.004870234,
-0.015749939,
-0.037765674,
-0.030930258,
0.017942967,
-0.004553384,
-0.018811636,
0.0072804303,
0.024579018,
-0.026885971,
0.050411195,
-0.01831322,
0.0074050343,
-0.021147069,
-0.040699206,
-0.035601128,
0.021730928,
0.018768914,
0.02212966,
0.0022019297,
-0.032097977,
0.0021930295,
0.03543024,
-0.03881947,
-0.05089537,
0.0053152484,
-0.0045427037,
-0.01995087,
0.014389975,
0.009626545,
0.009975435,
0.05439852,
-0.0062123965,
-0.0060521914,
-0.00505892,
-0.042493504,
-0.021118589,
-0.017985689,
-0.01864075,
0.016661327,
-0.0436897,
0.02939229,
0.010338567,
0.011969099,
0.021574283,
-0.05311688,
-0.018284738,
-0.0014952474,
-0.00978319,
0.022300545,
0.04932892,
-0.001106305,
-0.0035921535,
-0.018797394,
-0.0018387982,
-0.010758661,
-0.033892274,
-0.023226175,
0.023667628,
0.018526826,
0.04075617,
-0.039018836,
-0.031272028,
0.036142264,
0.0044002994,
0.016447721,
-0.008152658,
-0.02722774,
-0.013378903,
0.015650256,
-0.010089359,
-0.001451636,
-0.0089572435,
0.0005722881,
0.034490373,
0.0038306813,
-0.0071273455,
-0.045540962,
0.004136851,
0.011100431,
-0.019822707,
-0.06066432,
-0.03990174,
0.027355906,
0.007454876,
0.015450889,
0.015294244,
-0.010694578,
-0.030901778,
-0.02183061,
0.021702446,
-0.031129625,
0.0028178291,
-0.034632776,
-0.06379722,
-0.0115276445,
0.051635873,
0.03283848,
-0.06886682,
0.010473851,
-0.021147069,
0.015692977,
-0.043376412,
-0.008622593,
-0.027669195,
0.003191641,
-0.010772901,
0.044487167,
-0.022813201,
0.011157393,
-0.01424045,
-0.0138417175,
0.04371818,
0.039275162,
-0.052917514,
-0.018441383,
-0.0004018477,
-0.0067570936,
-0.017416071,
0.022029977,
-0.0062800385,
0.029819503,
0.0038769627,
0.009868632,
-0.03984478,
-0.0026967854,
-0.06732885,
0.02336858,
0.011050589,
-0.055851046,
0.0038698425,
-0.015109118,
0.062999755,
-0.027384387,
0.056847878,
-0.04141123,
0.044059955,
-0.05340169,
-0.05089537,
0.026814768,
-0.012752323,
-0.0008152658,
0.00443234,
0.008451708,
0.055794086,
-0.04799032,
-0.016205633,
0.045028307,
-0.013514187,
-0.015650256,
-0.06544911,
0.06032255,
-0.024109082,
-0.00014462958,
-0.03164228,
0.0066858917,
-0.021104347,
0.0028890313,
-0.021317955,
-0.050240308,
-0.021531561,
0.020349603,
0.0448859,
0.013941401,
0.024094842,
0.00010235324,
-0.04482894,
-0.020848019,
0.020791057,
0.02531952,
0.0054647727,
0.02560433,
0.028979316,
0.010039518,
-0.016034747,
-0.020563211,
-0.009882873,
-0.0022695719,
0.036199227,
0.016205633,
0.011335399,
0.0221439,
0.021246752,
-0.03827833,
-0.06704404,
0.010075118,
0.0410125,
-0.030730892,
-0.013464346,
-0.015422408,
0.025718253,
-0.011185874,
0.0144469375,
0.030844815,
-0.010765781,
-0.018355941,
0.010210403,
-0.03033216,
-0.051607393,
0.025063192,
0.042265657,
0.007931931,
0.0053971307,
-0.06453772,
-0.010302966,
-0.03357898,
-0.0144469375,
0.044031475,
-0.013222259,
0.03827833,
0.027583754,
0.019523658,
0.059012428,
0.03130051,
0.038933393,
0.00020748781,
-0.038790986,
-0.058072556,
0.043917548,
0.02089074,
-0.005660579,
0.013457226,
-0.03135747,
0.0051657236,
0.03309481,
0.056278262,
0.021147069,
-0.11118944,
0.027014134,
-0.0016545623,
0.0028534303,
0.008950124,
-0.030132793,
-0.004706469,
0.038392253,
0.02023568,
-0.0038093205,
-0.0043789386,
0.032610632,
-0.03517391,
-0.028594825,
-0.03827833,
0.0022944927,
-0.036284667,
-0.015636014,
-0.012567198,
-0.036256187,
-0.012296629,
0.017287906,
-0.0027964686,
-0.01233223,
-0.011449322,
0.042578947,
-0.005788743,
0.018455625,
-0.0017524655,
-0.0010021717,
0.004200933,
-0.0034817902,
-0.03038912,
0.048588417,
0.043347932,
-0.020648653,
0.016874934,
-0.027241983,
-0.0035529924,
-0.04178148,
0.032069493,
0.038734026,
-0.02083378,
-0.008451708,
0.016234113,
0.0329524,
-0.031499878,
-0.017529994,
-0.03318025,
0.032610632,
0.0045391438,
0.040072627,
-0.024080602,
0.061233938,
0.014653424,
-0.025789456,
-0.00063993025,
0.048531454,
0.046851084,
-0.0038022003,
0.019893909,
-0.018783154,
0.0028979317,
-0.044430207,
0.0072911107,
-0.00058341346,
-0.03095874,
0.0134714665,
-0.022371748,
0.01265976,
-0.023311617,
-0.015094877,
0.04454413,
0.027882801,
0.032895442,
-0.04047136,
-0.00069600204,
-0.01862651,
0.0013297021,
-0.0009968316,
-0.046936527,
-0.041895404,
-0.009847271,
-0.05810104,
-0.0044109793,
-0.046281464,
-0.012453274,
0.028253054,
0.011961979,
-0.00663249,
0.0059809894,
0.011883656,
0.03514543,
0.025333762,
-0.017615438,
-0.045968175,
0.007184307,
-0.016191393,
-0.03386379,
-0.015579053,
0.024550537,
0.05872762,
0.02782584,
-0.03793656,
-0.016974617,
-0.0107373,
0.021545801,
0.059809893,
-0.029221404,
-0.017942967,
-0.03531632,
0.0007418385,
-0.043034643,
0.0043397774,
0.0036117344,
-0.0012665101,
0.014297413,
0.022286305,
-0.009306135,
-0.0062123965,
0.025760975,
-0.021389157,
-0.00982591,
0.015963545,
0.010181922,
-0.005147923,
0.03468974,
-0.0031417995,
0.075189576,
0.045028307,
0.046338428,
-0.04292072,
0.04813272,
-0.0060806726,
-0.049699172,
-0.050809927,
0.011769732,
0.019765746,
-0.035373278,
-0.022613836,
0.0069600204,
-0.046537794,
-0.012389192,
0.010096479,
0.046395388,
0.032923922,
0.009555343,
-0.01862651,
-0.045569442,
0.023610666,
0.011577486,
-0.048531454,
0.035800494,
0.0044074194,
0.028552104,
0.009035566,
0.009719107,
0.005874186,
0.031784687,
0.029449252,
-0.011449322,
0.016205633,
0.007839368,
0.027327424,
0.03505999,
0.030531526,
-0.033436578,
-0.024194526,
-0.04460109,
-0.03281,
-0.06732885,
0.011136033,
-0.011484924,
-0.0366834,
0.032980885,
-0.0031774004,
-0.04924348,
-0.082252845,
-0.0284809,
-0.049357403,
0.011235716,
0.031499878,
-0.0036704761,
-0.058214962,
0.05280359,
0.006354801,
0.024379652,
0.0034177082,
0.040300474,
0.030275198,
0.036512516,
0.0066467305,
-0.01045249,
0.023952438,
0.022599595,
-0.02090498,
-0.04485742,
0.04460109,
-0.005596497,
-0.024109082,
-0.032639112,
-0.067385815,
0.017145503,
0.019110685,
-0.046936527,
0.004389619,
0.020079035,
-0.0023194135,
0.0018797395,
0.018569548,
0.080714874,
0.035202395,
-0.016917655,
-0.01990815,
0.041468192,
-0.036825806,
-0.0015130478,
-0.030759374,
0.0038164407,
-0.018099613,
-0.04240806,
-0.0074833566,
-0.03696821,
-0.030189754,
-0.00090159854,
-0.008764997,
0.00252946,
0.04366122,
0.016675567,
0.024251487,
0.038904913,
-0.011655808,
-0.01641924,
0.061746594,
0.040984016,
0.022613836,
0.05975293,
0.06100609,
-0.006201716,
-0.0150521565,
0.04237958,
0.010352807,
-0.015935063,
-0.0075687994,
-0.009633665,
-0.022556873,
-0.063683294,
-0.056819398,
-0.04514223,
-0.0139627615,
0.016262595,
-0.044999823,
0.0083520245,
0.01485279,
-0.06476557,
-0.02627363,
-0.011620208,
0.0009309694,
0.036740363,
-0.05872762,
0.01896828,
-0.035658088,
0.24151804,
0.06835416,
0.021104347,
0.010822742,
0.02336858,
0.07911994,
0.008551391,
-0.010829862,
0.007996013,
-0.015208801,
-0.01958062,
-0.049727652,
0.009975435,
0.015379687,
-0.042436544,
0.04394603,
-0.04397451,
0.009541102,
-0.012674001,
-0.049158037,
-0.078436404,
0.05061056,
0.00758304,
0.06721493,
0.035828974,
-0.028267294,
-0.0040870095,
-0.030360641,
0.007711204,
0.008743636,
0.02942077,
-0.02970558,
0.039389085,
-0.0347467,
-0.016205633,
0.026102746,
0.014610702,
-0.034262523,
0.015094877,
0.013293461,
-0.0034533092,
-0.016917655,
0.0052760867,
-0.017871765,
-0.011855175,
0.015963545,
-0.0057709427,
0.027868561,
0.037737194,
-0.028950837,
0.04619602,
-0.023767311,
0.027726157,
-0.046879563,
-0.062544055,
0.015351206,
-0.049499806,
-0.06089217,
-0.029847985,
0.012182705,
0.004058528,
0.007209228,
0.00043767135,
0.029933427,
0.008408986,
0.0278116,
-0.014489658,
0.056449145,
-0.055252947,
-0.041439712,
0.02185909,
-0.0127380835,
-0.032753035,
-0.074164264,
0.0031435795,
0.022329027,
0.014126527,
0.04705045,
-0.016362278,
-0.04673716,
0.040699206,
-0.027270462,
0.01043825,
-0.03158532,
0.026458757,
0.065164305,
-0.011228595,
-0.00057095307,
0.014496779,
0.034860622,
0.011192994,
0.01423333,
-0.011427961,
-0.044088434,
0.015237282
] | from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
tokenizer = AutoTokenizer.from_pretrained("bigscience/T0_3B")
model = AutoModelForSeq2SeqLM.from_pretrained("bigscience/T0_3B")
Save your files to a specified directory with [PreTrainedModel.save_pretrained]:
tokenizer.save_pretrained("./your/path/bigscience_t0")
model.save_pretrained("./your/path/bigscience_t0")
Now when you're offline, reload your files with [PreTrainedModel.from_pretrained] from the specified directory: |
[
0.018446395,
0.03689279,
-0.01851538,
0.0011244437,
-0.013451934,
-0.015590447,
0.010982297,
-0.01628029,
0.016363071,
0.013134606,
0.023509841,
-0.023468452,
0.040535163,
-0.054552767,
-0.00085540506,
0.026117448,
0.007533083,
-0.06948096,
-0.014693651,
-0.009202503,
-0.00041757047,
-0.009243893,
-0.06451409,
-0.035375137,
-0.0263244,
0.01167214,
0.043294534,
-0.043073785,
0.10993335,
0.050524086,
-0.03807932,
-0.025331026,
0.012762091,
-0.048454557,
-0.012210217,
-0.040424787,
0.02996677,
0.009243893,
-0.04365325,
-0.03176036,
-0.010478712,
0.0033664326,
0.023937544,
-0.05844348,
-0.04922718,
-0.017080506,
-0.022378499,
-0.02004683,
0.0033992003,
-0.053035114,
-0.068432406,
0.018004896,
0.0060878624,
0.014804026,
0.00024252284,
0.008878277,
0.01395552,
0.009837158,
-0.04439828,
0.0048806374,
0.035347544,
0.050220553,
0.005456656,
-0.024986105,
0.0074089114,
0.040866286,
-0.0087816985,
0.016404461,
-0.004176998,
0.0032733039,
-0.024075512,
0.014583277,
-0.029497677,
-0.033553954,
-0.005111735,
0.017301256,
-0.0063327565,
-0.027014242,
-0.025027495,
0.039762538,
-0.017411632,
0.013879636,
-0.039265852,
0.04089388,
-0.0434325,
-0.03943141,
0.04632984,
-0.04558481,
-0.0093611665,
-0.01000272,
0.015079963,
0.052979924,
0.022654437,
0.021578282,
0.024047919,
0.0307118,
-0.03725151,
0.052069332,
0.00754688,
0.015493869,
0.019688113,
0.06600416,
-0.025482792,
0.03628573,
-0.0031387846,
0.008809292,
-0.0069087753,
0.0045564114,
-0.0016176814,
-0.024861934,
0.011334117,
-0.00070234615,
0.007760731,
0.0074158097,
-0.0111478595,
-0.02264064,
-0.019812284,
0.031567205,
-0.025524182,
-0.039293446,
-0.008567847,
0.016432054,
0.012451662,
-0.031484425,
0.014238355,
-0.061809912,
0.027138414,
0.008264316,
0.0040562754,
-0.00068682473,
0.018225646,
0.010899516,
-0.007015701,
0.038465634,
-0.018322224,
-0.020157205,
-0.003387128,
0.015286916,
-0.028669866,
-0.0023040748,
-0.0075744735,
-0.04663337,
0.014169371,
0.08084957,
-0.010464915,
0.009050737,
0.021109188,
-0.031042924,
-0.028504303,
-0.008015973,
-0.00095198303,
-0.0023247702,
-0.018501583,
0.012355084,
-0.026338197,
-0.011623851,
-0.04928237,
0.02974602,
-0.0065397094,
0.018805115,
0.032091487,
0.0025472445,
-0.0254552,
0.05226249,
-0.04103185,
0.024227278,
-0.040535163,
-0.01171353,
0.032257047,
-0.03634092,
-0.03567867,
0.007822817,
-0.021467907,
-0.034519732,
0.05800198,
0.014010707,
0.0557117,
-0.0008799807,
-0.005494598,
0.009416354,
0.024710167,
-0.016363071,
-0.012596529,
0.048896056,
-0.0061533977,
-0.013486426,
0.01412798,
0.00064715877,
0.006808748,
0.0193018,
0.017315054,
0.035595886,
-0.10347641,
0.007243349,
-0.05888498,
-0.005415266,
-0.012313694,
-0.0031301617,
-0.0021195419,
-0.03943141,
-0.026890071,
0.03107052,
-0.013155302,
0.026572743,
-0.03612017,
-0.0063155107,
0.0412526,
0.025524182,
-0.023799576,
0.018156663,
0.015383494,
0.005049649,
-0.03308486,
0.015576649,
0.016735585,
-0.017535804,
0.013079419,
0.04321175,
0.013693379,
0.011244438,
0.020198597,
-0.0060395733,
0.038576007,
0.011568664,
0.031346455,
0.011299625,
0.008947261,
0.041749284,
0.02602087,
-0.004794407,
-0.01439012,
0.023758184,
0.03311245,
0.013313966,
-0.003887264,
0.035816636,
0.04483978,
0.031787954,
0.016611414,
-0.018446395,
0.0018004896,
0.022516469,
0.009961329,
0.032008704,
-0.020033034,
-0.013748567,
-0.024034122,
-0.027745476,
-0.06799091,
0.009099026,
-0.045529623,
0.04119741,
0.040038474,
0.013244981,
-0.07406152,
-0.024061715,
-0.025689745,
0.04655059,
-0.031484425,
-0.025537979,
0.021095391,
0.014224558,
0.0031129154,
0.0021574832,
0.0087816985,
0.03606498,
-0.010782243,
0.005111735,
-0.00842298,
-0.051131148,
-0.02777307,
-0.06865315,
-0.07566196,
0.020157205,
-0.029580459,
0.0058084764,
0.025193058,
-0.044205125,
0.022530265,
0.023054546,
-0.012831075,
-0.0011779065,
-0.0027938632,
0.018818911,
0.0697569,
0.021509297,
-0.018943083,
0.050744835,
-0.041390568,
0.016514836,
-0.013707176,
-0.029663239,
0.00063465536,
-0.025744932,
0.014072793,
0.02825596,
-0.03137405,
-0.037058353,
-0.047847494,
0.006387944,
-0.015714617,
-0.0015133426,
-0.00908523,
0.03233983,
-0.027759273,
0.014183167,
-0.0021781786,
-0.039459005,
0.05413886,
0.0399281,
-0.032146674,
0.029635645,
-0.014403917,
0.072847396,
-0.03589942,
0.0864235,
0.058333106,
-0.013603699,
-0.038327664,
0.0013727872,
-0.032257047,
0.029552864,
-0.0076158643,
-0.029332114,
0.0076641534,
0.06495559,
-0.01158246,
-0.051296707,
-0.014121082,
-0.027193602,
-0.03347117,
-0.02453081,
-0.03278133,
-0.0035630378,
-0.001395207,
-0.010244166,
-0.02115058,
0.009264588,
-0.011547968,
0.018763723,
0.009230096,
-0.05110355,
0.019288003,
0.04045238,
0.024558403,
0.029690834,
0.03623054,
-0.034768075,
-0.024861934,
-0.021288548,
0.00934737,
0.02878024,
-0.019012067,
-0.004090768,
0.011354812,
0.021233361,
-0.02996677,
0.051986553,
0.04558481,
0.017922115,
0.08245001,
0.04597112,
0.020115815,
-0.018625755,
-0.05607042,
0.0011046107,
0.0017427152,
-0.0064258855,
0.052621208,
-0.039155476,
-0.0011149584,
0.006850139,
-0.055132233,
0.042025223,
0.0010373511,
-0.0030663512,
0.03487845,
0.018901693,
0.03151202,
-0.03164999,
-0.024558403,
-0.008678222,
0.024503216,
0.028890615,
0.02825596,
0.0034336925,
-0.03314005,
-0.0033405637,
-0.04277025,
0.00077822886,
-0.0012770714,
-0.005698101,
-0.0045288177,
-0.018887894,
-0.02922174,
0.0029370056,
0.025993276,
0.040755913,
0.041004255,
0.021426516,
0.061589163,
0.00012686639,
0.034298982,
0.050744835,
0.025468996,
-0.0027007344,
-0.019163832,
0.027717883,
0.0535318,
-0.0057532885,
-0.025468996,
-0.0068949787,
0.001869474,
0.030656613,
-0.0004652127,
0.007815919,
-0.011637648,
-0.010851227,
0.03634092,
0.06037504,
-0.008119449,
0.009788869,
-0.037306696,
-0.0011641097,
0.0526488,
-0.045170903,
0.0044598337,
-0.027414352,
0.012099843,
0.058719415,
-0.00048720147,
-0.044260312,
-0.0074640987,
-0.000049339928,
-0.060043916,
0.055656515,
0.068432406,
0.0008847234,
0.0069915564,
-0.027828258,
-0.00816084,
-0.02435145,
-0.02282,
-0.0032491595,
0.0206263,
-0.0045253686,
-0.015066166,
0.012644818,
-0.012879364,
0.0043667047,
0.028807834,
-0.06065098,
0.013010435,
-0.009402557,
-0.04260469,
-0.056015234,
0.023247702,
-0.021730047,
0.02825596,
0.045557216,
-0.03628573,
-0.023261499,
0.019674316,
-0.05237286,
-0.0605406,
0.013548512,
0.036009792,
0.018542973,
0.0076641534,
-0.0011865295,
0.00083384744,
-0.0046081496,
-0.0011485883,
-0.016335476,
0.019950254,
-0.041832067,
0.005118633,
0.023289092,
-0.013507121,
-0.002128165,
-0.04357047,
0.042356346,
0.009988924,
0.0084781675,
0.0144177135,
-0.031318862,
-0.001599573,
0.0037148034,
-0.037665416,
0.02952527,
-0.013348457,
0.011527273,
-0.0058015776,
-0.00776763,
0.0263244,
0.010685665,
-0.023358077,
-0.0032526087,
0.061754726,
0.035126794,
0.047378402,
-0.051434677,
-0.02119197,
-0.0022937271,
-0.010858125,
-0.00031818997,
-0.007774528,
-0.0042321854,
0.024434231,
-0.013658887,
-0.01583879,
-0.011265133,
-0.024461824,
-0.011265133,
-0.012403373,
-0.015507665,
0.010389032,
-0.010809836,
-0.035264764,
0.041666504,
-0.023978936,
-0.09271487,
-0.043680843,
0.04580556,
-0.015176541,
0.03316764,
0.043322127,
-0.06076135,
-0.017108101,
-0.028366335,
0.00851266,
-0.014265949,
-0.011478984,
-0.041528534,
-0.012513747,
-0.016956335,
0.025193058,
0.033664327,
-0.0350992,
-0.038410444,
-0.019053457,
-0.033360798,
-0.037582636,
-0.011023687,
-0.001281383,
0.025220651,
-0.023054546,
0.04514331,
0.0091059245,
-0.05673267,
-0.004542615,
0.0065707522,
0.022337109,
0.049034026,
-0.028117992,
-0.028559491,
0.014472902,
0.007981481,
-0.0058153747,
0.031042924,
0.0029939176,
0.024558403,
-0.026338197,
0.041307785,
-0.042797845,
0.0012175725,
-0.0016047468,
-0.007519286,
0.03474048,
-0.040479973,
0.012258506,
-0.01970191,
0.0084091835,
0.0245722,
0.021661064,
-0.021564486,
-0.009485338,
-0.041997626,
-0.06423816,
0.0166666,
-0.01439012,
0.03634092,
0.0014124531,
0.0031163648,
0.046053905,
-0.021578282,
0.033885077,
0.06164435,
0.018460192,
-0.0142797455,
-0.031567205,
0.01903966,
0.009181808,
-0.00701915,
0.02057111,
-0.011810108,
0.01281038,
0.009816463,
-0.042494316,
-0.061975475,
-0.012589631,
0.034216203,
0.025758728,
-0.014121082,
-0.0037148034,
-0.0021298896,
-0.06192029,
-0.0076641534,
0.007960785,
0.025482792,
-0.01180321,
0.022323312,
-0.0037872368,
0.01772896,
0.0605406,
-0.025965681,
0.010444219,
-0.02417209,
0.079690635,
0.006608694,
-0.020460736,
0.0030680757,
0.0108236335,
-0.0482614,
-0.02996677,
-0.0021816278,
0.039155476,
-0.052014146,
-0.02602087,
-0.011534171,
-0.0067984005,
0.00086747727,
0.030987738,
0.019108646,
0.028835427,
0.00042360657,
0.023261499,
0.035789043,
-0.0254414,
-0.0037044557,
0.057394918,
-0.03987291,
-0.034547325,
-0.018901693,
0.028062804,
-0.040976662,
-0.031346455,
0.04997221,
-0.023275295,
0.024861934,
0.0487029,
-0.013410543,
0.039459005,
0.026351994,
0.026117448,
0.013024231,
-0.022019781,
-0.066445656,
0.0083333,
0.0403696,
0.0021022959,
0.031815547,
-0.051434677,
0.01588018,
0.002588635,
0.015231729,
-0.025027495,
-0.07323371,
0.016859757,
-0.05339383,
-0.037361886,
-0.033885077,
0.0065431586,
-0.01132032,
0.060043916,
-0.019163832,
-0.040755913,
0.012079147,
0.041749284,
-0.022488875,
-0.018611958,
-0.03440936,
-0.015066166,
-0.0067811543,
-0.02453081,
-0.007629661,
-0.056567106,
-0.006070616,
0.031732768,
0.0010640825,
-0.0070915837,
0.028186975,
0.045612406,
-0.035016418,
0.022751015,
-0.020640096,
-0.00951983,
-0.029249333,
0.015204134,
-0.01855677,
0.021109188,
0.02390995,
0.00688808,
-0.01628029,
0.017646179,
0.025634557,
-0.0072916383,
0.0004958245,
0.008871378,
-0.020543518,
-0.029994363,
0.019232817,
0.010947805,
-0.052234896,
-0.004287373,
-0.008257418,
0.020391753,
-0.031484425,
0.0071536694,
-0.010492508,
0.05400089,
-0.020474533,
0.024420435,
-0.006560405,
0.0036734128,
0.01706671,
-0.008595441,
0.044067156,
0.0011244437,
0.011078875,
-0.040397193,
-0.005584277,
0.04839937,
-0.03302967,
0.0057291444,
-0.013424341,
-0.022143953,
-0.045998715,
0.018267037,
0.014376324,
0.057118982,
0.0010597709,
-0.022502672,
-0.025703542,
0.012313694,
-0.024710167,
0.017259866,
-0.069039464,
-0.064182974,
0.045695186,
-0.069039464,
0.021950796,
0.0034181708,
-0.01654243,
0.024337653,
0.022378499,
0.0175496,
0.01680457,
0.022281922,
0.0020988467,
0.008112551,
-0.08416082,
-0.01123064,
-0.03910029,
0.036534075,
-0.019632926,
-0.009954431,
0.021826625,
0.048454557,
0.018984472,
-0.025151668,
-0.010458017,
0.009126619,
0.03628573,
0.07119177,
-0.010789141,
0.007919395,
-0.030822175,
0.04312897,
-0.061147664,
0.00719506,
0.024323856,
0.036506478,
0.018198052,
0.021467907,
0.027566116,
0.07477896,
0.059657604,
-0.013169099,
0.017784147,
0.0254414,
0.023440858,
0.0052497033,
-0.0017375415,
0.0018160112,
0.06043023,
0.021481704,
0.03184314,
0.00829191,
0.014362526,
0.029470082,
-0.0076986453,
0.029470082,
0.010492508,
0.032229453,
-0.0060499213,
0.0018711985,
-0.031125706,
0.009561221,
-0.030380676,
0.06203066,
0.023316685,
-0.016611414,
-0.013182895,
0.000002943958,
0.0029456287,
0.03940382,
-0.03865879,
-0.08382969,
-0.007629661,
0.031180894,
0.045115717,
-0.009016245,
0.028863022,
-0.011396202,
0.025524182,
0.061754726,
0.026489962,
0.016983928,
0.011203047,
0.030380676,
-0.022475077,
0.013196692,
0.018322224,
-0.016983928,
0.012058452,
-0.015286916,
-0.048951242,
0.014555682,
-0.022088766,
-0.030822175,
-0.011161656,
-0.02825596,
-0.011720429,
-0.054083675,
0.018460192,
-0.056484327,
-0.010464915,
0.02606226,
-0.033443578,
-0.057836417,
0.022475077,
-0.028449116,
0.020681486,
0.025951885,
0.012175725,
-0.0133277625,
0.07422708,
0.008595441,
-0.0093611665,
0.0074089114,
-0.008388489,
-0.052786767,
-0.012941451,
-0.014307339,
-0.02338567,
-0.018984472,
-0.022544062,
-0.03338839,
0.02334428,
-0.0073813177,
-0.045915935,
-0.014776432,
0.036616854,
0.035651073,
-0.032753736,
0.011506577,
0.07406152,
0.0016418258,
-0.023978936,
-0.02264064,
0.005384223,
-0.018432599,
-0.059823167,
-0.04128019,
0.017342648,
-0.038493227,
-0.0034474893,
-0.033636734,
-0.028531898,
-0.018846504,
-0.011416898,
-0.03189833,
0.024475621,
-0.021523094,
0.044343095,
0.019770894,
0.026420979,
-0.012527545,
0.021219565,
0.039983287,
0.043156564,
0.012706904,
0.07362002,
0.07880764,
0.0061051087,
-0.016983928,
0.014265949,
-0.017963506,
-0.021412719,
0.005867113,
-0.019370785,
0.03316764,
-0.025675949,
-0.061809912,
-0.0036009792,
0.029249333,
-0.014638464,
-0.046798933,
-0.052234896,
-0.021081595,
-0.044894967,
-0.01039593,
-0.021633469,
0.03382989,
-0.022502672,
-0.02509648,
-0.020391753,
-0.044039562,
0.22273643,
0.03167758,
0.02386856,
0.026503759,
0.028587084,
0.07279221,
-0.006532811,
0.0008635969,
0.00070752,
-0.0153559,
-0.019729502,
-0.024116904,
0.018129067,
0.041390568,
-0.032312237,
0.032946892,
-0.03865879,
-0.03830007,
-0.02620023,
-0.046440214,
-0.051958956,
0.006567303,
0.018018693,
0.026876274,
0.039293446,
0.03189833,
0.026448572,
-0.012437865,
-0.01772896,
-0.030629018,
-0.029663239,
-0.033664327,
0.02342706,
-0.0031336108,
-0.029635645,
0.055794485,
0.013217388,
-0.034243796,
-0.0047978563,
-0.021219565,
0.027662694,
-0.023413263,
0.000110805995,
-0.011016789,
-0.046881717,
0.051710613,
-0.022626843,
0.017853132,
0.008898972,
-0.041307785,
0.021357533,
-0.046495404,
0.0109616015,
-0.037196323,
-0.046605777,
0.021868017,
-0.047985464,
-0.016942538,
0.00041929507,
-0.02364781,
0.0179911,
0.034464546,
-0.041528534,
0.012596529,
-0.054414798,
-0.008519558,
-0.0149281975,
0.04119741,
-0.027428148,
0.019674316,
-0.029056178,
0.0070019043,
0.015645634,
-0.031787954,
0.034933638,
0.02944249,
-0.011168554,
0.017259866,
-0.023289092,
-0.010644274,
0.024254872,
-0.040755913,
0.0132587785,
-0.052152112,
0.046798933,
0.031318862,
-0.035954606,
-0.005277297,
-0.019246614,
0.020102018,
0.028283553,
0.04997221,
0.019508753,
0.009678494,
-0.007353724
] | Interested in adding a new quantization method to Transformers? Read the HfQuantizer guide to learn how! |
[
0.05657986,
0.020061765,
-0.009634434,
0.040751863,
-0.042188052,
-0.003031331,
0.024834102,
-0.011167865,
0.013681197,
0.014346929,
-0.010030882,
-0.010165526,
0.043743923,
-0.058345176,
-0.007771877,
-0.032044966,
0.004772336,
-0.03617401,
-0.015977602,
-0.0051912246,
0.0014586295,
0.01980744,
-0.033780362,
-0.035635438,
-0.015394151,
0.041469958,
0.02674902,
-0.008355329,
0.06845834,
0.036981866,
-0.023472713,
0.0077868374,
-0.023173507,
-0.053318515,
0.014646135,
-0.008811618,
0.010793858,
0.00081066135,
-0.037969247,
-0.05849478,
-0.019897202,
0.0025339012,
0.03907631,
-0.058135733,
-0.02034601,
-0.020929463,
0.00445817,
0.033780362,
0.030145008,
-0.022590056,
-0.03416933,
0.047843046,
0.010943461,
0.017727958,
-0.02828993,
-0.020705057,
-0.01633665,
-0.013770958,
0.002137453,
0.02077986,
0.038447976,
0.022051485,
0.008976181,
0.009170665,
0.012648935,
0.040751863,
-0.032553617,
0.0031267032,
-0.03419925,
-0.0021131427,
-0.021497954,
0.0503863,
-0.0035998228,
-0.07282675,
-0.0069004395,
0.03515671,
0.009971041,
-0.037370834,
0.025372673,
0.061576605,
-0.0025077206,
0.0803069,
0.036892105,
0.037430674,
-0.00071996456,
-0.03772988,
0.030638698,
-0.014302049,
-0.0014782648,
-0.004809737,
-0.005886879,
0.027003346,
-0.05352796,
0.019029504,
0.008617134,
0.018924782,
-0.028304892,
0.02630021,
-0.03515671,
0.029471794,
-0.0014118785,
0.061157715,
0.010808818,
0.033900045,
-0.023323111,
0.031955205,
0.018580696,
0.012806019,
-0.016695697,
-0.04903987,
0.015708318,
-0.02327823,
0.026165567,
-0.03404965,
-0.001785886,
-0.023203429,
0.013426871,
0.011160385,
-0.035904724,
-0.026569497,
-0.013045384,
-0.009761597,
0.044940747,
-0.05251066,
-0.046167493,
-0.0515532,
0.014952822,
-0.020450734,
0.006735876,
-0.054335818,
-0.020525534,
-0.005232366,
0.023427833,
0.047484,
-0.002874248,
-0.023577437,
0.011519433,
-0.0038859386,
0.034917343,
-0.018909821,
-0.0070089013,
-0.04739424,
0.0068667787,
0.08964213,
-0.026015965,
0.019538155,
-0.019074384,
-0.03575512,
-0.025402592,
0.023412872,
-0.012686336,
0.012948141,
0.0010827519,
-0.005587673,
-0.01584296,
0.035246473,
-0.04954852,
0.044791143,
-0.0021972943,
0.007547472,
0.011766277,
0.023846721,
-0.043983288,
0.041858926,
-0.012633975,
0.0026124427,
-0.0067957174,
-0.012648935,
0.03973456,
-0.024519935,
-0.02525299,
0.011212747,
0.0034483497,
0.009619474,
0.05059574,
0.02426561,
0.033900045,
-0.03473782,
0.010015923,
-0.015229587,
-0.01783268,
0.022739658,
0.04808241,
0.03261346,
-0.035037026,
0.016097285,
0.012678856,
-0.0041552237,
-0.010210406,
0.0026030925,
-0.017563395,
0.031027667,
-0.0680993,
-0.0026404932,
-0.054096453,
0.012327289,
-0.046257254,
-0.014436691,
0.010008442,
-0.042008527,
-0.048740663,
0.045329716,
-0.04844146,
-0.016516173,
0.027123028,
-0.03222449,
0.028948184,
-0.0035642919,
0.009993481,
-0.018595655,
0.071929134,
-0.005355788,
-0.06049946,
-0.016561054,
0.030459175,
-0.0026554535,
-0.014429212,
0.011242667,
-0.024445133,
-0.024116008,
-0.01435441,
0.005142604,
0.02625533,
0.060170334,
-0.005785897,
0.008235646,
-0.0031846743,
0.0035998228,
0.007525032,
-0.039973926,
0.011137945,
0.043235272,
0.029337153,
0.038388137,
0.030533977,
0.04161956,
0.005703615,
0.014563854,
0.0073716887,
-0.01041237,
-0.012933181,
-0.0075773927,
0.0036764941,
0.012207607,
-0.021976683,
-0.0338402,
-0.0067246556,
0.033421315,
-0.03575512,
0.022350691,
-0.09646403,
0.047723364,
-0.0057559763,
0.062115174,
-0.04754384,
-0.02377192,
0.026494695,
0.030294612,
-0.030997746,
-0.019912163,
-0.014638656,
0.016695697,
-0.010277728,
0.016890181,
0.002419829,
0.021587716,
-0.034558296,
-0.011309988,
0.026225409,
-0.06199549,
-0.009088383,
0.0032875263,
-0.03578504,
0.0073230676,
-0.020989304,
-0.0068966993,
0.02876866,
-0.03219457,
0.0042711664,
-0.013643796,
0.016994903,
0.023846721,
0.008310447,
-0.02324831,
0.025133308,
0.017533474,
-0.062175017,
-0.010838739,
-0.027676558,
0.013800879,
-0.0042262855,
-0.011631635,
0.009021062,
0.0012576004,
0.021138906,
-0.020091686,
-0.003764386,
0.00042987493,
-0.0074577103,
0.008886419,
-0.031296954,
-0.019014543,
-0.0053071673,
0.016172087,
-0.034977186,
0.02326327,
-0.00839273,
-0.049159553,
0.03817869,
0.04368408,
-0.02327823,
-0.017518513,
-0.0032856562,
-0.008258087,
-0.023592396,
0.06815913,
0.054874387,
-0.0059355,
-0.031566236,
-0.008048642,
-0.034857504,
-0.015199667,
-0.002131843,
0.004013101,
-0.018640537,
0.050416216,
-0.016770499,
-0.063312,
-0.004345968,
-0.020615296,
-0.016127206,
-0.03767004,
-0.021482993,
0.048770584,
0.009514752,
0.026539575,
-0.044731304,
-0.017144507,
0.004046762,
0.04506043,
0.0009448366,
-0.011085584,
0.045808446,
0.00694158,
-0.030324532,
0.0077868374,
0.07617786,
-0.026315171,
-0.017578354,
-0.022694778,
-0.029411953,
-0.019762559,
0.021482993,
0.0061038034,
0.01237965,
0.02281446,
-0.06474819,
0.04610765,
0.004562892,
-0.008160844,
0.010599374,
0.010532052,
0.018146846,
-0.020510575,
-0.018580696,
-0.006694735,
0.021108987,
0.017653156,
0.04455178,
-0.048321776,
0.040273134,
-0.014302049,
-0.017114585,
0.008617134,
-0.007169725,
0.016501212,
0.039405435,
0.06504739,
0.003324927,
-0.013217427,
-0.0018036515,
-0.0198224,
0.046795826,
0.032553617,
0.008691936,
-0.009372629,
-0.022096366,
-0.013793399,
-0.032344174,
-0.03713147,
0.025971085,
-0.039794404,
0.016531134,
-0.016501212,
-0.008445091,
-0.030548936,
0.033511076,
0.061696287,
0.06797961,
0.030429253,
0.07007405,
-0.0043347473,
0.03279298,
0.019358631,
0.013494193,
0.018012203,
-0.016187048,
0.023412872,
0.039704643,
0.029022986,
-0.040961307,
-0.013778438,
-0.026913583,
0.038926706,
-0.009492312,
0.026868703,
-0.041380197,
-0.025656918,
0.001538106,
-0.00940255,
-0.004230025,
-0.021393232,
-0.032074887,
0.036323614,
0.06791977,
-0.03722123,
-0.0018896732,
-0.04503051,
0.009701756,
-0.00346705,
-0.0065039913,
-0.03261346,
-0.0016792939,
0.04461162,
-0.060798667,
0.027302552,
0.014100085,
-0.010995822,
-0.0011977592,
-0.050296534,
0.0010518963,
-0.005370748,
-0.009574593,
-0.015274468,
-0.002075742,
0.009320268,
-0.0068144174,
0.022485334,
-0.021497954,
-0.03512679,
0.004757376,
-0.0009845749,
-0.002339417,
-0.032972507,
-0.027586797,
-0.03479766,
-0.02181212,
0.023023905,
0.022186128,
0.025941163,
0.010030882,
0.092454664,
0.012529253,
-0.024669537,
-0.019523194,
0.023951443,
0.001784016,
0.03578504,
0.020854661,
0.026090767,
-0.016800418,
0.03925583,
0.030414294,
-0.017578354,
-0.004839658,
-0.051672883,
0.016246889,
-0.009761597,
-0.019373592,
0.004203845,
0.00010846219,
0.061187636,
-0.004353448,
0.029636359,
0.01040489,
-0.05798613,
-0.002777006,
0.012551693,
-0.023562476,
0.008086043,
-0.017862601,
0.0053894487,
-0.0318056,
-0.015259508,
-0.022171168,
-0.01489298,
-0.019448392,
0.004843398,
0.05316891,
0.0063095074,
0.04467146,
-0.019433433,
-0.05541296,
0.04903987,
-0.03722123,
0.0066573345,
-0.04260694,
0.040901467,
0.019957043,
-0.018296449,
0.008168325,
-0.02184204,
-0.03820861,
-0.010300168,
-0.03808893,
0.014152446,
-0.009611994,
-0.023472713,
-0.019179108,
0.048291855,
0.002526421,
-0.03764012,
-0.00843013,
0.012963101,
-0.00396074,
0.032344174,
0.024983704,
-0.041888844,
-0.0046713543,
-0.026524615,
0.032074887,
-0.069176435,
-0.03473782,
-0.041350275,
-0.037251152,
-0.027063187,
0.033481155,
0.0027171648,
-0.036323614,
-0.0039794403,
-0.0066648144,
0.0012304848,
-0.033929966,
-0.018535813,
-0.017982284,
-0.0064142295,
0.0036465735,
0.08120452,
-0.05101463,
-0.044222653,
-0.022649897,
0.03752044,
0.0054754703,
0.023682158,
-0.0071659847,
0.022096366,
0.018939743,
0.015229587,
-0.019957043,
0.08018722,
0.013606395,
0.012095404,
-0.023667198,
0.015783118,
-0.0355756,
-0.015237068,
-0.0032015047,
0.05442558,
0.0622947,
-0.017473632,
0.03778972,
-0.007899039,
0.00019109448,
0.009357668,
0.050356377,
-0.034827583,
0.001037871,
-0.040392816,
-0.045000587,
0.07557944,
-0.012581614,
-0.040662102,
0.0227995,
-0.011818639,
0.03608425,
-0.02818521,
0.027407274,
0.0711512,
0.01736891,
-0.03431893,
-0.0891634,
0.058075894,
0.027960805,
0.014661096,
-0.0019672797,
-0.013165066,
-0.020226328,
0.027392313,
-0.0073716887,
-0.022964064,
-0.013120185,
0.010524573,
0.031446554,
-0.024071125,
0.053617723,
0.020764899,
-0.06762057,
-0.009200586,
0.011960762,
-0.016471293,
-0.025178188,
-0.0037382054,
0.02724271,
0.05008709,
-0.0039495197,
-0.030354453,
-0.010262767,
-0.009140745,
0.069176435,
-0.028080488,
-0.033391394,
0.018580696,
0.038029086,
-0.04900995,
-0.06606469,
-0.0575074,
-0.0074053495,
-0.0067096953,
-0.004368408,
0.019523194,
0.01787756,
-0.01780276,
0.020031845,
0.0070238616,
0.023652237,
-0.004678834,
-0.04006369,
0.01581304,
-0.039914086,
0.0012921961,
0.05161304,
0.0005755041,
-0.045419477,
-0.036802344,
0.010083243,
-0.009058462,
-0.013658755,
0.048740663,
-0.05789637,
0.024624657,
0.06426946,
0.01925391,
0.02523803,
0.050356377,
0.013524113,
-0.034438614,
-0.03814877,
-0.023233349,
-0.0065152114,
0.034378774,
-0.0036914544,
-0.0033417575,
-0.03731099,
-0.02238061,
-0.019448392,
0.02582148,
-0.030474136,
-0.06762057,
0.017623236,
-0.029486755,
-0.03422917,
-0.010629294,
0.004757376,
-0.021468034,
-0.027676558,
-0.011332429,
-0.021901881,
-0.009275387,
0.029756041,
0.0077419565,
-0.02972612,
-0.05451534,
-0.0035325014,
-0.066603266,
-0.027302552,
-0.00036582613,
-0.02580652,
0.0069789807,
0.00444695,
-0.01732403,
-0.0505359,
-0.043863606,
0.049339075,
0.012162725,
0.025582116,
-0.030967826,
0.00071014685,
-0.017727958,
0.019268868,
0.014062684,
0.024355372,
0.0033623278,
-0.00396074,
-0.0069191395,
0.021094026,
-0.019642876,
-0.012132805,
0.047244634,
0.011594234,
-0.00013101952,
-0.046735983,
0.03575512,
0.041739244,
-0.036353532,
-0.033989806,
-0.03174576,
0.03452838,
0.010636775,
0.067081995,
-0.044342335,
0.026823822,
0.017548434,
-0.017204348,
-0.0267939,
0.022874301,
0.0036764941,
-0.042876225,
-0.042965986,
0.012589094,
0.032404013,
-0.06283327,
0.017533474,
0.023921523,
-0.031506397,
0.023981364,
-0.027108068,
0.02281446,
0.009021062,
0.010778897,
0.002128103,
0.040781785,
0.009043503,
-0.051164232,
-0.009754117,
0.009746637,
-0.046676144,
0.00742405,
-0.049787886,
-0.05212169,
0.03913615,
-0.029112747,
-0.0008742426,
-0.0159028,
-0.016650816,
0.015266988,
0.025208108,
0.0047760764,
0.021991644,
-0.021243628,
0.012581614,
0.039764483,
-0.052241374,
-0.013426871,
-0.022545176,
0.01732403,
-0.02031609,
-0.04553916,
0.03656298,
0.028978106,
0.049249314,
-0.01730907,
-0.012529253,
-0.023158548,
0.008115964,
-0.012993022,
-0.026958464,
0.007581133,
-0.01886494,
0.013105225,
-0.0054792105,
0.004106603,
-0.020675138,
0.029830841,
0.014578815,
0.0017157596,
0.023876643,
0.04595805,
-0.031476475,
0.004843398,
0.015468952,
0.02030113,
0.051852405,
-0.0052772467,
-0.000052068863,
-0.0032763062,
0.030055247,
0.01932871,
0.028813541,
-0.0043160473,
0.017862601,
-0.005834518,
-0.014683536,
-0.074023575,
0.007958881,
0.019642876,
-0.028080488,
0.025208108,
-0.01438433,
-0.036981866,
-0.00842265,
-0.007573653,
0.036203932,
0.0070687425,
-0.03069854,
-0.01983736,
-0.0042786463,
0.035366155,
-0.036203932,
-0.039405435,
0.029830841,
0.002922869,
0.057268035,
-0.048920188,
0.025447473,
0.069176435,
0.036383454,
0.05346812,
-0.011669036,
0.023846721,
-0.0198224,
0.048172172,
-0.002427309,
0.016142165,
-0.042876225,
-0.007132324,
-0.003723245,
-0.012828459,
-0.038537737,
0.026554536,
0.02674902,
-0.042846303,
0.016650816,
-0.033959884,
-0.044342335,
-0.036323614,
0.0003510996,
-0.014115045,
-0.026644297,
0.038747184,
0.01986728,
-0.018730298,
0.033929966,
0.02027121,
0.0033286673,
0.024519935,
0.051822487,
0.027511995,
0.0208397,
0.053737406,
-0.020016884,
0.010113164,
-0.05161304,
-0.027900964,
0.028349772,
0.010277728,
0.0061673843,
-0.004989261,
-0.03279298,
-0.018161807,
-0.015723277,
-0.013711117,
-0.042397495,
-0.030489095,
-0.008647054,
0.0030593819,
-0.008063603,
0.019523194,
0.07557944,
0.0017129546,
-0.013224907,
-0.020136567,
0.010561973,
0.00446191,
-0.025522275,
-0.027571836,
-0.011968242,
0.014137485,
-0.012716257,
-0.028783621,
-0.036054328,
0.0066236737,
0.004110343,
-0.02232077,
0.033331554,
-0.013815839,
0.03279298,
0.037071627,
0.036802344,
-0.054216135,
-0.021976683,
0.016501212,
0.07575897,
0.04802257,
0.057148352,
0.023682158,
-0.012551693,
-0.024400253,
0.039944008,
0.029800922,
-0.018401172,
-0.0017054745,
0.007719516,
0.008856499,
-0.01438433,
-0.03515671,
-0.027347432,
0.022485334,
-0.00594298,
-0.046945427,
-0.023367992,
-0.001639088,
-0.05337836,
-0.03213473,
-0.0005890619,
-0.035485838,
0.033331554,
-0.03671258,
-0.022679817,
-0.06097819,
0.26713115,
0.036951944,
0.036114167,
0.01435441,
0.04862098,
0.07384405,
-0.0042449855,
0.028963145,
0.031356793,
-0.054724786,
-0.0017784059,
-0.048351698,
0.021692438,
0.024250649,
0.0022403053,
0.024819141,
-0.023652237,
0.009611994,
0.012843419,
-0.008258087,
-0.053827167,
0.003773736,
0.00024053361,
0.0046339533,
0.02972612,
0.005187485,
-0.00032491906,
-0.015962642,
-0.00595046,
-0.043863606,
0.0072445264,
-0.020630257,
0.010300168,
-0.038807023,
-0.026629338,
0.05559248,
0.017623236,
-0.011683996,
0.006399269,
-0.002778876,
0.034917343,
0.012282408,
0.010023402,
-0.0017410051,
-0.013307189,
0.031506397,
-0.033451237,
0.02722775,
0.04455178,
-0.01787756,
0.008968701,
-0.0050902427,
-0.0039944006,
-0.022934143,
-0.056729466,
-0.032344174,
0.0022066445,
-0.038358215,
-0.0054193693,
0.0028443274,
0.036892105,
0.034767743,
-0.045479316,
0.014174886,
-0.06875755,
0.03452838,
-0.028020646,
0.08192261,
-0.019149186,
-0.015558714,
-0.007689595,
-0.009559633,
-0.027616717,
-0.028619058,
0.022919182,
-0.011040702,
0.002627403,
0.0045367116,
0.025133308,
-0.0020589116,
0.014219767,
0.011504472,
-0.015947683,
-0.010277728,
0.0008335693,
0.06091835,
-0.020989304,
-0.03461814,
0.012102884,
0.028020646,
0.046287175,
0.032463856,
-0.0055689723,
0.014040244,
0.012723736
] | Programmatically download files with the huggingface_hub library:
Install the huggingface_hub library in your virtual environment:
python -m pip install huggingface_hub
Use the hf_hub_download function to download a file to a specific path. For example, the following command downloads the config.json file from the T0 model to your desired path:
from huggingface_hub import hf_hub_download
hf_hub_download(repo_id="bigscience/T0_3B", filename="config.json", cache_dir="./your/path/bigscience_t0") |
[
0.054702736,
0.008577813,
-0.025900811,
0.033083856,
0.01689062,
0.015314534,
0.018940927,
-0.02811849,
0.00034106395,
0.057045944,
0.025803177,
-0.048928402,
-0.014617152,
-0.0400019,
-0.02525922,
0.044297777,
-0.011883409,
-0.07593108,
-0.0176159,
-0.009867972,
0.019429095,
0.01026548,
-0.088149235,
-0.04488358,
-0.031828567,
0.0316333,
0.017099835,
-0.018940927,
0.07989222,
0.05230374,
-0.0013843055,
0.008305834,
0.0018829346,
-0.060365487,
0.014896104,
-0.044604626,
0.00993771,
-0.042651955,
-0.048035752,
-0.038356073,
0.045329906,
0.008012933,
0.004815431,
-0.04198247,
-0.063545555,
-0.02859271,
0.0007370468,
-0.01672325,
0.009923763,
-0.03383703,
-0.057297003,
0.006450794,
0.0128179025,
-0.029094826,
0.017978538,
-0.01581665,
-0.0032306276,
0.021200448,
-0.049709473,
-0.01274119,
0.010063239,
0.052666377,
0.010990758,
-0.06962673,
-0.014798471,
0.0114928745,
-0.007824639,
-0.002276956,
0.002669234,
-0.05975179,
-0.008780054,
-0.008989269,
-0.03855134,
-0.03860713,
-0.03378124,
0.01423359,
0.01623508,
-0.007587529,
-0.05102055,
0.028034803,
0.026765566,
0.020670436,
0.025217375,
0.025719492,
0.015677173,
-0.043070383,
0.041312978,
0.0149379475,
0.022692848,
0.013075935,
-0.0022682387,
0.035008635,
-0.020684384,
0.0129783,
-0.004393514,
0.00014252769,
0.010056266,
0.045636754,
0.028676396,
0.008703342,
0.041703515,
0.0358176,
-0.007957142,
0.03378124,
-0.02124229,
0.014491622,
0.010460747,
0.030489592,
-0.056376453,
0.012755138,
-0.013006196,
-0.023948139,
-0.012525002,
-0.06287607,
-0.021590983,
0.016011918,
-0.010767596,
-0.005226887,
-0.044437256,
-0.036152344,
-0.0031382244,
0.011395241,
0.024310777,
0.010091134,
0.0018184267,
-0.029680628,
0.019763838,
0.027016623,
-0.06644667,
-0.011499848,
-0.0045783203,
0.03623603,
-0.06482874,
-0.008459258,
0.028871663,
-0.017211417,
0.0059451917,
0.027839536,
0.014310302,
-0.008152409,
0.045050953,
-0.006900606,
-0.02143756,
0.049012087,
-0.030099057,
0.039025564,
0.03288859,
-0.038886085,
-0.016974306,
0.035845496,
-0.030908022,
0.0003271163,
-0.035203904,
-0.005355903,
-0.0069424496,
-0.003724026,
-0.035845496,
0.052387424,
-0.001353795,
0.023194965,
-0.022776535,
0.02369708,
-0.025817124,
0.0340323,
-0.062039208,
0.018494602,
-0.0650519,
0.007116795,
0.0194012,
0.018843293,
-0.023208912,
-0.027839536,
-0.012371577,
0.03311175,
0.047115207,
0.06633509,
0.042596165,
-0.020656489,
0.024896579,
0.004857274,
0.016918516,
-0.010230611,
-0.011220895,
0.034618102,
0.0015481906,
0.026068183,
-0.014519517,
-0.0030597686,
-0.026291346,
-0.004393514,
0.01403135,
0.042066153,
-0.060923394,
0.041452456,
-0.04697573,
-0.008473205,
0.009052034,
-0.015802702,
0.0036891568,
-0.018452758,
-0.007831613,
0.002942957,
-0.027783746,
0.028787978,
-0.04100613,
0.071077295,
0.0038774505,
0.06142551,
-0.004797996,
0.029094826,
0.07090992,
-0.023181016,
-0.054563258,
0.011918278,
0.030071162,
-0.040252957,
-0.033558078,
0.039499782,
-0.027351368,
0.015286639,
-0.048258916,
0.029262198,
-0.019749891,
0.019387253,
0.016681405,
-0.016067708,
0.022706795,
0.02471526,
-0.028034803,
0.032777008,
0.033585973,
0.0049200384,
0.017336946,
0.03210752,
0.045274116,
0.035789706,
0.03300017,
0.056655407,
0.007775822,
-0.01259474,
-0.0334186,
0.0038390944,
0.021060972,
0.0022386,
0.020196216,
0.0019317514,
0.018410916,
-0.033613868,
-0.02948536,
0.012280918,
-0.005219913,
0.05520485,
0.02178625,
0.020042792,
-0.018731711,
-0.01647219,
-0.018494602,
0.06845513,
-0.06070023,
-0.058691766,
0.017169574,
0.015677173,
0.0075526596,
0.011855514,
-0.021256238,
0.03771448,
0.019917263,
-0.037435528,
-0.016207185,
0.024631573,
-0.033669658,
-0.03827239,
-0.03687762,
0.01581665,
-0.0028156845,
0.039667156,
-0.01963831,
-0.042121943,
0.010251532,
0.013801212,
0.026054235,
0.019945158,
-0.056794886,
-0.009540202,
0.014854262,
-0.017755376,
-0.042819325,
0.025775282,
-0.020921495,
0.044269882,
-0.0001389318,
-0.0064473073,
-0.038356073,
-0.013571076,
0.028327703,
0.029150616,
-0.027407158,
-0.0144079365,
-0.0167093,
-0.008361625,
-0.021828093,
-0.014658994,
-0.005516301,
0.013124751,
-0.016165342,
0.05057423,
-0.00069607556,
-0.028257966,
0.039443992,
0.028327703,
-0.009156641,
0.04167562,
-0.013257254,
0.037268158,
-0.029764313,
0.046892043,
0.060979184,
0.022595214,
-0.0007575325,
-0.021632826,
-0.02369708,
-0.012001964,
0.035176005,
-0.035259694,
0.020084634,
0.063768715,
-0.021033077,
-0.039555572,
0.010084161,
-0.04095034,
-0.02047517,
-0.06153709,
-0.035538647,
-0.000043559205,
-0.032135416,
0.0019857986,
-0.037351843,
0.032972276,
-0.0036089579,
0.032135416,
-0.0068657375,
-0.006415925,
0.024575783,
0.009749416,
0.010983785,
0.021451507,
-0.009526254,
0.012971327,
-0.010349167,
-0.017281154,
-0.011158131,
0.0129783,
0.016304819,
-0.0018480654,
-0.024073666,
0.0025332444,
0.003235858,
0.050797388,
0.0035026069,
-0.0014549156,
0.029373778,
0.011590508,
0.008912557,
-0.008466232,
0.017601952,
-0.012078676,
-0.031884357,
0.01838302,
0.032442264,
-0.05891493,
0.028787978,
0.004090152,
-0.025566068,
0.026584247,
-0.018048277,
-0.0013389757,
0.074871056,
0.007127256,
0.057631746,
-0.033390705,
0.015481906,
0.03813291,
0.010544433,
0.032330684,
0.059193883,
0.01623508,
-0.03414388,
-0.019721996,
0.021158606,
-0.0037484346,
-0.019568572,
0.019191984,
-0.03300017,
-0.04471621,
-0.017811166,
-0.04248458,
0.010328244,
0.0085220225,
0.04399093,
-0.0032777009,
0.023013644,
-0.026430823,
0.02000095,
0.031940147,
0.022399947,
-0.047226787,
-0.02668188,
0.021339925,
-0.004212194,
0.009616914,
-0.03754711,
-0.013326992,
0.014812418,
0.025370799,
0.012336709,
0.009895867,
-0.03629182,
-0.018940927,
-0.00043695414,
0.042373,
-0.012441316,
-0.006021904,
-0.0035880364,
0.031772777,
0.028257966,
-0.043739874,
-0.0129783,
-0.030852232,
0.04159193,
0.023083383,
-0.0041564037,
-0.04184299,
-0.026221607,
-0.00031730934,
-0.027853483,
0.06315502,
0.022776535,
-0.021409662,
0.017880904,
-0.080952235,
-0.013041065,
-0.012538949,
0.027225839,
-0.0031173027,
-0.0027843022,
-0.002276956,
0.008340702,
-0.002923779,
-0.012615661,
-0.024519993,
0.00541518,
-0.032860696,
0.0114928745,
-0.06772985,
-0.005226887,
-0.001096635,
0.013257254,
-0.01426846,
-0.003933241,
0.028899558,
0.0043795663,
0.0065658623,
0.056543827,
-0.011172079,
0.0051606353,
0.058357023,
-0.013647788,
-0.026932938,
0.06795301,
0.0055232747,
-0.0040657436,
0.005090897,
0.004933986,
-0.037407633,
0.029652731,
-0.045887813,
-0.0028662449,
-0.010886151,
0.015788754,
-0.031716987,
-0.026960833,
0.012727243,
0.0022368566,
0.015802702,
0.03241437,
-0.046222556,
-0.002418176,
-0.0018149397,
-0.04011348,
0.0382166,
-0.009310065,
-0.009505332,
0.06761827,
-0.026472665,
0.0060707205,
-0.0048189177,
0.024994213,
0.008333729,
0.044939373,
0.022093099,
0.04630624,
-0.03927662,
0.016541928,
0.012908562,
-0.0058998615,
0.018229596,
-0.009707574,
-0.009575071,
0.046836253,
0.002524527,
-0.02733742,
-0.05116003,
-0.024282882,
-0.023432074,
0.007503843,
-0.04287512,
0.0035688584,
-0.051829517,
-0.048956297,
0.042066153,
0.028760081,
-0.057464372,
-0.02345997,
0.03378124,
-0.022706795,
0.021325978,
0.032274894,
-0.037323948,
-0.023111278,
-0.021814145,
0.036570773,
-0.0465573,
-0.011213921,
-0.05964021,
-0.014924,
-0.059472837,
-0.024394464,
0.049653683,
-0.031047499,
-0.033083856,
0.0031713499,
0.014477675,
-0.021200448,
-0.008884662,
-0.024101563,
0.046836253,
-0.0030266428,
0.067060366,
-0.0015699839,
-0.043656185,
-0.028815873,
0.012015912,
0.013703579,
0.02697478,
-0.042512476,
-0.020196216,
0.007950168,
0.030210638,
0.0071969945,
-0.014226616,
-0.031186976,
0.057045944,
-0.011925252,
0.00616138,
-0.030517487,
-0.012894615,
-0.03832818,
-0.04644572,
0.048844717,
-0.040922444,
-0.024464201,
0.009902841,
0.0052826777,
-0.008905583,
0.013870951,
-0.073029965,
-0.007775822,
-0.033558078,
-0.023250755,
0.021256238,
-0.0045887814,
0.022525476,
-0.022790482,
0.0098470505,
0.049625788,
-0.014896104,
0.0017547904,
0.097633645,
0.004090152,
0.010886151,
-0.030015372,
0.033083856,
-0.03319544,
-0.012943432,
-0.00021825914,
0.0064403336,
-0.014184774,
0.0017975051,
-0.057743326,
-0.08290491,
-0.020126479,
0.0039471886,
0.03975084,
-0.03350229,
-0.0018079658,
-0.010823387,
-0.03855134,
-0.022316262,
0.008563865,
-0.010872204,
0.004400488,
0.035482854,
0.0016981281,
-0.017336946,
-0.04368408,
-0.015691122,
-0.012580792,
-0.0059138094,
0.025440538,
-0.022511529,
0.01133945,
0.040029794,
0.04153614,
-0.03528759,
-0.034590203,
0.0019892855,
0.005463997,
-0.059361257,
-0.013564102,
-0.0017434579,
0.013982533,
-0.036012866,
0.008473205,
0.0001334835,
0.0061683543,
-0.013961611,
-0.013187516,
0.039611366,
-0.045078848,
0.034227565,
0.050825287,
0.0009693626,
0.0070610046,
-0.02094939,
0.019917263,
0.0009057264,
0.033920716,
0.019973055,
-0.047952067,
0.029234303,
0.044130407,
0.00966573,
0.05026738,
0.016583772,
0.0046097026,
0.017950643,
-0.014924,
-0.041396666,
0.0009144437,
0.02525922,
0.022232575,
0.082291216,
0.01334094,
-0.0013119521,
-0.006164867,
-0.00020856115,
-0.00737134,
-0.073308915,
0.030210638,
-0.05724121,
0.017113782,
-0.017643794,
-0.03498074,
-0.034701787,
0.023724975,
0.0066111926,
-0.041257188,
-0.012490133,
0.047896277,
-0.015565592,
-0.009965605,
-0.060198113,
0.010321271,
-0.015077424,
-0.0017356124,
-0.021939674,
-0.021828093,
-0.003891398,
0.039778735,
0.020628594,
0.020140426,
-0.014240564,
0.044772,
-0.020377535,
-0.009393752,
-0.022776535,
0.03855134,
-0.03790975,
0.03927662,
-0.0194012,
-0.012113546,
-0.03216331,
-0.0028313757,
-0.028006908,
0.026932938,
-0.04764522,
-0.020614646,
-0.024506044,
0.017866956,
-0.0054814317,
-0.011827619,
-0.049625788,
0.030099057,
-0.01993121,
0.013361861,
-0.020963337,
0.011946173,
0.007462,
0.040308747,
0.01933146,
0.056739096,
-0.0037379737,
0.033223335,
-0.007943194,
0.011625377,
-0.008508075,
0.0121274935,
0.052861646,
0.01647219,
-0.006164867,
-0.035538647,
-0.039416097,
0.022483634,
-0.018173805,
0.0024687364,
-0.022065204,
-0.020265955,
-0.038244493,
-0.035678122,
0.027086362,
0.040197168,
0.011890383,
-0.049151566,
-0.02804875,
0.011325503,
0.023250755,
-0.016681405,
-0.029317988,
-0.038941875,
0.019973055,
-0.04943052,
0.0179088,
-0.0007374827,
-0.013801212,
0.035678122,
0.041759305,
0.030099057,
-0.0024094589,
0.029206406,
-0.0029098312,
0.014798471,
-0.014449779,
-0.04343302,
0.007615424,
0.019610414,
-0.059584416,
-0.019484885,
0.0008429619,
0.05724121,
0.0057359766,
-0.02382261,
-0.041312978,
0.023125226,
-0.012559871,
0.00130585,
-0.023724975,
0.0030545383,
-0.03885819,
-0.0006298242,
-0.041564036,
-0.030099057,
0.0033300046,
-0.012713295,
0.05891493,
0.012315786,
-0.009289144,
0.039499782,
0.037463423,
-0.0102724545,
-0.02757453,
0.04287512,
0.012253022,
0.012001964,
0.010202716,
0.014149904,
0.048119437,
0.03132645,
0.00093449344,
-0.027727954,
-0.008194252,
0.017532213,
-0.031298555,
-0.0050002374,
0.019205932,
0.023041539,
-0.014756627,
-0.01767169,
-0.016876673,
-0.037379738,
-0.003350926,
0.007775822,
0.035203904,
0.026514508,
0.015719017,
0.022372052,
-0.001389536,
0.011193,
-0.027965065,
-0.09289144,
-0.022372052,
0.02166072,
0.026179764,
-0.04248458,
-0.016276924,
0.0010922764,
0.03079644,
0.050100006,
0.048147332,
0.027546635,
-0.022790482,
0.03676604,
-0.012936458,
0.071300454,
-0.01802038,
-0.013271201,
0.01310383,
0.012225127,
-0.009351908,
0.03777027,
-0.04346092,
-0.015886389,
0.016779039,
-0.019303566,
-0.015412168,
-0.0543122,
0.004233116,
-0.06633509,
0.037742376,
0.039192934,
-0.012441316,
-0.0029115747,
0.015691122,
-0.006663496,
-0.01809012,
0.011674195,
-0.010690884,
0.012448289,
0.07793954,
0.02942957,
-0.022302313,
0.034227565,
-0.016765092,
-0.042205628,
0.011109314,
0.0003428074,
0.017267207,
0.0176159,
-0.0075317384,
-0.058357023,
-0.007385288,
0.029820105,
-0.035259694,
-0.046278346,
0.008710315,
0.0030963812,
0.017336946,
-0.012538949,
0.09110614,
-0.004351671,
0.0071063344,
-0.022762587,
-0.00606026,
-0.0561254,
-0.0075108167,
-0.037630796,
0.056655407,
-0.032079626,
-0.031242765,
-0.014421884,
-0.03414388,
-0.014310302,
-0.00003683055,
0.0161235,
0.0014662481,
0.0063984906,
0.06661404,
0.056404352,
0.013501338,
-0.01885724,
0.0041808123,
0.030935917,
0.017783271,
-0.016430348,
0.090213485,
0.065107696,
0.006666983,
-0.005296625,
0.048509974,
0.025635805,
0.018731711,
0.0036612616,
-0.04100613,
-0.012936458,
-0.036263924,
-0.0483426,
0.029122721,
0.03871871,
0.018536445,
-0.046083078,
-0.037881855,
-0.0073434445,
-0.03843976,
0.017295102,
-0.008800976,
0.08011538,
0.0023257728,
-0.019791733,
0.0033195438,
-0.048928402,
0.22606373,
0.060477067,
0.037798166,
0.005885914,
0.03712868,
0.053503238,
0.018731711,
-0.024952369,
0.03319544,
-0.0050699757,
0.030935917,
-0.0056557776,
-0.012873693,
0.03383703,
-0.014101088,
0.014212669,
-0.034311254,
0.018843293,
-0.031744882,
-0.01945699,
-0.0259566,
0.0005561631,
0.019024612,
0.05043475,
0.016039813,
-0.001505476,
0.014589256,
0.0075735813,
0.044799894,
-0.04304249,
-0.028732186,
-0.017950643,
0.015230848,
-0.007615424,
-0.020405432,
0.029178511,
0.022692848,
-0.06259711,
-0.0052338606,
-0.012671452,
-0.007420157,
-0.0064054644,
0.015788754,
-0.052387424,
-0.02345997,
0.05975179,
-0.03676604,
0.042400897,
-0.004020414,
-0.041508246,
0.0525269,
0.003232371,
0.0055407095,
-0.032553848,
-0.09540202,
-0.0149379475,
0.009449542,
-0.022539424,
0.011262738,
0.01945699,
-0.011513796,
0.060253907,
-0.009763365,
0.03623603,
0.03037801,
-0.020377535,
0.0041947598,
0.006178815,
-0.025273167,
-0.023850504,
0.030461697,
-0.0057603847,
-0.04697573,
-0.026430823,
-0.036905516,
-0.0002650056,
0.0022141915,
0.0017565339,
-0.0135083115,
-0.0149379475,
0.004679441,
-0.019233828,
0.013954638,
-0.015607435,
0.023139173,
0.057799116,
-0.07208152,
-0.017434578,
0.013591998,
0.03994611,
-0.0044562784,
-0.009512306,
-0.011709063,
0.00064769463,
0.015286639
] | AQLM
Try AQLM on Google Colab!
Additive Quantization of Language Models (AQLM) is a Large Language Models compression method. It quantizes multiple weights together and take advantage of interdependencies between them. AQLM represents groups of 8-16 weights as a sum of multiple vector codes.
Inference support for AQLM is realised in the aqlm library. Make sure to install it to run the models (note aqlm works only with python>=3.10): |
[
0.049478527,
0.02742735,
-0.003973052,
0.025270972,
-0.06250541,
0.017886117,
0.019569864,
-0.020411737,
0.04374788,
0.017103324,
0.028579388,
-0.006155276,
0.06350975,
-0.04362972,
-0.005294941,
-0.0025090044,
0.0029410184,
-0.02742735,
-0.030898232,
-0.01369152,
-0.009519078,
0.011889616,
-0.020603744,
-0.028845241,
-0.02634916,
0.007709788,
0.0019422168,
-0.001908985,
0.06433685,
0.041414265,
-0.033940792,
-0.0037644296,
-0.030573297,
-0.021962557,
-0.017723652,
-0.0065540583,
0.025285741,
0.0062254323,
-0.021770552,
-0.059137914,
-0.027323961,
0.010412645,
0.014156766,
-0.056065816,
-0.03190257,
0.00035078058,
-0.015449116,
0.022833971,
0.020441277,
-0.037751377,
-0.029820044,
0.057838183,
0.022686273,
0.015286649,
-0.00696761,
-0.021475157,
-0.018609833,
-0.0102723325,
-0.024030317,
0.012406556,
0.0559772,
0.018388288,
-0.0035281142,
0.01040526,
0.027323961,
0.065695666,
-0.032257047,
0.012162856,
-0.022922589,
-0.011476064,
-0.027796593,
0.047558464,
-0.008012568,
-0.051398586,
-0.006886377,
0.02434048,
0.011402216,
-0.023070285,
0.029184945,
0.031016389,
-0.011749304,
0.06794066,
0.04108933,
0.017531645,
-0.018211052,
-0.042625383,
0.02236134,
-0.031843495,
-0.022435188,
-0.008079031,
-0.022036405,
0.03503375,
-0.048533265,
0.020884369,
0.033734016,
0.032316122,
-0.034324802,
0.009009522,
-0.033556778,
0.00915722,
0.006184816,
0.08968168,
0.01014679,
0.024045087,
-0.02494604,
0.00790918,
-0.012103776,
0.002075144,
-0.019082464,
-0.02336568,
-0.0069860723,
-0.02190348,
0.027619356,
-0.027486429,
0.016113752,
-0.007887024,
0.015035564,
0.029155405,
-0.022184104,
-0.016394377,
0.013757984,
-0.019038156,
0.021563776,
-0.058547128,
-0.024237093,
-0.04309801,
-0.007672864,
0.014060763,
0.02841692,
-0.05441161,
-0.016468225,
-0.003733044,
0.031105008,
0.056745224,
-0.0017252867,
-0.022715813,
0.032759216,
-0.008684589,
0.030780073,
-0.036422104,
-0.0018979076,
-0.048001554,
0.001217578,
0.08513261,
-0.0116902245,
-0.005062318,
-0.0063989763,
-0.055297792,
-0.045047615,
0.038283087,
-0.013263199,
0.00573434,
0.008115956,
-0.007126385,
-0.037190128,
0.034472503,
-0.058074497,
0.034206647,
0.022110255,
0.018196281,
0.03151856,
0.0104348,
-0.053495888,
0.049389906,
-0.026718404,
0.010996048,
-0.0093566105,
-0.011786228,
0.03358632,
-0.023986008,
-0.009858781,
0.026880872,
0.014009069,
0.018417828,
0.046819977,
-0.00064525165,
0.03163672,
-0.014961716,
-0.0016745158,
-0.009733238,
-0.013041654,
-0.0016791313,
0.043954656,
0.025610676,
-0.00734793,
0.010095096,
-0.009061216,
0.004006284,
0.001736364,
-0.012258858,
-0.014119842,
0.06593198,
-0.061796464,
-0.0030019435,
-0.06758619,
0.009519078,
-0.033674937,
-0.016940856,
-0.0009152604,
-0.041975513,
-0.022125024,
0.030780073,
-0.049124055,
0.016379608,
0.011158516,
-0.02689564,
0.035801776,
0.012879186,
0.013639826,
-0.002972404,
0.078870244,
0.013957375,
-0.05585904,
0.00045139925,
0.016202372,
-0.0029059402,
-0.021933017,
-0.00070109963,
0.004209367,
-0.03157764,
-0.002523774,
0.00917199,
0.061914623,
0.01217024,
0.02437002,
0.03438388,
0.002368692,
0.01194131,
0.039228346,
-0.037869535,
-0.0017585185,
0.030661916,
0.01725102,
0.018580293,
0.011749304,
0.04572702,
0.029199716,
0.032109346,
0.006022349,
-0.0019311395,
-0.004862927,
0.0077467123,
0.008359656,
0.034413423,
-0.03556546,
-0.00584142,
-0.009533848,
0.030573297,
-0.042270906,
0.012982574,
-0.068413295,
0.025935609,
0.003664734,
0.025477748,
-0.07219434,
-0.03668796,
0.023897389,
0.04058716,
-0.0075916303,
-0.030396061,
-0.003103485,
0.026718404,
-0.027722744,
0.0023963854,
0.030174516,
0.02643778,
-0.033940792,
0.016512536,
0.012591177,
-0.041059792,
-0.030927772,
0.009290147,
-0.045136232,
0.012746259,
-0.05027609,
-0.01070804,
0.05240293,
-0.05438207,
0.038726177,
0.017635033,
0.026747944,
0.006849453,
0.009829242,
0.013780138,
0.037633218,
0.050069313,
-0.054145753,
-0.007776252,
-0.025640216,
0.011335752,
-0.010552958,
-0.010058172,
0.0114096,
-0.008433504,
0.026053768,
0.014850942,
0.0012000388,
-0.0035022672,
0.008271038,
0.007724558,
-0.025581136,
0.002263458,
-0.016098984,
0.030957311,
-0.03249336,
-0.0031921035,
-0.020692363,
-0.028254453,
0.031134548,
0.037692297,
0.00065817515,
0.0013357355,
-0.00407644,
0.017753191,
-0.027294423,
0.061146595,
0.05396852,
0.006247587,
-0.04374788,
-0.007731943,
-0.04965576,
-0.009231068,
-0.0066832933,
-0.016010365,
-0.016202372,
0.044338666,
-0.027707975,
-0.06333251,
-0.0012221935,
-0.037751377,
-0.04617011,
-0.052432466,
-0.024517717,
0.05136905,
-0.021312691,
0.021076376,
-0.06262357,
0.0028893244,
-0.025935609,
0.018476905,
-0.013056423,
-0.007968258,
0.04422051,
0.028343072,
-0.02490173,
-0.012089007,
0.07869301,
-0.031164085,
0.011416986,
-0.017575953,
-0.009866166,
-0.011402216,
-0.0015711278,
0.017516876,
0.01673408,
0.012436095,
-0.034265727,
0.063746065,
-0.0084925825,
0.005099242,
0.039228346,
0.015641121,
0.030839153,
-0.017073784,
-0.025876531,
-0.00006629061,
0.02132746,
-0.006620522,
0.06244633,
-0.053525425,
0.029849581,
-0.021032065,
-0.0037551986,
0.008677204,
-0.011660686,
-0.005269094,
0.023247521,
0.036333486,
0.0294508,
-0.031754874,
-0.0101689445,
-0.04510669,
0.03205027,
0.028283993,
0.018196281,
0.004896159,
-0.019274471,
0.029273564,
-0.050955497,
-0.03609717,
0.02990866,
-0.027767053,
0.030720996,
-0.024635876,
-0.01297519,
-0.039287426,
0.021017296,
0.051132735,
0.052255232,
0.001546204,
0.052964177,
0.010789272,
0.0020363736,
0.021150224,
0.01396476,
0.010900046,
-0.03804677,
0.0314004,
0.05647937,
0.025595905,
-0.024104165,
-0.0018812917,
-0.020943448,
0.012790568,
-0.02437002,
0.022966897,
-0.04519531,
-0.004663536,
0.002167455,
0.0017502105,
-0.02534482,
-0.01321889,
-0.061796464,
0.047440305,
0.05538641,
-0.018373517,
0.004951545,
-0.053998057,
-0.012332708,
0.025507288,
0.011837922,
-0.04362972,
0.011808382,
0.029760964,
-0.050660104,
0.034886055,
0.02597992,
-0.011985619,
-0.0025976226,
-0.025226664,
-0.012509944,
-0.023277061,
-0.0038142775,
-0.0033804171,
0.0015092797,
0.0023280755,
-0.012066852,
0.04327525,
-0.026482088,
-0.004482607,
0.016084213,
-0.0070562284,
0.018417828,
-0.017900888,
-0.050039776,
-0.011365292,
0.0015628198,
0.02538913,
0.032700136,
0.013041654,
-0.0059743472,
0.057129234,
-0.0014871251,
-0.032286584,
-0.045461167,
0.015153722,
-0.003118255,
0.011830537,
0.023409989,
0.025123276,
-0.007975643,
0.03695381,
0.022656733,
-0.023483837,
0.010124636,
-0.04117795,
0.028579388,
-0.0005469408,
-0.008965214,
0.007303621,
-0.015892208,
0.056508906,
-0.007344238,
0.027707975,
0.032345664,
-0.05831081,
0.0012203472,
0.0026474705,
-0.020072035,
0.039287426,
0.002737935,
-0.0040653623,
-0.050187472,
-0.015050334,
-0.019688023,
-0.011143746,
-0.010988664,
-0.00053447887,
0.06144199,
-0.007946104,
0.042861696,
-0.050098855,
-0.07567999,
0.028224913,
-0.029775733,
0.030159745,
-0.025315281,
-0.0021453002,
0.00090510625,
-0.008935674,
0.004637689,
-0.008699358,
-0.021002527,
-0.0031921035,
-0.03467928,
0.014777094,
0.017236251,
-0.024443869,
-0.02035266,
0.031016389,
-0.004718922,
-0.0478834,
-0.038489863,
0.012650256,
-0.015552504,
0.035772234,
0.024414329,
-0.047972016,
-0.009238453,
-0.035270065,
0.02738304,
-0.059699163,
-0.028638465,
-0.033172768,
-0.0336454,
-0.043718338,
0.04407281,
0.017443027,
-0.033350002,
0.00077402504,
-0.01575928,
0.007207618,
-0.025226664,
-0.028091988,
-0.047558464,
-0.0144817,
0.001062496,
0.070362896,
-0.046465505,
-0.05068964,
-0.0218444,
0.013381356,
0.010397876,
0.02239088,
-0.021755781,
0.0011372676,
0.013780138,
-0.00073663925,
-0.020544665,
0.07532552,
0.0013625057,
0.011616376,
-0.015596813,
0.024133705,
-0.038932953,
0.0035908855,
-0.0081824185,
0.06593198,
0.046022415,
-0.031666256,
0.048828658,
0.013765369,
0.019924337,
-0.0120003885,
0.033438623,
-0.042743538,
0.009733238,
-0.02438479,
-0.062210016,
0.043866035,
-0.029731425,
-0.02438479,
-0.00045347624,
-0.027191035,
0.031666256,
-0.026142385,
0.007093153,
0.053998057,
0.027102416,
-0.028623696,
-0.061146595,
0.072430655,
0.012015158,
-0.030927772,
-0.01977664,
0.007923949,
-0.0084925825,
0.015478656,
0.01245825,
-0.021179764,
-0.017147632,
0.00815288,
0.038224008,
-0.013277968,
0.0477357,
0.027191035,
-0.06959487,
-0.039878216,
0.016364837,
-0.007421779,
-0.00763594,
-0.0119486945,
0.034708817,
0.01139483,
0.030839153,
-0.029539417,
-0.018521216,
-0.020913908,
0.06971303,
-0.004453067,
-0.022051176,
0.0077467123,
0.045313466,
-0.04619965,
-0.059226535,
-0.053466346,
0.035388224,
-0.022080716,
-0.0019828335,
0.004157673,
0.031813953,
-0.022804432,
0.032581978,
0.018521216,
0.008943059,
-0.022597656,
-0.009984324,
-0.004408758,
-0.027840901,
0.0030388676,
0.06327344,
-0.013093348,
-0.055120554,
-0.028180605,
0.015057718,
-0.035210986,
-0.040469002,
0.052137073,
-0.05184168,
0.009585542,
0.039464664,
0.023144133,
0.046376888,
0.028771393,
0.05030563,
-0.025241433,
-0.045018073,
-0.034324802,
-0.010545572,
0.027205804,
-0.04117795,
0.014393082,
-0.050039776,
-0.0065983674,
0.016660232,
0.014961716,
-0.006469133,
-0.09269469,
0.016039904,
-0.028283993,
-0.02691041,
0.0024130011,
-0.004796463,
-0.015153722,
-0.002826553,
0.014821403,
-0.022110255,
-0.013831832,
0.037308287,
-0.0057675713,
-0.04011453,
-0.028224913,
-0.011040358,
-0.07479381,
-0.042389065,
-0.020249272,
-0.038401242,
0.002573622,
0.009666774,
-0.02081052,
-0.05435253,
-0.009511692,
0.03713105,
0.0074623954,
0.05074872,
-0.03399987,
0.004567533,
-0.005959578,
0.014171536,
-0.0099474,
0.018727992,
0.023498608,
0.0033748785,
0.003205027,
-0.005623567,
0.0000076444785,
-0.002584699,
0.039376047,
0.0151980305,
-0.004390296,
-0.03296599,
0.024266632,
0.04120749,
-0.05585904,
-0.013957375,
-0.032138888,
0.034797434,
0.010870506,
0.054736543,
-0.03701289,
0.047617543,
-0.03207981,
-0.04212321,
-0.03190257,
0.04357064,
0.014518624,
-0.028091988,
-0.012421326,
-0.00059909635,
0.018358748,
-0.031873032,
0.013913066,
0.019333549,
-0.038873874,
0.018654143,
-0.03199119,
0.035240527,
0.001814828,
0.0071079223,
0.012310552,
0.05438207,
0.010752348,
-0.024517717,
0.008817516,
-0.011313598,
-0.045431625,
0.038371705,
-0.044368207,
-0.045402087,
0.04891728,
-0.04622919,
-0.028283993,
-0.019156313,
-0.014289694,
0.025359591,
0.016911317,
-0.022479497,
0.009880936,
-0.0192597,
0.012465634,
0.033556778,
-0.06859053,
-0.030632377,
-0.012465634,
0.011830537,
-0.029923432,
-0.020662824,
0.03503375,
0.014939561,
0.05639075,
0.0046192263,
-0.012886572,
-0.018033816,
0.025654985,
0.017029475,
-0.022582885,
-0.023631535,
-0.024207553,
0.021519465,
-0.016556844,
0.008256268,
-0.02084006,
0.037633218,
0.019673252,
0.00017815962,
0.021120684,
0.036865193,
-0.006181123,
-0.011904386,
-0.007111615,
0.031695794,
0.025241433,
0.0013421973,
0.001296042,
0.004286908,
0.05701108,
0.0323752,
0.0065282113,
-0.0045232233,
0.0218444,
-0.014769709,
-0.014718016,
-0.053141415,
-0.011217594,
0.01578882,
-0.02843169,
0.026585476,
-0.00943046,
-0.034413423,
-0.007680249,
-0.008765822,
0.034738354,
0.014031224,
-0.020766212,
-0.004294293,
-0.013772754,
0.027604587,
-0.026171925,
-0.017900888,
0.033615857,
0.03293645,
0.07402578,
-0.035270065,
0.029273564,
0.04150288,
0.054175295,
0.03955328,
-0.033763554,
0.01501341,
-0.013499514,
0.051428128,
0.015478656,
0.03908065,
-0.008817516,
-0.0005686338,
-0.003481959,
-0.033320464,
-0.024443869,
0.026836561,
0.032759216,
-0.010257563,
0.010471724,
-0.018949537,
-0.02843169,
-0.05896068,
-0.017059013,
-0.041325647,
-0.045343008,
0.05190076,
-0.012244089,
-0.036392562,
0.034915593,
0.012111162,
0.007946104,
0.016128523,
0.06055581,
0.050482865,
0.05231431,
0.02794429,
-0.008418734,
-0.007576861,
-0.005882037,
-0.04528393,
0.0048260023,
0.032700136,
-0.023661073,
-0.023661073,
-0.036983352,
-0.027087647,
-0.0038327395,
-0.03148902,
-0.035151906,
-0.037367363,
0.017989505,
0.013876142,
-0.012037313,
0.016364837,
0.09192667,
0.025123276,
-0.049833,
-0.02689564,
0.017605493,
-0.00961508,
-0.03255244,
-0.024133705,
-0.008211958,
-0.00862551,
-0.011350522,
0.0038585865,
-0.038224008,
-0.009711084,
0.007658094,
-0.026939949,
0.026083307,
0.0010828043,
0.01676362,
0.004862927,
0.030218825,
-0.046908595,
-0.008204574,
-0.0002506235,
0.06445501,
0.040025912,
0.0589016,
0.023661073,
0.004201982,
-0.019717561,
0.020101573,
0.021962557,
-0.011608992,
-0.010228024,
0.005394636,
-0.009807087,
-0.019333549,
-0.021681933,
-0.014732785,
0.004371834,
-0.031223165,
-0.01983572,
-0.021578545,
-0.0069602253,
-0.056508906,
-0.04277308,
-0.022981668,
-0.03207981,
0.016852237,
-0.03565408,
-0.00031616408,
-0.056538448,
0.2613648,
0.033350002,
0.045490704,
0.016128523,
0.029096328,
0.074616574,
0.01451124,
0.02089914,
0.022641964,
-0.04478176,
-0.0031090237,
-0.059728704,
0.035831314,
0.019717561,
-0.030957311,
0.036806114,
-0.021770552,
-0.003620425,
-0.00048093864,
-0.037249207,
-0.058753904,
0.012325322,
-0.019141544,
0.014370927,
0.04720399,
-0.007130077,
-0.004992162,
-0.027811363,
-0.00203822,
-0.016527304,
0.016453456,
-0.02190348,
0.01776796,
-0.029199716,
-0.02639347,
0.06096936,
0.02230226,
-0.021519465,
0.020692363,
-0.012015158,
0.016867008,
-0.013890912,
0.005937423,
-0.007325776,
-0.02543344,
0.04469314,
-0.031105008,
0.014415236,
0.05024655,
0.00048186176,
0.03766276,
-0.012281014,
-0.0023188444,
-0.019569864,
-0.029687116,
-0.030248364,
-0.028003369,
-0.04117795,
-0.0026936256,
-0.016468225,
0.040557623,
0.02939172,
-0.03875572,
0.009208914,
-0.07302144,
0.008271038,
-0.0198948,
0.08790931,
-0.00029954818,
-0.03391125,
0.006993457,
0.003950897,
-0.023779232,
-0.04017361,
0.011402216,
0.005944808,
-0.020544665,
0.03193211,
0.0070119193,
-0.009120296,
0.018506445,
-0.0059485002,
-0.0053355573,
-0.03145948,
0.024118936,
0.052432466,
-0.030204056,
-0.037633218,
0.0047743083,
0.020987757,
0.043541104,
0.04581564,
-0.009600311,
0.017664572,
0.022228412
] | from huggingface_hub import hf_hub_download
hf_hub_download(repo_id="bigscience/T0_3B", filename="config.json", cache_dir="./your/path/bigscience_t0")
Once your file is downloaded and locally cached, specify it's local path to load and use it:
from transformers import AutoConfig
config = AutoConfig.from_pretrained("./your/path/bigscience_t0/config.json")
See the How to download files from the Hub section for more details on downloading files stored on the Hub. |
[
0.05149932,
0.023247669,
-0.028162293,
0.023858273,
-0.023411488,
0.028341008,
0.0035686884,
-0.024185915,
0.0001557927,
0.038423438,
0.0360108,
-0.021564782,
0.01895854,
-0.04974197,
-0.012286564,
0.055788446,
0.010745158,
-0.052601386,
-0.038274508,
-0.00041839475,
0.006217746,
-0.0027477224,
-0.06308592,
-0.002680705,
-0.0122791175,
-0.015428945,
0.020403143,
-0.023560418,
0.08328056,
0.028683541,
0.018601114,
0.0065044323,
0.0013980621,
-0.004981643,
0.018660685,
-0.0372618,
0.010424963,
-0.0003269436,
-0.07088975,
-0.058707435,
0.02405188,
0.0032913098,
0.001748043,
-0.017886259,
-0.04715062,
-0.042235993,
-0.028132508,
-0.028594185,
0.017216083,
-0.06433692,
-0.050039824,
0.029145218,
0.05292903,
-0.048461188,
-0.037619226,
0.007613946,
-0.011221728,
0.00267512,
-0.068626046,
0.024081666,
0.03636823,
0.020998854,
-0.014676859,
-0.044529486,
0.01072282,
0.038691506,
0.020849926,
0.019524466,
0.0036990005,
-0.025570946,
-0.019375538,
0.025570946,
-0.044261415,
-0.023426382,
-0.03142382,
-0.008042115,
0.0050077057,
0.012323796,
-0.02266685,
0.043040205,
0.048759043,
0.03330031,
-0.025019912,
-0.0065118787,
-0.024349736,
-0.032436527,
0.011981261,
0.021966888,
0.008220828,
-0.005886381,
0.0006427176,
0.04369549,
0.0072863046,
-0.022413671,
-0.0067464407,
0.019509574,
0.018809613,
0.03261524,
0.034998093,
0.0011625696,
0.0036245363,
0.05367367,
-0.009099504,
0.036844797,
-0.018750042,
0.028772898,
0.0025243305,
-0.000055557142,
-0.047508046,
-0.024334842,
0.010961104,
0.0003606851,
-0.044678416,
-0.020343572,
-0.0042705117,
0.00036510642,
-0.025049698,
-0.004586984,
0.002083131,
-0.0109387655,
0.025019912,
-0.026256016,
0.012711009,
-0.012979079,
-0.007446402,
-0.05569909,
-0.01560766,
0.030068573,
-0.06719633,
-0.025556052,
-0.036189515,
0.031572744,
-0.033330098,
0.024171023,
-0.0042444495,
0.011430227,
-0.0014036469,
0.0029357441,
0.017067155,
-0.009240985,
0.04131264,
-0.021564782,
-0.016441656,
0.079468004,
-0.027179368,
0.02988986,
0.022383885,
-0.0068581365,
0.0015404745,
0.057575583,
-0.057784084,
-0.005897551,
-0.007945311,
0.008697398,
0.0008367895,
-0.03169189,
-0.034223665,
0.038036224,
-0.019033004,
0.038751077,
0.028162293,
0.013083329,
-0.045006055,
0.019345753,
-0.005409811,
0.023858273,
-0.0529886,
-0.048550542,
0.030143037,
-0.042504065,
0.051469535,
0.0023158311,
-0.019584037,
0.026062408,
0.023590203,
0.047597405,
0.045125198,
-0.0014567025,
0.0038907453,
-0.010521767,
-0.038095795,
0.00072555884,
-0.008161257,
0.030679177,
0.0006576104,
0.047597405,
0.017022476,
-0.0021073318,
-0.022532813,
0.0038088348,
-0.021520102,
0.0005789578,
-0.032734387,
0.05304817,
-0.047388904,
-0.029175004,
-0.031245105,
-0.03053025,
-0.012711009,
-0.034164093,
0.0016568245,
0.024751842,
-0.008794202,
-0.009248432,
0.013485434,
0.057486225,
-0.013708827,
0.03988293,
-0.024141237,
-0.01889897,
0.07577459,
0.007826169,
-0.0560863,
-0.016590584,
0.034104522,
-0.018184114,
-0.011378103,
0.021296712,
-0.021788174,
0.022607278,
0.011638727,
0.0370533,
0.004363592,
-0.006221469,
-0.04741869,
-0.040180787,
0.022532813,
0.049950466,
-0.008235721,
0.04530391,
-0.016396979,
0.011527031,
-0.004088075,
0.040180787,
0.026419835,
0.017409688,
0.047597405,
0.030500464,
0.02336681,
0.0059720147,
-0.032942884,
0.003691554,
0.018511755,
0.015339589,
0.033330098,
-0.014907697,
-0.0028147402,
-0.044142272,
-0.04980154,
0.016888442,
-0.032793958,
0.047925044,
0.02086482,
0.032883313,
-0.010819622,
-0.015213,
-0.011973815,
0.03318117,
-0.022145601,
-0.026434729,
0.038959578,
0.0025243305,
0.013775844,
0.027879331,
0.011929137,
0.055758663,
-0.0110057825,
-0.030068573,
0.04735912,
0.0075394823,
-0.005018875,
-0.025198625,
-0.016277835,
-0.009084611,
-0.042652994,
0.0071746088,
0.0036468755,
-0.05555016,
-0.01603955,
-0.0063964594,
0.036219303,
0.030828105,
-0.041342426,
0.031096177,
0.049086686,
-0.029338825,
-0.00912929,
0.007401724,
-0.028579293,
0.015860837,
-0.018913861,
-0.008779309,
-0.022607278,
-0.024811413,
0.019941466,
-0.0076697944,
-0.006158175,
0.0066310214,
-0.026092194,
0.01953936,
-0.047239978,
-0.000043514912,
0.022056244,
-0.008585702,
-0.022413671,
0.032585457,
0.027521903,
-0.024751842,
0.029606896,
0.018124543,
-0.03583209,
0.01513109,
0.0034514074,
0.0372618,
-0.012390814,
0.046227265,
0.041282855,
-0.013917326,
-0.035057664,
-0.049146257,
-0.0007297474,
-0.034253452,
0.006612405,
-0.044886913,
0.0051380177,
0.03854258,
-0.03967443,
-0.03898936,
-0.002073823,
-0.0027942625,
-0.04539327,
-0.020254215,
-0.0019453727,
0.022190278,
-0.011795102,
0.018928755,
-0.045274127,
0.038095795,
-0.009442038,
0.027209153,
0.011936583,
-0.022577493,
0.060166933,
0.019092577,
0.035325732,
-0.010343052,
0.063026346,
-0.0079304185,
-0.0032689706,
-0.05802237,
-0.006329442,
-0.004851331,
0.0035854427,
0.023515739,
-0.016888442,
0.032585457,
-0.019613825,
0.007122484,
0.009203753,
-0.00086192106,
-0.0055252304,
0.038006436,
0.049295183,
0.02968136,
-0.00050402834,
-0.009829251,
-0.0069512166,
0.021430746,
0.017052261,
-0.059035078,
0.034491736,
-0.023426382,
-0.03175146,
-0.0118099945,
0.024885876,
0.0302175,
0.054507665,
0.012361028,
0.046703834,
-0.04038929,
0.0021147784,
0.013366292,
0.015309803,
0.037887294,
0.04274235,
0.011460014,
-0.0077814907,
-0.025868801,
-0.027298512,
-0.0044715647,
0.005756069,
0.029517539,
0.00272166,
-0.005532677,
-0.033151384,
-0.050665323,
0.017007584,
-0.0022246127,
0.0058193635,
0.01119939,
0.04986111,
-0.021743495,
0.06207321,
0.031185534,
0.03285353,
-0.05129082,
-0.016203372,
0.043874204,
0.0056034178,
0.028758006,
-0.041074354,
-0.008243168,
-0.0017443198,
0.005599695,
-0.027015548,
0.016471442,
-0.031721674,
0.007900633,
-0.009173968,
0.050039824,
-0.017454367,
-0.023605095,
-0.01154937,
0.030649392,
0.020581856,
-0.02166903,
-0.023426382,
-0.031513173,
0.021147782,
-0.009442038,
-0.030679177,
-0.029383503,
-0.048014402,
0.008086793,
-0.04152114,
0.031721674,
0.023709346,
-0.0075245895,
-0.014125825,
-0.07363003,
-0.0449167,
0.017052261,
0.034551308,
-0.023619989,
-0.014699198,
0.015488517,
0.03297267,
-0.03222803,
0.008250614,
0.0037995267,
0.056413945,
-0.024573129,
0.013373739,
-0.035981018,
-0.018362828,
-0.0060353093,
0.024275271,
-0.012018493,
-0.009360128,
0.035653375,
-0.008608041,
0.01006009,
0.03610016,
-0.0127482405,
0.008406988,
0.022011565,
-0.048014402,
0.009151628,
0.089178115,
-0.007870847,
0.005085893,
0.04158071,
0.010663249,
-0.015994873,
0.016828869,
-0.016009765,
0.027119797,
0.011392996,
0.017186297,
-0.035981018,
-0.030977033,
0.016843762,
-0.0060948804,
0.02994943,
0.022383885,
-0.04551241,
0.014997055,
0.015831051,
-0.029428182,
0.0689239,
-0.006053925,
-0.059064865,
0.04485713,
-0.040627573,
0.0020291447,
-0.024677377,
0.012993972,
-0.008004882,
0.047716547,
0.018884076,
0.01146746,
-0.021937102,
0.00013077744,
0.044946484,
-0.084948555,
-0.032734387,
-0.036129944,
-0.012033386,
0.0057821316,
-0.010506874,
-0.052005675,
-0.047925044,
-0.004721019,
0.0073421528,
-0.029830288,
-0.023739131,
0.01539916,
-0.032198243,
-0.03139403,
0.062251925,
-0.003747402,
-0.06648148,
-0.032585457,
0.0066421907,
0.0061544515,
0.03276417,
0.023337025,
-0.028236758,
-0.013128008,
-0.0523631,
0.024275271,
-0.020462714,
-0.030828105,
-0.03776815,
-0.032317385,
-0.035564017,
0.00939736,
0.04497627,
-0.045959197,
-0.03604059,
-0.021594567,
0.010730266,
-0.03764901,
-0.014505592,
-0.052601386,
0.026479406,
0.029755823,
0.037440512,
-0.019286182,
-0.001412024,
0.0026974592,
0.019375538,
0.0019863278,
0.035772517,
-0.041401997,
-0.043933775,
0.0036673532,
0.039525505,
-0.019986143,
-0.010454749,
-0.05093339,
0.054358736,
-0.046703834,
0.044350773,
-0.023619989,
0.002138979,
-0.035176806,
-0.032585457,
0.042027496,
-0.021683924,
0.002334447,
-0.005420981,
0.025183734,
0.031125963,
-0.002340032,
-0.023351917,
-0.0038274508,
-0.044529486,
-0.041699853,
0.04524434,
-0.005864042,
0.00007469673,
-0.016784191,
0.020477606,
0.05528209,
-0.025049698,
0.028162293,
0.11020675,
0.015845945,
-0.028877148,
-0.05596716,
0.0061172196,
0.005696498,
-0.009590967,
0.02984518,
-0.027864438,
0.013850308,
0.001379446,
-0.03324074,
-0.06397949,
-0.024811413,
0.013195025,
0.048788827,
-0.029770717,
-0.002176211,
-0.027015548,
-0.044320986,
-0.014483253,
0.014557716,
0.01980743,
0.026538977,
0.031036604,
0.036725655,
-0.00836231,
0.01784158,
-0.0061916835,
0.009188861,
-0.01181744,
0.013932219,
-0.040329717,
-0.03654694,
0.04479756,
0.020045714,
-0.057605367,
-0.062907204,
-0.029383503,
0.02485609,
-0.029562218,
-0.0070815287,
0.021430746,
0.001486488,
-0.028921828,
-0.0017592126,
0.011891904,
-0.018988326,
-0.012256779,
-0.0043933773,
0.042682778,
-0.05969036,
0.050635535,
0.03967443,
-0.0013077745,
-0.005648096,
-0.009993072,
0.014148165,
-0.015518302,
0.011311085,
0.014527931,
-0.027477225,
0.019732967,
0.03344924,
0.002073823,
0.059392504,
0.022234958,
0.026256016,
0.020700999,
-0.03261524,
-0.06707719,
-0.018660685,
0.018467078,
-0.0032503547,
0.028966505,
0.042504065,
0.02601773,
0.018943647,
0.020284,
-0.018407507,
-0.062132783,
-0.010253696,
-0.04038929,
-0.021341389,
0.015548089,
-0.006135836,
-0.018705362,
0.006437415,
-0.030023895,
-0.02113289,
-0.010953658,
0.0075357594,
-0.030277072,
-0.04959304,
-0.051320605,
-0.0036934156,
-0.030917462,
-0.026926192,
0.00910695,
-0.05358431,
0.01991168,
0.028847363,
0.026821941,
0.0052683298,
-0.026330478,
0.026777264,
-0.004981643,
-0.014967268,
-0.01624805,
0.005324178,
-0.071723744,
0.0052013122,
-0.016769297,
0.0058789346,
0.0113408705,
-0.019390432,
0.00028017088,
0.019301075,
-0.024647592,
-0.007267689,
-0.020507392,
0.03848301,
0.0057151136,
-0.023158312,
-0.06546877,
0.027685724,
-0.0070591895,
-0.0054358738,
-0.05114189,
-0.0027607537,
0.003468162,
0.03610016,
0.03154296,
0.046942122,
0.0372618,
0.023962522,
0.019896787,
0.009442038,
0.024096558,
0.018392613,
0.02941329,
0.01757351,
-0.02262217,
-0.05787344,
0.020522285,
0.028594185,
-0.0039652092,
0.026196444,
-0.0063778437,
-0.00863038,
-0.01229401,
-0.023888059,
-0.00769958,
0.068209045,
0.026955977,
-0.025794338,
-0.021326497,
0.0066421907,
-0.010298374,
0.012331243,
-0.046286836,
-0.028430365,
0.00974734,
-0.08149343,
0.010923873,
-0.0062475316,
-0.019375538,
0.018243685,
0.035057664,
0.02309874,
0.014319432,
0.031036604,
0.0018941786,
0.038780864,
-0.033776883,
-0.024558235,
0.009069718,
0.023694452,
-0.07589373,
-0.05346517,
0.006437415,
0.050844036,
0.015443838,
0.000322755,
-0.056145873,
-0.017186297,
-0.0023437552,
0.014781109,
-0.03833408,
0.015935302,
-0.014967268,
0.019822324,
-0.041342426,
-0.050218537,
0.0045571984,
0.01231635,
0.032585457,
0.002563424,
-0.0035873044,
0.057516012,
0.009590967,
-0.03344924,
0.01641187,
0.02208603,
0.018333042,
0.01566723,
0.018556435,
0.015577874,
0.034759805,
0.023783809,
0.023456167,
-0.04089564,
0.02055207,
0.02177328,
-0.027358083,
0.0041923244,
-0.006910261,
0.015682124,
-0.01231635,
-0.0015916685,
-0.03934679,
-0.0059273364,
-0.03282374,
-0.00912929,
-0.0027477224,
0.012204654,
0.015078965,
-0.0017657281,
0.011661066,
0.03764901,
-0.041193496,
-0.05793301,
-0.021252032,
0.011966368,
0.04667405,
-0.019598931,
0.011720638,
0.010395178,
0.03547466,
0.059571218,
0.010179232,
0.023694452,
-0.026270907,
0.0324961,
-0.04295085,
0.06097114,
-0.025839016,
-0.009322896,
0.013031204,
-0.0046204925,
-0.0022637064,
0.012204654,
-0.04009143,
-0.029562218,
-0.017379902,
-0.02767083,
-0.015890623,
-0.05352474,
0.006776226,
-0.051916316,
0.02320299,
0.025704982,
-0.009516502,
0.0204925,
0.027804866,
0.013746059,
0.033330098,
0.041014783,
0.031096177,
-0.0012044556,
0.094062954,
0.057158586,
0.0014008544,
0.0327046,
-0.047388904,
-0.023054061,
0.014103486,
-0.000033130673,
0.0324961,
0.0038423436,
0.003998718,
-0.04402313,
-0.007587884,
0.009926055,
-0.03648737,
-0.028192079,
-0.0033936978,
-0.009434592,
-0.030336643,
-0.039436147,
0.12760155,
0.016918227,
0.010142,
-0.031989746,
-0.013612024,
-0.05149932,
-0.033538595,
-0.033479024,
0.055460803,
-0.013894987,
-0.024200808,
0.0057970244,
-0.042772137,
-0.01353756,
-0.0044641183,
-0.02390295,
-0.016441656,
0.018109651,
0.056324586,
0.010923873,
0.026211336,
0.0070964214,
-0.008585702,
0.0054135346,
0.052720528,
-0.015548089,
0.056205444,
0.058975507,
-0.011504692,
0.016054444,
0.0370533,
-0.0072602425,
-0.039972287,
0.0043226364,
-0.012576974,
-0.002526192,
-0.04619748,
-0.019524466,
-0.010626016,
0.045214556,
0.015183214,
-0.02038825,
-0.0728556,
-0.031900387,
-0.06695805,
-0.01003775,
-0.010611123,
0.018347936,
0.0223541,
-0.02082014,
-0.009427145,
-0.025243305,
0.26425794,
0.07756173,
0.05042704,
0.041967925,
0.0038535132,
0.02299449,
0.012167421,
-0.0041290303,
0.017752223,
-0.06546877,
-0.020194644,
0.002222751,
0.023768917,
0.026285801,
-0.02076057,
0.029368611,
-0.015473624,
0.005718837,
-0.0009401083,
-0.035623588,
-0.02825165,
-0.008794202,
0.0076697944,
0.028132508,
0.019301075,
0.012926955,
0.0024740673,
-0.019584037,
0.053822596,
-0.023515739,
0.010283481,
-0.039048932,
0.03079832,
-0.0042146635,
0.0054842755,
0.06767291,
0.004330083,
-0.03452152,
0.003909361,
-0.053792812,
0.00545449,
-0.018750042,
-0.022696635,
0.005018875,
-0.027760187,
0.079885006,
0.0017834133,
-0.0068581365,
0.051469535,
-0.030649392,
0.010834515,
-0.04226578,
-0.0016335545,
0.006310826,
-0.081136,
-0.007144823,
-0.024602914,
-0.0011411612,
-0.008675058,
0.02303917,
0.008771862,
0.027536796,
-0.0062810406,
-0.03053025,
0.026136871,
0.012926955,
-0.0002722591,
0.025302876,
-0.01662037,
-0.03169189,
0.0026118257,
0.0018355382,
-0.018243685,
0.005983184,
-0.01388754,
0.00780383,
0.018809613,
-0.015428945,
0.016977798,
-0.017528832,
0.014833233,
0.011519585,
-0.0006604028,
-0.005517784,
0.016665049,
0.018035186,
-0.05081425,
-0.0066310214,
0.016977798,
0.03446195,
0.010015411,
0.043040205,
-0.029592004,
-0.01662037,
-0.0033825282
] |
pip install aqlm[gpu,cpu]
The library provides efficient kernels for both GPU and CPU inference and training.
The instructions on how to quantize models yourself, as well as all the relevant code can be found in the corresponding GitHub repository.
PEFT
Starting with version aqlm 1.0.2, AQLM supports Parameter-Efficient Fine-Tuning in a form of LoRA integrated into the PEFT library.
AQLM configurations
AQLM quantization setpus vary mainly on the number of codebooks used as well as codebook sizes in bits. The most popular setups, as well as inference kernels they support are:
| Kernel | Number of codebooks | Codebook size, bits | Notation | Accuracy | Speedup | Fast GPU inference | Fast CPU inference |
|---|---------------------|---------------------|----------|-------------|-------------|--------------------|--------------------|
| Triton | K | N | KxN | - | Up to ~0.7x | ✅ | ❌ |
| CUDA | 1 | 16 | 1x16 | Best | Up to ~1.3x | ✅ | ❌ |
| CUDA | 2 | 8 | 2x8 | OK | Up to ~3.0x | ✅ | ❌ |
| Numba | K | 8 | Kx8 | Good | Up to ~4.0x | ❌ | ✅ |
AWQ |
[
0.042293962,
0.009772242,
-0.03363748,
0.014534806,
-0.02752702,
0.010034332,
0.022644643,
0.005238071,
-0.011502041,
0.040317047,
0.015830282,
-0.025610013,
-0.0030683342,
-0.033038415,
0.0018683329,
0.051279932,
-0.0033472737,
-0.020862425,
-0.057360437,
-0.024846205,
0.013523884,
-0.0026190355,
-0.09890557,
-0.023153847,
-0.0096074985,
-0.0032049958,
0.008663972,
-0.021311725,
0.040317047,
0.05855857,
-0.021790976,
0.011165067,
0.0107232565,
-0.020637777,
-0.034835607,
-0.054994132,
-0.0094951745,
-0.032229677,
-0.062063094,
-0.0760213,
0.0056761373,
0.012864913,
-0.0065560136,
0.016294558,
-0.045918304,
-0.036453083,
-0.05924749,
-0.025280528,
0.015920142,
-0.042593494,
-0.02863529,
0.034236543,
0.03908897,
-0.02929426,
-0.044810034,
-0.025220621,
-0.0017672407,
-0.006563502,
-0.051759183,
-0.006447433,
0.06386029,
0.02460658,
0.0030121717,
-0.038370088,
0.0146621065,
0.03875948,
0.022180367,
0.014459922,
-0.01186148,
0.0045454027,
-0.0050471197,
0.034536075,
-0.031361032,
-0.04651737,
-0.04313265,
0.0015912654,
0.0018758212,
0.0032274607,
0.0116892485,
0.034146685,
0.011022789,
0.029773511,
-0.00041957924,
-0.016069908,
-0.0015734807,
-0.040466815,
0.054095536,
0.0069978237,
0.0067544538,
0.01119502,
0.01915509,
0.035015326,
-0.01654916,
0.0015201265,
0.01845119,
0.014220296,
0.014954151,
0.048524234,
0.05256792,
-0.019110162,
0.0036411898,
0.054844365,
-0.009854613,
0.027227487,
0.0045791003,
0.005163188,
-0.021102052,
0.00588581,
-0.051399745,
-0.031930145,
0.016219676,
-0.0017934497,
-0.05178914,
0.013381606,
-0.00340718,
0.003697352,
0.0035868995,
0.007155078,
-0.027586926,
-0.038040604,
0.010169122,
0.023049012,
0.022375064,
-0.01955946,
0.000014172208,
-0.03513514,
-0.012947285,
0.008154768,
-0.048494283,
0.018615933,
0.015470844,
-0.02084745,
-0.019664297,
0.01960439,
0.022135438,
-0.024980994,
0.017208131,
-0.008708902,
0.018286448,
-0.006664594,
0.034895513,
0.009450245,
-0.013995647,
0.07865719,
0.004129802,
0.0285005,
0.005402814,
-0.03022281,
-0.04190457,
-0.0003601408,
-0.04133546,
-0.0052193506,
-0.012138547,
-0.013606255,
-0.01221343,
0.009817172,
-0.01632451,
0.0114645995,
-0.0029990673,
0.0045903325,
0.030612202,
0.018256495,
-0.04460036,
0.005941972,
-0.0138084395,
0.03190019,
-0.03492547,
-0.013284258,
0.0310615,
-0.031181313,
0.0315108,
-0.022734502,
-0.017013436,
0.037231866,
0.026912978,
0.04831456,
0.015635587,
0.0002553045,
0.03300846,
-0.011427158,
-0.04424092,
-0.041754805,
0.007997513,
0.029503932,
-0.010633397,
0.015148846,
-0.02814106,
-0.02623903,
-0.014789408,
0.0247863,
0.015770376,
0.024022492,
-0.01955946,
0.037022192,
-0.041305505,
-0.030642156,
-0.04391144,
-0.03438631,
0.008993458,
-0.0027800342,
-0.013523884,
0.025040902,
-0.053166986,
-0.015830282,
-0.030881781,
0.053077124,
-0.017327944,
0.018121704,
-0.015770376,
0.026119217,
0.07943597,
-0.0023962585,
-0.039927658,
-0.046008162,
0.03801065,
0.00031638102,
-0.014055554,
0.0096449405,
-0.001630579,
-0.0050695846,
0.0058446242,
0.048793815,
0.014766943,
0.008686437,
-0.01663902,
-0.041425318,
0.016084885,
0.020652752,
0.029593792,
0.017178178,
0.015965072,
0.022809386,
-0.0036430617,
0.048434377,
0.03199005,
0.012752588,
0.027586926,
0.022674596,
0.002216539,
-0.00584088,
-0.004642751,
-0.0067170123,
-0.0071588224,
0.029878348,
0.01066335,
-0.001116694,
0.017852126,
-0.016758833,
-0.010850558,
0.04022719,
-0.02234511,
0.042204104,
0.000105011815,
0.03309832,
-0.035344813,
-0.0043432186,
0.03390706,
0.056791328,
-0.05385591,
-0.045019705,
0.017103296,
-0.015830282,
0.01557568,
-0.048494283,
0.034895513,
0.055952635,
0.0060505527,
-0.022554783,
0.0019104545,
-0.003212484,
0.0077728634,
-0.015208753,
-0.053646237,
0.014317645,
-0.0247863,
0.004886121,
-0.0021117027,
-0.022494877,
0.023019059,
-0.01663902,
0.007068963,
0.02712265,
-0.068532996,
0.024921088,
0.06146403,
0.0033884593,
-0.018600957,
0.013553837,
-0.067634396,
0.017897056,
-0.02141656,
0.009180665,
0.009270525,
-0.05032143,
0.02752702,
-0.025759779,
-0.0011719202,
-0.0053466517,
-0.003161938,
0.0118390145,
-0.00876132,
0.03735168,
0.015785353,
0.0021734813,
-0.04244373,
0.03606369,
0.014422481,
-0.024591602,
0.021910788,
0.03345776,
-0.028290827,
0.03345776,
0.008469276,
0.044839986,
-0.025055878,
0.050441243,
0.055922683,
0.0017634964,
-0.020338245,
-0.034326404,
-0.06463908,
0.0106483735,
0.0036580383,
-0.047715496,
-0.030791922,
0.025789732,
-0.026433727,
-0.043372277,
0.023827795,
-0.04070644,
-0.022240274,
-0.04507961,
-0.0147369895,
0.045738585,
0.00933792,
-0.01584526,
-0.02668833,
0.03624341,
-0.043042794,
0.024906112,
0.010423725,
-0.01704339,
0.08141288,
0.00827458,
-0.017193155,
0.048644047,
0.018136682,
-0.024217188,
0.0021210632,
-0.046217836,
-0.022135438,
-0.006709524,
-0.005080817,
0.0050433753,
-0.0028324525,
0.017432781,
-0.03456603,
0.045349192,
0.025639966,
-0.028755102,
-0.006488619,
0.03819037,
-0.008686437,
0.017717335,
0.018316401,
-0.02605931,
-0.02535541,
0.028156037,
0.03231954,
-0.025759779,
0.00007312801,
-0.0034670865,
-0.024351977,
-0.011487064,
0.011262415,
0.024801275,
0.010513584,
0.01571047,
0.03570425,
-0.037321728,
-0.032139815,
0.03863967,
0.02743716,
0.049362924,
0.020308292,
0.0026714539,
-0.011000324,
-0.038879294,
-0.011030277,
-0.011449623,
-0.008798761,
-0.011427158,
0.0065148277,
0.02035322,
-0.027736692,
-0.066316456,
0.042863075,
0.005848368,
0.042713307,
0.004133546,
0.05571301,
0.0033248086,
0.01110516,
0.0049347947,
0.019948851,
0.014085507,
-0.047116432,
0.054574788,
0.020233408,
0.004204685,
-0.054994132,
-0.038819388,
-0.022464924,
-0.014654619,
-0.01123995,
0.021012193,
-0.04579849,
0.025624989,
-0.06649617,
0.028560406,
-0.05496418,
-0.0073797274,
-0.032948554,
-0.00096973585,
0.04960255,
-0.06098478,
0.023707982,
-0.042982887,
0.007712957,
0.046577275,
-0.028755102,
-0.037980698,
-0.031570707,
0.024831228,
-0.054904275,
0.057001,
0.023513287,
-0.029324213,
0.01557568,
-0.026987862,
0.008424346,
-0.01314198,
-0.014347598,
-0.049093347,
0.001774729,
-0.009263037,
-0.006447433,
-0.014961639,
-0.012460544,
-0.0147369895,
0.035973832,
-0.013411559,
0.0023045267,
-0.037381634,
0.011472087,
0.010094239,
0.029459003,
-0.038579762,
0.012086129,
0.026074288,
-0.01770236,
0.0086040655,
0.04190457,
-0.033607524,
0.006466154,
0.019110162,
0.014227785,
0.009959449,
0.040796302,
0.0063800383,
-0.008551648,
0.05951707,
0.0027463369,
-0.024052445,
-0.021716092,
-0.030702062,
0.01915509,
0.020652752,
-0.0010886127,
-0.006840569,
-0.03615355,
0.080753915,
-0.016234651,
0.00734603,
0.027242463,
-0.05226839,
-0.028081154,
-0.0071176365,
-0.008776297,
0.09261539,
-0.02438193,
-0.024322024,
-0.0054365112,
-0.009360385,
-0.0017054621,
-0.03124122,
-0.03309832,
0.006488619,
0.043881483,
0.05637198,
-0.0021154468,
-0.0051369793,
-0.034266498,
0.013411559,
-0.051849045,
0.025909545,
-0.023872726,
-0.0008784721,
0.03908897,
0.010199076,
-0.033577573,
-0.030507365,
-0.033128273,
0.014167879,
-0.035314858,
-0.05295731,
0.015650563,
0.01681874,
-0.017372875,
0.084288396,
0.0009051492,
-0.06877262,
-0.013067097,
0.01593512,
0.014901732,
0.02327366,
0.030791922,
-0.051579464,
-0.019304857,
-0.030043092,
0.032918602,
-0.024247142,
-0.008124814,
-0.03309832,
-0.07092925,
-0.0027051512,
0.036872428,
0.023767889,
-0.027017815,
-0.0017195027,
-0.021146981,
0.009757265,
-0.03492547,
-0.01836133,
-0.04774545,
0.02757195,
0.019589413,
0.01411546,
-0.06338104,
-0.011299856,
0.010214052,
0.02832078,
0.02495104,
0.011951339,
-0.023213753,
-0.014467411,
-0.018121704,
0.019304857,
-0.034056824,
0.03783093,
-0.013306723,
0.06481879,
-0.0126552405,
0.020802518,
-0.022959152,
-0.021176934,
-0.0076006325,
0.011142602,
0.055203807,
-0.013156957,
-0.0231838,
0.009083318,
0.02141656,
0.018301424,
0.01593512,
-0.03747149,
0.00681436,
-0.007125125,
-0.06296169,
0.020862425,
-0.004444311,
-0.03459598,
0.029968208,
0.012962261,
0.043821577,
-0.02951891,
0.026823118,
0.06475889,
-0.0019132626,
-0.037950743,
-0.041605037,
0.045858398,
-0.0231838,
0.0078777,
0.0012243383,
0.017867103,
-0.018975371,
-0.007945094,
-0.026987862,
-0.042503636,
0.0126926815,
-0.034356356,
0.017402828,
0.0033716105,
0.0068293368,
0.00048346387,
-0.06811365,
-0.0004453203,
0.008057419,
0.026748236,
0.013164445,
0.021072099,
0.019499553,
-0.00037909558,
0.011367251,
-0.010288935,
0.018690817,
-0.041005973,
0.03474575,
-0.012445567,
0.0015004696,
0.0611645,
-0.0010764443,
-0.03142094,
-0.06481879,
-0.031001594,
0.020712659,
-0.015103917,
0.022240274,
0.03633327,
-0.031121407,
-0.056761373,
0.019110162,
0.010633397,
0.0017316712,
-0.011659295,
-0.016039954,
-0.001898286,
-0.047535777,
0.0087538315,
0.07003065,
-0.0031750426,
-0.001800938,
-0.05619226,
-0.009307967,
0.0018327633,
-0.020802518,
0.042383824,
-0.02261469,
0.04460036,
0.009704847,
0.004792517,
0.049752317,
0.011576924,
0.038370088,
-0.008199697,
0.034026872,
-0.08476765,
-0.010026844,
0.028650265,
-0.015650563,
0.023558216,
0.011284879,
0.021790976,
0.027691763,
0.03902906,
-0.015425914,
-0.07176794,
0.017148225,
-0.045948256,
-0.019918898,
0.022060554,
-0.0071625663,
-0.005938228,
0.023797842,
0.030702062,
-0.01318691,
-0.0060018785,
0.0031095198,
-0.018001892,
-0.035374764,
-0.07009056,
-0.007975047,
-0.0016736368,
-0.023737935,
-0.0013900171,
-0.011217485,
0.013516395,
0.0084542995,
0.010191587,
-0.009540104,
0.0024842462,
0.041485224,
-0.009764753,
0.009547592,
-0.010169122,
0.03875948,
-0.05921754,
-0.020877402,
-0.0126552405,
0.03735168,
-0.0062415046,
0.004403125,
0.021072099,
0.038160417,
-0.0034577262,
0.0070876833,
-0.013531372,
0.035614394,
-0.026523586,
-0.023872726,
-0.022569759,
0.0254902,
-0.031361032,
-0.012220918,
-0.008978481,
0.0013769126,
0.012984726,
0.04067649,
-0.024396908,
0.04106588,
0.015021546,
0.014766943,
-0.015328566,
0.07721943,
0.030297693,
0.009465221,
0.026194101,
-0.02048801,
-0.010161634,
-0.00015725446,
0.025610013,
0.03633327,
-0.016294558,
0.0028006271,
-0.03219972,
-0.0041447785,
-0.021850882,
-0.019289881,
0.026987862,
0.044810034,
0.017253062,
-0.0037947,
-0.0025478967,
0.006975359,
-0.039238732,
0.026957909,
-0.026089264,
-0.041964475,
0.014325133,
-0.049722362,
-0.0034932955,
-0.0106858155,
-0.03363748,
0.012438079,
0.042323917,
0.009412803,
0.032139815,
0.04391144,
0.00033252768,
0.03225963,
-0.025595035,
-0.055233758,
-0.008671461,
-0.02415728,
-0.052537967,
-0.019888945,
0.03261907,
0.040736396,
0.03714201,
-0.014864291,
-0.048074935,
-0.016369442,
-0.025610013,
0.04346214,
-0.04022719,
0.0021603769,
-0.052807547,
0.026838096,
-0.061044686,
-0.0018533561,
0.031031547,
0.033427805,
0.028575383,
0.0060842503,
0.022030601,
0.008371928,
0.013164445,
-0.024966018,
0.023423428,
0.03049239,
0.01654916,
0.04070644,
0.027332323,
-0.024876159,
0.06182347,
0.04208429,
0.022225298,
-0.036872428,
0.022674596,
0.024621556,
-0.024651509,
-0.026313914,
0.0057023466,
0.03783093,
-0.00783277,
0.016893622,
0.010431212,
-0.053017218,
-0.030207833,
-0.029399097,
0.012086129,
0.02623903,
-0.036842473,
-0.0006659914,
-0.008334487,
0.005619975,
0.018526074,
-0.037980698,
-0.04172485,
0.012385661,
0.074104294,
-0.042114243,
0.005530115,
0.0057360437,
0.018331377,
0.042863075,
0.009652428,
0.016743856,
-0.02429207,
0.03115136,
-0.03606369,
0.033427805,
-0.008042443,
-0.018151658,
-0.0006739477,
-0.0023962585,
-0.013988159,
0.04894358,
-0.045828443,
0.010828093,
-0.0075819115,
-0.031121407,
-0.006013111,
-0.047236245,
-0.027362276,
-0.045618773,
0.031630613,
0.021251818,
-0.0054926737,
0.0044181016,
0.036752615,
0.015905166,
-0.01323184,
0.04217415,
0.035374764,
0.0231838,
0.059187584,
0.03366743,
-0.019214997,
0.024322024,
-0.050561056,
-0.013995647,
-0.008941039,
0.030642156,
0.03863967,
-0.03390706,
-0.002579722,
-0.012909843,
0.012108594,
-0.010303912,
-0.039837796,
-0.054305207,
0.0036655266,
-0.021027168,
-0.005983158,
0.0038527343,
0.10238014,
0.04067649,
-0.010865535,
-0.058498662,
-0.0043956367,
-0.030791922,
-0.006301411,
-0.03133108,
0.032409396,
0.006544781,
-0.027362276,
-0.017268037,
-0.012894866,
-0.019903922,
0.008731367,
0.0037104564,
-0.010333865,
-0.009592522,
0.078956716,
0.025984429,
0.0676943,
-0.010333865,
-0.003796572,
0.010558514,
0.06733486,
0.023004081,
0.059277445,
0.09261539,
-0.03219972,
0.002096726,
0.0247863,
-0.0063088993,
-0.015605633,
0.01508894,
-0.0045903325,
-0.0055039064,
-0.02442686,
-0.04987213,
-0.031211266,
0.030881781,
0.004448055,
-0.049303018,
-0.029354166,
-0.003530737,
-0.04504966,
-0.018750723,
-0.008551648,
0.0084542995,
0.028620312,
-0.0077279336,
0.00393885,
-0.03977789,
0.2679017,
0.060775105,
-0.019140115,
0.037681166,
0.05496418,
0.050291475,
0.03585402,
-0.045139518,
0.00754447,
-0.06505842,
-0.01093293,
-0.07362504,
0.016234651,
0.012752588,
-0.025475223,
0.054454975,
-0.0611645,
0.024456814,
-0.010191587,
-0.0375314,
-0.048823766,
0.009585034,
0.01854105,
0.046277743,
0.022165392,
0.024591602,
0.025460247,
-0.04840442,
0.02283934,
-0.05229834,
-0.009263037,
-0.0073273093,
0.013561325,
-0.033218134,
-0.034985375,
0.03717196,
0.01641437,
-0.021206887,
-0.0045379144,
-0.0069678705,
0.0066945474,
-0.020907355,
-0.014984104,
-0.017642453,
-0.032768834,
0.062722065,
-0.0012065535,
0.006960382,
0.04163499,
-0.038400043,
0.038130462,
-0.014340109,
0.0004942283,
-0.011479576,
-0.02743716,
0.02469644,
-0.04672704,
-0.028440593,
0.010543537,
0.0097947065,
0.002407491,
0.0052418155,
-0.028859938,
-0.014871779,
0.013756022,
0.018705793,
-0.0034727028,
0.034895513,
0.017537616,
0.0010820605,
0.020383174,
-0.015995026,
-0.06985094,
-0.064998515,
0.006952894,
0.020712659,
0.005181909,
-0.008124814,
0.024711415,
-0.020473033,
0.022255251,
-0.01411546,
-0.017912032,
-0.03651299,
0.037291773,
0.032409396,
-0.026583493,
-0.008139791,
-0.00253292,
0.015276148,
0.01964932,
-0.007712957,
-0.0055675567,
-0.03866962,
-0.019918898
] |
pip install autoawq
AWQ-quantized models can be identified by checking the quantization_config attribute in the model's config.json file:
json
{
"_name_or_path": "/workspace/process/huggingfaceh4_zephyr-7b-alpha/source",
"architectures": [
"MistralForCausalLM"
],
"quantization_config": {
"quant_method": "awq",
"zero_point": true,
"group_size": 128,
"bits": 4,
"version": "gemm"
}
}
A quantized model is loaded with the [~PreTrainedModel.from_pretrained] method. If you loaded your model on the CPU, make sure to move it to a GPU device first. Use the device_map parameter to specify where to place the model: |
[
0.040961053,
0.0276799,
-0.0076607047,
0.005217596,
-0.034671348,
0.0014034879,
0.050161693,
0.00028528651,
-0.00012650072,
0.06637978,
0.0072188657,
-0.0061694984,
-0.0027972292,
-0.033605736,
-0.013268158,
-0.00037483196,
-0.013748983,
-0.07324127,
-0.04187072,
0.009707457,
0.0097464435,
-0.028875463,
-0.10541753,
-0.023261512,
-0.00020711192,
0.033995595,
0.029837111,
0.002110105,
0.08706823,
0.04488562,
0.003118862,
-0.03688054,
-0.0030213974,
-0.05294268,
-0.020155644,
-0.051721126,
0.019362934,
0.037088465,
-0.03472333,
-0.03929766,
-0.0130602345,
-0.020025693,
0.020064678,
-0.011266888,
-0.08701625,
-0.06404063,
-0.0070499275,
-0.008869263,
0.05094141,
-0.04376803,
-0.03630875,
0.004444378,
0.039167706,
-0.039479595,
-0.022260876,
0.026952164,
-0.0042526983,
-0.0081545245,
-0.06591195,
-0.0035152172,
0.030460885,
0.0049284515,
0.029525226,
-0.055203855,
0.015165466,
0.010357221,
-0.006318944,
-0.0003139167,
-0.037556294,
-0.0002708699,
-0.02669226,
-0.00048691608,
-0.04280638,
-0.0372704,
-0.026952164,
0.009473543,
0.0023748833,
-0.00084225513,
-0.04940797,
0.04018134,
0.024314128,
-0.0031026178,
-0.024288137,
0.02570462,
-0.043222226,
-0.05338452,
0.055775646,
-0.031578477,
0.007862131,
0.0049999254,
0.04135091,
0.044625714,
0.03526913,
-0.012280518,
0.012261026,
0.0025551924,
-0.016503977,
0.035529036,
0.042624444,
0.011039471,
0.005880354,
0.04470369,
-0.0006672253,
0.024314128,
-0.026068486,
0.003833601,
-0.029135369,
-0.0039083236,
-0.024002241,
-0.019258972,
0.027913814,
-0.0029336794,
0.0038758356,
0.025808582,
-0.012546921,
0.0011841928,
-0.03740035,
0.026185444,
-0.014983532,
-0.031890363,
-0.010051832,
0.03578894,
0.024210164,
-0.0033527764,
-0.003107491,
-0.06975854,
-0.015776243,
0.02866754,
-0.043092273,
-0.0038953286,
-0.015308414,
-0.007992083,
-0.06513223,
0.018739162,
0.016283058,
-0.012917286,
-0.012072595,
0.024872923,
-0.025327757,
0.008096046,
0.023014601,
-0.03638672,
0.009635984,
0.09990754,
-0.020896375,
0.052110985,
0.019323949,
-0.0027712388,
-0.028849471,
0.021806043,
-0.025158819,
-0.015867209,
-0.005828373,
0.02513283,
-0.020181635,
-0.035503045,
0.0052046007,
0.020272601,
-0.040207326,
0.024885919,
0.009467045,
0.019596849,
-0.030330932,
0.010129804,
-0.029915083,
0.04875821,
-0.050005753,
-0.022364838,
0.015464357,
-0.039479595,
-0.0046165655,
-0.0071863774,
-0.021546137,
-0.004216961,
0.027082117,
0.05338452,
0.020805407,
-0.005250084,
0.027913814,
-0.004304679,
-0.024794951,
-0.025626648,
0.0055099893,
0.013800964,
0.02871952,
0.027342021,
0.022208896,
-0.006250719,
-0.044573735,
0.026094478,
-0.003797864,
0.051331267,
-0.03724441,
0.015633294,
-0.023313493,
-0.009194145,
-0.040935062,
-0.007894619,
0.0021653348,
-0.032929983,
-0.017140744,
0.024665,
-0.0025454462,
-0.009363083,
-0.035503045,
0.018375294,
0.011409836,
0.03225423,
-0.036568657,
-0.0020353822,
0.016802868,
0.00088611414,
-0.020324582,
-0.011507301,
0.032852013,
-0.018557228,
0.013294148,
0.037062474,
0.004814743,
0.020896375,
0.00972695,
0.020454535,
0.002524329,
-0.008914747,
-0.011643751,
-0.007088913,
0.028303672,
0.05639942,
0.018622205,
0.008700325,
-0.028901454,
0.03729639,
-0.021143284,
0.05806281,
0.04574331,
0.024600023,
0.039063744,
0.038491953,
-0.009986856,
0.003641921,
-0.013813959,
-0.022234887,
-0.005142873,
0.024976885,
0.029551215,
-0.020623473,
-0.014567684,
-0.025808582,
-0.028381644,
0.009272116,
-0.031526495,
0.02674424,
0.018271333,
0.023469435,
-0.027653908,
0.0018664439,
0.0025048358,
0.07843938,
-0.037764218,
-0.023807311,
-0.010311737,
0.024911908,
-0.024457075,
-0.015217447,
0.01022077,
0.044989582,
0.012403973,
-0.018531237,
0.013138206,
0.009577505,
-0.032488145,
-0.058270738,
-0.051695134,
0.0056984206,
-0.042052653,
0.0249379,
0.0216501,
-0.02780985,
0.015178461,
-0.014619665,
-0.008141529,
-0.0051558684,
-0.014593675,
0.036412712,
0.05458008,
-0.03129258,
-0.001133024,
0.05146122,
-0.03176041,
0.0378162,
-0.02669226,
-0.01194914,
0.020558497,
-0.013268158,
0.016555957,
-0.020038687,
-0.042182606,
0.046678964,
-0.019531872,
-0.029525226,
-0.019362934,
0.0070369323,
0.021832032,
-0.031630456,
-0.0474067,
0.048316367,
0.0072708465,
-0.047536653,
0.029889094,
0.0016203462,
-0.039141715,
0.0419227,
-0.022130923,
0.041740768,
-0.037582286,
0.050629523,
0.044677697,
-0.007979088,
-0.022208896,
-0.0073943017,
-0.026978156,
-0.00063839206,
0.007829643,
-0.03469734,
-0.014996528,
0.061441578,
0.013001756,
-0.060661864,
0.031448524,
-0.013580045,
-0.011390343,
-0.04592524,
-0.031656448,
0.021533143,
0.0021133537,
-0.003107491,
-0.036594644,
0.017361665,
-0.00855088,
0.033085927,
0.04979783,
-0.043846,
0.040597185,
0.029161358,
0.037946153,
0.019726802,
-0.0052403375,
-0.039063744,
-0.033033945,
-0.0059648235,
-0.005302065,
0.018986072,
-0.02343045,
0.050655514,
0.024431085,
0.0036679115,
-0.05307263,
0.034827292,
0.01964883,
-0.020870384,
0.003047388,
0.05130528,
0.0120466035,
0.0024999627,
-0.0017543598,
-0.0057504014,
-0.006341686,
0.006984951,
0.042676426,
-0.05749102,
0.011091452,
-0.006601591,
-0.047224768,
0.014983532,
0.026822211,
0.015828224,
0.005461257,
0.005308563,
0.048238397,
-0.053592443,
-0.02271571,
0.008882259,
0.012397476,
0.064716384,
0.011520296,
0.016490983,
0.00075331883,
-0.02140319,
0.0014863326,
-0.0048374846,
-0.033241868,
0.024028232,
-0.022208896,
0.009648979,
-0.038725868,
-0.034749318,
0.043144256,
0.0025746855,
0.033449795,
0.018401286,
0.05354046,
0.01071459,
0.03825804,
0.03277404,
0.055099893,
-0.014996528,
-0.040207326,
0.03828403,
0.024015237,
0.012858807,
-0.052578814,
-0.010753576,
-0.023547407,
0.0077776616,
-0.015438366,
0.020077674,
-0.012098585,
0.021143284,
-0.0161661,
0.03591889,
-0.031006685,
0.011702229,
-0.04184473,
0.0010639867,
0.04488562,
-0.080778524,
-0.018219352,
-0.04140289,
0.05177311,
0.051071364,
-0.028069757,
-0.038154077,
-0.018427275,
-0.0075697377,
-0.084417194,
0.08015475,
0.047848538,
-0.0254837,
0.020012697,
-0.044183876,
0.023417454,
0.0075307516,
-0.0019915232,
-0.032384183,
0.011182419,
0.0017819747,
-0.007322828,
0.014034878,
0.0006351432,
0.008778296,
0.03685455,
-0.0613896,
0.014463722,
-0.031812392,
0.0043306695,
-0.014008888,
0.03441144,
-0.0194539,
0.000028376364,
0.022676725,
-0.024807947,
-0.03126659,
0.024548043,
-0.013203182,
-0.010656111,
0.027523955,
-0.0052955677,
0.017036783,
0.02389828,
0.0024268643,
0.0009186023,
0.029421264,
0.015594309,
-0.023859294,
0.027004145,
-0.04044124,
0.008648344,
-0.013671011,
0.0024382353,
-0.020324582,
-0.031422533,
0.041194968,
0.013852945,
0.0011525169,
0.019440906,
-0.04135091,
-0.0031139886,
0.017309682,
-0.047276746,
0.031968333,
-0.020909369,
0.015282423,
0.022559768,
-0.031526495,
0.017530603,
0.00022518345,
-0.0010907894,
-0.010038837,
0.050759476,
0.086808324,
0.031188618,
-0.014710632,
-0.028823482,
0.00017127344,
-0.031058665,
0.007004444,
-0.05328056,
0.0068030176,
0.009584002,
-0.010058329,
-0.020753426,
-0.0083754435,
-0.021312222,
0.0074332873,
-0.026874194,
0.008005079,
0.009441054,
0.009408566,
-0.026393369,
0.07500863,
-0.00074032356,
-0.0907069,
-0.026900183,
0.0075372495,
-0.029681168,
0.02061048,
0.024184175,
-0.04992778,
-0.0035184661,
-0.029629188,
0.019051047,
-0.0033885133,
-0.01383995,
-0.025873559,
-0.05759498,
-0.03997341,
-0.020272601,
0.050395608,
-0.03269607,
-0.034437433,
-0.04732873,
-0.024522051,
-0.02721207,
0.014840584,
-0.019090034,
0.027264051,
0.016451996,
0.029109377,
-0.05551574,
-0.037504315,
0.026146458,
0.015061503,
0.04127294,
0.060869787,
-0.016867844,
-0.03820606,
0.017543597,
0.028433625,
-0.008232496,
0.02187102,
-0.030486874,
0.040649164,
-0.036958512,
0.025041861,
-0.03126659,
0.02879749,
-0.01383995,
-0.009252624,
0.030045036,
-0.035555024,
0.01710176,
-0.039609544,
0.0342555,
0.025574667,
0.020103663,
-0.02871952,
-0.022806678,
-0.056035552,
-0.04433982,
-0.0004243764,
-0.017218716,
0.019973712,
-0.009246126,
0.011422832,
0.030382913,
-0.04135091,
0.03074678,
0.053696405,
0.023781322,
-0.036126815,
-0.028901454,
0.00012426716,
-0.039037753,
-0.02417118,
0.0040545203,
-0.01435976,
-0.019051047,
-0.0068679936,
-0.047744576,
-0.036048844,
-0.0054417644,
-0.0066438257,
0.030720789,
-0.017543597,
0.040467232,
0.020064678,
-0.053176593,
-0.02723806,
-0.0069719558,
0.008187013,
0.012215543,
0.02159812,
-0.0010696722,
0.027394004,
-0.0001344197,
-0.03487927,
-0.0016877591,
-0.004304679,
0.057231113,
-0.037608277,
-0.013917921,
0.048082452,
0.023638373,
-0.07719183,
-0.06653572,
-0.009142164,
0.027939804,
-0.02096135,
-0.025600657,
0.042624444,
-0.018206356,
-0.005984316,
0.011448822,
0.043664064,
0.017374659,
0.011500803,
0.00075859815,
0.026367377,
-0.030045036,
0.020792412,
0.04535345,
-0.009278614,
-0.0003019367,
-0.033423804,
-0.0006079344,
0.002485343,
-0.009272116,
0.013489078,
-0.025418725,
0.031916354,
0.029967064,
0.0063319393,
0.040701147,
0.026666269,
0.034645356,
-0.019908736,
-0.0067900224,
-0.05910243,
-0.0032585608,
-0.00049219537,
-0.004304679,
0.056243476,
0.01093551,
0.04376803,
0.0039797975,
0.007992083,
-0.033137906,
-0.08519691,
0.0075502447,
-0.08197409,
-0.03516517,
-0.023599388,
-0.031994324,
-0.010656111,
0.043716047,
0.009246126,
0.00054945576,
-0.023690354,
-0.005493745,
-0.013463087,
-0.0031935845,
-0.03433347,
-0.0293173,
-0.002564939,
-0.031526495,
-0.018349305,
-0.0061857426,
-0.01413884,
0.029109377,
-0.010643116,
0.0010209399,
-0.02036357,
0.061597522,
0.00846641,
0.021987977,
-0.02921334,
-0.005458008,
-0.028511595,
-0.007355316,
-0.028563576,
0.048186414,
0.0025990515,
0.03168244,
0.0019362934,
0.005230591,
0.039037753,
-0.03277404,
0.007979088,
0.02871952,
-0.019168004,
-0.020623473,
-0.03576295,
-0.018128384,
-0.015958177,
-0.010493671,
-0.011624258,
-0.008368946,
-0.0069719558,
0.014463722,
-0.0064683896,
0.091070764,
0.009408566,
0.056763288,
-0.012559917,
-0.008901752,
0.031032676,
0.009538519,
0.017725531,
0.000041067044,
-0.021897009,
-0.016205087,
0.013904925,
0.033033945,
-0.008966728,
-0.010051832,
-0.038102094,
-0.02187102,
-0.048030473,
0.02142918,
0.0021084805,
0.0463151,
0.020675454,
-0.036152806,
-0.022065947,
0.00002830022,
-0.017803503,
-0.013917921,
-0.06830308,
-0.034983233,
0.025860563,
-0.060817808,
0.0088172825,
0.029525226,
-0.057387058,
-0.008804287,
0.031916354,
0.026900183,
-0.025860563,
0.028537586,
0.04283237,
0.030928714,
-0.046133164,
-0.046029203,
-0.005025916,
0.026822211,
-0.018830128,
-0.020103663,
-0.010779566,
0.03524314,
0.05088943,
-0.011461818,
-0.052084994,
0.028173719,
0.030590836,
0.031448524,
-0.018986072,
0.029161358,
-0.0158932,
0.0034859779,
-0.02093536,
-0.0014099855,
0.0026624035,
0.023196535,
0.024665,
0.024794951,
0.0021360954,
0.052864708,
0.038491953,
-0.0071928753,
0.037530303,
0.030980695,
0.023027597,
0.057387058,
-0.0036191794,
-0.0020093918,
0.037478324,
0.041818738,
0.03581493,
-0.041896712,
0.0030132753,
0.026185444,
-0.017569588,
0.0056464393,
-0.005568468,
0.025665633,
-0.016062139,
0.00063473714,
-0.036126815,
-0.023365473,
-0.039427612,
-0.0013986146,
-0.0051786103,
-0.02066246,
-0.03667262,
-0.00017137497,
-0.028953435,
0.027264051,
-0.013671011,
-0.07100609,
-0.037972145,
0.04527548,
0.022351844,
0.0023797567,
0.027056126,
0.0026412862,
0.03989544,
0.03667262,
0.060246013,
0.005893349,
-0.0046847905,
0.039427612,
-0.016750887,
-0.010383211,
-0.014775608,
-0.005061653,
0.017777512,
0.038232047,
-0.045067552,
0.030434893,
-0.036074836,
-0.0158932,
-0.019206991,
-0.016179096,
0.00008680426,
-0.06211733,
0.01296277,
-0.074280895,
0.026874194,
0.04491161,
-0.0040870085,
-0.012287016,
0.014411741,
0.00052630797,
0.0013312018,
0.05034363,
0.025886554,
0.013761978,
0.09185048,
0.065704025,
0.005458008,
0.0093500875,
-0.004041525,
-0.0012914038,
-0.0020093918,
0.0014530323,
0.006218231,
-0.0042267074,
-0.007686695,
-0.011832182,
0.033475783,
0.008037567,
-0.021195265,
-0.0015082621,
0.020558497,
0.036984503,
-0.026393369,
0.010740581,
0.0706942,
0.029005416,
-0.014684641,
-0.040051386,
-0.019310953,
-0.03932365,
0.015217447,
-0.033553757,
0.03620479,
-0.019349938,
-0.03129258,
-0.048966132,
-0.025691625,
-0.03682856,
-0.029005416,
-0.009415064,
-0.01285231,
-0.0056009563,
0.04431383,
0.031656448,
0.034567386,
-0.022364838,
-0.008921244,
0.04894014,
0.047094814,
0.0032942977,
0.07713985,
0.076724,
0.0065918444,
-0.0019931477,
-0.0039148214,
0.019869749,
-0.0142557975,
0.031448524,
-0.032540124,
0.04129893,
-0.012949774,
-0.037192427,
-0.019440906,
0.023742337,
0.0001647758,
-0.042182606,
-0.076827966,
-0.013917921,
-0.042208597,
-0.006305949,
-0.016464991,
0.08337758,
0.005214347,
-0.0033560253,
-0.04488562,
-0.020779418,
0.18973076,
0.052188955,
0.012566415,
0.058582623,
0.02068845,
0.049174055,
0.014060869,
-0.03280003,
0.0050811456,
-0.026068486,
-0.006039546,
-0.0046977857,
-0.0011614512,
0.059310358,
-0.002321278,
0.06929071,
-0.051201314,
-0.010474178,
0.0029905336,
-0.039557565,
-0.066639684,
0.017855484,
0.03979148,
0.010610628,
0.028901454,
0.025249787,
0.036048844,
-0.04839434,
0.00879779,
-0.017049778,
0.016477987,
-0.00920714,
0.03225423,
-0.020558497,
-0.024249151,
0.037530303,
0.0120011205,
-0.022819672,
0.019492887,
-0.038569923,
0.010708093,
0.0007598165,
-0.027342021,
-0.039011765,
-0.058790546,
0.0706942,
-0.011994623,
0.031422533,
0.032981966,
-0.07438485,
0.0043469137,
-0.034645356,
0.020350574,
-0.025340753,
-0.044599723,
0.010740581,
-0.033969603,
0.003466485,
0.024353113,
0.020571493,
0.0026851452,
0.032566115,
-0.00706942,
-0.017816499,
-0.012157064,
-0.02419717,
0.026614288,
0.010980993,
-0.021247247,
0.021351209,
-0.01537339,
-0.0027858585,
-0.02022062,
-0.044001944,
0.03940162,
0.034177527,
-0.041896712,
0.0056172,
-0.0031643452,
-0.027056126,
0.012079092,
-0.016374025,
0.0027874827,
-0.011065462,
0.013969902,
0.0616495,
-0.03222824,
0.008882259,
-0.04148086,
0.03487927,
0.049537923,
0.020194631,
0.00004083861,
0.0056172,
-0.020467531
] | Try AWQ quantization with this notebook! |
[
0.06843748,
0.037015602,
-0.043465506,
0.027012542,
-0.017052291,
0.023530735,
0.047717877,
-0.0032053313,
-0.011708288,
0.035845485,
0.020291513,
-0.049287543,
-0.016881054,
-0.07037816,
-0.01165121,
0.0667822,
0.0018675469,
-0.01946387,
-0.02375905,
-0.005087148,
0.019578028,
0.0028610749,
-0.10205689,
-0.02044848,
-0.033105705,
0.0037564985,
0.024786469,
-0.032477837,
0.07385997,
0.085789435,
-0.024929166,
-0.025043324,
0.009168282,
-0.011201714,
-0.05040058,
-0.053596992,
-0.0101957,
-0.012086436,
-0.04426461,
-0.058391612,
0.013228012,
-0.010081543,
0.012792786,
-0.02188972,
-0.03333402,
-0.018636229,
-0.018436452,
-0.04760372,
0.012478853,
-0.0409255,
-0.073974125,
0.016110491,
-0.000052312942,
-0.047717877,
-0.016053412,
0.00020200544,
-0.007884009,
-0.01896443,
-0.032677613,
-0.009346654,
0.039869543,
0.032649074,
-0.0012566254,
-0.042637862,
0.016866785,
0.051941708,
0.007919683,
0.03955561,
0.004552034,
-0.015397007,
-0.001259301,
0.015083073,
-0.051427998,
-0.067638375,
-0.016224649,
0.002276017,
0.0009587455,
0.019406792,
-0.031564575,
0.03282031,
0.008882889,
-0.008775866,
0.0015732344,
0.0064427694,
0.0008486012,
-0.034018964,
0.04198146,
-0.0075344015,
-0.013706047,
-0.0016124761,
-0.020605447,
0.03901336,
-0.015953524,
0.00032798015,
0.002418714,
0.0011406841,
0.0071705244,
0.033105705,
0.03187851,
-0.04141067,
-0.023430847,
0.05179901,
-0.022203652,
0.0023313123,
-0.030308843,
0.009325249,
-0.009368058,
0.011030478,
-0.038870662,
-0.02711243,
-0.005797066,
0.00570788,
-0.046890233,
0.022203652,
-0.000013949189,
0.0016650956,
0.007933953,
0.04089696,
-0.026398946,
-0.020705335,
0.026313327,
0.02425849,
-0.02186118,
-0.010067273,
0.031165024,
-0.043008875,
-0.029566819,
0.025428606,
-0.044207532,
0.0069564786,
-0.0007803742,
0.026042202,
0.003207115,
0.008419123,
0.007926818,
-0.014255431,
0.015882175,
0.0005279789,
-0.003232087,
0.0061252685,
0.050971366,
-0.0038064425,
-0.0018265216,
0.073974125,
-0.025985124,
0.04569158,
0.014940375,
-0.038899202,
-0.04897361,
-0.0038991955,
-0.023116915,
0.022046687,
-0.006496281,
0.003852819,
0.01094486,
-0.027412094,
-0.02373051,
0.033933345,
-0.0009837174,
0.0058327396,
0.049687095,
0.009496485,
-0.05002957,
0.03182143,
-0.025285909,
0.024187142,
-0.047232706,
-0.026327597,
0.031678732,
-0.03718684,
-0.00998879,
-0.022032417,
-0.018935893,
0.02657018,
0.033533797,
0.055138122,
0.071862206,
0.0076913685,
0.041267972,
-0.00570788,
-0.008147999,
-0.032734692,
-0.010802163,
0.059989817,
0.015111612,
0.00015830448,
0.021076348,
0.0061324034,
-0.028182657,
0.021946799,
0.012878404,
0.025057593,
-0.028739175,
0.015140152,
-0.018450722,
-0.009039855,
-0.000502561,
-0.008012436,
-0.011059018,
0.012086436,
0.024401186,
0.010274184,
-0.03087963,
0.01163694,
-0.052541036,
0.06455612,
0.019934772,
0.018222407,
-0.011736828,
0.019563759,
0.06215881,
0.0041560503,
-0.037814707,
-0.004113241,
0.029595358,
0.027968612,
-0.00738457,
0.013991441,
-0.015539703,
-0.0042773425,
-0.008790135,
0.021561516,
0.026484564,
-0.005575885,
0.01946387,
-0.020633986,
0.020576907,
0.046034053,
0.033191323,
-0.010573847,
0.022717362,
0.028111309,
0.0069992878,
0.007969627,
0.018222407,
0.032078285,
0.020177355,
0.051570695,
0.016039142,
-0.014547959,
0.018322295,
0.014069924,
0.028225467,
0.01706656,
-0.013220877,
-0.0071027433,
-0.022160845,
-0.014212621,
-0.040697183,
0.01953522,
-0.0024026607,
0.04081134,
0.01899297,
0.015982063,
-0.05276935,
0.0032178173,
0.035103463,
0.052112944,
-0.035645712,
-0.03598818,
-0.00020133654,
0.036273576,
0.0035531553,
-0.005504537,
0.025571302,
0.066496804,
0.025414336,
0.0043593934,
0.0041239434,
-0.021062078,
-0.008775866,
-0.02518602,
-0.045406185,
0.016866785,
-0.029395582,
0.004616248,
-0.00882581,
-0.047717877,
0.014069924,
-0.03330548,
0.020048928,
0.0011710073,
-0.014540824,
0.025414336,
0.069750294,
0.014954645,
-0.04029763,
0.034532674,
-0.031964127,
0.021846911,
0.008376314,
-0.021147694,
-0.006692489,
-0.025485683,
0.01758027,
-0.022888599,
-0.017194988,
0.0013502704,
-0.030708395,
0.017879933,
0.010102947,
0.022446238,
0.017908473,
0.021761293,
-0.026513103,
0.059190717,
-0.009717666,
-0.039184596,
0.0390419,
0.026042202,
-0.04132505,
0.039412912,
0.0005248574,
0.05125676,
-0.03187851,
0.07009277,
0.07226176,
0.0052262777,
-0.025928045,
-0.028453782,
-0.044093374,
0.03361941,
0.023102645,
-0.026541641,
0.00835491,
0.038756505,
-0.04001224,
-0.047403943,
0.0034015398,
-0.028781984,
-0.022103766,
-0.041581906,
-0.032991547,
0.004077567,
-0.010017329,
0.008083785,
0.006824484,
0.03187851,
-0.045035172,
0.057678126,
-0.0053832442,
0.002686271,
0.067124665,
0.019720726,
0.024515344,
0.008925698,
-0.009853228,
-0.018179597,
0.021961069,
-0.018464992,
-0.018236676,
0.0015910715,
-0.02802569,
-0.014219756,
0.015939254,
-0.0016098005,
0.0013244065,
0.06181634,
0.017894203,
0.010267049,
0.020505559,
0.019863423,
-0.009539294,
0.032449298,
0.0016356644,
-0.0057221497,
-0.03184997,
0.023516465,
0.046633378,
-0.049173385,
0.0060467855,
0.0062429938,
-0.04614821,
0.005404649,
0.015839366,
0.027454903,
0.020890841,
0.019749265,
0.032506377,
-0.042609323,
-0.019050049,
0.038699426,
0.023930287,
0.0437509,
0.007905413,
-0.011786772,
-0.019620838,
-0.023873208,
-0.013178068,
0.0051156874,
-0.021818371,
0.0035513716,
-0.039812464,
-0.013741721,
-0.0037743356,
-0.03533178,
0.011123231,
0.005087148,
0.015311388,
0.003051932,
0.026313327,
-0.015325658,
-0.013863013,
0.019064318,
0.034332898,
-0.014355318,
-0.03804302,
0.030308843,
0.0014644279,
-0.019449601,
-0.008754461,
-0.021490168,
0.0018461425,
0.008961371,
-0.0059397626,
0.019934772,
-0.03516054,
0.019563759,
-0.02617063,
0.05559475,
-0.012236267,
-0.011686884,
-0.039327294,
0.011708288,
0.02661299,
-0.058905322,
0.020662526,
-0.03718684,
0.015083073,
0.025899505,
-0.024615232,
-0.036501892,
-0.03892774,
-0.013449192,
-0.03847111,
0.06478444,
0.059989817,
-0.029167267,
0.009154012,
-0.02711243,
-0.018821735,
-0.0134777315,
-0.006642545,
-0.037472233,
0.012978292,
-0.026513103,
0.0023598517,
-0.035388857,
0.00077190157,
0.016281728,
0.04988687,
-0.052198563,
0.0056686383,
-0.04466416,
-0.021575786,
-0.017837126,
0.025442874,
-0.046718996,
0.00678881,
0.03804302,
-0.017237797,
-0.013049641,
0.023987366,
-0.032506377,
0.006863726,
0.014376722,
0.00903272,
0.0039848136,
0.058619928,
-0.026855575,
0.009624912,
0.04035471,
0.023887478,
-0.037272457,
0.012807055,
-0.022246461,
-0.007955357,
0.03364795,
0.013242282,
-0.031650193,
-0.056764867,
0.05842015,
-0.016010603,
-0.0020512694,
0.017323416,
-0.049316082,
-0.03841403,
0.001433213,
-0.007052799,
0.061017238,
-0.008319235,
-0.0069136694,
-0.013770261,
-0.012671494,
0.013156664,
-0.051028445,
-0.030651316,
0.016024873,
0.057021722,
0.053939465,
0.04229539,
-0.039669767,
-0.02527164,
-0.003437214,
-0.028910412,
0.008319235,
-0.014226891,
-0.028867602,
0.014119868,
0.0054866998,
-0.04851698,
-0.032563455,
-0.037300996,
0.0119651435,
-0.000051894884,
-0.035503015,
-0.0066532474,
0.013591889,
-0.051427998,
0.06472736,
-0.0014171596,
-0.046005514,
-0.041039657,
0.0031696572,
-0.024372647,
0.031478956,
0.0112373885,
-0.02855367,
-0.018664768,
-0.048773833,
0.016567122,
-0.009560699,
-0.007188361,
-0.034104582,
-0.053825308,
0.00062340754,
0.029766593,
0.024843547,
-0.029053109,
-0.0017961984,
0.0017578487,
0.001978137,
-0.04232393,
-0.013634698,
-0.04029763,
0.02097646,
0.032620534,
0.025870966,
-0.00338727,
-0.025285909,
0.017237797,
-0.0008075758,
0.030080527,
0.002295638,
-0.040212013,
-0.03227806,
0.013748856,
0.031907048,
-0.024187142,
0.012029357,
-0.023830399,
0.04611967,
0.009389463,
0.05844869,
-0.038699426,
-0.011458569,
0.003635206,
-0.039926622,
0.051513616,
-0.014433801,
-0.013335034,
0.010160026,
0.02655591,
-0.006656815,
0.030765474,
-0.047917653,
0.04857406,
0.003219601,
-0.045035172,
0.012521662,
-0.020805223,
0.01094486,
-0.01447661,
-0.007798391,
0.040554486,
-0.04141067,
-0.0025649786,
0.05844869,
-0.03233514,
-0.026013663,
-0.024600962,
0.01400571,
-0.02562838,
-0.0077127726,
0.010388342,
0.01672409,
-0.021304661,
0.021076348,
-0.03341964,
-0.04229539,
0.003802875,
0.010267049,
0.044093374,
0.008654573,
-0.014462341,
0.026470294,
-0.05844869,
-0.020534098,
0.03048008,
0.013249417,
0.029367043,
-0.0023473657,
0.011479974,
-0.022974217,
0.0114942435,
-0.0016642037,
0.012949753,
-0.015611052,
0.0341902,
-0.029595358,
-0.005297626,
0.04800327,
0.002984151,
-0.028239736,
-0.021732753,
-0.0036298549,
0.053425755,
-0.026284788,
0.030365922,
0.03287739,
-0.018778926,
-0.015539703,
0.0046198154,
-0.0001321062,
0.0021493735,
-0.030651316,
-0.006146673,
0.020876572,
-0.059590265,
-0.0049658557,
0.046776075,
0.0036708803,
-0.015168691,
-0.007905413,
0.02044848,
-0.023131184,
-0.04332281,
0.064441964,
-0.060560606,
0.022717362,
0.0109733995,
-0.0040026507,
0.034589753,
0.006806647,
0.020819493,
0.0012869486,
0.029252885,
-0.051941708,
0.012065032,
0.0456345,
0.014954645,
0.039812464,
-0.025128942,
0.050143726,
0.0060146786,
0.027055351,
-0.012057897,
-0.06935074,
0.05239834,
-0.056251157,
-0.02428703,
-0.00225818,
-0.019421062,
-0.001463536,
0.08801551,
0.03704414,
-0.0446927,
0.015853636,
0.0126429545,
-0.02424422,
-0.05468149,
-0.04195292,
0.013606159,
-0.041667525,
-0.020234434,
0.00042452358,
-0.026427485,
-0.006831619,
-0.018308025,
-0.0087330565,
-0.0034586184,
0.041153815,
0.04044033,
-0.018336564,
0.007042097,
0.0044699833,
0.037814707,
-0.042523704,
-0.016966673,
-0.030622777,
0.042352468,
0.01852207,
0.022688823,
0.028182657,
0.0017979821,
0.023430847,
-0.0001030094,
-0.029195806,
0.016381616,
-0.030023448,
-0.02286006,
-0.007655694,
0.03661605,
-0.047746416,
0.037243918,
-0.017023752,
-0.013142394,
0.012221998,
0.04460708,
-0.0056686383,
0.06535523,
0.012207728,
0.03048008,
-0.0032356544,
0.05565183,
0.04851698,
0.02475793,
0.03718684,
-0.007109878,
-0.019877693,
-0.016267458,
0.009154012,
0.043065954,
-0.028182657,
0.014883297,
-0.00928244,
-0.02236062,
-0.01999185,
-0.027255127,
0.026712878,
0.062729605,
0.035816945,
-0.022945678,
-0.046833154,
0.008155134,
-0.006917237,
0.007655694,
-0.053454295,
-0.042894717,
0.012856999,
-0.068722874,
-0.011066153,
-0.022703093,
-0.0170951,
-0.010110082,
0.0126429545,
-0.005893386,
0.015439815,
0.055138122,
-0.0008370071,
0.044749778,
-0.03476099,
-0.04557742,
0.010081543,
0.0076271547,
-0.050172266,
-0.036330655,
0.015910715,
0.05856285,
0.01763735,
-0.009118338,
-0.045948435,
0.00044258367,
0.00208516,
0.06427073,
-0.0694649,
-0.002518602,
-0.059704423,
0.015539703,
-0.023445116,
-0.017494652,
-0.00006516125,
0.007669964,
0.009824689,
0.0068351864,
0.013734587,
0.015425545,
0.021604326,
-0.050657436,
0.0020262974,
0.027726026,
0.03655897,
0.05753543,
0.039156057,
-0.0006630951,
0.05416778,
0.029852211,
0.018464992,
-0.042923257,
-0.027383555,
0.008897158,
-0.030537158,
0.0041489154,
0.006942209,
0.011066153,
-0.0036298549,
0.006506983,
-0.017023752,
-0.047689337,
-0.015725208,
0.007983897,
0.013727452,
0.0015794775,
-0.0019638673,
0.03333402,
-0.027797375,
0.038328413,
-0.028510861,
-0.0829355,
-0.02950974,
0.013734587,
0.05665071,
-0.0068779956,
0.014811949,
-0.027683217,
0.018850274,
0.050828673,
0.036245037,
0.001457293,
-0.0038742234,
0.031279184,
-0.02527164,
0.030051988,
-0.0109733995,
-0.019934772,
0.025442874,
0.0021261852,
-0.013335034,
0.024429725,
-0.051085524,
-0.014840488,
-0.029680977,
-0.035503015,
-0.0070956084,
-0.034447055,
-0.015924985,
-0.081851,
-0.008290696,
0.02280298,
-0.020605447,
-0.004216696,
0.020048928,
-0.010102947,
-0.000045484667,
0.010188566,
-0.006699624,
0.008476201,
0.0589624,
0.031964127,
-0.03224952,
0.014669252,
0.010117217,
-0.0390419,
-0.009960251,
0.010987669,
0.019349713,
-0.017523192,
-0.016795436,
-0.040583026,
0.031564575,
-0.020305783,
-0.021290392,
-0.05428194,
0.02467231,
0.022760171,
-0.032192443,
0.0052797887,
0.088415064,
0.009938846,
0.010138622,
-0.044892475,
-0.018693307,
-0.03344818,
-0.007869739,
-0.03085109,
0.04320865,
-0.049116306,
-0.006075325,
-0.0022207221,
-0.017808586,
-0.0015607484,
0.016781166,
0.0021975338,
0.029152997,
-0.019920502,
0.07117727,
-0.00057658507,
0.050685976,
-0.0040847016,
-0.006863726,
0.048260126,
0.031107945,
0.01023851,
0.05842015,
0.09121192,
-0.0042702076,
-0.0072739795,
0.049544398,
0.00005214572,
-0.023559274,
-0.0060539204,
-0.05322598,
0.048345745,
-0.02377332,
-0.039641228,
-0.010388342,
-0.002581032,
0.009360923,
-0.05371115,
-0.031136485,
-0.021147694,
-0.04032617,
0.0029359907,
-0.004812456,
0.045349106,
0.00023745673,
-0.033505257,
0.002568546,
-0.03421874,
0.24087253,
0.036302116,
0.011358681,
0.048688218,
0.030736934,
0.049829792,
0.024072984,
-0.026042202,
-0.008347775,
-0.02856794,
0.0045698714,
-0.045862816,
0.020819493,
0.0136846425,
-0.027668947,
0.00901845,
-0.055708908,
-0.00064436614,
-0.019221285,
-0.048459902,
-0.038899202,
0.01307818,
-0.0076770987,
0.04429315,
0.03359087,
0.009660587,
0.017351955,
-0.047689337,
0.032078285,
-0.041610446,
-0.017023752,
-0.014576498,
0.012321886,
-0.04141067,
-0.024130063,
0.031050866,
-0.00030746745,
-0.032106824,
-0.00881154,
-0.018422183,
-0.0082621565,
-0.017951282,
-0.030023448,
-0.049144845,
-0.044863936,
0.061131395,
0.00048650758,
0.020334322,
0.036787286,
-0.049572937,
0.04386506,
-0.041068196,
0.025557032,
-0.0290103,
-0.056764867,
0.025585571,
-0.06044645,
-0.045035172,
0.016010603,
0.027297936,
0.0005181685,
0.026356136,
-0.03085109,
0.035360318,
0.0039669764,
-0.0065426575,
0.005379677,
0.035788406,
0.0012414639,
0.002927072,
0.027626138,
-0.0046269502,
-0.04814597,
-0.043693822,
-0.0075914804,
0.02809704,
0.0036566106,
0.028439512,
-0.006856591,
-0.03952707,
0.012585876,
-0.008939967,
0.015254309,
-0.091554396,
0.05602284,
0.05134238,
-0.051713392,
-0.004063297,
0.0029663139,
0.028510861,
0.015768018,
-0.014683521,
0.013484866,
-0.053054743,
-0.019563759
] |
Activation-aware Weight Quantization (AWQ) doesn't quantize all the weights in a model, and instead, it preserves a small percentage of weights that are important for LLM performance. This significantly reduces quantization loss such that you can run models in 4-bit precision without experiencing any performance degradation.
There are several libraries for quantizing models with the AWQ algorithm, such as llm-awq, autoawq or optimum-intel. Transformers supports loading models quantized with the llm-awq and autoawq libraries. This guide will show you how to load models quantized with autoawq, but the process is similar for llm-awq quantized models.
Make sure you have autoawq installed: |
[
0.024694392,
0.04237286,
-0.061008047,
0.05878957,
-0.023474231,
-0.026177999,
-0.021602394,
-0.019162072,
0.017345697,
0.05784672,
0.010045529,
0.035356935,
0.010523888,
-0.050913986,
0.0027020324,
0.054075312,
0.02100618,
0.00032302202,
-0.03269477,
0.011972829,
0.005140621,
-0.016194863,
-0.09228854,
-0.015307473,
-0.0025633778,
0.04140228,
0.019883078,
-0.034053583,
0.052605573,
0.07431889,
-0.028756974,
-0.023751542,
0.015834361,
-0.02204609,
-0.024694392,
-0.034303162,
-0.0030157387,
0.0042740298,
-0.056210596,
-0.057957646,
-0.0016049276,
0.013484165,
0.016943598,
-0.042761095,
-0.054990433,
-0.00984448,
0.015099491,
-0.019148206,
0.040431697,
-0.07980961,
-0.049277864,
0.01687427,
0.010849726,
-0.043620754,
-0.012894883,
-0.004499343,
-0.016680155,
0.008007306,
-0.04647704,
0.011140902,
0.028701512,
0.027384294,
0.0015269343,
-0.027009927,
0.02608094,
0.02085366,
-0.014475546,
0.026233459,
0.0012175612,
-0.005632845,
0.028978823,
-0.012319466,
-0.04614427,
-0.054602202,
-0.052882884,
-0.0011543,
0.03549559,
0.04525688,
0.007827055,
-0.013234586,
0.039932538,
0.024930106,
-0.04891736,
-0.006839141,
-0.010835861,
-0.032167878,
0.023224654,
-0.016763346,
-0.0133524425,
0.012569044,
-0.018635185,
0.04772493,
0.017470486,
0.013553492,
-0.017969642,
-0.014628066,
-0.014628066,
0.029616633,
0.01222934,
-0.012832488,
-0.004672662,
0.0115637975,
0.024971703,
0.03463593,
-0.028049836,
-0.013206855,
-0.024680527,
0.017068388,
0.006537567,
-0.03519055,
0.0010485757,
-0.0018441068,
-0.041929167,
-0.0029082813,
-0.009726624,
-0.0054872576,
-0.025415398,
0.055323206,
-0.023099864,
-0.0112934215,
0.01598688,
-0.030171253,
-0.016014611,
0.045118224,
0.000101012076,
-0.07670375,
0.007355629,
0.0055739167,
-0.01334551,
0.00518915,
0.0046587964,
0.04176278,
-0.0072447057,
0.0438426,
0.023002807,
-0.01831628,
0.032750227,
0.074596204,
0.011882704,
0.02626119,
0.031696454,
0.0077646603,
0.06710885,
0.07099118,
-0.026094805,
0.021422144,
0.041069508,
-0.057735797,
-0.059566036,
0.0016777213,
-0.00046925934,
-0.043981254,
0.027051521,
0.009047216,
0.051607262,
-0.0215192,
0.0040972447,
0.020160386,
0.01862132,
0.025831362,
0.008797637,
0.042955212,
-0.024541873,
-0.0025287142,
-0.010239646,
0.008520328,
-0.030143522,
-0.01623646,
0.006509836,
-0.0315578,
0.0066207596,
-0.0053936657,
-0.005449128,
0.0052376795,
0.035384666,
0.055572785,
0.0026483038,
0.013310846,
0.0026760348,
0.0045860023,
-0.011002246,
0.0076121404,
0.014683528,
0.030226713,
0.060065195,
0.04262244,
-0.0043502897,
-0.025609514,
0.019009553,
-0.029588902,
0.00034078714,
0.016638558,
0.0022600708,
0.03521828,
-0.06056435,
0.01760914,
-0.028840167,
-0.0035044963,
0.010052462,
-0.0072585708,
0.004988101,
0.021976762,
-0.034774587,
-0.008187557,
-0.011404345,
-0.021033911,
0.0076052076,
0.025373802,
-0.0130543355,
0.024139775,
0.0434821,
-0.0019480978,
-0.01760914,
0.017248638,
0.059510577,
0.0016586563,
-0.025803631,
-0.019106612,
-0.017567543,
0.027841853,
-0.018635185,
0.014350756,
0.020382233,
0.028451934,
-0.03333258,
-0.019092746,
-0.017345697,
0.05490724,
-0.019023418,
0.010066328,
-0.031446874,
0.05878957,
0.02816076,
0.007931046,
0.051718183,
-0.041235894,
-0.0040279175,
-0.013983321,
0.018773839,
0.00039646565,
0.024375487,
0.01641671,
0.009837547,
0.025983881,
0.028230086,
-0.03313846,
-0.025249012,
-0.025748169,
-0.012333331,
0.018787704,
-0.035967015,
0.069105476,
-0.005459527,
-0.024930106,
0.0060141454,
0.009345324,
-0.001618793,
0.04622746,
-0.01372681,
0.00157633,
0.02387633,
0.04062581,
0.0009983135,
-0.0061770645,
0.035135087,
0.02953344,
0.016915867,
-0.05243919,
-0.013283116,
0.006277589,
-0.08774066,
-0.056515634,
-0.03638298,
0.00065341004,
-0.056515634,
0.015473859,
-0.0024541873,
-0.015154953,
0.003133595,
-0.007723064,
0.016305787,
0.04087539,
-0.0063157193,
0.02641371,
0.048168626,
0.008215288,
-0.03244519,
0.049610633,
-0.048445936,
0.015626378,
-0.0016543233,
0.0077854586,
-0.021408278,
-0.020978449,
0.02506876,
0.015557052,
0.02070114,
-0.0029256132,
-0.009983134,
-0.009109611,
-0.011813376,
0.0036951464,
-0.009241332,
-0.043676216,
-0.0057992307,
0.018635185,
-0.0022184744,
-0.04090312,
0.023072135,
0.04373168,
-0.033859465,
0.019106612,
0.015210415,
0.034525007,
-0.042178746,
0.0071476474,
0.018385606,
-0.0025529787,
-0.028507397,
-0.04026531,
-0.034109045,
0.052023225,
0.027522948,
-0.02816076,
-0.018454934,
0.06599961,
-0.061618127,
-0.04409218,
0.037325833,
0.019245265,
0.0032982475,
0.002620573,
-0.037048522,
0.015210415,
0.044591334,
0.057125717,
-0.055378668,
0.008263817,
-0.028119164,
0.03103091,
-0.020160386,
-0.03136368,
0.043315712,
0.0020364902,
0.014364622,
0.03641071,
0.006350383,
-0.021754915,
0.03898969,
-0.047835853,
-0.03011579,
-0.02549859,
-0.016735617,
-0.024403218,
0.015210415,
0.031419143,
-0.020659544,
0.016888136,
0.006977795,
-0.04475772,
0.024500277,
0.03702079,
-0.002272203,
0.0034039717,
-0.037963644,
-0.002594575,
0.004086846,
0.029561171,
0.035800632,
-0.018025104,
0.012361062,
0.005275809,
-0.032029223,
0.030254444,
-0.008797637,
-0.0035426263,
0.024375487,
-0.021657856,
-0.00014623733,
-0.027966643,
0.0043294914,
0.036022477,
-0.014960837,
0.010246579,
-0.0024021917,
-0.032611575,
-0.001357949,
0.01491924,
0.012742362,
-0.002403925,
-0.021103237,
-0.039793886,
-0.01342177,
-0.005813096,
0.0023293982,
-0.033415772,
0.05901142,
0.011938165,
0.00365355,
-0.01027431,
0.028077567,
0.03524601,
0.0069881943,
-0.030226713,
0.0027020324,
-0.018981822,
-0.021935165,
0.013608954,
-0.009518642,
-0.0157789,
-0.02133895,
0.007771593,
-0.028271683,
0.009040283,
0.014489411,
-0.010510023,
-0.05640471,
0.033277117,
-0.017636871,
0.074651666,
-0.025581783,
-0.050747603,
-0.029172938,
0.01837174,
0.02522128,
-0.05016525,
-0.0103089735,
-0.04001573,
0.013636685,
0.04065354,
-0.010475359,
-0.015709572,
-0.022780959,
-0.016985195,
-0.038379606,
0.038629185,
0.02950571,
0.0071129836,
-0.02293348,
-0.026427576,
-0.003871931,
0.019175937,
-0.004648397,
-0.019175937,
-0.003861532,
0.021283489,
0.0077923913,
-0.011723251,
0.0005121556,
0.03288888,
0.020340636,
-0.07121303,
0.023252385,
-0.040043462,
0.01296421,
-0.032389726,
0.030919988,
-0.0005585183,
0.014378487,
-0.019286862,
-0.00007311867,
-0.007279369,
0.021727184,
-0.0631156,
0.06317106,
0.012603708,
-0.023585156,
-0.036466174,
0.03760314,
0.00014504576,
-0.006142401,
0.04891736,
0.01636125,
-0.008014238,
-0.0022635371,
-0.044619065,
0.017928047,
0.0434821,
-0.005802697,
-0.014863779,
-0.051385414,
0.017803257,
0.022794824,
0.015030164,
-0.004637998,
0.00044304493,
-0.032639306,
0.075372666,
-0.012465053,
0.043454368,
-0.01580663,
-0.026857406,
0.0157789,
-0.027536813,
0.0119243,
-0.03161326,
0.023363309,
0.009490911,
0.05515682,
0.04084766,
0.026677154,
-0.01035057,
-0.037492216,
0.008062768,
-0.04761401,
0.030060329,
-0.05878957,
0.028063701,
0.00788945,
0.010939852,
-0.065334074,
-0.019425517,
-0.03458047,
-0.002064221,
-0.008201422,
-0.04592242,
0.026801944,
-0.0125482455,
-0.023765408,
0.08435749,
0.035301473,
-0.046698887,
-0.021657856,
0.016791077,
0.0025131155,
0.025124222,
0.007106051,
-0.018732244,
0.014475546,
-0.042067822,
0.019037284,
-0.011806443,
0.019758288,
-0.049582902,
-0.017539814,
0.0034195704,
0.0465325,
0.02641371,
-0.06727523,
0.0018285082,
0.002630972,
0.008832301,
-0.065445,
-0.01925913,
0.018427202,
-0.030032597,
0.03996027,
0.03164099,
-0.0027557611,
-0.009858346,
0.015584783,
0.03488551,
0.01027431,
0.0040279175,
-0.03524601,
-0.033193924,
0.0057784324,
0.051773645,
-0.027425889,
0.024722124,
-0.024777586,
0.05238373,
-0.028812436,
0.06843994,
-0.03402585,
0.019037284,
-0.045534186,
-0.03912834,
0.0137406755,
-0.00238486,
-0.009962336,
-0.015640244,
0.0046068006,
0.033526693,
0.04026531,
-0.060619812,
-0.011258758,
0.012416524,
-0.025512455,
0.025803631,
-0.035551053,
0.0064890375,
-0.027134715,
0.023210788,
0.0050192983,
-0.0043190923,
0.03130822,
0.042705633,
-0.0059794816,
0.0058165626,
-0.043703947,
0.017595274,
0.04678208,
-0.02326625,
0.019453248,
0.04176278,
-0.050969448,
-0.0250133,
-0.039793886,
-0.04289975,
-0.0145171415,
0.015820496,
0.042234205,
-0.05016525,
-0.011078507,
0.0026361716,
-0.046893004,
-0.003955124,
0.023543559,
-0.0039516576,
0.0036500837,
0.07149034,
0.0438426,
-0.054463547,
0.027620006,
-0.007542813,
0.011646991,
-0.0038026038,
0.00865205,
-0.013886264,
-0.010392166,
0.063836604,
0.0025980414,
-0.013629752,
-0.06444668,
-0.030587215,
0.0152936075,
0.0146142,
0.025470858,
0.035329204,
-0.03130822,
-0.0070679206,
-0.06017612,
0.03785272,
0.030642677,
-0.012430389,
-0.00041726383,
0.029783018,
-0.044203103,
0.0042740298,
0.04240059,
-0.011730184,
-0.020950718,
-0.036161132,
-0.0022115416,
-0.031197296,
-0.027786393,
0.054380354,
-0.034081314,
0.037103985,
0.014059582,
0.023349443,
0.04054262,
-0.017914182,
0.02864605,
0.023987254,
-0.010017798,
-0.028424203,
0.009685027,
-0.006880737,
0.003993254,
0.010149521,
0.033776272,
0.005612047,
0.021962896,
0.04409218,
-0.0062567913,
-0.053603888,
-0.032750227,
-0.04436949,
-0.02204609,
-0.010260444,
0.008915494,
0.015792765,
0.02412591,
0.0057784324,
-0.0096157,
-0.029450247,
0.0076468037,
-0.006738616,
-0.0094146505,
-0.0070921853,
-0.03668802,
-0.024042716,
-0.023460368,
-0.017775526,
-0.03574517,
0.007133782,
0.018815435,
-0.03244519,
-0.027217908,
-0.010523888,
0.017581409,
-0.022947345,
-0.0061839973,
-0.027134715,
-0.031086372,
-0.041624125,
-0.0019463646,
-0.019883078,
0.04029304,
-0.0126661025,
0.01953644,
0.034746855,
0.04389806,
0.0031353282,
0.023779273,
-0.015057895,
0.025207415,
-0.0112934215,
-0.06322652,
-0.03702079,
0.044230834,
-0.016278056,
0.0017609141,
-0.0061874636,
0.014378487,
0.00087699067,
-0.0015702639,
-0.024694392,
0.06317106,
0.027134715,
0.018565858,
0.007917181,
0.0684954,
0.040154386,
0.020520888,
0.0025772434,
0.03524601,
-0.048445936,
-0.019009553,
0.015182684,
0.049860213,
-0.012915681,
0.03782499,
0.0058061634,
0.010454561,
-0.012853286,
-0.0077923913,
-0.006717818,
0.012929546,
0.0327225,
-0.0007985641,
0.026524635,
0.008437135,
-0.030587215,
-0.021588529,
-0.0696601,
0.020520888,
-0.008693647,
-0.0788113,
-0.00315266,
-0.0396275,
-0.03574517,
-0.047087118,
-0.030171253,
0.015404532,
-0.023377175,
0.035551053,
0.014683528,
0.012582909,
-0.056848407,
-0.014946971,
0.002953344,
0.031086372,
-0.06505676,
-0.030337637,
0.017817123,
0.086631425,
-0.015210415,
0.004988101,
-0.029727558,
0.035578784,
-0.017803257,
0.04628292,
-0.09123476,
-0.013400972,
-0.05756941,
0.004326025,
-0.060730737,
-0.01626419,
-0.027204042,
0.0035270276,
0.012957277,
0.0080419695,
-0.044286296,
0.024098178,
0.018690648,
-0.05016525,
0.009990067,
0.04029304,
0.02950571,
0.026677154,
0.032916613,
0.00799344,
-0.0140387835,
0.03849053,
0.09029191,
-0.030504024,
0.012451188,
0.007771593,
-0.018593589,
-0.015168819,
0.016749483,
0.010530821,
-0.061285354,
-0.0012201609,
-0.0042809625,
0.06855086,
-0.022254072,
-0.01281169,
0.019162072,
0.021352816,
0.021117102,
0.03397039,
-0.011709386,
-0.017595274,
-0.030781332,
-0.044702258,
-0.034691393,
0.019550305,
0.04717031,
-0.0042740298,
0.026580097,
-0.01636125,
0.0361334,
0.054602202,
0.0041665724,
-0.019092746,
-0.023335578,
0.021255758,
-0.014336891,
0.019037284,
-0.0018285082,
0.017387293,
-0.010392166,
0.012173878,
-0.006839141,
0.04825182,
-0.022184744,
-0.005681374,
-0.00915814,
-0.014011052,
-0.024486411,
-0.041041777,
0.0067490153,
-0.06977102,
-0.018551992,
0.012693834,
0.009074947,
-0.019217534,
0.0062914547,
0.016763346,
-0.01088439,
0.027827987,
0.04414764,
-0.0292284,
0.06233913,
-0.009262131,
-0.029977135,
-0.0016811877,
0.0068842033,
-0.03369308,
0.0043468233,
-0.024625067,
0.011376614,
-0.010738803,
0.0025720438,
0.0013336844,
-0.01380307,
0.010343637,
-0.012673035,
-0.03521828,
0.011896569,
0.033859465,
-0.032777958,
-0.06716431,
0.046338383,
0.010634812,
0.015765034,
-0.020812063,
-0.06760801,
-0.04065354,
-0.022420457,
-0.005223814,
0.032916613,
-0.00020733204,
-0.015210415,
-0.01641671,
-0.025151953,
0.00059231534,
-0.007882517,
-0.024181372,
0.014794451,
0.011875771,
0.039294727,
0.0534375,
0.027717065,
-0.01169552,
-0.041208163,
0.032639306,
0.018441068,
-0.01491924,
0.05185684,
0.101439744,
0.02186584,
-0.004239366,
0.021241892,
0.049361054,
-0.008679781,
-0.008520328,
-0.026288921,
0.010863592,
-0.05579463,
-0.01760914,
0.013359375,
0.028257817,
-0.0018285082,
-0.021574663,
-0.029311594,
-0.018260818,
-0.05670975,
-0.029339325,
-0.017678468,
0.044813182,
-0.0089362925,
-0.08995914,
0.052688766,
-0.023807004,
0.2230676,
0.0438426,
0.053298846,
0.016180998,
-0.010648677,
0.042539246,
0.0315578,
-0.027522948,
0.055018164,
-0.043787137,
-0.0011543,
-0.024070447,
0.03721491,
0.03699306,
-0.019065015,
0.042816557,
-0.024528008,
0.043565292,
-0.00076780014,
-0.06228367,
-0.025970016,
0.009359189,
0.012284802,
0.030032597,
-0.01380307,
0.01380307,
-0.014295295,
-0.043953523,
0.082638174,
-0.053243384,
0.013220721,
-0.008873898,
0.035051897,
-0.037131716,
-0.029921673,
0.076870136,
-0.007931046,
-0.0028753509,
0.0055912486,
-0.007522015,
0.06294921,
0.022919614,
-0.014544873,
-0.029477978,
-0.0022583376,
0.024139775,
-0.007175378,
-0.016388979,
0.033415772,
-0.036161132,
-0.009449314,
-0.041208163,
0.015127222,
-0.048168626,
-0.052466918,
0.015737303,
-0.054713126,
-0.039045148,
0.00070150587,
0.016707886,
0.0014160107,
-0.0078339875,
-0.049971137,
0.00083409436,
0.011522202,
-0.004724657,
-0.0053312713,
0.009165073,
-0.015210415,
0.024389353,
0.027495217,
-0.02519355,
-0.020520888,
-0.019744422,
-0.03485778,
0.028049836,
0.006398912,
-0.00565711,
-0.00019920773,
-0.022780959,
0.025581783,
-0.0157789,
-0.0476972,
0.006738616,
-0.014822182,
0.016860405,
-0.031391412,
-0.036909867,
0.0021890104,
0.017650736,
0.044452682,
0.016486038,
-0.024874644,
0.00041704718,
0.019647364
] | Fused modules
Fused modules offers improved accuracy and performance and it is supported out-of-the-box for AWQ modules for Llama and Mistral architectures, but you can also fuse AWQ modules for unsupported architectures.
Fused modules cannot be combined with other optimization techniques such as FlashAttention-2. |
[
0.022254538,
-0.0001531766,
0.0016586771,
0.032340486,
-0.050132215,
0.038290896,
-0.008642972,
-0.0012932847,
-0.026062801,
0.032876022,
0.0112685915,
-0.03210247,
0.0038157012,
-0.05224461,
0.0040685935,
0.083841294,
-0.015061978,
-0.03921321,
-0.04236693,
-0.023266109,
0.02438181,
-0.02598842,
-0.07075039,
-0.046234697,
-0.0040053707,
0.018401647,
0.011923136,
-0.0096991705,
0.06343138,
0.060694195,
-0.012964458,
-0.021302473,
-0.0015340904,
-0.012957021,
-0.03805288,
-0.046829738,
-0.021019828,
0.006846692,
-0.029915692,
-0.040849574,
0.021659497,
-0.015649581,
-0.005251238,
-0.006828097,
-0.034244616,
-0.023057844,
-0.033054534,
-0.028829742,
0.012756194,
-0.0448661,
-0.050518993,
0.0001059917,
0.055666097,
-0.02438181,
-0.061527252,
-0.024352059,
-0.03891569,
-0.022299167,
-0.060991716,
-0.0022146688,
0.020618174,
0.021629745,
-0.004288015,
-0.026018173,
0.0006959192,
0.05905783,
0.015188425,
0.034690898,
0.009565286,
0.021942142,
-0.02040991,
0.041057836,
-0.040135525,
-0.017315697,
-0.02894875,
0.011038013,
0.002980784,
0.008219006,
-0.007359915,
0.024218174,
0.0022890489,
0.014013219,
0.0013434913,
0.002078925,
-0.015664458,
-0.025110736,
0.04198015,
-0.017315697,
0.0012626029,
0.02655371,
-0.016512392,
0.019219829,
-0.020171894,
0.005961568,
0.011811567,
0.029796684,
0.0112388395,
0.025036355,
0.015634706,
-0.022760322,
0.017345449,
0.066882625,
-0.016378507,
-0.0028264453,
-0.035345443,
0.019502472,
-0.0102272695,
0.0040314035,
-0.038707424,
-0.020945448,
0.006880163,
0.0020305777,
-0.020201646,
0.012495863,
0.006273965,
0.02322148,
-0.0113876,
0.019368589,
-0.038885936,
-0.0361785,
0.017553713,
0.03138842,
-0.008821485,
-0.03430412,
0.008033055,
-0.017256193,
-0.018595036,
0.011826443,
-0.05266114,
0.0037376022,
0.01037603,
0.0044516516,
-0.0011352269,
0.030287594,
0.004738015,
-0.019844621,
0.013440492,
0.0009209191,
-0.01996363,
0.018922308,
0.036833044,
-0.01655702,
-0.014764458,
0.07997353,
-0.016259499,
0.01722644,
0.009409088,
-0.051262792,
-0.050965272,
-0.0037952466,
-0.053077668,
0.012391731,
-0.013730574,
0.014578507,
-0.0066495845,
-0.015128921,
0.0008655989,
0.041533872,
-0.0056454525,
0.023593381,
0.008561154,
0.0005085742,
-0.04483635,
0.04296197,
-0.024366934,
0.034750402,
-0.044509076,
-0.033917345,
0.029975196,
-0.051262792,
0.008285948,
-0.0122950375,
-0.0148611525,
0.016319003,
0.03308429,
0.027044619,
0.042456184,
0.013752888,
0.009885121,
0.022656191,
-0.040462796,
0.0033266519,
0.016809912,
0.016110739,
0.017836358,
0.006895039,
-0.02243305,
-0.019829746,
-0.03231073,
0.016586771,
0.013276855,
0.012057021,
-0.015664458,
0.055666097,
-0.037071064,
-0.02894875,
-0.037071064,
0.0077429726,
-0.0029119826,
0.013462805,
0.019799994,
0.027401645,
-0.05667767,
0.00031820755,
-0.02112396,
0.06932229,
-0.0036278914,
0.03448263,
-0.008828923,
0.034661144,
0.05700494,
0.017479334,
-0.025363628,
-0.01831239,
0.021436356,
0.012123963,
0.0028338833,
0.028294206,
-0.0072743776,
0.020766936,
0.004808676,
0.02415867,
0.047127258,
0.008077683,
0.011082641,
-0.011848756,
-0.0019840903,
0.03730908,
0.025809908,
-0.007471485,
0.014057847,
0.014980161,
0.00050810934,
0.038796682,
0.005809089,
0.023042968,
0.05501155,
0.03513718,
0.009892559,
-0.014801648,
0.006169833,
0.020023134,
0.024783462,
0.026538834,
-0.015961979,
0.008680162,
-0.0206033,
-0.01509173,
-0.025914041,
0.052780148,
-0.00835289,
0.047246266,
0.0077057825,
0.0036185938,
-0.038409904,
-0.016765283,
0.010465286,
0.037487593,
-0.018371895,
-0.040016517,
0.033619825,
-0.001059917,
-0.007062394,
-0.03239999,
0.03546445,
0.069441296,
-0.007583055,
-0.013507433,
0.009297518,
-0.029990073,
0.0030495857,
-0.015560325,
-0.048049573,
0.017821481,
-0.046175193,
-0.013953715,
0.020796688,
-0.033500817,
0.028933875,
-0.027952056,
0.021927265,
0.023206605,
-0.046175193,
0.027937181,
0.04614544,
0.025586769,
-0.030555362,
0.029052883,
-0.05819502,
0.011246277,
-0.020573547,
-0.021287596,
0.02198677,
-0.026152058,
0.017137185,
-0.0071256175,
-0.01367107,
-0.0361785,
-0.008018179,
-0.0021551645,
-0.0018176647,
0.033768583,
0.0231471,
-0.009751236,
-0.031953707,
-0.0061549568,
-0.0065603284,
-0.05179833,
0.056499153,
0.01722644,
-0.025378505,
0.042813208,
0.017256193,
0.042426433,
-0.046472713,
0.048347093,
0.06265783,
-0.0028301643,
-0.042337175,
-0.047543786,
-0.06349089,
0.06105122,
0.00090278895,
-0.027922304,
-0.0026460735,
0.030466106,
-0.031269412,
-0.038766928,
0.020841315,
-0.042634696,
-0.044330563,
-0.044806596,
-0.010138013,
0.030123957,
0.0008195762,
0.0022909082,
-0.025378505,
0.026568586,
-0.021971894,
0.023057844,
-0.0043772715,
0.00017816368,
0.02775867,
0.03602974,
-0.00090883236,
0.008382642,
0.041533872,
-0.033947095,
-0.0011854335,
-0.028710734,
-0.026866106,
0.009304956,
-0.0065231384,
-0.0045966925,
-0.008137187,
0.011737186,
0.011447104,
0.050578497,
0.001591735,
-0.024917347,
-0.009557848,
0.04111734,
-0.0046041305,
-0.0034921477,
0.0028208669,
-0.02082644,
-0.017181812,
0.015664458,
0.038796682,
-0.027327264,
0.0026126024,
-0.017256193,
-0.043795027,
-0.015857846,
0.018966936,
0.024114043,
0.015485945,
0.0433785,
0.053880975,
-0.035613213,
-0.02183801,
0.024485942,
0.025036355,
0.057361964,
0.02588429,
0.022819826,
0.0045706597,
-0.028740486,
-0.028770238,
-0.029157015,
0.010933881,
0.00074240676,
-0.014690078,
0.001479235,
-0.025319,
-0.053137172,
0.009565286,
0.011052889,
0.015813218,
0.022224786,
0.032340486,
-0.021823134,
-0.011967764,
0.0032708668,
0.027119,
-0.0076239645,
-0.045044612,
0.05614213,
0.0039235526,
-0.009304956,
-0.024292555,
-0.04932891,
-0.0030328503,
0.018639663,
0.005266114,
0.025676025,
-0.053494196,
0.035404947,
-0.023117349,
0.048138827,
-0.028978502,
-0.009505782,
-0.035196684,
0.007876857,
0.0571537,
-0.06289585,
0.026999991,
-0.038082633,
0.00008588582,
0.04168263,
-0.011967764,
-0.0318347,
-0.028933875,
-0.004247106,
-0.045758665,
0.075570226,
0.034899164,
-0.03388759,
0.04427106,
-0.018029746,
-0.007047518,
-0.004154131,
-0.029990073,
-0.04367602,
0.037071064,
-0.024203299,
-0.016690904,
-0.03445288,
-0.014541318,
-0.007921485,
0.043586764,
-0.057451222,
0.035315692,
-0.034036353,
-0.014690078,
-0.017360324,
0.0062330556,
-0.0045669405,
0.018178506,
0.019933878,
-0.031626437,
-0.022403298,
0.024203299,
-0.023399992,
-0.020707432,
0.0076090884,
0.016869416,
0.032072715,
0.051262792,
-0.012153715,
-0.001045041,
0.050608248,
0.008271072,
-0.04977519,
-0.0026460735,
-0.021228092,
-0.006352064,
-0.011038013,
-0.0066384277,
-0.014057847,
-0.06462146,
0.058105767,
-0.043080978,
-0.023563629,
0.035999987,
-0.059920643,
-0.018907432,
0.015173549,
-0.026122306,
0.049864445,
0.010926443,
-0.035107426,
-0.015337185,
-0.036267757,
0.005321899,
-0.03635701,
-0.058403287,
0.0066384277,
0.053464446,
0.034661144,
0.04662147,
-0.038082633,
-0.035345443,
0.045788415,
-0.0135595,
-0.0006233986,
-0.016497515,
-0.018818175,
0.02603305,
-0.0049760314,
-0.043140482,
-0.04471734,
-0.0025400817,
0.02805619,
-0.046859488,
-0.0107702445,
0.0097437985,
-0.000015108466,
-0.007330163,
0.06414543,
-0.004347519,
-0.06283634,
-0.03198346,
0.014228921,
0.006352064,
0.0012514459,
0.014273549,
-0.04355701,
-0.028814867,
-0.020692555,
0.03168594,
-0.020811563,
0.013284293,
-0.03704131,
-0.07735535,
0.0026014454,
0.0033061972,
0.009706608,
-0.023519,
0.0065789237,
-0.0025121893,
0.0024619827,
-0.029900817,
-0.027654536,
-0.04453883,
0.03448263,
-0.0004890494,
0.034512386,
-0.019115696,
-0.016884292,
0.015396689,
-0.0062553696,
0.05884957,
0.01947272,
-0.049269404,
-0.018966936,
0.00028543378,
0.027833048,
-0.021451233,
0.023117349,
-0.010680988,
0.046680976,
0.0024526853,
0.04671073,
-0.04441982,
0.00142345,
-0.02258181,
-0.0016698341,
0.08205617,
-0.04453883,
0.0054818164,
0.01756859,
0.0030179743,
0.022522306,
0.03498842,
-0.033024784,
0.022254538,
-0.0107553685,
-0.06926279,
0.024768587,
-0.021213217,
0.00692851,
0.0025568174,
-0.008858675,
0.048436347,
-0.039748747,
-0.00408347,
0.057094198,
-0.022760322,
-0.03558346,
-0.050608248,
0.019279333,
-0.0061140475,
0.019368589,
0.009208261,
0.007832229,
-0.0012142558,
0.000606663,
-0.009357022,
-0.040849574,
-0.018104127,
0.009691732,
0.001464359,
0.01932396,
0.022001646,
0.0054409076,
-0.04929916,
-0.016080987,
0.015069417,
0.02909751,
0.030585114,
0.0008637394,
0.012897517,
-0.0004411672,
0.033233047,
-0.00045999468,
0.0013723136,
-0.01648264,
0.030094204,
-0.028338835,
0.004202478,
0.047543786,
0.012540492,
-0.042753704,
-0.046978496,
-0.04049255,
0.035821475,
-0.046472713,
0.005307023,
-0.0070995847,
-0.017776854,
-0.037517343,
-0.016690904,
0.0046004117,
0.004723139,
-0.036238004,
-0.012123963,
-0.0017953507,
-0.059087586,
0.03555371,
0.047514033,
0.0076314025,
-0.018104127,
-0.025348753,
0.009833055,
-0.01764297,
-0.037249576,
0.07342807,
-0.049715687,
0.041593377,
0.0034809907,
-0.0011519624,
0.04947767,
0.019085944,
0.04236693,
0.021451233,
0.008486774,
-0.04581817,
-0.0032448336,
0.026955362,
0.0022685942,
0.03269751,
-0.0071628075,
0.040641308,
0.0061252047,
0.04397354,
-0.009520658,
-0.085031375,
0.0117520625,
-0.01951735,
0.004265701,
0.017985119,
-0.03662478,
0.011223963,
0.09348096,
0.013380988,
-0.014853714,
0.011997517,
0.0066049565,
-0.0024564043,
-0.03513718,
-0.037190072,
-0.02055867,
-0.015515697,
-0.02055867,
-0.049834695,
-0.03891569,
0.008040493,
0.0054557836,
0.0050355354,
-0.012614872,
0.024218174,
0.053880975,
0.0013267557,
-0.008040493,
0.006355783,
0.025110736,
-0.023801645,
-0.01599173,
-0.028115693,
0.055160314,
0.038826432,
-0.023028092,
0.016110739,
0.01071074,
-0.0060731387,
0.0135595,
-0.015530573,
0.03677354,
-0.03483966,
-0.029722305,
-0.015381813,
0.026985114,
-0.04147437,
0.010420658,
-0.033322304,
0.00010128483,
0.01831239,
0.017166937,
-0.030585114,
0.040909078,
0.01584297,
0.03962974,
-0.017613217,
0.047662795,
0.026866106,
0.012949582,
0.038885936,
-0.03153718,
0.031953707,
-0.03007933,
0.017211564,
0.03704131,
-0.033024784,
0.023846272,
-0.01059917,
-0.029127263,
-0.040849574,
-0.01966611,
0.02573553,
0.070036344,
0.02988594,
-0.022656191,
-0.023593381,
0.0076239645,
-0.013373549,
0.013648756,
-0.037100814,
-0.031001642,
0.02322148,
-0.05179833,
-0.005247519,
-0.01887768,
-0.022968588,
0.0010933881,
0.052304115,
-0.0011845038,
0.025155364,
0.029350404,
-0.009528096,
0.013440492,
-0.032876022,
-0.022076026,
0.014206607,
-0.015039665,
-0.06206279,
-0.016795035,
0.027535528,
0.066882625,
0.026003297,
-0.022418175,
-0.04456858,
0.0087173525,
-0.00021058877,
0.056737173,
-0.06813221,
-0.031239659,
-0.052571885,
0.028249577,
-0.03852891,
-0.0020045447,
0.004113222,
0.006392973,
0.022477679,
0.028725611,
0.014801648,
0.002902685,
0.03097189,
-0.049061142,
0.012347103,
0.03662478,
0.0024731397,
0.017523961,
0.021332225,
-0.021585116,
0.067596674,
0.039272714,
0.025765281,
-0.015664458,
0.022180159,
0.005426031,
-0.042158663,
-0.014712392,
0.00025777367,
0.04147437,
-0.015887598,
0.031923957,
-0.0008999997,
-0.038469408,
0.0112834675,
-0.0038603293,
0.02415867,
0.0020398754,
0.004685949,
-0.005983882,
-0.036803294,
0.008635534,
-0.013209913,
-0.052720644,
-0.0010190079,
0.034958668,
0.06896526,
-0.018773548,
0.028874371,
0.009178509,
0.008494212,
0.042604946,
0.028457843,
0.02884462,
-0.008605782,
0.054476015,
-0.013373549,
0.020796688,
-0.009446278,
-0.027654536,
-0.012882641,
-0.019219829,
-0.031864453,
0.032846272,
-0.012027269,
0.0067165266,
-0.03427437,
-0.0016772721,
0.018624788,
-0.038975194,
-0.014184293,
-0.058076013,
0.015887598,
0.018743796,
-0.004284296,
-0.020127267,
0.03141817,
-0.0012849169,
0.015076854,
0.010390906,
0.019130573,
0.008553716,
0.07925948,
0.0025121893,
-0.020305779,
0.035970237,
0.00095299556,
-0.045490894,
-0.0022964869,
0.020290902,
-0.0044293376,
-0.023578504,
-0.013120657,
-0.037874367,
0.029618172,
-0.017702473,
-0.014489251,
-0.059117336,
0.029216519,
-0.00587975,
-0.01052479,
-0.006813221,
0.09157683,
0.030287594,
-0.020841315,
-0.031626437,
-0.0072743776,
-0.058224775,
-0.0076760305,
-0.011811567,
0.04022478,
-0.041831393,
-0.02692561,
-0.027520653,
0.021332225,
-0.010123137,
0.0028115693,
0.01947272,
-0.019576853,
-0.010495038,
0.05974213,
0.024679331,
0.05632064,
0.020454539,
-0.024247926,
0.042188417,
0.050578497,
0.02168925,
0.060723945,
0.09847931,
-0.012213219,
0.0046115685,
0.03614875,
-0.01052479,
-0.0011259294,
0.00069498946,
-0.03861817,
-0.00080470013,
-0.031269412,
-0.048436347,
-0.011261153,
-0.0005899275,
-0.02771404,
-0.028710734,
-0.022909084,
-0.011216525,
-0.06307436,
-0.004786362,
-0.00030658566,
0.014511566,
0.013678508,
-0.00471942,
0.006519419,
-0.03959999,
0.2646743,
0.038885936,
-0.005303304,
0.041742135,
0.048049573,
0.061527252,
0.03418511,
-0.025452884,
-0.025616521,
-0.055963617,
-0.031477675,
-0.05283965,
0.011350409,
0.04471734,
-0.03644627,
0.03448263,
-0.07301155,
0.0097140465,
-0.008211568,
-0.044776846,
-0.061527252,
0.026345447,
-0.0017163218,
0.051560313,
0.05322643,
0.032518998,
0.008732229,
-0.060813203,
0.016185118,
-0.011848756,
0.0039123953,
-0.031477675,
0.014995037,
-0.018595036,
-0.05697519,
0.02973718,
-0.0064041303,
-0.03242974,
-0.028457843,
-0.016110739,
0.014682639,
0.0050838827,
0.0014411153,
-0.030347098,
-0.03677354,
0.022314042,
0.011328096,
0.031775195,
0.034720648,
-0.04831734,
0.05453552,
-0.03018346,
0.03733883,
-0.019502472,
-0.040165275,
0.016720656,
-0.050727256,
-0.04108759,
-0.016348755,
-0.0029677677,
0.013589252,
0.0032373955,
-0.02647933,
0.004641321,
0.019011565,
0.020930571,
0.0020008257,
0.047484282,
-0.0075495844,
0.018520655,
0.002887809,
-0.011097517,
-0.053910725,
-0.013797516,
0.018178506,
0.018907432,
0.003512602,
0.022760322,
0.0027743792,
-0.029052883,
0.028785115,
-0.0054706596,
0.031923957,
-0.07289254,
0.05233387,
0.040998332,
-0.034690898,
0.0074528903,
-0.0077652866,
0.019695861,
-0.006370659,
0.026509082,
-0.018178506,
-0.045044612,
-0.027595032
] | from transformers import AutoModelForCausalLM, AutoTokenizer
model_id = "TheBloke/zephyr-7B-alpha-AWQ"
model = AutoModelForCausalLM.from_pretrained(model_id, device_map="cuda:0")
Loading an AWQ-quantized model automatically sets other weights to fp16 by default for performance reasons. If you want to load these other weights in a different format, use the torch_dtype parameter: |
[
0.02682601,
0.009950893,
-0.016161278,
0.057735167,
-0.009187087,
0.020615624,
-0.02251443,
-0.014647943,
0.012013883,
0.059105735,
0.0061675548,
0.016189832,
-0.007752274,
-0.035092246,
-0.0028303652,
0.084175706,
0.013113192,
-0.022000467,
-0.06641543,
0.0058177747,
0.0045935437,
-0.030095384,
-0.10313523,
-0.03691967,
-0.014162534,
0.04051741,
0.016646687,
-0.0040189046,
0.083547525,
0.061218694,
-0.021914808,
-0.03209413,
0.020772668,
-0.013798476,
-0.037462186,
-0.024598837,
-0.0036227247,
0.008794476,
-0.040060554,
-0.0575924,
0.015147629,
-0.010771806,
0.023042671,
-0.03826168,
-0.060818944,
-0.003542418,
-0.00042495632,
-0.020401472,
0.017531846,
-0.048740815,
-0.050025724,
0.029467206,
0.03397866,
-0.021429399,
-0.023456696,
-0.015690146,
-0.0028178731,
0.000005085394,
-0.07903607,
0.0075523993,
0.0094369305,
0.044172257,
-0.003278298,
-0.04183087,
0.0055286707,
0.059277058,
0.009237056,
0.024484621,
-0.0062318,
-0.01980185,
0.014776434,
0.004996862,
-0.024698773,
-0.031408846,
-0.03520646,
-0.009279886,
0.05956259,
0.0018541926,
0.029895509,
0.013905552,
0.012456463,
0.03823313,
-0.0077237203,
-0.024513176,
-0.03723376,
-0.02708299,
0.028125193,
-0.025312673,
-0.028910413,
0.028367897,
-0.013427281,
0.054023214,
0.005218151,
0.011735487,
0.0000801394,
0.013834168,
-0.017574675,
0.036405705,
0.026968775,
-0.012756274,
0.02651192,
0.04657075,
-0.008351897,
0.014833541,
-0.018374175,
0.0034888801,
-0.019816125,
0.008972936,
0.0070562824,
-0.027497016,
-0.011364291,
-0.0037869073,
-0.00425804,
0.0064459518,
-0.005389472,
0.015904296,
-0.03552055,
0.037719168,
-0.04639943,
-0.0026215678,
0.008944382,
-0.008137746,
-0.00039774127,
0.0010555871,
0.005760668,
-0.06447379,
-0.0060069417,
0.021172417,
-0.010778944,
0.010086522,
0.0024823695,
-0.0037440772,
-0.011992468,
0.04508597,
0.027254311,
-0.022585815,
0.015204736,
0.033950105,
0.035834637,
-0.018816754,
0.0194021,
-0.00412598,
-0.004275886,
0.07401066,
0.01953059,
0.02559821,
0.019202225,
-0.049397547,
-0.032151237,
-0.015004862,
-0.04197364,
-0.03195136,
0.023470974,
0.0060069417,
0.002733997,
-0.0055929157,
-0.010136491,
0.0030587933,
0.007466739,
0.012634922,
0.030009724,
0.02708299,
-0.044486344,
0.011071618,
-0.006909946,
0.000076124066,
-0.026283493,
-0.021358015,
0.036719795,
-0.026540473,
0.0052859657,
0.00041536413,
-0.023499526,
-0.0051646135,
0.0412598,
0.016304046,
0.01584719,
0.01299184,
0.015747253,
0.02835362,
-0.02888186,
0.008715955,
0.019687636,
0.026868839,
0.03366457,
0.005235997,
-0.02098682,
0.008130608,
-0.014148257,
-0.0124636,
0.020772668,
0.023071224,
-0.0028571342,
0.028539218,
-0.034692496,
-0.017174928,
-0.0363486,
0.01009366,
0.0064602285,
0.009486899,
-0.0006219308,
0.03363602,
-0.05465139,
0.022243172,
-0.039004076,
0.007845073,
0.0053038117,
0.023585187,
-0.017189205,
0.040260427,
0.03283652,
-0.004911201,
-0.030580793,
0.014633667,
0.04411515,
-0.043743953,
-0.048655156,
0.0269545,
0.003797615,
0.010893159,
0.0016641334,
0.015347504,
0.04671352,
-0.01431244,
0.0035674023,
-0.021215247,
-0.0063709985,
0.05816347,
0.021172417,
0.03751929,
0.002120097,
0.0153760575,
0.036148723,
0.03072356,
0.031979915,
0.000845005,
0.0363486,
0.019259332,
0.034207087,
0.009429792,
0.0058677434,
0.005057538,
0.00040577195,
0.05342359,
0.018702539,
-0.0054323026,
-0.0033461128,
-0.046342324,
-0.0015302888,
0.018516941,
-0.05793504,
0.06847128,
0.01474788,
-0.016703794,
-0.033607464,
-0.010586209,
-0.0047612954,
0.07857922,
-0.010207875,
-0.023642294,
0.02923878,
0.021472229,
-0.013555772,
-0.023470974,
0.027197205,
0.03072356,
0.016175555,
-0.006360291,
-0.0019362839,
0.0026269215,
-0.037405077,
-0.029895509,
-0.054422963,
0.0052502737,
-0.069784746,
0.012306556,
0.04437213,
-0.034007214,
-0.0024341855,
0.0096724965,
0.019430654,
-0.003761923,
-0.02132946,
0.051253524,
0.044629112,
-0.006909946,
-0.038004704,
0.040631622,
-0.060076553,
0.020687006,
-0.011728348,
0.0069063767,
0.010757529,
-0.040488858,
0.049311887,
0.0044543454,
-0.016318323,
-0.0206299,
-0.0141339805,
0.032179788,
-0.008765923,
-0.0016793024,
0.008180576,
-0.020958265,
-0.013598602,
0.006281769,
-0.010436302,
-0.040146213,
0.055108245,
0.03152306,
-0.028996075,
0.020158768,
0.043715402,
0.05939127,
-0.02932444,
-0.0017042868,
0.033521805,
0.00798784,
-0.023513803,
-0.024941478,
-0.0645309,
0.06573015,
0.011171555,
-0.016232662,
-0.00469705,
0.043315653,
-0.036177278,
-0.03660558,
0.01646109,
-0.0079807015,
-0.016304046,
-0.00882303,
-0.015504548,
0.043372758,
0.040631622,
0.032151237,
-0.07686601,
0.012149512,
-0.041887976,
0.03529212,
0.0020826205,
-0.011050203,
0.055450886,
0.010393472,
0.007602368,
0.020230152,
0.044486344,
-0.043087225,
0.01294901,
-0.032322556,
-0.009187087,
-0.010743253,
-0.00034509576,
0.005296673,
-0.010529101,
0.01461939,
-0.015790083,
0.020958265,
-0.0009815264,
-0.024598837,
0.019373547,
0.016475366,
-0.006667241,
0.03152306,
-0.042487603,
0.0014446283,
0.006306753,
0.020772668,
0.038918413,
-0.0118853925,
-0.010072245,
0.014976309,
-0.061275803,
0.004979016,
0.011606996,
0.024884371,
0.05710699,
0.009886648,
0.00029445792,
-0.010900297,
-0.010443441,
0.049283333,
0.006438813,
0.05767806,
0.05744963,
-0.019502038,
-0.014733603,
-0.032037023,
-0.020358643,
0.00016987098,
-0.0055143936,
-0.01861688,
-0.013491526,
-0.018545495,
-0.016703794,
-0.030695008,
0.0059890957,
0.036177278,
0.0375764,
0.005014708,
0.023485249,
-0.002348525,
0.004921909,
-0.017760275,
-0.0020647745,
0.012492154,
-0.036662687,
0.07052714,
0.0083233435,
0.0050896606,
-0.009044319,
-0.026397707,
-0.012435047,
0.011692656,
-0.024884371,
0.0040438888,
-0.061903976,
0.025583932,
-0.023185438,
0.043429866,
-0.01620411,
0.0036441397,
-0.015119076,
0.0057356833,
0.008965798,
-0.044543453,
0.011221523,
-0.05448007,
-0.019145118,
0.042830244,
-0.006085464,
-0.04876937,
-0.019587697,
0.0019273609,
-0.050425474,
0.041716658,
0.046228107,
-0.026269216,
-0.008380451,
-0.02813947,
-0.008851583,
-0.020301536,
-0.040945712,
-0.042287726,
-0.0040438888,
0.0007245449,
0.007673752,
0.006663672,
0.0063388757,
0.0005304704,
0.030780667,
-0.03846156,
0.005864174,
-0.03766206,
-0.015261843,
-0.028539218,
0.011706933,
0.029952617,
0.019316439,
0.020886881,
-0.017074991,
-0.0375764,
0.009758157,
-0.05119642,
-0.0096724965,
0.011535612,
-0.0048041255,
-0.033807337,
0.05824913,
-0.005692853,
0.0011474936,
0.030809222,
-0.0022807105,
0.00021582427,
-0.031380292,
-0.008173438,
0.02831079,
0.004140257,
-0.030066831,
-0.019830402,
-0.06847128,
0.050225597,
-0.040631622,
-0.015504548,
0.017717443,
-0.048312515,
-0.044629112,
0.034778155,
-0.03195136,
0.03392155,
0.022400217,
-0.046970498,
0.019873234,
-0.031580165,
0.004318716,
-0.065787256,
0.00917281,
0.0011412475,
0.05630749,
0.035006586,
0.055365227,
-0.018074362,
-0.044714775,
0.03963225,
-0.042430494,
0.010015138,
-0.026469091,
-0.015219013,
0.015347504,
-0.020786945,
-0.038290236,
-0.029667081,
-0.041773763,
-0.022029022,
-0.03700533,
-0.044800434,
0.009379823,
-0.011571304,
-0.0006482536,
0.08069218,
0.013727093,
-0.069156565,
0.0067529017,
0.027111543,
-0.00030806544,
-0.0014633667,
0.016917946,
-0.040146213,
-0.052081574,
-0.038747095,
0.041545335,
-0.024827264,
0.017346248,
-0.04460056,
-0.030837774,
0.0063817063,
0.040574517,
0.030609347,
-0.05956259,
-0.0031283924,
-0.019716188,
0.02502714,
-0.07441041,
-0.0039046905,
-0.0367769,
0.022685751,
0.023299651,
0.019544868,
-0.0020933282,
0.006267492,
0.02098682,
0.004622097,
0.016803732,
0.010443441,
-0.0034728188,
-0.013455834,
0.019287886,
0.013791339,
-0.02234311,
0.019102288,
0.0018720386,
0.041716658,
0.0114713665,
0.039032627,
-0.042373385,
0.012577815,
-0.025398334,
0.010529101,
0.0388042,
-0.030809222,
0.0016935791,
0.020073107,
0.016304046,
0.008409005,
0.026854562,
-0.038604327,
0.02255726,
-0.011314322,
-0.046113893,
0.005496548,
-0.04191653,
0.0064245365,
-0.016061341,
0.025483994,
0.034949478,
-0.0367769,
0.009408377,
0.059448376,
-0.02225745,
-0.002225388,
-0.05193881,
0.039403822,
-0.0060890326,
-0.010736114,
0.016061341,
0.04157389,
-0.031323183,
0.029067459,
-0.028425004,
-0.048912138,
-0.0070241597,
0.0050539686,
0.014326716,
0.018516941,
0.017945873,
0.013177438,
-0.06875682,
-0.019330716,
0.026155002,
0.025084246,
-0.0014981662,
0.04231628,
0.01294901,
-0.009636804,
0.018102916,
-0.02102965,
-0.00035111877,
-0.0097438805,
0.03683401,
-0.0063567217,
0.0014544437,
0.042430494,
0.022614367,
-0.04280169,
-0.070070274,
-0.02344242,
0.020929713,
-0.047256034,
-0.006181832,
-0.0053537805,
-0.009850956,
-0.0011474936,
-0.018973798,
0.013512942,
0.0194021,
-0.008751647,
-0.0037512155,
-0.005903435,
-0.033407588,
0.024998585,
0.06304612,
-0.029552868,
-0.037205204,
-0.049797297,
-0.0022539415,
-0.05005428,
-0.010871743,
0.05916284,
-0.027482739,
0.051282078,
0.0128562115,
-0.008708816,
0.05522246,
-0.011228662,
0.05073956,
0.05916284,
-0.013263099,
-0.047684338,
0.0019987447,
0.031180417,
0.000905235,
0.030609347,
0.03243677,
-0.0031747918,
0.021515058,
0.044257917,
0.016789455,
-0.07064135,
0.010614762,
-0.03486382,
0.0064459518,
0.013184576,
0.001566873,
0.017531846,
0.052138682,
0.000019031017,
-0.02409915,
-0.01997317,
0.012899041,
-0.001290261,
-0.027882488,
-0.035891745,
-0.028110916,
-0.038490113,
-0.024912925,
-0.02581236,
-0.03946093,
-0.005896297,
0.023628017,
-0.005460856,
-0.00014499822,
-0.020387195,
0.044058044,
-0.007845073,
-0.0037940457,
-0.008701677,
0.013812753,
-0.019287886,
-0.006984899,
-0.026626134,
0.035035137,
0.001178724,
-0.0036316477,
0.023213992,
0.031979915,
0.029224502,
-0.011093033,
-0.0027732581,
0.031979915,
-0.03200847,
-0.054679945,
-0.029552868,
0.019887509,
-0.028168023,
0.013141747,
-0.048598047,
-0.010429164,
-0.00021013588,
0.015290396,
-0.021786317,
0.035035137,
0.0038118917,
0.012499292,
-0.011214385,
0.05005428,
0.039746467,
0.023756508,
0.018716816,
-0.018160023,
-0.0056214696,
-0.01703216,
0.029124565,
0.05342359,
-0.027682614,
0.026126448,
-0.020901158,
-0.0046899114,
-0.027025884,
-0.0105719315,
0.003986782,
0.0010555871,
0.024527453,
-0.02164355,
0.0026233525,
0.009379823,
-0.035491996,
-0.024570283,
-0.06692939,
-0.028296513,
0.0047077574,
-0.060876053,
0.0039974893,
-0.011614135,
-0.034435514,
0.0076309214,
0.008273375,
-0.021358015,
0.023114054,
0.06167555,
-0.003424635,
0.0093298545,
-0.057135545,
-0.024341855,
0.0027625507,
0.010629038,
-0.06727204,
-0.030009724,
0.018445557,
0.065901466,
0.021086756,
-0.0008485742,
-0.053566355,
0.000019198322,
-0.023542358,
0.049940065,
-0.07252588,
-0.0018399159,
-0.02594085,
0.0012456463,
-0.08731659,
0.0062532155,
0.0036905392,
-0.014569421,
0.03911829,
0.0114356745,
0.0007437293,
0.021614997,
0.022414494,
-0.038290236,
0.013391589,
0.022771413,
0.0343213,
0.014419515,
0.0039974893,
-0.002751843,
0.027511293,
0.029667081,
0.041773763,
-0.041802317,
0.015333227,
-0.0037119545,
-0.008965798,
-0.046941947,
0.041145585,
0.037347972,
-0.05916284,
0.005846328,
-0.017289141,
0.016332598,
-0.02475588,
-0.0020433594,
0.034092873,
0.025069969,
-0.0057713753,
-0.007766551,
-0.027339973,
0.014819264,
-0.0017506862,
-0.040660176,
-0.019273609,
0.0032283296,
0.04191653,
0.012192342,
0.0009360193,
-0.007338248,
0.030095384,
0.044400685,
0.0077023054,
-0.002405632,
-0.020158768,
0.03763351,
-0.011514197,
0.054422963,
-0.012663475,
0.010828913,
-0.0060390644,
-0.025655316,
-0.0420593,
0.056792904,
-0.037861936,
-0.0027072283,
-0.019587697,
-0.013605741,
-0.019016627,
-0.038147468,
-0.006049772,
-0.083433315,
0.012435047,
0.022842797,
0.011649826,
-0.015204736,
0.03315061,
-0.020915436,
0.013805615,
0.023856446,
0.050596792,
-0.015147629,
0.05864888,
0.012285141,
-0.013926967,
0.017860211,
0.02181487,
-0.041545335,
-0.012035298,
-0.015818637,
-0.008237683,
-0.016860839,
-0.009715327,
-0.03683401,
-0.0037512155,
-0.01654675,
-0.05245277,
-0.023142608,
-0.010422026,
-0.0051895976,
-0.029167395,
-0.04645654,
0.081263244,
0.040403195,
-0.01294901,
-0.024470346,
-0.027068714,
-0.045371503,
-0.004661358,
-0.02225745,
0.012741997,
-0.0243133,
-0.025084246,
-0.0079807015,
-0.008480388,
-0.016232662,
-0.044143703,
-0.0057392525,
-0.008523218,
0.00693493,
0.04525729,
0.047027607,
0.044543453,
-0.034349855,
-0.016018512,
0.045143075,
0.04345842,
0.009051458,
0.049483206,
0.11232945,
0.020901158,
-0.016118448,
0.059277058,
0.011250077,
0.012927595,
0.018731093,
-0.02058707,
-0.002932087,
-0.07332537,
-0.036462814,
0.0023592326,
-0.017289141,
-0.010786083,
-0.036491368,
-0.02559821,
-0.0043615466,
-0.08537495,
-0.030666454,
-0.00368697,
-0.0019505606,
-0.012970425,
-0.05162472,
0.03846156,
-0.041945085,
0.24053465,
0.056821454,
0.02291418,
0.011671241,
0.008922967,
0.08805898,
0.017389078,
-0.031094756,
0.030666454,
-0.03357891,
-0.022314556,
-0.023156885,
0.047912765,
0.027297141,
-0.03055224,
0.034692496,
-0.052481323,
0.00851608,
-0.014976309,
-0.08606023,
-0.06253216,
0.030894881,
0.0077023054,
0.07218324,
0.02462739,
0.030951988,
0.0048041255,
-0.034349855,
0.050454024,
-0.048512388,
-0.005614331,
-0.027140098,
0.035177905,
-0.035577655,
-0.019944616,
0.046684965,
0.00618897,
-0.009265609,
0.018445557,
-0.0029820558,
0.07218324,
0.0079807015,
-0.0072276033,
-0.024912925,
0.0016534259,
0.007823657,
0.010935988,
0.015904296,
0.046770625,
-0.0498544,
0.013391589,
-0.03691967,
0.054451514,
-0.051424846,
-0.037690613,
0.0048219715,
-0.07418198,
-0.023299651,
0.008173438,
0.011378568,
-0.037148096,
-0.0036941085,
-0.023956383,
0.012078129,
-0.015675869,
-0.00046800965,
-0.021358015,
0.032379664,
-0.015832912,
0.032950733,
0.030066831,
-0.021415122,
-0.013734231,
-0.021300908,
-0.01895952,
0.057820827,
-0.008765923,
0.019302163,
0.019145118,
-0.013762785,
0.03954659,
-0.030038277,
0.012534984,
-0.024613112,
0.0040081968,
0.03823313,
-0.03723376,
0.0032693753,
0.006913515,
0.035491996,
0.023542358,
0.03283652,
-0.006114017,
-0.014141118,
-0.0044757603
] |
To enable fused modules for supported architectures, create an [AwqConfig] and set the parameters fuse_max_seq_len and do_fuse=True. The fuse_max_seq_len parameter is the total sequence length and it should include the context length and the expected generation length. You can set it to a larger value to be safe.
For example, to fuse the AWQ modules of the TheBloke/Mistral-7B-OpenOrca-AWQ model.
thon
import torch
from transformers import AwqConfig, AutoModelForCausalLM
model_id = "TheBloke/Mistral-7B-OpenOrca-AWQ"
quantization_config = AwqConfig(
bits=4,
fuse_max_seq_len=512,
do_fuse=True,
)
model = AutoModelForCausalLM.from_pretrained(model_id, quantization_config=quantization_config).to(0) |
[
0.03672277,
0.0010747382,
-0.046335157,
0.036291078,
-0.02529727,
-0.00013085725,
-0.0122169405,
0.0053242263,
-0.014850274,
0.052868128,
0.029312024,
-0.0015262183,
0.025844082,
-0.032607287,
-0.008835337,
0.058537707,
0.0075330604,
-0.012698999,
-0.06515702,
0.0068207653,
-0.0035488845,
-0.020519856,
-0.09197961,
-0.023440985,
0.0014821495,
0.050047725,
0.004705465,
-0.022649545,
0.06314244,
0.057731878,
-0.02814645,
-0.042162117,
-0.004496813,
-0.012375228,
-0.035082333,
-0.024433881,
-0.017469218,
-0.016447542,
-0.036032062,
-0.061645906,
0.0025937615,
-0.0072344723,
0.018188708,
-0.034276504,
-0.06682623,
0.008130237,
0.0007320811,
-0.03180146,
0.02372878,
-0.07304263,
-0.061818585,
0.028736431,
0.03960073,
0.011814026,
-0.038075414,
-0.031542443,
0.022059564,
-0.0030056697,
-0.06515702,
-0.0024192852,
0.026649911,
0.04967359,
-0.029398363,
-0.015958289,
0.0026333334,
0.054422226,
0.005705556,
0.02521093,
0.007820857,
0.010626867,
0.0013679304,
0.00198939,
-0.034506742,
-0.057933338,
-0.026592351,
0.0031549637,
0.03378725,
0.0019750001,
0.015368307,
0.02096594,
0.011684518,
0.061012756,
-0.04124117,
-0.017800184,
0.00018380722,
-0.017440438,
0.040205102,
-0.014159564,
-0.034276504,
0.004108288,
-0.018447725,
0.03600328,
0.009195083,
0.037873954,
0.02888033,
0.01045419,
-0.02670747,
0.024059746,
0.025642624,
-0.016044628,
0.033499457,
0.057846997,
0.0006956569,
0.012698999,
-0.0040938985,
-0.0048457654,
-0.017095083,
0.023138799,
0.013224226,
-0.034075048,
0.00072848366,
-0.013994081,
-0.0090080155,
0.00027160748,
-0.00094433065,
-0.025685795,
-0.021973226,
0.025383608,
-0.047112208,
-0.0007945868,
0.0063099274,
-0.033067763,
-0.011691713,
-0.0029607015,
0.0019929875,
-0.046421498,
-0.0029193307,
0.029470311,
-0.0076769586,
-0.0041586524,
0.008202186,
0.016778508,
-0.0053530056,
0.046795633,
0.017987251,
-0.041212387,
0.0056947637,
0.01330337,
0.0028869538,
-0.010720401,
0.0066372957,
-0.0070042354,
0.02522532,
0.082424775,
0.018951368,
0.01804481,
-0.0015055329,
-0.064466305,
-0.053932972,
-0.001004588,
-0.017958472,
-0.027801095,
0.00076220976,
-0.0006551856,
0.0013490438,
-0.01405164,
0.00019763492,
0.0060796905,
0.016332423,
0.027153553,
0.030794173,
0.021872496,
-0.02236175,
0.03741348,
-0.01954135,
0.014735156,
-0.03657887,
-0.0194694,
0.031916577,
-0.030074684,
-0.0003408584,
-0.009957742,
-0.013029965,
0.017167032,
0.045730785,
0.022649545,
0.02518215,
0.027901823,
0.023484154,
0.005176731,
-0.018807469,
-0.011072951,
0.015656102,
0.04184554,
0.03099563,
0.01939745,
-0.027326232,
-0.012332059,
0.0011053166,
-0.0173541,
0.011087341,
0.00792878,
-0.018361386,
0.0361184,
-0.065502375,
-0.010763571,
-0.0173541,
-0.0037377507,
0.02227541,
0.01084991,
-0.008418033,
0.014044445,
-0.056839712,
0.01192195,
-0.027182333,
0.0046263207,
0.004457241,
0.025023863,
-0.010626867,
0.042075776,
0.030132242,
-0.018289436,
-0.0159439,
-0.0076697636,
0.03039126,
-0.013245812,
-0.02233297,
0.02099472,
-0.012015483,
-0.00560123,
0.0026351323,
0.03393115,
0.054882698,
-0.013483243,
-0.006831558,
-0.020620584,
-0.025700184,
0.052925687,
0.019080875,
0.009964936,
-0.0019570128,
0.028074501,
0.011022587,
0.066480875,
0.025700184,
-0.012468762,
0.021066668,
0.011137705,
0.033441897,
-0.021944446,
0.009914572,
-0.009331786,
-0.0037737251,
0.05496904,
0.0012564095,
-0.016720949,
-0.008691439,
-0.01882186,
-0.010914664,
0.032175593,
-0.04550055,
0.06976175,
0.02300929,
0.016562661,
-0.031484883,
-0.0016386386,
-0.006615711,
0.07448161,
-0.015641714,
-0.029902006,
0.025930421,
0.016447542,
-0.015627323,
-0.00795756,
0.024419492,
0.044349365,
-0.00332944,
-0.02385829,
-0.002126093,
-0.0033312389,
-0.037672497,
-0.022793444,
-0.0534725,
0.013864573,
-0.06843789,
-0.00041123352,
0.039226595,
-0.013785429,
-0.0009623179,
-0.0034895267,
0.005673179,
0.011216849,
-0.013173862,
0.054393444,
0.06602041,
0.022678325,
-0.040924594,
0.04325574,
-0.06118543,
0.01939745,
-0.012224136,
-0.0052378876,
0.016145356,
-0.021483973,
0.028578144,
0.03096685,
0.0094540985,
-0.012137797,
-0.0201745,
0.02518215,
-0.0029858835,
0.004306148,
0.017584337,
-0.012914846,
-0.025844082,
0.022563208,
-0.006176822,
-0.035398908,
0.041356288,
0.02024645,
-0.03249217,
0.024246814,
0.021167397,
0.04820583,
-0.03962951,
0.02888033,
0.015382697,
0.005173133,
-0.047371224,
-0.03680911,
-0.065099455,
0.07200656,
-0.00794317,
-0.002120697,
-0.0035434884,
0.03965829,
-0.043054283,
-0.027139165,
0.017857742,
-0.00685674,
-0.01887942,
-0.015022952,
-0.014555283,
0.04460838,
0.030650275,
0.023196358,
-0.050738435,
0.009799454,
-0.038507108,
0.03246339,
-0.0027826277,
-0.021397633,
0.05111257,
0.0080654835,
0.016389983,
0.01877869,
0.036521316,
-0.024592169,
0.0032287114,
-0.04975993,
0.007058197,
-0.021742988,
-0.023527324,
-0.0147639355,
0.008950456,
0.016332423,
-0.0113391625,
0.026865758,
0.0090080155,
-0.0390827,
0.007907195,
0.026304556,
-0.01581439,
-0.003820492,
-0.059573773,
-0.021786159,
0.018447725,
0.026261386,
0.037010565,
-0.029844446,
0.0021602688,
0.015397087,
-0.052177418,
0.013641531,
0.02818962,
0.019411841,
0.028002553,
0.042133335,
0.002904941,
0.006698452,
-0.020462297,
0.047802918,
0.020361567,
0.02885155,
0.0318878,
-0.010339072,
-0.021742988,
-0.012886066,
-0.025354829,
-0.029729327,
0.00027745334,
-0.022088343,
-0.0041910294,
-0.033067763,
-0.007058197,
-0.043572318,
0.0133249555,
0.011447086,
0.056551915,
-0.005129964,
0.045068856,
0.020361567,
-0.032808743,
-0.004277368,
0.009087159,
0.0008647371,
-0.035053555,
0.06527214,
0.0074467217,
-0.012936431,
-0.029959565,
-0.005299044,
-0.01808798,
0.016692169,
-0.008202186,
0.01406603,
-0.06596284,
0.012511931,
-0.043629874,
0.0390827,
-0.033240438,
-0.017181423,
-0.026390893,
-0.00019392505,
0.03680911,
-0.04409035,
0.00084899826,
-0.039946087,
-0.022073954,
0.04247869,
-0.028995449,
-0.04544299,
-0.0050616125,
0.003565073,
-0.04624882,
0.038593445,
0.04636394,
-0.023383426,
0.009195083,
-0.019987432,
-0.0150949005,
0.0034067852,
-0.030535156,
-0.03749982,
0.0019282333,
0.00042202586,
-0.0096195815,
0.0050616125,
-0.01659144,
0.010094445,
0.0066912575,
-0.034967214,
-0.002820401,
-0.029340804,
0.0052846544,
-0.05105501,
0.020390347,
0.041269947,
-0.0010531535,
0.024088526,
-0.037125684,
-0.00014625883,
0.01729654,
-0.059631333,
0.0020109746,
-0.002145879,
0.012195356,
0.014073225,
0.04834973,
0.00009077941,
-0.006392669,
0.04852241,
-0.0034193764,
-0.039255377,
-0.010547724,
-0.018203098,
0.02526849,
0.0055580605,
-0.00905838,
0.0043996815,
-0.073963575,
0.06366048,
-0.037787616,
0.014540893,
0.010785156,
-0.05531439,
-0.02961421,
0.062163938,
-0.009813844,
0.0447235,
-0.0039751823,
-0.04250747,
0.02449144,
-0.016159747,
0.012519127,
-0.059573773,
0.0014093011,
-0.011375138,
0.047198545,
0.013202642,
0.05059454,
-0.016994355,
-0.07753225,
0.02879399,
-0.052724227,
0.047083426,
-0.015339527,
0.007907195,
0.010195173,
0.0046083336,
-0.028923498,
-0.02167104,
-0.03263607,
-0.012439983,
-0.01869235,
-0.037355922,
0.014346631,
-0.019440621,
-0.025340438,
0.08616613,
0.02099472,
-0.057386525,
-0.0072668493,
0.0062811477,
-0.00702582,
0.0217286,
0.024102915,
-0.037240803,
-0.051860843,
-0.03384481,
0.029081786,
-0.06567505,
0.026203826,
-0.035082333,
-0.010914664,
0.0044212663,
0.038046632,
0.014656012,
-0.05053698,
-0.00069700595,
0.009691531,
0.0068999096,
-0.06768962,
-0.017742625,
-0.027038435,
0.011425502,
0.016936796,
0.017497998,
-0.0077632973,
0.0009281421,
-0.0048853373,
0.008907286,
0.018505283,
-0.0027196724,
-0.006881922,
-0.017526777,
0.016274864,
0.029024228,
-0.009979326,
0.021224955,
0.0052810567,
0.039053917,
0.021340074,
0.051803283,
-0.060264483,
0.011432696,
-0.017483607,
0.027441349,
0.03024736,
-0.020088162,
0.024937524,
0.009482878,
0.020634973,
0.012339254,
0.03885246,
-0.06291221,
0.008000729,
-0.01597268,
-0.037873954,
0.035514027,
-0.023023682,
0.020419126,
-0.017440438,
0.0037053737,
0.02663552,
-0.04544299,
-0.00045147998,
0.04915556,
-0.014749546,
0.00756184,
-0.062394176,
0.05258033,
0.016102187,
0.015339527,
0.002944513,
0.038507108,
-0.029470311,
0.0266643,
-0.01887942,
-0.020073771,
-0.005147951,
-0.0022124317,
-0.0012276298,
0.0033024591,
0.0077489074,
-0.00007301699,
-0.06406339,
-0.026621131,
0.017641895,
0.025657015,
-0.003644217,
0.01513807,
0.033585794,
-0.03021858,
0.022548817,
-0.00026486226,
0.001069342,
-0.032233153,
0.038766123,
-0.0100656655,
-0.0075474503,
0.044320587,
0.030794173,
-0.028650092,
-0.062394176,
-0.04529909,
0.03024736,
-0.030592715,
-0.002917532,
-0.0016053622,
-0.014936613,
-0.011785246,
0.014037251,
0.04840729,
0.03479454,
-0.019037707,
0.011670128,
0.002964299,
-0.044896178,
0.008022314,
0.05764554,
-0.02027523,
-0.066480875,
-0.05111257,
0.016951185,
-0.041356288,
-0.035398908,
0.085475415,
-0.018591622,
0.037212025,
0.01048297,
0.0010135815,
0.045644447,
-0.0070366124,
0.044435702,
0.049098,
-0.004075911,
-0.048436068,
-0.014778325,
0.0131594725,
-0.0036478145,
0.020606194,
0.011331968,
0.0032898681,
0.014540893,
0.04112605,
0.0044644354,
-0.07868343,
0.0051011844,
-0.047284886,
-0.015958289,
0.035600368,
0.010015301,
0.011857196,
0.032808743,
0.013425684,
-0.029527871,
0.0044212663,
0.01731093,
-0.0063423044,
-0.022851003,
-0.06118543,
-0.038075414,
-0.0317439,
-0.0067308294,
-0.035111114,
-0.047486342,
-0.005626412,
0.02813206,
-0.009518853,
-0.008151822,
0.0016539277,
0.05776066,
-0.011051367,
-0.0034031877,
-0.024879966,
0.011691713,
-0.0028437844,
0.0047522318,
-0.032233153,
0.03462186,
-0.0017492601,
-0.0038492717,
0.04129873,
-0.000050392406,
0.026995266,
0.006561749,
-0.012936431,
0.021829328,
-0.018490894,
-0.070279785,
-0.007784882,
0.02657796,
-0.025513116,
0.0015828781,
-0.05612022,
-0.013166668,
0.01800164,
0.024822406,
-0.0032107243,
0.04325574,
-0.0076265945,
0.028750822,
0.004874545,
0.04400401,
0.037298363,
0.03257851,
0.0077632973,
0.019066487,
-0.03165756,
0.011670128,
0.008418033,
0.055055376,
-0.022102734,
0.039111476,
-0.014994172,
-0.027585248,
-0.03243461,
0.005889026,
0.031916577,
0.030592715,
0.027988162,
-0.031283427,
0.010504554,
0.012950821,
-0.03606084,
0.007842441,
-0.050162844,
-0.03183024,
0.023901459,
-0.07925902,
0.013771039,
-0.01223133,
-0.00037390998,
-0.007554645,
-0.0062199915,
0.0027790302,
0.015958289,
0.03099563,
-0.0005117373,
0.0056048273,
-0.04846485,
-0.02380073,
-0.008360474,
0.025930421,
-0.04699709,
-0.030621495,
0.024549,
0.054307107,
0.014173954,
-0.017872132,
-0.0331541,
-0.001969604,
-0.011749272,
0.06003425,
-0.07805028,
-0.039341714,
-0.038593445,
0.003971585,
-0.080295086,
0.014706376,
-0.0113895275,
0.004187432,
0.0100656655,
0.0055508655,
-0.008374864,
0.015684882,
0.040838253,
-0.013519217,
0.031427324,
0.013260202,
0.039284155,
0.017598726,
0.022203462,
0.004277368,
0.02169982,
0.03393115,
0.04535665,
-0.050680876,
0.015555374,
0.015555374,
-0.014454555,
-0.038593445,
0.024002187,
0.024045357,
-0.0591133,
0.012958015,
0.000093983384,
0.016836066,
-0.015684882,
0.023901459,
0.039255377,
0.022030784,
0.010518944,
0.01663461,
-0.013267396,
0.01942623,
-0.03971585,
-0.0606674,
-0.013238616,
-0.0010900274,
0.052896906,
-0.013202642,
0.020721313,
0.009468488,
0.03252095,
0.033413116,
0.007047405,
-0.015310748,
-0.027671587,
0.0433133,
-0.012842897,
0.043946452,
-0.03657887,
0.0074179424,
0.0044212663,
0.006396266,
-0.031427324,
0.05194718,
-0.015469035,
-0.01333215,
-0.035744265,
-0.01808798,
-0.018303826,
-0.071200736,
0.004773816,
-0.05637924,
-0.0001654827,
0.021009108,
0.009137523,
-0.018188708,
0.02603115,
-0.0145984525,
-0.0020307605,
0.023570493,
0.057300184,
0.010893079,
0.06112787,
0.00086293835,
-0.021829328,
0.01262705,
0.0073891627,
-0.03824809,
-0.0027502505,
0.0033690121,
-0.004108288,
-0.013432879,
-0.026333336,
-0.032779966,
0.008432423,
-0.02095155,
-0.05024918,
-0.022721495,
0.0064933975,
0.004054326,
-0.03157122,
-0.03588816,
0.106599644,
0.059631333,
-0.021958835,
-0.0037665302,
-0.026160657,
-0.04253625,
-0.02890911,
-0.017095083,
0.008094262,
-0.018922588,
-0.010554919,
-0.0012132401,
0.0012672018,
-0.012159381,
-0.01726776,
-0.007047405,
0.017454827,
-0.011497451,
0.03672277,
0.032722406,
0.046277598,
-0.034190167,
-0.0051659383,
0.038651004,
0.032002915,
0.0032377052,
0.06296977,
0.10803862,
0.008748999,
-0.001468659,
0.045040075,
0.013512023,
-0.003989572,
0.012713389,
-0.027930602,
-0.028563755,
-0.05704117,
-0.034161385,
-0.024923135,
0.001778939,
-0.014504919,
-0.03770128,
-0.010554919,
0.001468659,
-0.084842265,
-0.029988345,
-0.0029948773,
-0.000093477494,
-0.016461931,
-0.045212753,
0.0562929,
-0.022217851,
0.24566267,
0.052292537,
0.0086266855,
0.027139165,
-0.0043421225,
0.0697042,
0.011065757,
-0.012404008,
0.014396995,
-0.04892532,
-0.02381512,
-0.028578144,
0.03600328,
0.0461337,
-0.032118034,
0.054652464,
-0.045932245,
0.01042541,
-0.021555921,
-0.065214574,
-0.06653844,
0.02745574,
-0.0006309028,
0.07056758,
0.029786887,
0.012022679,
0.0077632973,
-0.031456105,
0.0345643,
-0.020505466,
-0.023973407,
-0.024361933,
0.03237705,
-0.02463534,
-0.026376504,
0.05776066,
0.0101160295,
-0.024549,
0.017123863,
-0.01582878,
0.056149002,
-0.00012793433,
0.02085082,
-0.022045175,
-0.0024498636,
0.03309654,
0.008432423,
0.010698817,
0.03395993,
-0.03393115,
0.003225114,
-0.03542769,
0.038507108,
-0.04745756,
-0.04840729,
0.01588634,
-0.07356066,
-0.017051913,
-0.01651949,
0.021714209,
-0.01874991,
0.013281786,
-0.05404809,
0.010785156,
-0.0074035525,
-0.009526048,
-0.04466594,
0.053069584,
-0.019311111,
0.0076050097,
0.026477233,
-0.01879308,
-0.016289255,
-0.0505082,
0.018433334,
0.022865392,
0.0008570925,
-0.004241394,
0.0026081514,
-0.0390827,
0.04840729,
-0.014605648,
-0.0068927146,
-0.02165665,
0.01519563,
0.018217487,
-0.034132607,
-0.026592351,
0.038478326,
0.040147543,
0.013799819,
0.045126416,
-0.013065939,
-0.029312024,
-0.02095155
] |
For architectures that don't support fused modules yet, you need to create a custom fusing mapping to define which modules need to be fused with the modules_to_fuse parameter. For example, to fuse the AWQ modules of the TheBloke/Yi-34B-AWQ model.
thon
import torch
from transformers import AwqConfig, AutoModelForCausalLM
model_id = "TheBloke/Yi-34B-AWQ"
quantization_config = AwqConfig(
bits=4,
fuse_max_seq_len=512,
modules_to_fuse={
"attention": ["q_proj", "k_proj", "v_proj", "o_proj"],
"layernorm": ["ln1", "ln2", "norm"],
"mlp": ["gate_proj", "up_proj", "down_proj"],
"use_alibi": False,
"num_attention_heads": 56,
"num_key_value_heads": 8,
"hidden_size": 7168
}
)
model = AutoModelForCausalLM.from_pretrained(model_id, quantization_config=quantization_config).to(0) |
[
0.033544444,
-0.011003345,
0.0065019764,
0.015360834,
-0.044397056,
-0.044643708,
-0.009626213,
-0.024747249,
0.022732938,
0.050453693,
0.0151964,
0.009393266,
0.03686052,
-0.007920216,
0.009913973,
0.049713742,
0.032174163,
-0.009283644,
-0.062320314,
0.032037135,
0.0076461597,
-0.01873172,
-0.04563031,
-0.026405286,
-0.023061804,
0.016977763,
0.029049927,
0.0031242373,
0.07602311,
0.06588304,
0.0011407577,
-0.015347131,
-0.0059675677,
-0.029049927,
0.0077420794,
-0.027789269,
-0.002389425,
0.001115065,
-0.035654675,
-0.029872093,
-0.0030317435,
-0.035462834,
0.009290495,
-0.02681637,
-0.04743908,
0.035791703,
-0.012085865,
0.025542011,
0.014894939,
-0.063909836,
-0.019567592,
0.033133358,
0.030502424,
0.008043541,
0.010071555,
0.0017899277,
-0.008276489,
0.017717715,
-0.042999372,
0.003912148,
-0.012572315,
0.033297792,
-0.018224718,
0.00602923,
-0.016004866,
0.015347131,
0.0062998603,
0.031927515,
-0.011277401,
-0.021184523,
0.017416254,
-0.015210103,
-0.012976548,
-0.04680875,
-0.02896771,
0.032722276,
0.04113579,
-0.00066801126,
0.036449436,
0.042040177,
0.005559909,
0.07048718,
-0.003036882,
-0.011092413,
-0.026309367,
-0.029049927,
-0.0015295745,
-0.021184523,
-0.042506073,
0.023445483,
-0.010373016,
0.054345287,
0.0086601665,
0.021869661,
0.03146162,
0.0049330066,
-0.0066664102,
0.015840432,
0.008269637,
-0.0057483227,
0.039546266,
0.04113579,
0.0073309955,
0.024980197,
0.007159711,
0.0095645515,
0.027761864,
0.016703708,
-0.010667627,
-0.011243144,
-0.018306935,
-0.015593781,
-0.0094480775,
-0.017854743,
-0.007310441,
0.020622708,
-0.03746344,
-0.0012443851,
-0.052317273,
0.006529382,
0.031489026,
-0.054043826,
-0.014963453,
-0.015278617,
-0.017484767,
-0.06895246,
-0.016402246,
0.0548934,
-0.005131697,
0.0073926584,
-0.016347434,
-0.011935135,
0.017676607,
0.011702187,
0.026062718,
-0.008262786,
-0.007043237,
0.05215284,
0.035216186,
-0.03170827,
0.017443659,
0.0069233375,
0.02622715,
0.071912274,
-0.014333124,
0.04088914,
0.034585856,
-0.041683905,
-0.06204626,
0.033133358,
0.00079262105,
-0.052481707,
0.06418389,
0.027611133,
0.020595301,
-0.008112055,
-0.0016357712,
0.0070363856,
0.033407416,
0.028008513,
0.011887175,
0.019567592,
0.011339063,
0.03960108,
-0.00026442113,
0.03102313,
-0.012901182,
-0.05023445,
-0.0011613119,
-0.0039875135,
-0.007721525,
0.015059372,
0.021348955,
0.0041587986,
0.044780735,
-0.005337239,
-0.0037922487,
0.024349868,
0.012620275,
0.047521293,
-0.024911683,
0.025076116,
0.052810572,
0.029241765,
0.013949445,
0.019937567,
-0.014305718,
-0.000012043472,
-0.030502424,
-0.03107794,
0.017416254,
0.027871486,
-0.036038354,
0.009132913,
-0.045137007,
0.003651795,
-0.035380617,
-0.0019081143,
-0.013360226,
-0.03299633,
-0.054427505,
0.024692437,
-0.08786233,
0.00926309,
-0.02284256,
-0.030063933,
0.040368434,
0.06319729,
0.0012503801,
-0.010859465,
0.019252427,
-0.0018293232,
-0.022623315,
0.011476091,
-0.008571099,
-0.0061388523,
-0.04401338,
0.02676156,
-0.014360529,
0.004323232,
-0.015963757,
0.021527091,
0.04245126,
-0.015703404,
-0.026830073,
-0.03562727,
-0.042533476,
0.07081605,
0.005508524,
0.0181425,
-0.02632307,
0.033407416,
0.0171559,
0.07432396,
0.009132913,
-0.0064677196,
0.032420814,
0.02215742,
0.018348044,
0.0019132529,
0.005621572,
0.02078714,
0.028611436,
0.041738715,
0.021746336,
0.0030283178,
0.032667466,
-0.013065616,
-0.017142197,
0.01690925,
-0.042369045,
0.048370868,
0.009324753,
-0.0014028237,
-0.027652241,
-0.01774512,
0.015031966,
0.061059657,
-0.040615086,
0.012099569,
0.0020674092,
0.0076530115,
-0.032968927,
0.009482334,
0.025459794,
-0.000056898716,
0.018594693,
-0.01318209,
0.0166626,
0.00664243,
-0.014661991,
0.00823538,
-0.04965893,
0.0035695783,
-0.064238705,
0.01357947,
0.055304483,
-0.013935743,
0.008653316,
0.0031756228,
0.026295664,
0.020485679,
0.014634586,
0.031927515,
0.06555417,
0.0146482885,
-0.06270399,
0.033407416,
-0.050371476,
0.029598039,
-0.026336772,
0.004843938,
0.0107841,
-0.0066492814,
0.011928284,
0.02166412,
-0.023609916,
-0.020129407,
-0.012839519,
0.0021290719,
-0.01504567,
-0.00059735624,
-0.009434375,
-0.03866929,
-0.014401638,
0.017676607,
0.00406973,
-0.051412888,
0.036641274,
0.060018245,
-0.032859303,
0.024596518,
0.018882452,
0.0034907872,
-0.06034711,
0.048644923,
0.0058647967,
-0.012997102,
-0.03927221,
-0.020266434,
-0.02607642,
0.048590112,
0.010777249,
-0.020513086,
0.00071511464,
0.034202177,
-0.0063889283,
-0.039491456,
0.045712527,
-0.0134767,
0.002137636,
-0.0071939677,
-0.020910466,
0.04343786,
0.01622411,
0.05990862,
-0.079914704,
-0.014990859,
-0.021554498,
0.01808769,
0.029077332,
-0.031927515,
0.037216794,
-0.0013077606,
0.017429955,
0.03543543,
0.06506088,
-0.022774046,
-0.014429044,
-0.038148582,
-0.0024510876,
-0.017429955,
0.044342246,
0.03897075,
-0.015333428,
0.035353214,
-0.00039459768,
0.02524055,
0.041766122,
-0.018252123,
0.006686964,
0.059799,
-0.011071859,
-0.0055462066,
-0.058538344,
-0.029269172,
0.0016314891,
0.012606571,
0.0006967015,
-0.019937567,
0.011448686,
0.036942735,
-0.038203392,
0.029077332,
0.020266434,
0.0032458496,
0.039189994,
0.040943954,
0.0308861,
-0.010023595,
-0.007714674,
0.011345915,
0.012483247,
0.014470152,
0.04779535,
0.0053646443,
-0.0230344,
0.015950054,
-0.060018245,
-0.033407416,
0.0038299314,
-0.029433604,
0.007899662,
-0.05165954,
-0.00020040339,
-0.039847728,
0.028748466,
0.019046886,
0.030694261,
-0.009749539,
0.00907125,
-0.00221814,
-0.009749539,
0.000110907,
-0.0045116455,
-0.014593477,
-0.018498775,
0.039628483,
-0.017923256,
-0.0049775406,
-0.032804493,
0.014237205,
-0.034037743,
0.04045065,
0.019594997,
-0.006789735,
-0.024665032,
0.0052961307,
0.0068308436,
0.012627126,
-0.0019749154,
-0.041656498,
0.004107413,
-0.0017847891,
0.019005777,
-0.030173555,
-0.007824296,
-0.009208279,
0.00020254444,
0.054537125,
-0.016895548,
-0.08391592,
0.0030403077,
-0.0057894313,
-0.060566355,
0.0259805,
0.03587392,
-0.009578254,
0.0061696838,
-0.0043643406,
0.037710093,
-0.017854743,
-0.047658324,
-0.006282732,
-0.0033743135,
0.029433604,
0.0027354206,
0.0040457505,
0.014785317,
-0.022376666,
0.006070338,
-0.037655283,
0.037271604,
-0.011681633,
-0.0049227295,
-0.031790484,
0.01362743,
0.06856879,
0.009948229,
-0.024692437,
-0.020759735,
-0.005052906,
0.018882452,
-0.07098048,
-0.0069678714,
0.021540795,
0.017964365,
-0.0095645515,
0.07975027,
-0.00416565,
-0.026103826,
0.029762471,
0.0024784931,
-0.007700971,
-0.0020879635,
-0.027816676,
0.025542011,
0.0051830825,
-0.027528916,
-0.017457362,
-0.063909836,
0.047384266,
-0.02436357,
0.0011887175,
-0.021307847,
-0.07043237,
-0.016100785,
0.029680256,
0.0034085703,
0.005779154,
0.014401638,
-0.030255772,
0.048398275,
-0.009084953,
0.021897066,
-0.038203392,
-0.025309063,
-0.015168995,
0.009441226,
0.018115096,
0.019594997,
-0.023281049,
-0.08101093,
0.030803883,
-0.019334644,
0.010544301,
-0.019567592,
0.018265827,
0.028022217,
-0.02789889,
-0.03269487,
0.016964061,
-0.038806316,
-0.012120123,
-0.012538058,
-0.041053575,
0.01112667,
-0.055277076,
-0.017320333,
0.05357793,
0.041437253,
-0.07492688,
-0.020704923,
0.003778546,
-0.02244518,
-0.003391442,
0.040752113,
-0.025761256,
-0.066485964,
-0.024582814,
0.01999238,
-0.036202785,
0.015758215,
-0.022527397,
0.011119818,
-0.020170515,
0.03258525,
0.04538366,
-0.03220157,
0.026336772,
0.003966959,
0.046233233,
-0.07481726,
-0.020992683,
-0.020828249,
-0.028803276,
0.0022746641,
0.07070643,
-0.012976548,
0.031434212,
-0.028364787,
0.024390977,
0.0028878641,
-0.0152923195,
-0.016169298,
-0.012654532,
0.018156204,
0.008228528,
0.0054982468,
0.052235056,
-0.03710717,
0.015360834,
0.013134129,
0.04294456,
-0.043629702,
0.014154987,
-0.0062587517,
0.008345002,
-0.010133217,
-0.013449294,
0.029625444,
-0.0144427465,
0.013236901,
0.0054913955,
0.023692133,
-0.0044671115,
-0.02852922,
-0.036010947,
-0.050672937,
0.045054793,
-0.025185738,
-0.0054742666,
-0.038011555,
0.00009249387,
0.03140681,
-0.01328486,
-0.0067212214,
0.051823974,
0.008406665,
0.008276489,
-0.055934813,
0.0509744,
0.061278902,
-0.021801148,
0.029926905,
0.009516591,
-0.01793696,
-0.00030060508,
-0.02185596,
-0.02691229,
-0.052509114,
0.0057928567,
0.0196087,
-0.0037134576,
0.043163806,
0.015237508,
-0.07426915,
-0.0028964283,
0.026213448,
0.021636713,
-0.009913973,
0.071583405,
0.0031567814,
-0.0037442888,
0.021677822,
-0.021335253,
0.016690005,
-0.01966351,
0.030310584,
0.012003649,
-0.01921132,
0.021102306,
0.021239333,
-0.07065161,
-0.068404354,
-0.040560275,
-0.028049622,
-0.014333124,
-0.04974115,
-0.01411388,
-0.0018498774,
-0.029926905,
0.013230049,
0.015251212,
-0.0007819158,
0.0012264001,
-0.01362743,
0.020951575,
-0.036285,
0.0049569863,
0.01936205,
-0.005597592,
-0.04524663,
-0.05450972,
-0.013990554,
-0.049878176,
-0.02852922,
0.07848961,
0.0032304341,
0.033051144,
0.0043643406,
0.044534087,
0.06670521,
-0.012757302,
0.0150867775,
0.030502424,
-0.051001806,
-0.032749683,
-0.015114184,
-0.021143414,
0.0035901323,
0.0051454,
-0.002774816,
-0.02622715,
0.021609308,
0.039820325,
0.0205816,
-0.07262482,
-0.0008611351,
-0.06637634,
-0.01588154,
0.00980435,
0.0060360814,
0.018663207,
0.0088246,
-0.02358251,
-0.010797803,
-0.02877587,
0.030009123,
-0.002490483,
-0.018019177,
-0.052509114,
-0.038395233,
-0.04083433,
-0.044095594,
-0.06582823,
-0.046726532,
-0.012092717,
0.006245049,
-0.011154075,
-0.016484464,
-0.020321246,
0.033982933,
0.018348044,
-0.012421584,
-0.00639578,
-0.0039532566,
0.002958091,
0.018800236,
-0.05116624,
0.026830073,
0.02607642,
-0.024144325,
0.031900108,
-0.022609612,
0.0067075184,
-0.043108996,
-0.0029255468,
-0.008495733,
0.019718323,
-0.06281362,
-0.006015527,
-0.030721668,
-0.018293232,
-0.012798411,
-0.05892202,
-0.024678735,
-0.008173717,
-0.014100176,
-0.018101392,
0.02563793,
0.0050186487,
-0.0081942715,
0.0010165762,
-0.004991243,
0.048042,
0.057387307,
-0.0017137058,
0.026788965,
-0.026090123,
0.058702774,
0.005816837,
0.029652849,
-0.020746032,
0.0602923,
-0.02377435,
-0.0004641822,
0.005186508,
-0.018265827,
-0.00015597635,
0.014250907,
0.025857175,
-0.021979284,
0.050398882,
-0.010407274,
-0.0539342,
-0.039683297,
-0.056784384,
-0.027583728,
-0.0006710088,
-0.08007914,
0.010263394,
-0.0040320475,
0.0020845379,
-0.007440618,
-0.014045365,
-0.013750755,
0.002889577,
0.012908033,
0.05694882,
0.0058545195,
-0.035709485,
-0.012044758,
-0.007975027,
0.036750898,
-0.045602903,
-0.0015621186,
-0.0031910385,
0.053303875,
-0.019923864,
-0.0061696838,
0.0040320475,
-0.014209799,
0.008249083,
0.04543847,
-0.009393266,
-0.003778546,
-0.008077798,
0.0036792005,
-0.07684528,
0.01734774,
-0.029433604,
-0.005857945,
-0.017895851,
-0.013127279,
-0.012599721,
0.0446163,
0.00022481149,
0.020321246,
0.045137007,
0.031489026,
0.04798719,
-0.0104141245,
0.008242232,
0.01544305,
-0.0051351227,
0.00539205,
0.08227158,
-0.027597431,
0.02117082,
0.004278698,
0.0002353027,
-0.04489036,
0.044123,
0.013832972,
-0.05568816,
0.03642203,
-0.043355644,
0.016511869,
-0.020019785,
0.0029152697,
0.059086453,
-0.002319198,
0.027337076,
-0.038778912,
0.017868446,
0.030557234,
-0.045137007,
-0.027953703,
0.0044636857,
-0.0041964813,
0.022294449,
0.025843473,
-0.002163329,
0.035216186,
0.0028793,
0.028611436,
-0.019074291,
0.025569417,
0.010797803,
0.029981717,
-0.026925994,
0.045082197,
-0.038313016,
0.033517037,
0.01460718,
-0.025322767,
-0.06495125,
0.0014362242,
-0.0076735653,
-0.005028926,
-0.0034445403,
-0.016552977,
-0.0030522977,
-0.04102617,
0.026391584,
-0.04568512,
0.014744208,
0.053166848,
0.0027217178,
-0.0061457036,
0.048480492,
-0.048781954,
0.0075365375,
0.011558308,
0.0764616,
-0.030968318,
0.030009123,
0.02902252,
-0.028995115,
-0.0100921085,
0.009913973,
-0.039738107,
-0.021623012,
-0.008858858,
-0.039518863,
0.016785925,
-0.030502424,
-0.022952182,
0.029735066,
-0.011777553,
-0.042807534,
-0.004210184,
0.016361138,
0.0020314394,
-0.08424479,
-0.036010947,
0.06544455,
0.019882757,
-0.01181181,
-0.022801451,
-0.02029384,
-0.032119352,
-0.0176492,
-0.037134577,
-0.013983703,
-0.008420368,
-0.003218444,
0.008303894,
-0.010249691,
-0.00063932105,
-0.028940303,
-0.004480814,
-0.014100176,
0.03338001,
0.015813027,
0.024884276,
0.016333733,
-0.026871182,
0.0006748627,
0.051193643,
0.0607856,
0.0063067116,
0.059250887,
0.03469548,
0.017443659,
-0.008427219,
0.026117528,
0.01892356,
-0.0031790487,
-0.018348044,
0.010708734,
-0.003936128,
-0.029049927,
-0.05133067,
-0.0116405245,
0.008790343,
-0.0014028237,
-0.025692742,
-0.029817283,
-0.000047959784,
-0.085341014,
-0.031845298,
-0.0025230271,
-0.022034096,
-0.05755174,
-0.044671115,
0.02725486,
-0.058647964,
0.21771002,
0.045219224,
0.034284394,
0.004634971,
-0.015388239,
0.07558462,
-0.0113185095,
-0.016237812,
0.018978372,
-0.060895223,
0.008667018,
0.018389152,
0.03803896,
0.036394626,
0.0010105812,
0.05083737,
-0.0524543,
0.022075204,
0.00015297887,
-0.06906209,
-0.06456757,
0.012120123,
0.000574661,
0.06511568,
-0.028721059,
0.01671741,
0.023171427,
-0.029186955,
0.06676002,
-0.016690005,
-0.02230815,
-0.002959804,
0.050727747,
-0.022678126,
-0.0013805566,
0.022116313,
0.0067040925,
-0.012846371,
0.017909553,
-0.03513397,
0.06440314,
0.023157725,
0.021499686,
-0.017238116,
0.025021305,
0.020883061,
-0.0055941665,
0.036586463,
0.032777086,
-0.021499686,
0.019033182,
-0.03812118,
0.012764154,
-0.028638843,
-0.06818511,
-0.0040902845,
-0.047384266,
-0.008927371,
0.00084657583,
0.011736444,
-0.049960393,
-0.00034128525,
-0.0475487,
0.009667322,
-0.0086601665,
-0.025199441,
-0.04258829,
0.0055359295,
-0.006529382,
-0.014894939,
-0.015333428,
-0.032804493,
0.006282732,
-0.06736294,
0.0023500295,
0.040861737,
-0.007625606,
0.012599721,
0.016141893,
-0.011674781,
0.035161372,
-0.040943954,
0.01686814,
0.01951278,
-0.019827945,
0.05514005,
-0.0039189993,
-0.02299329,
0.02308921,
0.0036929033,
0.059141267,
0.05059072,
-0.014675694,
0.039080374,
0.02750151
] | The parameter modules_to_fuse should include: |
[
0.038846035,
0.015327059,
0.00805307,
-0.019160751,
-0.015172785,
-0.043196544,
-0.00021116166,
-0.021382289,
-0.014278,
0.031996295,
0.040049367,
0.041993212,
0.008269052,
-0.051342174,
-0.0349892,
0.04020364,
0.0023738814,
-0.032921936,
-0.0017056849,
-0.00036639924,
0.03974082,
0.029219376,
-0.07170626,
-0.031687748,
-0.036686208,
0.011971613,
0.017448317,
-0.03869176,
0.045788337,
0.0326751,
-0.027877197,
0.018096266,
0.014578833,
-0.0412527,
-0.01616785,
-0.002881055,
0.02119716,
-0.028000616,
-0.02502314,
-0.07682814,
0.0242672,
-0.013236655,
-0.013282937,
-0.06062943,
-0.056772597,
0.014686825,
-0.008215057,
0.016260413,
0.013236655,
-0.07004011,
-0.027707497,
0.008539031,
0.0037777692,
0.008785868,
-0.00080559624,
-0.048040725,
-0.0076789567,
0.016121566,
0.006190219,
0.0013952098,
0.036285095,
0.053656276,
-0.019299598,
-0.030330144,
0.0111616785,
0.046127737,
-0.030777536,
0.0065836157,
-0.005465134,
-0.010899413,
-0.02796976,
0.013444924,
-0.002861771,
-0.021613698,
-0.03736501,
0.006321351,
0.0034595802,
-0.011948472,
-0.0021694691,
0.002408593,
0.0057505397,
0.02525455,
0.005862388,
0.0077753775,
0.03295279,
-0.048225854,
0.018080838,
0.011400802,
-0.012982104,
0.016152421,
0.003066183,
0.04838013,
-0.02073434,
0.030885529,
0.037735265,
0.032829374,
0.017648874,
0.022354212,
0.029358221,
-0.010583153,
0.05381055,
0.061555073,
-0.0029967602,
0.010290033,
-0.029574204,
0.020225238,
-0.006032089,
0.014285713,
0.0008224699,
-0.012087318,
0.020610921,
-0.002927337,
0.014702252,
-0.043165687,
-0.055229865,
-0.0001719907,
-0.0019534866,
0.006348349,
-0.031363774,
-0.011022832,
-0.0017596806,
-0.028910829,
-0.023079295,
0.001581302,
0.004647485,
-0.023727244,
-0.00751697,
0.011639926,
-0.037488427,
-0.02264733,
-0.017263189,
-0.0029369793,
-0.0012197238,
0.035760567,
-0.007088861,
-0.018559085,
-0.009071274,
-0.004828756,
0.013529774,
-0.030314716,
0.026828138,
-0.0060128043,
0.01974699,
0.0977476,
0.022539338,
0.013020672,
-0.007898796,
-0.0100046275,
-0.046405427,
-0.040851586,
0.0031413913,
0.037210736,
0.034186978,
0.018667078,
0.012480715,
-0.056155507,
0.0076442454,
0.008199629,
-0.0032609534,
0.01894477,
0.052792344,
0.021382289,
0.011177106,
0.066584386,
-0.037858684,
0.010652576,
-0.043998763,
-0.011385375,
0.013167231,
-0.02287874,
0.024421474,
-0.0010162758,
0.0069191605,
0.007023295,
-0.006078371,
-0.006788028,
-0.0038259795,
-0.0028116321,
0.047979016,
0.001475239,
0.009626658,
-0.036069114,
0.03835236,
0.052236963,
-0.008215057,
-0.014694538,
-0.02508485,
0.02311015,
0.0025551526,
-0.015080222,
0.039524835,
0.013722616,
-0.028355444,
0.016152421,
-0.018451095,
0.021351434,
-0.03110151,
0.015373341,
0.041098423,
-0.008654736,
-0.0015543042,
0.02832459,
-0.05183585,
0.03242826,
-0.028741129,
0.020009255,
0.017741438,
0.025208268,
-0.08886146,
0.0366245,
0.014378278,
-0.017062634,
-0.026519591,
0.0037295585,
0.04726936,
0.013491206,
-0.021814253,
-0.0330145,
-0.007929651,
-0.022955878,
0.00048981793,
0.03816723,
0.034834925,
0.02931194,
-0.018327676,
-0.029929033,
-0.010614008,
0.02050293,
0.02565566,
0.043381672,
0.043289106,
0.02727553,
0.0066414685,
0.03844492,
0.0053108605,
0.023603825,
0.040049367,
0.0014058161,
0.012365011,
0.0006763923,
0.0035752852,
0.00053706416,
0.009541808,
0.059518665,
0.042147484,
0.010166615,
0.00017126754,
-0.003957112,
-0.007725239,
0.005978093,
-0.02172169,
0.07781549,
0.0034152267,
0.005241438,
-0.024637457,
-0.008168775,
0.015967293,
0.052267816,
-0.017402036,
-0.025424251,
-0.015543042,
0.009086701,
0.0221228,
0.0007376195,
0.0033226626,
0.043011416,
0.017988274,
-0.014224004,
-0.020286947,
-0.038136378,
-0.03255168,
-0.04720765,
-0.033261336,
-0.024760876,
-0.049028076,
0.00035121295,
0.04680654,
-0.015982721,
-0.026596729,
0.0051257326,
0.010336315,
-0.012534711,
-0.0035020055,
0.040296204,
0.048287563,
0.015921012,
-0.07769207,
0.0054265657,
-0.06929959,
0.036593642,
-0.031410057,
0.012850971,
0.002788491,
-0.022477629,
-0.005866245,
0.025856216,
0.017062634,
-0.042887997,
-0.030145016,
-0.04905893,
-0.009001851,
-0.02073434,
0.0065913294,
-0.00782166,
-0.034217834,
0.034742363,
0.006930731,
-0.01549676,
0.016291268,
0.04094415,
-0.040820733,
0.039000306,
0.01558161,
0.021937672,
-0.01697007,
0.050663374,
0.03400185,
0.022678185,
0.026751002,
-0.037334155,
-0.06707806,
0.009927491,
0.022739895,
-0.04523295,
-0.00011636792,
0.045788337,
-0.027692068,
-0.08367787,
-0.017324898,
-0.066275835,
-0.06319037,
0.03967911,
-0.010027769,
0.023665534,
0.036161676,
0.014979944,
-0.06180191,
0.00008352457,
-0.03486578,
0.041036714,
-0.010228324,
-0.037796974,
0.040265348,
-0.0051681576,
0.019623572,
0.011855908,
0.05705029,
-0.046559703,
-0.023141004,
-0.022199938,
0.027090402,
0.011053687,
-0.0047091944,
-0.010205183,
0.057482257,
-0.017710583,
-0.017402036,
0.015381055,
0.008963282,
-0.022462202,
0.01366862,
0.043566797,
-0.011794199,
-0.0056811166,
-0.04270287,
-0.0059896633,
0.016476395,
0.008670163,
0.011470225,
-0.09077445,
-0.008446467,
0.019639,
-0.041993212,
0.007975933,
-0.0055692685,
-0.021860536,
0.05010799,
0.0047091944,
0.020811478,
0.006884449,
-0.029358221,
0.027784633,
0.026951557,
0.028663991,
0.040913295,
-0.016075285,
-0.024190065,
0.029512495,
-0.015921012,
0.009109843,
0.023866089,
-0.046436284,
-0.0287257,
0.008917,
-0.034649797,
-0.0026342177,
0.043659363,
0.055816103,
0.04285714,
-0.031425484,
0.033970997,
0.006946158,
0.014439987,
0.041437827,
-0.036747918,
-0.0006315566,
-0.01795742,
0.057327982,
0.0026419314,
0.025038566,
0.006699321,
0.038969453,
-0.023356987,
0.02727553,
0.018466521,
0.014694538,
-0.091083,
-0.024251774,
-0.0007819731,
0.052915763,
0.026658438,
-0.01673866,
-0.030499844,
0.021058315,
0.06007405,
-0.022986732,
0.011423943,
-0.035482876,
-0.0014549907,
0.02439062,
-0.058253624,
-0.012419006,
-0.024344338,
-0.07312558,
-0.028108608,
0.03227399,
0.006186362,
0.0003263846,
0.030792965,
-0.0065836157,
-0.0046359147,
-0.0029929033,
-0.01211046,
0.021243442,
0.020209812,
-0.014540264,
-0.0024278772,
0.00967294,
-0.0020364085,
-0.0038047668,
0.046343718,
-0.014871952,
0.017448317,
-0.013383214,
0.025964208,
-0.00783323,
-0.0024375191,
-0.011585929,
0.041715518,
-0.0046860534,
-0.01604443,
-0.022601048,
0.0051257326,
-0.055877812,
-0.030484417,
0.019854981,
0.036747918,
0.028556,
0.03492749,
-0.002676643,
-0.02901882,
0.033323046,
0.040265348,
-0.053440295,
-0.017000925,
-0.0055307,
0.07115088,
0.0071042883,
-0.0033535173,
0.032829374,
-0.040697314,
0.057759948,
-0.027722923,
-0.032304842,
-0.049089786,
-0.044214748,
-0.03656279,
-0.014918234,
-0.015419623,
0.047238506,
-0.0059356675,
-0.059179265,
0.019253315,
-0.018080838,
-0.011454797,
-0.025100276,
-0.029065102,
-0.033508174,
0.036470223,
-0.013738044,
0.06855908,
-0.0018098195,
-0.05032397,
0.025115704,
-0.016939215,
0.054828756,
-0.007729096,
-0.029882751,
0.023079295,
-0.01621413,
-0.028525146,
0.017803146,
-0.025455106,
-0.0070387223,
0.047176797,
-0.02594878,
0.0044237887,
-0.03933971,
-0.040697314,
0.046497993,
-0.025671087,
-0.031595185,
0.0018898487,
0.018127121,
0.020070964,
0.038537487,
-0.031656895,
-0.05310089,
-0.06652267,
-0.0366245,
0.025516815,
-0.03835236,
-0.021181732,
-0.037735265,
-0.002759565,
0.003056541,
0.032520827,
0.007945078,
-0.053656276,
0.02560938,
-0.019762417,
0.022616476,
-0.015257636,
-0.0069731562,
-0.0033361616,
-0.03434125,
0.011308238,
0.016923789,
0.0025493675,
-0.01888306,
0.04859611,
0.0022388923,
-0.007412835,
0.011786485,
-0.03816723,
-0.013228941,
0.018142547,
0.028293736,
0.0017413606,
0.0121875955,
-0.016383832,
0.022277074,
-0.014401419,
0.023218142,
-0.030021597,
-0.014787102,
-0.0014549907,
-0.031811167,
0.02867942,
-0.007729096,
-0.017155198,
0.0096189445,
-0.011315951,
-0.0074436897,
0.023218142,
-0.044646714,
-0.032119714,
-0.05590867,
-0.0330145,
0.04674483,
-0.003914687,
0.023295278,
-0.04976859,
-0.0010693073,
0.0041229557,
-0.03360074,
0.040049367,
0.050663374,
-0.010112619,
0.009896636,
-0.056834307,
-0.019191606,
0.03255168,
-0.026766429,
-0.004350509,
0.0590867,
-0.032181423,
-0.015874729,
-0.03486578,
-0.06062943,
-0.02496143,
0.02189139,
0.031132365,
-0.018065412,
0.0373033,
-0.009179265,
-0.019993829,
-0.03375501,
0.053378586,
-0.036408514,
-0.036192533,
-0.0094029615,
0.027661214,
-0.025285404,
-0.011447084,
-0.008153347,
-0.04893551,
-0.0018377815,
0.015921012,
-0.004786331,
-0.03427954,
0.023218142,
0.018759642,
-0.034217834,
-0.033569884,
-0.024066646,
0.007783091,
-0.011740203,
-0.026396172,
0.007999074,
0.0101357605,
-0.0373033,
0.019330453,
-0.016954644,
0.018435666,
-0.03133292,
0.022554766,
-0.009811786,
-0.025100276,
0.0082073435,
0.034433816,
-0.0016632597,
-0.010297747,
-0.044646714,
0.017294044,
-0.029589633,
-0.0028752699,
0.054643627,
0.0012081533,
-0.0071544275,
0.0039609685,
0.022755321,
0.08219685,
-0.05171243,
0.033569884,
0.030206725,
-0.017972847,
-0.012156742,
-0.008677877,
0.030684972,
0.013722616,
0.019037334,
0.0048094722,
-0.014671397,
0.02363468,
0.039432272,
-0.006089941,
-0.07812403,
0.031934585,
-0.06652267,
-0.026272755,
0.0007197817,
-0.049398333,
-0.003513576,
-0.007864085,
0.00034856139,
0.005040882,
-0.01713977,
0.019824127,
-0.014193149,
-0.009372107,
-0.032705955,
-0.02954335,
-0.053779695,
-0.018667078,
-0.010891699,
-0.035020053,
0.014763962,
-0.011215674,
0.019083615,
-0.019901264,
0.0040882444,
-0.014540264,
-0.015249922,
0.012257019,
-0.031008946,
-0.021752544,
-0.039709963,
-0.0065450477,
-0.045016967,
0.043227397,
0.024143782,
-0.010158901,
-0.006074514,
0.018713359,
-0.0033323048,
0.0036119253,
0.018451095,
0.030684972,
0.002150185,
-0.012681271,
0.021906817,
0.0071428567,
-0.0018744214,
-0.02363468,
-0.03215057,
-0.020904042,
0.025177414,
0.002150185,
0.014979944,
0.0699784,
0.0018242826,
0.032921936,
0.03835236,
0.019654427,
0.028108608,
0.0012274375,
-0.012611847,
0.015859302,
0.014285713,
-0.0087473,
-0.013375501,
0.024745448,
-0.037025608,
0.03579142,
-0.017911138,
-0.04686825,
-0.0061477935,
0.03378587,
0.016183276,
0.043751925,
0.016846651,
-0.06260413,
-0.007324128,
-0.0067301756,
-0.032181423,
0.011655353,
-0.040975004,
-0.046528846,
0.023187287,
-0.03637766,
0.048195,
-0.019191606,
0.00066192914,
-0.008608454,
0.036593642,
0.04279543,
-0.01074514,
0.04273372,
-0.013776612,
0.033292193,
-0.05171243,
-0.022169083,
0.006811169,
-0.0032802375,
-0.017294044,
-0.04702252,
0.009341252,
0.01697007,
-0.028232027,
0.00064746605,
-0.027707497,
-0.0030334,
0.02136686,
0.013784326,
0.008801295,
0.006278926,
-0.024668312,
0.02050293,
-0.057605676,
-0.01778772,
0.017263189,
0.012480715,
0.05026226,
-0.0012110459,
-0.010606294,
0.0041499534,
0.0699784,
-0.06497994,
0.0129589625,
0.011277383,
0.06701635,
0.0005862388,
0.009248688,
-0.0095340945,
0.0140311625,
0.019793272,
-0.012210737,
-0.052082688,
0.026365317,
0.010606294,
-0.0027364239,
0.01543505,
0.041437827,
0.0046590557,
-0.02496143,
0.028355444,
0.041437827,
-0.0025069423,
0.013028386,
0.0061593642,
-0.0027152114,
-0.011863622,
0.00063541345,
-0.0002870931,
0.00605523,
-0.0025782937,
-0.029759333,
-0.047793888,
0.0041036718,
-0.005576982,
0.02693613,
-0.0002293611,
0.0029601203,
0.026658438,
0.011570502,
0.015604751,
0.0037469144,
0.03295279,
0.02004011,
0.03387843,
0.01842024,
0.017417463,
-0.005137303,
-0.013491206,
0.01051373,
-0.023850663,
-0.021706263,
0.015627893,
-0.015149645,
-0.04134526,
0.0047014807,
-0.04989201,
-0.07454489,
-0.077630356,
0.008215057,
-0.017525455,
0.040419623,
0.035421167,
-0.023603825,
-0.052915763,
0.03844492,
-0.008477322,
-0.00883215,
0.03523604,
0.027090402,
0.007887226,
0.073495835,
0.03526689,
-0.0046204873,
0.035482876,
-0.011369947,
-0.036346804,
0.023835234,
-0.012750694,
0.0010664146,
0.0069885836,
-0.0037507713,
-0.007412835,
-0.0044585,
0.016599813,
-0.0043775067,
-0.0706572,
0.039092872,
0.0063599194,
-0.05393397,
-0.022585621,
0.09429188,
0.005673403,
0.019099042,
0.009665227,
-0.02079605,
-0.01291268,
-0.030160444,
-0.021073742,
0.022986732,
0.010706572,
-0.041622955,
-0.016322123,
-0.052175254,
-0.036099967,
-0.0020383368,
-0.014609688,
0.0040419623,
0.021212587,
0.050138842,
0.021814253,
0.034310397,
-0.05578525,
0.008608454,
0.06226473,
0.051743288,
-0.035359457,
0.06528849,
0.089108296,
-0.0007246027,
-0.013969453,
0.03989509,
0.02937365,
0.010459734,
0.011015118,
-0.012627275,
0.012226164,
-0.020271521,
-0.043227397,
0.015658747,
0.043813635,
-0.03082382,
-0.015843874,
-0.032891084,
0.016306695,
-0.08682505,
0.008330761,
-0.0063367784,
0.022693612,
-0.009572662,
-0.026550446,
0.015242209,
-0.03637766,
0.285344,
0.07096575,
0.02351126,
0.01922246,
0.017216908,
0.03151805,
0.029281085,
-0.019453872,
0.011948472,
-0.059858065,
0.026334463,
-0.01436285,
0.018451095,
-0.0071081454,
0.011308238,
0.019947546,
-0.03915458,
0.04483184,
-0.024884295,
-0.035668,
-0.046590555,
0.05880901,
0.022863314,
0.0442456,
-0.0037430576,
0.008924714,
0.011971613,
-0.034896635,
-0.014694538,
-0.0056579756,
-0.01852823,
-0.04106757,
0.023788953,
0.028972538,
-0.015357913,
0.040111076,
0.008994137,
-0.06417772,
-0.000026093894,
-0.038876887,
0.0027576364,
-0.011647639,
-0.00070628274,
-0.047948163,
0.0018773141,
0.04986115,
0.0102591785,
-0.0059703793,
0.014231718,
-0.020934897,
0.03523604,
-0.052144397,
0.04708423,
-0.04535637,
-0.0739278,
0.019854981,
-0.025331687,
-0.021212587,
0.008230484,
0.017155198,
0.00576211,
0.024838012,
-0.058716442,
-0.017078063,
-0.0048904656,
0.021798827,
-0.017926564,
0.020256093,
0.0021328293,
0.003351589,
0.04680654,
-0.034834925,
0.0023738814,
0.00086585927,
0.057142854,
0.016383832,
-0.011678494,
0.005943381,
0.001410637,
-0.024776302,
0.011146251,
-0.011192532,
-0.05254551,
-0.018003702,
-0.017633446,
0.0051218756,
-0.04813329,
-0.0028752699,
0.009495526,
0.026565874,
-0.0136917615,
0.0262419,
-0.011585929,
-0.01894477,
0.0065951864
] |
"attention": The names of the attention layers to fuse in the following order: query, key, value and output projection layer. If you don't want to fuse these layers, pass an empty list.
"layernorm": The names of all the LayerNorm layers you want to replace with a custom fused LayerNorm. If you don't want to fuse these layers, pass an empty list.
"mlp": The names of the MLP layers you want to fuse into a single MLP layer in the order: (gate (dense, layer, post-attention) / up / down layers).
"use_alibi": If your model uses ALiBi positional embedding.
"num_attention_heads": The number of attention heads.
"num_key_value_heads": The number of key value heads that should be used to implement Grouped Query Attention (GQA). If num_key_value_heads=num_attention_heads, the model will use Multi Head Attention (MHA), if num_key_value_heads=1 the model will use Multi Query Attention (MQA), otherwise GQA is used.
"hidden_size": The dimension of the hidden representations. |
[
0.014856896,
0.030792115,
-0.026478823,
0.006492404,
-0.041725114,
-0.005503941,
-0.017507775,
0.003077714,
-0.011861554,
0.048883982,
0.013636295,
-0.04370204,
0.0021248208,
-0.038669866,
-0.00052371685,
0.072726905,
-0.0035588408,
-0.05316732,
-0.013501504,
-0.019739304,
0.015313686,
-0.045948546,
-0.086146034,
-0.05604285,
0.0074359365,
0.02640394,
0.0059345216,
-0.023513434,
0.06433995,
0.056402292,
-0.030163094,
-0.038400285,
-0.005968219,
-0.007016589,
-0.041006234,
-0.047595985,
-0.018885631,
-0.020877535,
-0.034716014,
-0.04921347,
0.027167752,
-0.013029738,
0.007537029,
-0.01821168,
-0.0709297,
-0.023228878,
-0.014025689,
-0.03312848,
0.001832775,
-0.029099748,
-0.04247395,
0.006432497,
0.05053142,
-0.019290002,
-0.04082651,
-0.031510998,
-0.0050471514,
-0.03282895,
-0.044450875,
-0.005511429,
0.019095305,
0.025250733,
-0.027886635,
-0.037082333,
-0.0024936222,
0.038520098,
0.010693371,
0.032469507,
-0.01807689,
0.030163094,
-0.017567681,
0.00079938193,
-0.028216122,
-0.03408699,
-0.031540953,
0.00960756,
0.00078159705,
0.0042271763,
0.002255867,
0.036063917,
-0.012685274,
0.0033379344,
-0.0074059833,
0.03528513,
-0.014070619,
-0.035165317,
0.05987689,
-0.0127676455,
-0.006428753,
-0.008746399,
-0.0044293622,
0.012827552,
-0.010498674,
0.012348298,
0.028425796,
0.01037886,
0.0024599247,
0.031391185,
0.014909315,
-0.0007198181,
0.01615987,
0.058978286,
-0.017957076,
0.031301323,
-0.03783117,
0.0026658545,
-0.013913364,
0.0050359187,
-0.03765145,
-0.044780362,
-0.006215335,
0.008109889,
0.010573558,
0.00041677375,
-0.023708133,
0.018361447,
-0.00924063,
0.033697598,
-0.04274353,
-0.042414043,
0.02135679,
0.013419133,
0.002237146,
-0.051430024,
0.015650662,
-0.023393622,
0.001392834,
0.0017869087,
-0.051609743,
0.019724328,
-0.003229353,
-0.0023944015,
-0.0073760296,
0.0534369,
0.010693371,
-0.019185165,
0.035494804,
0.0076418663,
-0.0033154693,
-0.017193263,
0.019544607,
0.007975098,
-0.014078108,
0.08752389,
0.008371981,
0.014175456,
0.00031989318,
-0.036633033,
-0.06469939,
-0.011846578,
-0.059427585,
0.00066973973,
0.0011756717,
0.012348298,
0.0073535647,
-0.017133357,
0.001834647,
0.030417698,
-0.0058184518,
0.012520529,
0.030447653,
0.014916804,
-0.0529876,
0.027167752,
-0.03055249,
0.024636688,
-0.041006234,
-0.048135146,
0.046517663,
-0.043043066,
0.010603511,
0.0024318434,
0.021476602,
0.023483481,
0.046907056,
0.036573127,
0.05235858,
0.0004514074,
0.002407506,
-0.0008939224,
-0.038909495,
-0.002716401,
-0.010041884,
0.033487923,
0.018735865,
0.011524579,
0.0031900392,
-0.016863776,
-0.024322178,
0.026703475,
0.018810747,
0.030762162,
-0.0047326405,
0.056402292,
-0.060655676,
-0.00375541,
-0.02890505,
-0.016998567,
-0.007458402,
0.020083768,
0.019499676,
0.03914912,
-0.046996918,
-0.019978931,
-0.018870655,
0.044990037,
0.01379355,
0.034955643,
-0.0037029916,
0.01934991,
0.049602862,
0.03408699,
-0.035614617,
0.003311725,
0.030462628,
-0.0018449435,
0.0069754026,
0.034955643,
0.01160695,
0.010423791,
-0.00261718,
0.007357309,
0.041725114,
0.02486134,
0.0053654066,
-0.024456969,
-0.017073449,
0.038819633,
0.003905177,
-0.008634074,
0.0031039233,
0.0050284304,
-0.0057098707,
0.060655676,
0.019724328,
0.023887852,
0.024187386,
0.039209027,
0.006615962,
-0.010049373,
-0.005990684,
0.029339375,
0.025145896,
0.052298672,
-0.012992296,
0.006615962,
-0.022360228,
-0.012797599,
-0.049243424,
0.026658544,
-0.042384088,
0.07254718,
-0.0068593333,
0.008963561,
-0.033308204,
-0.0082746325,
0.0057023824,
0.023423575,
-0.018586097,
-0.025460407,
0.02740738,
0.020503117,
-0.015193872,
-0.05157979,
0.012108671,
0.06077549,
-0.007877749,
-0.0054515223,
-0.00048065878,
-0.040467072,
-0.010348907,
-0.03860996,
-0.057570472,
0.017717449,
-0.048584446,
-0.020473164,
-0.0071888207,
-0.04148549,
0.020338373,
-0.024846362,
0.024711572,
0.005713615,
-0.0551742,
0.0516397,
0.043342598,
0.013613829,
-0.025939662,
0.041275814,
-0.060386095,
0.01615987,
-0.0039987816,
-0.028755283,
-0.006747008,
-0.030492581,
0.02245009,
0.003605643,
-0.0016212289,
-0.01812182,
-0.028890073,
0.006743264,
0.005226872,
0.008656538,
0.010026908,
-0.010071837,
-0.030792115,
-0.0027875402,
0.008806306,
-0.040047724,
0.04546929,
0.0210273,
-0.035135362,
0.022420134,
0.007975098,
0.059068143,
-0.037801217,
0.05718108,
0.053496808,
-0.0013301191,
-0.02053307,
-0.03765145,
-0.06164414,
0.06350125,
-0.032649226,
-0.03163081,
-0.02408255,
0.05921791,
-0.03205016,
-0.048883982,
0.0024749013,
-0.006773217,
-0.04229423,
-0.042084556,
-0.012243461,
0.037681405,
0.04729645,
-0.002888633,
-0.03965833,
0.028141238,
-0.01725317,
0.050201934,
-0.011958903,
-0.022495018,
0.023483481,
0.01438513,
0.0076905405,
0.034536295,
0.06113493,
-0.041365672,
0.017313076,
-0.039358795,
-0.020413255,
-0.00090328284,
-0.025879756,
0.0001284721,
-0.0061329626,
0.03160086,
-0.015351128,
0.037441775,
0.019859118,
-0.012797599,
0.003371632,
0.05098072,
-0.028425796,
0.002785668,
-0.0026227965,
-0.008941096,
-0.00851426,
0.0015079675,
0.025026083,
-0.048704263,
0.0027763078,
-0.015193872,
-0.026344033,
0.0016549265,
0.018660981,
0.015695592,
0.024981152,
0.037621494,
0.041006234,
-0.010169187,
-0.005256825,
0.012580437,
0.016609171,
0.042234324,
0.03600401,
0.0052830344,
0.023783015,
-0.0041073626,
-0.012011321,
-0.036123823,
0.008491795,
0.0018589841,
-0.021386743,
-0.009143282,
-0.056522105,
-0.045589104,
0.009450304,
-0.0018627284,
0.024636688,
0.011816625,
0.03651322,
-0.038580004,
-0.008357004,
0.0070727514,
0.034805875,
-0.029668862,
-0.023019204,
0.055294015,
0.013508992,
-0.011756717,
-0.012947366,
-0.00391641,
-0.019829165,
0.012864994,
0.019454747,
0.0070053563,
-0.076141596,
0.033218343,
-0.049243424,
0.04448083,
-0.034266714,
-0.015411035,
-0.023603296,
0.017672518,
0.04834482,
-0.0744642,
0.027931565,
-0.045079898,
-0.011861554,
0.02399269,
0.011981368,
-0.023378644,
-0.008783841,
0.02617929,
-0.065897524,
0.0709297,
0.028949982,
-0.037292007,
0.02439706,
-0.0367828,
-0.0098097455,
0.00544029,
-0.026733428,
-0.015126477,
0.026838265,
-0.034146897,
-0.015650662,
-0.021192044,
-0.03378746,
0.0007909575,
0.044690505,
-0.0468771,
0.04133572,
-0.030237978,
-0.0016811357,
-0.04010763,
0.015044105,
0.016863776,
0.02363325,
0.035524756,
-0.03450634,
-0.0146622,
0.063081905,
-0.024022643,
-0.020952418,
0.0012318344,
0.024546828,
0.016129917,
0.041994695,
-0.015605732,
0.019050375,
0.044181295,
-0.027077893,
-0.041545395,
-0.010131745,
-0.0083495155,
0.01051365,
0.022210462,
0.0013722411,
-0.0037179682,
-0.06733529,
0.021925904,
-0.025250733,
-0.029668862,
0.028171191,
-0.025415476,
-0.0020780186,
0.019200142,
-0.018810747,
0.026613614,
0.016728986,
-0.005945754,
-0.0033678878,
-0.022270368,
-0.016788892,
-0.04484027,
-0.05029179,
-0.0012664681,
0.035524756,
0.025969615,
0.033697598,
-0.038819633,
-0.04247395,
0.036033966,
-0.029713793,
0.018166749,
-0.029354353,
-0.0015865952,
0.02549036,
0.0036674219,
-0.053047508,
0.0074059833,
-0.013830991,
0.007937657,
-0.0028624237,
-0.00792268,
0.011127695,
-0.011794159,
-0.022569902,
0.06757492,
-0.014182945,
-0.05945754,
-0.017732425,
0.03834038,
-0.0028268541,
-0.0063164276,
0.050411608,
-0.043073017,
-0.031121604,
-0.026523754,
0.053796344,
-0.04064679,
0.027077893,
-0.053616624,
-0.04657757,
0.032798994,
0.005148244,
0.00046123588,
-0.02608943,
0.0042833393,
-0.003077714,
0.0060056606,
-0.044331063,
-0.027976494,
-0.015366104,
0.02877026,
0.019005446,
0.010947975,
-0.0069941236,
-0.005107058,
-0.017103404,
0.0052156392,
0.046637475,
0.009068398,
-0.05849903,
-0.023917805,
0.018271586,
0.0023681922,
-0.011794159,
0.042893298,
0.021296881,
0.031391185,
-0.010588534,
0.027617054,
-0.04921347,
-0.0015463453,
-0.053287134,
-0.0011981368,
0.052268717,
-0.036333498,
0.012363275,
0.019739304,
0.027017985,
0.0008943904,
0.053197276,
-0.050830953,
0.018795772,
-0.04388176,
-0.07069007,
0.027257612,
-0.0064062877,
0.0051145465,
0.00034727246,
-0.0013404156,
0.053287134,
-0.049602862,
0.0128050875,
0.050860908,
-0.031660765,
-0.010011931,
-0.039209027,
0.05840917,
-0.0046090824,
0.016968613,
-0.0031544697,
0.021521533,
-0.0013582004,
-0.003141365,
-0.019589538,
-0.039209027,
-0.015321175,
0.028051378,
0.015193872,
-0.0003397841,
0.0047401288,
0.0010399453,
-0.055653457,
-0.026029522,
0.018765818,
0.032439556,
0.01580043,
0.032020207,
0.00047761665,
0.015875313,
0.021012325,
-0.012999784,
-0.018780794,
-0.0260445,
0.032169975,
-0.02845575,
-0.011524579,
0.050591327,
0.024097526,
-0.020458186,
-0.050561372,
-0.003568201,
0.021431671,
-0.029159654,
0.014489967,
-0.014991687,
-0.03600401,
-0.012984808,
-0.031091651,
0.009030956,
-0.005795987,
-0.028006447,
0.0053092437,
-0.006492404,
-0.056671873,
0.021521533,
0.054065924,
0.026014546,
0.0013394795,
-0.035524756,
-0.00037628986,
-0.03178058,
-0.0072599603,
0.05166965,
-0.0254005,
0.043102972,
0.020787673,
-0.001285189,
0.059068143,
0.0254005,
0.051190395,
0.020233536,
0.01261039,
-0.0416053,
0.006159172,
0.015246291,
-0.008364493,
0.028830167,
-0.004867431,
0.0041223397,
0.013823504,
0.041994695,
-0.01079072,
-0.082791254,
0.0018449435,
-0.027826728,
-0.00057894347,
0.015366104,
-0.018016983,
0.014160479,
0.07877749,
0.03231974,
-0.01037886,
0.023064133,
0.034206808,
0.010221604,
-0.04388176,
-0.05062128,
-0.0018945539,
-0.022839483,
0.0067881937,
-0.02531064,
-0.028650446,
-0.008132353,
0.01479699,
0.0030440164,
0.005971963,
0.0025778662,
0.06721547,
-0.017537728,
0.012123647,
0.016279684,
0.00048487098,
-0.023857899,
-0.0045941058,
-0.018271586,
0.045858685,
0.021566462,
-0.026568685,
0.01243067,
0.008881189,
-0.0027781797,
0.017507775,
0.008536724,
0.039478607,
-0.03615378,
-0.0004975076,
0.0039800606,
0.016684055,
-0.041156,
-0.025640128,
-0.020742744,
0.02608943,
0.0006131091,
0.037321962,
0.0018496237,
0.04588864,
0.027242636,
0.022599855,
-0.008656538,
0.03714224,
0.024771478,
0.01921512,
0.016234754,
-0.020293443,
0.008821283,
-0.040437117,
0.010056861,
0.043222785,
-0.026373986,
0.00751082,
-0.03172067,
-0.030537512,
-0.07063016,
0.01188402,
0.021087209,
0.058469076,
0.008529237,
-0.016743962,
0.009450304,
0.008319562,
-0.03351788,
-0.019619491,
-0.03660308,
-0.0068780542,
0.008551702,
-0.06505883,
-0.010229093,
-0.021776136,
-0.006750752,
-0.0023532156,
0.05550369,
0.006331404,
-0.020697813,
0.023483481,
0.0030103188,
0.010873091,
-0.03423676,
-0.01943977,
-0.0025422967,
-0.02135679,
-0.03932884,
-0.009674955,
0.036333498,
0.06733529,
0.022974273,
-0.03905926,
-0.043312646,
0.0016558626,
0.01488685,
0.065538086,
-0.04753608,
-0.009300537,
-0.056881547,
0.035255175,
-0.0691924,
0.005103314,
0.002257739,
-0.0091882115,
0.0131345745,
0.01502164,
0.0037366892,
0.005567592,
0.051699605,
-0.027946541,
-0.009869652,
0.04397162,
0.010034395,
0.026014546,
0.00924063,
-0.039209027,
0.061524324,
0.04187488,
0.014415083,
-0.02644887,
0.020053815,
-0.0029054817,
-0.054215692,
-0.002300797,
0.009562629,
0.04010763,
-0.04010763,
0.010453744,
-0.012872483,
-0.008843747,
-0.029369328,
-0.0072861696,
0.01611494,
0.007173844,
0.006537334,
-0.017477822,
-0.019874094,
-0.0018711528,
-0.019754281,
-0.08027516,
-0.008184772,
0.02859054,
0.06326162,
-0.011494625,
0.034266714,
-0.017073449,
0.042444,
0.033877317,
0.013127087,
-0.003837782,
-0.006200358,
0.04448083,
0.0049835,
0.025250733,
-0.0002927479,
-0.025160873,
-0.013419133,
0.007301146,
-0.04256381,
0.0442412,
-0.014722106,
-0.02116209,
-0.016129917,
0.0049086167,
-0.018151773,
-0.07566234,
0.006657148,
-0.037531637,
0.032379646,
0.033158436,
-0.024427013,
-0.009248119,
0.031930346,
-0.021042278,
0.0057922425,
0.011644392,
0.013374202,
0.012760157,
0.069851376,
-0.013613829,
-0.028485702,
0.04789552,
-0.0066084736,
-0.019005446,
-0.040946327,
-0.006361358,
-0.009412862,
-0.02990849,
-0.03172067,
-0.036453314,
-0.00008752015,
-0.011449695,
-0.04729645,
-0.044810317,
0.009352956,
-0.0051557324,
-0.011045324,
0.00011735656,
0.0709297,
0.050351698,
-0.01088058,
-0.027617054,
-0.0037610263,
-0.037771262,
0.00036318522,
-0.017957076,
0.022060694,
-0.038130704,
-0.038070798,
-0.029369328,
-0.00035780296,
0.008267144,
0.0016408858,
-0.0023288785,
0.012280902,
0.009248119,
0.070330635,
0.040706698,
0.049363237,
0.01329183,
-0.0054253135,
0.03887954,
0.03100179,
0.01256546,
0.08003554,
0.089560725,
-0.010498674,
-0.0015987639,
0.042773485,
0.010768254,
-0.007742959,
-0.009487746,
-0.016728986,
0.0026602382,
-0.04876417,
-0.041695163,
-0.016579218,
-0.01443006,
0.00257225,
-0.026373986,
-0.022749623,
0.013179505,
-0.072666995,
-0.027003009,
0.009562629,
0.023783015,
0.024636688,
-0.018646004,
0.02859054,
-0.0049048727,
0.26838264,
0.042234324,
0.0076680756,
0.012625366,
0.023333715,
0.05798982,
0.022749623,
-0.042863343,
0.015500895,
-0.02549036,
-0.042234324,
-0.061524324,
0.033038624,
0.039538514,
-0.032110065,
0.037891075,
-0.040257398,
0.010873091,
-0.015725546,
-0.048015334,
-0.058169544,
0.022749623,
0.0103563955,
0.081473306,
0.036483265,
0.016639125,
0.03008821,
-0.01917019,
0.030073235,
-0.022539949,
0.005882103,
-0.007525797,
0.017942099,
-0.024786456,
-0.038520098,
0.045948546,
0.00096974196,
-0.03160086,
0.009442816,
-0.0010221605,
0.031121604,
-0.0017344903,
0.0023157739,
-0.021970835,
-0.021611392,
0.035135362,
0.019679397,
0.019125259,
0.017717449,
-0.07757936,
0.039628375,
-0.029099748,
0.05157979,
-0.012707738,
-0.04720659,
0.010813185,
-0.042923253,
-0.038280472,
-0.012235972,
0.020712791,
0.004579129,
-0.00434699,
-0.003186295,
0.009030956,
0.021042278,
0.010408813,
-0.017792331,
0.04079656,
-0.021431671,
0.035854243,
0.006683357,
-0.011569508,
-0.05376639,
-0.021910926,
0.021236975,
0.028261052,
-0.011120208,
0.0018075017,
-0.0065672873,
-0.05412583,
0.024202364,
-0.021192044,
0.022539949,
-0.055383876,
0.03792103,
0.015485918,
-0.04010763,
0.009435328,
-0.0036131314,
0.023468506,
0.011007882,
0.017133357,
-0.00965249,
-0.042803437,
-0.008177284
] | from transformers import AutoModelForCausalLM, AutoTokenizer
model_id = "TheBloke/zephyr-7B-alpha-AWQ"
model = AutoModelForCausalLM.from_pretrained(model_id, torch_dtype=torch.float32)
AWQ quantization can also be combined with FlashAttention-2 to further accelerate inference:
from transformers import AutoModelForCausalLM, AutoTokenizer
model = AutoModelForCausalLM.from_pretrained("TheBloke/zephyr-7B-alpha-AWQ", attn_implementation="flash_attention_2", device_map="cuda:0") |
[
0.028923545,
0.034593046,
-0.05454241,
0.00042990234,
-0.0456895,
0.023329841,
0.004149801,
0.014711898,
0.016735638,
0.0523595,
-0.00016153906,
-0.005373898,
-0.0025808353,
-0.067852095,
-0.011998421,
0.038322184,
-0.01969166,
-0.027619865,
-0.07221791,
0.0026831592,
0.00533221,
-0.0074165855,
-0.09592673,
-0.050085638,
0.0042938124,
0.012513829,
0.0096715,
-0.006556307,
0.050813273,
0.034744635,
-0.013120193,
0.0068443296,
0.021753296,
-0.033319682,
0.0033293155,
-0.036290865,
0.030621365,
-0.042688,
-0.048478775,
-0.06324373,
-0.0034240598,
0.014454193,
0.0048471196,
-0.0002870753,
-0.06942864,
-0.01568966,
-0.039989684,
-0.029954365,
0.0087695345,
-0.020980183,
-0.02252641,
0.03489623,
0.068034,
-0.0040967446,
-0.036290865,
-0.019782614,
-0.0052298866,
-0.02337532,
-0.06157623,
-0.009989841,
0.016280863,
0.032410137,
-0.01917625,
-0.043142773,
0.008587625,
0.041414637,
0.012324342,
0.025315681,
-0.006442614,
-0.029150933,
-0.033077136,
0.04523473,
-0.03850409,
-0.047053818,
-0.028635522,
-0.018676,
0.04205132,
0.0020919547,
-0.010027739,
0.04841814,
-0.005570966,
0.027665341,
-0.03604832,
-0.0021279575,
-0.01084633,
-0.029469274,
0.03904982,
-0.0068973866,
-0.017114613,
-0.013529489,
0.017614864,
0.005540648,
-0.009148511,
0.0155380685,
0.03156123,
0.039353002,
-0.019039819,
0.038382817,
0.021541068,
-0.022268705,
0.025346,
0.035775457,
-0.035927046,
0.021616863,
0.035260048,
-0.0028555938,
-0.025467273,
-0.017205568,
-0.028256547,
0.008883228,
0.009148511,
-0.005483801,
0.012718477,
0.012006001,
-0.002802537,
0.020555727,
-0.01084633,
0.04957023,
-0.058696,
-0.03189473,
0.015795773,
-0.009618443,
-0.008754375,
-0.056755636,
0.011566387,
-0.048387818,
0.008238966,
0.022420296,
-0.04399168,
-0.006097744,
0.007090665,
-0.015568387,
0.023708818,
0.043355,
0.0170085,
-0.0081176935,
-0.013559807,
-0.010239966,
0.012324342,
-0.015485012,
0.01917625,
-0.0016362343,
-0.0012373608,
0.09847346,
0.023299523,
0.012907966,
-0.012400136,
-0.026103955,
-0.047842093,
0.008580046,
-0.039959364,
-0.041050818,
-0.021889728,
-0.005817301,
0.0045136195,
0.0029711819,
-0.009216728,
0.000038519487,
0.017463272,
0.030666841,
0.027422795,
0.006772324,
-0.05108614,
0.032258548,
-0.032683,
0.039898727,
-0.03016659,
-0.014977182,
0.005889307,
-0.032288864,
0.028165592,
-0.035957363,
-0.0035320683,
0.0021620654,
0.046477772,
0.039262045,
0.06251609,
-0.0071967784,
0.019054977,
-0.026907386,
-0.041566227,
-0.018827591,
-0.026119115,
0.028817432,
0.0028631734,
0.004900176,
-0.03383509,
-0.0044795116,
-0.008792273,
-0.003048872,
-0.008041898,
0.011551227,
-0.023633024,
0.004752375,
-0.028681,
-0.020904386,
0.00033492118,
-0.006772324,
-0.020783113,
0.0026717898,
0.009641182,
0.023451114,
-0.01351433,
0.0004834329,
-0.023814932,
0.020404136,
0.0110206595,
0.021813933,
-0.032955863,
0.02420907,
0.06833718,
0.032834593,
-0.046295863,
-0.009527489,
0.01832734,
-0.023087297,
-0.016462773,
0.025573386,
-0.020722477,
0.0071854093,
-0.008557307,
0.040505093,
0.029545069,
-0.0062607047,
-0.019585546,
-0.00751133,
-0.018099954,
0.04656873,
-0.0053284205,
0.01584125,
0.02884775,
0.01982809,
-0.009489591,
0.055118456,
0.009224307,
-0.014454193,
0.03965618,
0.02151075,
0.024951864,
0.009603284,
0.0070451875,
0.023602705,
-0.016023159,
0.042172592,
0.0046803695,
0.027256045,
-0.0074544833,
-0.036563728,
-0.030287864,
0.027377319,
-0.059120454,
0.08464836,
0.009701818,
0.01168008,
-0.01684175,
-0.018569887,
-0.00090954546,
0.02718025,
-0.014772534,
-0.036624365,
0.03453241,
0.0106947385,
-0.0032080426,
-0.0079054665,
0.021889728,
0.072036,
-0.019494591,
0.019540068,
0.012862489,
-0.02452741,
-0.022283863,
-0.02487607,
-0.053087138,
0.026634524,
-0.055300366,
0.013499171,
0.023526909,
-0.022253545,
0.011611864,
-0.013938785,
0.025482433,
0.004949443,
-0.046690002,
0.043142773,
0.05472432,
-0.003967892,
-0.030393979,
0.008928705,
-0.052632365,
0.018494092,
0.010581045,
-0.007655341,
0.0043771877,
-0.024663841,
0.016963024,
-0.00021909624,
-0.032895226,
0.009891307,
-0.010618944,
0.020616364,
-0.006370608,
0.028726477,
0.032410137,
0.015735136,
-0.0050631366,
0.025467273,
0.015272784,
-0.011088875,
0.06372882,
0.022329342,
-0.03119741,
0.025694659,
0.018387977,
0.027468273,
-0.02783209,
0.048630364,
0.045810774,
0.032137275,
-0.049600545,
-0.02649809,
-0.055361003,
0.038261548,
-0.020116113,
-0.037321683,
0.0017376108,
0.050631363,
-0.03638182,
-0.0483575,
0.0016504461,
-0.0096715,
-0.035229728,
-0.024224227,
-0.005400426,
0.037321683,
0.011642182,
0.0021639604,
-0.051783454,
0.016205069,
-0.029529909,
-0.0035870199,
-0.022253545,
-0.028120114,
0.062091637,
0.023163091,
-0.0010080796,
0.04138432,
0.016720477,
-0.039625864,
0.00750754,
-0.020631524,
0.0007934837,
-0.005385267,
-0.0036438666,
-0.0045098295,
0.006567676,
0.027301524,
-0.025724977,
0.027619865,
0.016978182,
-0.0015159091,
0.019631023,
0.0038579886,
-0.011232886,
-0.0037840882,
-0.0033842672,
-0.011429954,
-0.0103763975,
0.025558228,
0.057786457,
-0.018948864,
0.012483511,
0.005589915,
-0.03350159,
-0.013453693,
-0.018357659,
0.0010298707,
0.019297523,
0.020525409,
-0.010421875,
0.021707818,
-0.027134772,
0.00850425,
0.0034638522,
0.03632118,
0.045356,
-0.0001550254,
0.0074469037,
-0.024648683,
-0.04353691,
-0.036169592,
-0.00533221,
-0.008663421,
0.002603574,
-0.016538568,
-0.032106955,
-0.04450709,
0.016659841,
-0.008436034,
0.060818274,
0.019585546,
0.028408136,
0.02336016,
0.006874648,
0.0022397558,
0.006097744,
-0.00053862145,
-0.051753137,
0.067852095,
0.046477772,
-0.009406216,
-0.014090375,
-0.03322873,
-0.022268705,
0.0015964418,
-0.0075037503,
0.015098454,
-0.029241886,
0.040171593,
-0.068579726,
0.035260048,
-0.05575514,
-0.067124456,
-0.028590046,
0.034107953,
0.044840593,
-0.06391073,
0.00052772585,
-0.033350002,
-0.034441456,
0.02668,
0.006378188,
-0.048903227,
-0.0068140114,
0.015196989,
-0.06876164,
0.027801773,
0.046447456,
-0.024845751,
0.019282363,
-0.032258548,
-0.025436955,
-0.004608364,
-0.009027239,
-0.04805432,
0.022480933,
-0.0050328183,
-0.0009526541,
0.004619733,
-0.029257046,
0.00137474,
0.049509592,
-0.032561727,
0.006453983,
-0.01684175,
0.010368818,
-0.030212069,
0.006400926,
0.017705819,
0.010277864,
0.044961866,
-0.029241886,
0.025512751,
0.047781456,
-0.030439455,
-0.022223227,
0.023587545,
0.0042293863,
0.010277864,
0.040171593,
-0.014431455,
-0.01603832,
0.052905228,
0.019721977,
-0.0055065397,
-0.034289863,
-0.0069656023,
0.018433455,
0.006404716,
-0.019797772,
-0.015644182,
-0.044779956,
0.054603048,
-0.02017675,
0.015030239,
0.027725978,
-0.057392318,
0.0033331052,
0.014598205,
-0.009489591,
0.037503593,
0.014901387,
-0.028438454,
-0.028408136,
-0.016068637,
-0.024906388,
-0.041808773,
-0.014636102,
-0.02349659,
0.058180593,
0.028317181,
0.005923415,
-0.023102455,
-0.035775457,
0.014423875,
-0.040080637,
0.034411136,
0.01184683,
-0.011164671,
0.028984182,
0.0066775796,
-0.044567727,
-0.0095123295,
-0.02337532,
0.00399821,
-0.020601206,
-0.014772534,
0.015901886,
-0.015280364,
-0.036745638,
0.09350128,
0.018463774,
-0.05387541,
-0.030500092,
0.024148433,
0.004703108,
0.033289365,
0.03207664,
-0.038291864,
-0.02102566,
-0.016402137,
0.019858409,
-0.041566227,
0.011983261,
-0.035381317,
-0.054754637,
0.012642682,
0.04453741,
0.0066283126,
-0.080646366,
0.009648762,
-0.007738716,
-0.036078636,
-0.028999342,
-0.014969602,
-0.021389477,
0.03641214,
0.007090665,
0.03783709,
-0.035441954,
0.0099443635,
0.004483301,
0.0026774744,
0.019585546,
0.027301524,
-0.023708818,
0.026922546,
0.006859489,
-0.00024823012,
0.00029228622,
0.046599045,
-0.00967908,
0.027240887,
0.0075681764,
0.027104454,
-0.06615427,
-0.016296024,
-0.06415328,
0.044264548,
0.03604832,
-0.025103455,
-0.020525409,
0.018645681,
0.017736137,
0.025164092,
0.037473273,
-0.046599045,
-0.018873068,
-0.032683,
-0.056482773,
0.025694659,
0.004199068,
-0.018948864,
-0.013105034,
-0.007981261,
0.05539132,
-0.045174092,
0.0062644943,
0.091500275,
0.023769455,
0.00584383,
-0.07876664,
0.0590295,
0.0005390952,
-0.008898387,
-0.0104825115,
0.021920046,
-0.011922625,
0.01785741,
-0.024618365,
-0.017918047,
-0.011028239,
-0.0066927387,
0.031349,
-0.008557307,
-0.015977683,
0.0026698948,
-0.06372882,
-0.04089923,
0.030636523,
0.061727818,
-0.0068822275,
0.008292023,
0.036594044,
0.0090878755,
0.016856909,
0.010111114,
-0.016114114,
-0.037594546,
0.03119741,
-0.0018190909,
-0.011899887,
0.029529909,
0.034684002,
-0.054299865,
-0.04038382,
-0.030333342,
0.036260545,
-0.028908387,
0.017069137,
-0.016402137,
0.008087375,
-0.020540569,
0.02921157,
0.028302023,
-0.00716646,
-0.012392557,
0.008580046,
-0.0082238065,
-0.05184409,
0.016326342,
0.061182093,
-0.022465773,
-0.046780955,
-0.05390573,
-0.016023159,
-0.046659682,
-0.012006001,
0.050813273,
0.0039641024,
0.027923046,
0.027331842,
-0.007484801,
0.033289365,
0.0038579886,
0.032410137,
0.00081338,
0.016386978,
-0.058968864,
0.009292522,
0.016750796,
-0.036139272,
0.035078138,
-0.024921546,
0.017387478,
0.020404136,
0.029529909,
-0.017417796,
-0.07355191,
0.015522909,
-0.009898886,
-0.02349659,
0.006442614,
-0.039595544,
0.0022984971,
0.027392479,
0.022435455,
-0.021738136,
0.01603832,
0.010944864,
-0.032834593,
-0.03553291,
-0.04687191,
0.01535616,
-0.030393979,
-0.011945364,
-0.023769455,
-0.004775114,
0.0017319261,
0.021146933,
-0.0069201253,
-0.018175751,
-0.028332341,
0.060302865,
-0.032743637,
0.048994184,
-0.0051995683,
0.0037253466,
-0.020540569,
-0.015977683,
-0.014241966,
-0.018463774,
0.015378898,
-0.020919546,
0.041596547,
0.03571482,
0.027240887,
-0.005908256,
0.0027305314,
0.044598047,
-0.039777454,
-0.004521199,
-0.018751796,
0.02884775,
-0.035229728,
0.0005215675,
-0.0343505,
0.011558807,
0.012263705,
0.04450709,
-0.034320183,
0.035957363,
-0.007920625,
-0.00023236044,
0.03650309,
0.07337,
0.027907887,
-0.0020749005,
-0.0002555728,
-0.01917625,
-0.0046652104,
0.007105824,
0.01819091,
0.019252045,
-0.012187909,
0.032228228,
0.0019394163,
-0.014022159,
-0.050328184,
-0.007560597,
0.048751637,
0.040080637,
0.0071854093,
-0.0236785,
-0.014984761,
0.008951443,
-0.007981261,
0.012089375,
-0.053602546,
-0.047660183,
0.010065637,
-0.08573982,
0.017599706,
-0.00834508,
0.013537069,
0.0044984603,
0.025922045,
0.011263205,
0.01202116,
0.038261548,
0.006059847,
0.0052450458,
-0.03350159,
-0.010755375,
0.006109114,
0.014082796,
-0.018433455,
-0.016447613,
0.024572887,
0.07337,
0.032925546,
-0.019312682,
-0.027680501,
-0.007920625,
-0.008140432,
0.044143274,
-0.049691502,
-0.005650551,
-0.018009,
0.040323183,
-0.058817275,
0.057816774,
-0.010368818,
0.015113614,
0.026755797,
0.031227728,
0.0032156222,
0.032622363,
0.016144432,
-0.007757665,
0.0018712003,
0.03720041,
0.019191409,
0.011573966,
0.009338,
-0.029605705,
0.06851909,
0.05575514,
-0.001710135,
-0.03180377,
0.0045136195,
0.016326342,
-0.038382817,
-0.044476774,
0.013226307,
0.025073137,
-0.051904727,
0.019646183,
0.006321341,
-0.02117725,
-0.020388978,
-0.010762955,
0.036018,
0.02633134,
-0.03119741,
-0.005400426,
-0.0113465795,
0.012081795,
-0.01635666,
-0.030985182,
-0.005855199,
-0.00032355185,
0.062334184,
0.0017215043,
0.006291023,
-0.010262704,
0.03941364,
0.020601206,
0.03216759,
-0.014992341,
-0.019919045,
0.032046318,
-0.00851183,
0.041930046,
-0.026210068,
-0.010656841,
-0.01051283,
0.005237466,
-0.053996682,
0.045143772,
-0.017948365,
-0.02866584,
-0.016735638,
-0.03419891,
-0.0018626733,
-0.055937048,
0.0018958339,
-0.044082638,
0.046023,
0.032925546,
-0.0024747215,
-0.033774454,
0.018357659,
-0.0343505,
0.013362739,
0.012710898,
0.028893229,
-0.0013785298,
0.06439582,
-0.0057604546,
-0.028787114,
0.03923173,
-0.0015613864,
-0.054451454,
-0.021116614,
0.015795773,
-0.014135852,
-0.03271332,
-0.060636364,
-0.023420796,
-0.018615363,
-0.007814512,
-0.06821591,
-0.035138775,
0.0074469037,
0.008216227,
-0.018918546,
-0.0011748296,
0.06694255,
0.028044319,
-0.020586045,
-0.019479433,
-0.0044264547,
-0.043445956,
0.020555727,
-0.025709819,
0.045598548,
-0.029484432,
-0.011998421,
-0.011050978,
-0.006723057,
-0.0120969545,
-0.01850925,
-0.0054648523,
-0.004922915,
0.009307682,
0.044598047,
0.036108956,
0.04553791,
-0.010399137,
-0.0007072663,
0.019085295,
0.039777454,
0.030894227,
0.04605332,
0.09556291,
-0.021889728,
-0.002067321,
0.044749636,
0.015128773,
-0.011717978,
-0.0055482276,
-0.0016409716,
-0.017902886,
-0.04205132,
-0.033471275,
-0.03383509,
-0.0012411505,
0.03683659,
-0.034744635,
-0.019737137,
-0.0044643525,
-0.07555291,
-0.047842093,
-0.020267705,
0.02420907,
0.032986183,
-0.020616364,
0.02519441,
-0.030575886,
0.274804,
0.07888791,
0.009178829,
0.040292863,
0.015196989,
0.034107953,
0.03036366,
-0.036594044,
-0.0036779745,
-0.021071136,
-0.009110614,
-0.053602546,
0.024497092,
0.03480527,
-0.05520941,
0.050934546,
-0.05866568,
0.021904888,
-0.016189909,
-0.032228228,
-0.054784957,
0.007913046,
0.016872069,
0.035987683,
0.050692,
0.024845751,
0.009626023,
-0.040232226,
0.034956865,
-0.04138432,
0.0023629232,
-0.0051654605,
0.012369818,
-0.019070137,
-0.009413796,
0.06427455,
0.017963523,
-0.032561727,
0.00566571,
0.0077614547,
0.026270704,
-0.037261046,
-0.002702108,
-0.018175751,
-0.027271206,
0.034684002,
0.012604784,
0.021146933,
0.051298365,
-0.038140275,
0.009095455,
-0.02417875,
0.029590545,
-0.027271206,
-0.024254546,
0.003352054,
-0.03665468,
-0.017205568,
-0.0073976363,
0.020100955,
-0.025346,
0.0104825115,
0.013332421,
0.0059499433,
-0.008254125,
0.015485012,
-0.004149801,
0.068034,
-0.02684675,
0.0045439377,
0.013908466,
-0.0077311364,
-0.045083135,
-0.07961555,
-0.009421376,
0.03189473,
-0.020388978,
0.027574386,
0.009201569,
-0.038322184,
0.03471432,
-0.011498171,
0.005256415,
-0.046599045,
0.031136774,
0.03817059,
-0.017281365,
-0.011066137,
0.012733636,
0.028392978,
0.01684175,
0.025270205,
-0.025997842,
0.0009668658,
-0.014590626
] |
pip install git+https://github.com/casper-hansen/AutoAWQ.git
Get started by passing an AwqConfig() with version="exllama".
thon
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer, AwqConfig
quantization_config = AwqConfig(version="exllama")
model = AutoModelForCausalLM.from_pretrained(
"TheBloke/Mistral-7B-Instruct-v0.1-AWQ",
quantization_config=quantization_config,
device_map="auto",
)
input_ids = torch.randint(0, 100, (1, 128), dtype=torch.long, device="cuda")
output = model(input_ids)
print(output.logits)
tokenizer = AutoTokenizer.from_pretrained("TheBloke/Mistral-7B-Instruct-v0.1-AWQ")
input_ids = tokenizer.encode("How to make a cake", return_tensors="pt").to(model.device)
output = model.generate(input_ids, do_sample=True, max_length=50, pad_token_id=50256)
print(tokenizer.decode(output[0], skip_special_tokens=True)) |
[
0.03008276,
0.016444864,
-0.0046392945,
0.037171062,
-0.018060997,
0.048483994,
-0.0020751008,
-0.00090996095,
0.026978083,
0.07031597,
0.038106717,
0.02051355,
-0.007095392,
-0.03274796,
-0.0062731486,
0.061356355,
0.03291808,
-0.031358656,
-0.0032978333,
0.0023710374,
0.028679276,
0.0110435765,
-0.1014478,
-0.05214156,
-0.0406018,
-0.044060893,
-0.007407277,
-0.038673785,
0.019733837,
0.051149197,
-0.011993409,
-0.009186441,
0.00024122382,
-0.00935656,
-0.048398934,
-0.05540218,
0.01645904,
-0.011731142,
-0.029430635,
-0.05716008,
-0.011135724,
0.01127749,
-0.014063194,
-0.029714167,
-0.031018415,
-0.018826533,
-0.012751858,
-0.037114356,
0.00046871408,
-0.03079159,
-0.03538481,
-0.020201664,
0.013106273,
-0.05982528,
-0.009951978,
0.011766584,
-0.014098636,
-0.008952527,
-0.031613834,
-0.010455248,
0.0231504,
0.058917977,
-0.01215644,
-0.025291067,
0.0009622372,
0.01888324,
0.020641139,
0.012454149,
0.011128636,
0.011149901,
0.021321617,
0.016926868,
-0.024497177,
-0.06906843,
-0.016614983,
-0.030734884,
-0.004440822,
0.057755496,
0.019124243,
0.062150244,
0.025999896,
-0.00016856872,
0.008378374,
-0.042983472,
0.016019566,
-0.030026054,
0.0126738865,
0.0068047713,
0.010703338,
0.0026439372,
0.0044904402,
0.020329254,
-0.019365245,
-0.0029983523,
0.012135175,
0.024851592,
0.0014336094,
0.03600858,
0.03986462,
-0.01704028,
-0.013085008,
0.025602952,
0.0010402085,
0.0339955,
-0.000653896,
0.020215841,
-0.019833073,
0.010426894,
-0.015367442,
-0.054948527,
0.009420355,
0.031160181,
0.005720261,
-0.014814554,
0.013531571,
0.037738126,
-0.021761091,
0.0016462585,
-0.0392692,
-0.03283302,
0.0034395992,
0.013751308,
-0.025560422,
0.0136095425,
-0.009016322,
-0.04871082,
-0.035498224,
0.026765434,
-0.046187386,
0.0025925469,
-0.020612786,
0.020329254,
0.008746967,
0.034505863,
0.04491149,
-0.0018199219,
0.02536195,
0.023136223,
0.015707681,
0.018599708,
0.045733735,
0.0044479105,
0.005114211,
0.08619377,
-0.007960165,
0.04828552,
-0.0006237707,
-0.047718458,
-0.048654113,
-0.0049121943,
-0.0008678741,
0.0044018365,
-0.021420853,
-0.049504712,
0.0006959828,
-0.04179264,
0.02473818,
0.025673835,
0.016785102,
0.026722904,
0.009129735,
0.040743567,
-0.060392346,
0.021491736,
-0.0418777,
0.058180794,
-0.012255677,
-0.0052595213,
0.034619275,
-0.047179747,
0.033598557,
-0.042302996,
-0.0051992703,
0.027134025,
0.033598557,
0.022427391,
0.014105724,
-0.005610392,
0.009221883,
-0.022441568,
-0.003990715,
-0.010958517,
-0.034449153,
0.056394543,
0.022767631,
0.0038985668,
0.0035459239,
-0.013765485,
0.03263455,
-0.023802523,
0.003505166,
-0.012184793,
0.029940993,
0.02903369,
-0.032889728,
-0.0021406675,
-0.043607242,
-0.010469425,
0.009966155,
0.013730044,
0.0005537737,
0.018202763,
-0.0010021089,
0.0075065135,
-0.012206058,
0.036689058,
0.017281285,
0.013481953,
-0.011518493,
0.04448619,
0.06543922,
0.021917034,
-0.03070653,
-0.0002525208,
0.03025288,
-0.016728396,
-0.0172104,
0.016331451,
-0.008754055,
0.026014073,
-0.0055040675,
0.028324861,
0.06912514,
-0.0054544494,
-0.05225497,
0.023674933,
0.041679222,
0.016756749,
0.0036061744,
0.051829673,
-0.0013627263,
-0.008846203,
-0.06481545,
0.054239698,
0.006942993,
-0.00059896166,
0.059258215,
0.008123196,
0.017437227,
0.0113554625,
-0.011022312,
-0.00747816,
0.0054048314,
0.06203683,
0.024936652,
-0.020144958,
-0.011206607,
-0.03546987,
0.0046924567,
0.012120998,
-0.016813455,
0.06509898,
0.028679276,
0.0037461685,
-0.0072300695,
-0.026680375,
0.014282932,
0.05126261,
-0.034534216,
-0.025546245,
0.022484098,
0.017692406,
0.031188535,
-0.01909589,
-0.007414365,
0.04394748,
0.04068686,
-0.009392002,
-0.017139517,
-0.038163427,
-0.033513498,
-0.008484699,
-0.023674933,
-0.005146108,
-0.029147103,
-0.018188586,
0.0251493,
-0.054466523,
-0.013240951,
-0.009250236,
0.035866816,
-0.020910496,
-0.06016552,
0.029062044,
0.051461082,
-0.016813455,
-0.017720759,
0.020811258,
-0.03317326,
0.040658507,
0.012347825,
-0.0023480004,
-0.0158778,
-0.026283428,
-0.0392692,
-0.008016871,
-0.025872307,
0.06821783,
-0.018528825,
0.04766175,
-0.04139569,
-0.00172866,
0.033768676,
-0.020456843,
0.006921728,
0.011107371,
0.01918095,
-0.017890878,
0.034193974,
0.010115009,
-0.063908145,
0.022313979,
-0.006209354,
0.063908145,
-0.010554484,
0.044627957,
0.06787759,
0.004228173,
-0.057500318,
-0.03201078,
-0.05225497,
-0.005769879,
0.006779962,
-0.040176503,
-0.02302281,
0.036150347,
-0.048427287,
-0.07910547,
0.024114408,
-0.021874504,
-0.056167714,
-0.005121299,
0.0066133873,
0.039184142,
0.039496027,
0.019407775,
-0.04374901,
0.012964507,
-0.045138314,
0.02673708,
-0.022356508,
0.004781061,
0.07388847,
0.019067537,
0.035923522,
0.0102993045,
0.029855933,
0.009094293,
0.018387059,
-0.0031932807,
-0.026708728,
0.002594319,
-0.01708281,
0.0048873853,
0.041168865,
0.022625864,
-0.02903369,
0.05670643,
0.038928963,
-0.003271252,
-0.021619326,
0.023292165,
-0.012872359,
0.025050065,
0.055118646,
-0.03291808,
0.037086003,
0.065949574,
0.028750159,
0.0030532866,
0.0069748904,
0.0062518837,
-0.033286672,
0.015211499,
0.026836317,
-0.0058549386,
0.027885385,
-0.02264004,
0.049986716,
-0.06271731,
0.009909448,
-0.011461787,
0.017621523,
0.0023072427,
-0.004015524,
0.018514648,
0.005635201,
-0.04837058,
-0.040460035,
-0.008038136,
-0.003017845,
-0.008938351,
-0.0013210826,
-0.045648675,
-0.05126261,
-0.058124088,
0.005188638,
-0.026269251,
0.033910442,
0.031273596,
0.031954072,
0.011348374,
0.039836265,
-0.009080117,
0.033144906,
-0.011957968,
-0.030848296,
0.051999792,
-0.0017605574,
0.025035888,
-0.04956142,
0.01512644,
-0.018231116,
0.04040333,
-0.0073080407,
0.011646083,
-0.015764387,
0.029373929,
-0.012822741,
0.032152545,
-0.045932207,
-0.023263812,
-0.016742572,
0.0476334,
0.033740323,
-0.037369534,
-0.004203364,
-0.020499373,
-0.010285128,
0.016218038,
-0.022866867,
0.0071343775,
-0.03643388,
0.018472118,
-0.013857633,
0.034619275,
0.03263455,
-0.029884286,
0.024071878,
-0.02456806,
-0.016700042,
-0.017479757,
0.015849447,
-0.015424148,
-0.03237937,
0.03274796,
0.05489182,
-0.02469565,
-0.006159736,
0.025758894,
0.06645993,
-0.03408056,
0.022654217,
-0.029940993,
-0.012496679,
-0.011093195,
0.017990114,
-0.0080452245,
0.026807964,
0.008151549,
-0.014453051,
0.013403982,
0.03714271,
-0.009143911,
0.02510677,
0.019648777,
-0.030848296,
-0.0034023856,
0.03325832,
0.004876753,
0.013191333,
0.044599604,
0.02251245,
-0.01641651,
-0.011412169,
-0.009895272,
0.005440273,
0.027134025,
-0.0008479383,
-0.03844696,
-0.008279138,
0.054409817,
-0.017267108,
-0.0033084657,
-0.009874007,
-0.023377225,
-0.020173311,
-0.0043096887,
-0.0030656913,
0.059144802,
-0.0196346,
-0.04567703,
-0.01433255,
-0.028225625,
-0.06124294,
-0.017352168,
0.019322716,
-0.046612684,
0.0251493,
0.052226618,
0.013396894,
-0.026297605,
-0.0126738865,
0.002870763,
-0.05585583,
-0.006450356,
-0.036689058,
-0.025503716,
0.035526577,
-0.00856267,
-0.04638586,
0.003714271,
-0.030990062,
-0.0052453447,
0.018273646,
-0.004554235,
0.040743567,
0.0011748862,
-0.03087665,
0.050497074,
0.02531942,
-0.05551559,
-0.011674436,
0.005978984,
-0.029090397,
0.03396715,
0.026850494,
-0.01862806,
-0.021831974,
-0.0067090793,
0.01800429,
-0.03379703,
-0.018897416,
-0.062263656,
-0.04048839,
-0.032804668,
0.03634882,
0.017819995,
-0.07536284,
-0.018486295,
-0.01061119,
0.0013450056,
-0.058464326,
-0.05216991,
-0.04800199,
0.020244194,
0.037284475,
0.018613884,
-0.024256174,
-0.026694551,
0.004834223,
0.025645481,
-0.029544048,
-0.02134997,
-0.04576209,
-0.044316072,
0.01712534,
0.0020432035,
-0.041338984,
0.041934405,
-0.03598023,
0.006478709,
-0.020272547,
0.014658611,
-0.048228815,
0.0017685317,
-0.022498274,
0.0014672788,
0.012921977,
0.00635112,
-0.0330882,
0.03805001,
0.03643388,
0.011851643,
0.040119797,
-0.041282278,
-0.018968299,
-0.038588725,
-0.051149197,
0.02519183,
-0.032039132,
0.0031099932,
-0.007315129,
0.026283428,
0.039410967,
-0.011121548,
0.003717815,
0.07615673,
-0.0068083154,
-0.020797081,
-0.0520565,
0.027885385,
0.009427443,
-0.021052262,
-0.0149279665,
0.04386242,
0.0007801564,
-0.0017711899,
-0.025546245,
-0.07116657,
-0.0028884837,
-0.0076978975,
0.07224399,
-0.048398934,
-0.030593118,
0.05406958,
-0.043437123,
-0.039637793,
0.03150042,
0.0015611988,
-0.037397888,
0.04190605,
0.053417455,
-0.018784003,
0.018117703,
-0.026099132,
-0.00415729,
-0.026751257,
0.024993358,
-0.033428438,
-0.031783953,
0.04559197,
-0.0030461983,
-0.0044053807,
-0.07377506,
-0.030422999,
0.04913612,
0.0077758688,
0.0053658457,
0.031330302,
-0.015565914,
-0.03626376,
-0.023306342,
-0.008328756,
0.0047349865,
-0.013900163,
0.001494746,
0.024298703,
-0.029175457,
0.020825434,
0.054041225,
-0.0047987816,
-0.0073080407,
-0.005092946,
0.03861708,
-0.037624713,
-0.003274796,
0.046896216,
-0.019209303,
0.02836739,
0.0034147901,
0.015636798,
0.027417557,
-0.004185643,
0.004281335,
0.0007389556,
0.008683172,
-0.053502515,
0.010129185,
0.031216888,
-0.0023462283,
0.0042919675,
-0.007293864,
0.07904876,
0.03722777,
0.024638943,
-0.03915579,
-0.05021354,
-0.017862525,
-0.01755064,
-0.036944237,
0.0039800825,
0.0007358545,
0.020697845,
0.018344529,
0.0053091394,
-0.035243046,
0.0066417404,
0.03079159,
0.00006085973,
-0.010618279,
-0.027289968,
0.01575021,
-0.05364428,
-0.033229966,
-0.018812357,
-0.037908245,
0.03379703,
-0.03856037,
-0.047945283,
-0.017919231,
-0.0018305543,
0.03600858,
-0.04613068,
0.009306942,
-0.029544048,
-0.005957719,
-0.045988914,
-0.0126738865,
-0.015183146,
0.012808564,
0.028693452,
-0.016912691,
0.04542185,
0.019535365,
0.05063884,
0.010483601,
0.002736085,
0.027927915,
-0.032804668,
-0.017975938,
-0.043550536,
0.025206007,
-0.039212495,
-0.005582039,
-0.01922348,
0.007733339,
0.0145451985,
0.019662954,
0.011341285,
0.07785793,
-0.013389805,
-0.021009732,
0.025546245,
0.0058088647,
0.054551583,
-0.001637398,
0.013375629,
-0.031075122,
0.0058691152,
-0.011802025,
0.018415412,
0.039949678,
-0.04956142,
-0.009881095,
-0.02422782,
-0.0032163176,
-0.055543944,
-0.0011164078,
0.06033564,
0.012914889,
0.032974787,
0.019110067,
-0.0052595213,
0.009746417,
-0.02811221,
0.017649876,
-0.046981275,
-0.01867059,
-0.016770925,
-0.08619377,
-0.033910442,
-0.024327056,
-0.007733339,
0.012475414,
0.029969348,
-0.00062465674,
0.011653171,
0.037369534,
0.021676032,
0.026014073,
-0.027771972,
-0.01215644,
-0.0061703683,
0.012432884,
-0.049788244,
-0.02510677,
0.025078418,
0.056394543,
-0.016529923,
0.005794688,
-0.05001507,
-0.002849498,
0.012496679,
0.0507239,
-0.06663005,
0.0042388053,
-0.055629004,
0.035072926,
-0.0062199864,
0.026524432,
-0.01759317,
0.009073028,
0.0026014072,
-0.01320551,
-0.031698894,
0.03096171,
0.005004342,
-0.043437123,
-0.0048732087,
0.046811156,
-0.009703888,
0.049249534,
0.009675534,
0.004827135,
0.02858004,
0.0599954,
0.024327056,
-0.04613068,
0.028438274,
0.030734884,
-0.028679276,
0.0018199219,
0.03150042,
0.0059010126,
-0.025262713,
0.020995555,
0.014084459,
-0.009505414,
-0.019053359,
0.01424749,
-0.026014073,
0.00536939,
-0.050156835,
0.009633005,
-0.019351069,
0.025758894,
-0.029345576,
-0.040034737,
-0.017238755,
-0.0055324207,
0.029799227,
-0.020215841,
-0.0019510555,
-0.019379422,
0.023207106,
0.033116553,
0.012787299,
0.007910547,
-0.027729442,
0.03705765,
-0.023901759,
0.038106717,
-0.0104198055,
-0.041197218,
-0.0062270747,
0.042274643,
-0.04766175,
0.032577842,
-0.008952527,
-0.036745764,
-0.003223406,
-0.010065391,
0.016700042,
-0.04139569,
-0.02122238,
-0.0582375,
0.015480855,
0.03229431,
0.008626466,
0.006053411,
0.016643336,
-0.0029788595,
-0.0024950828,
0.006748065,
0.026226722,
-0.025489539,
0.062263656,
0.006258972,
-0.02598572,
0.0076978975,
-0.02870763,
-0.051914733,
-0.011957968,
-0.014587728,
-0.013092096,
-0.025744718,
0.009625916,
0.00043903178,
-0.018245293,
0.022739278,
-0.027998798,
-0.050780606,
0.024497177,
0.026623668,
-0.020031545,
-0.022087153,
0.08522976,
0.003742624,
0.009129735,
-0.072300695,
0.014743671,
-0.020953026,
0.013439423,
-0.036121994,
0.036604,
-0.030054407,
-0.0037780658,
-0.011100283,
0.005543053,
-0.00985983,
0.0047101774,
0.01930854,
-0.038475312,
-0.019124243,
0.04922118,
0.0008213571,
0.067820884,
-0.017933408,
0.005025607,
-0.012999948,
0.03325832,
-0.0031649275,
0.054920174,
0.059598453,
0.010327658,
0.022257272,
-0.0022859778,
-0.027162379,
0.008101931,
-0.008009783,
-0.011263314,
0.018996652,
-0.065949574,
-0.044429485,
-0.0018128336,
0.009143911,
0.028140565,
-0.062320363,
-0.03192572,
0.013354364,
-0.08341515,
0.010674985,
0.019464482,
0.027020613,
-0.0010446387,
-0.031698894,
0.014063194,
-0.041083805,
0.23657921,
0.060845997,
0.021803621,
0.074001886,
-0.021279087,
0.009980331,
0.04579044,
-0.020740375,
-0.0070918477,
-0.041764285,
0.008945439,
-0.015225676,
0.012624268,
0.027814502,
-0.03062147,
0.035498224,
-0.07984265,
0.018897416,
0.011121548,
-0.0072123487,
-0.06589287,
0.014197872,
-0.014857084,
0.04014815,
0.021619326,
0.03433574,
0.020839611,
-0.0036646528,
0.025177654,
-0.025248537,
0.023391401,
-0.017749112,
0.026722904,
-0.03147207,
-0.043805715,
0.07910547,
0.011957968,
-0.08568341,
0.036830824,
0.0050575044,
0.007641191,
-0.0092927655,
-0.015367442,
-0.014970496,
-0.023093693,
0.030394645,
0.037454594,
-0.015948683,
0.027800325,
-0.012780211,
0.0047668843,
-0.03212419,
0.022540804,
-0.036207054,
-0.010398541,
-0.0013875354,
-0.033315025,
-0.022696748,
0.010901811,
0.008569758,
0.010164627,
0.021846151,
-0.0065779453,
0.00068136316,
0.018060997,
-0.014658611,
-0.008442169,
0.06481545,
-0.00513902,
0.0021477558,
0.009547945,
-0.011390904,
-0.015948683,
0.0040084356,
-0.01813188,
0.02469565,
-0.002477362,
0.0035849095,
0.005447361,
-0.016132979,
0.047519986,
0.0025819144,
0.0010632455,
-0.0441176,
-0.013141714,
0.01403484,
-0.03167054,
-0.026595315,
-0.022072976,
0.039325908,
0.027729442,
0.0030089847,
-0.019379422,
-0.034052208,
-0.048739173
] | Exllama-v2 support
Recent versions of autoawq supports exllama-v2 kernels for faster prefill and decoding. To get started, first install the latest version of autoawq by running: |
[
0.04560051,
0.0054009864,
-0.009338252,
0.025558803,
-0.04686719,
-0.018324649,
-0.002088264,
0.019549107,
0.006597296,
0.050470192,
0.0403086,
-0.021547649,
-0.014426087,
-0.052440587,
-0.00023376419,
0.0466983,
0.0118716145,
-0.044756055,
-0.027247712,
-0.004567088,
0.014440161,
0.012420509,
-0.07673271,
-0.039689332,
-0.025952883,
0.0046585705,
0.028289204,
0.0044193086,
0.07752087,
0.03276481,
-0.003803561,
-0.009113065,
-0.00020561572,
-0.03442557,
-0.022940997,
-0.035607804,
0.024503237,
0.046219777,
-0.027289934,
-0.03166702,
0.0057845092,
-0.005992104,
0.0131734805,
-0.043292336,
-0.048274614,
-0.029978113,
-0.019408366,
-0.05289096,
0.014651275,
-0.060575493,
-0.030118855,
0.02232173,
0.014918685,
-0.0466983,
-0.023757303,
0.00088139874,
-0.026234368,
-0.005094872,
-0.030681824,
0.006062475,
0.06941411,
0.02344767,
-0.0024401199,
-0.07673271,
0.009190473,
0.04250418,
0.025882512,
0.009169362,
-0.0010670027,
-0.012680883,
-0.048105724,
-0.006868225,
-0.037690792,
-0.02105505,
-0.015650544,
0.019929111,
0.03237073,
0.013813858,
-0.052693922,
0.026346961,
0.01285681,
0.019394292,
0.0009500106,
-0.01902836,
-0.026346961,
-0.0805046,
0.044080492,
0.0072763776,
-0.009183436,
-0.026135847,
-0.0049119066,
0.024672128,
0.011583093,
-0.014046083,
-0.002396138,
0.012680883,
-0.01566462,
0.028387725,
0.015791288,
-0.021463202,
0.0028676246,
0.039070066,
-0.005210984,
0.050442044,
-0.011280497,
0.022110617,
0.008374168,
-0.0011356146,
-0.048133872,
-0.024601756,
0.0053270967,
-0.0023891008,
-0.02188543,
0.0022166914,
-0.0055980254,
0.04889388,
0.0043031964,
-0.0029098473,
-0.0021815058,
-0.020407636,
0.0141727505,
0.0062665516,
0.015917955,
-0.010358634,
0.021589871,
-0.061251055,
0.009084917,
-0.0013238573,
-0.06507924,
0.013870155,
-0.016945375,
-0.0076352707,
-0.035382617,
0.023391372,
0.0072130435,
-0.008726023,
-0.017620938,
0.011920874,
-0.015566099,
0.002554473,
0.035438914,
-0.010780862,
-0.02983737,
0.07526899,
-0.050216857,
0.03186406,
0.017606864,
-0.036930785,
-0.03003441,
0.01719871,
-0.039520442,
0.01995726,
-0.0329337,
-0.010309375,
0.0046093105,
-0.024967687,
-0.06023771,
0.05131465,
0.012659771,
-0.0065621105,
0.044390127,
0.0022940997,
-0.021069124,
0.041687872,
-0.020773565,
0.06755631,
-0.049738333,
-0.028134389,
0.014046083,
0.007297489,
0.036114477,
-0.015115725,
-0.013666078,
0.018338723,
0.048021276,
0.041462686,
0.04070268,
-0.0251788,
0.031132199,
0.03073812,
0.0018630764,
-0.030147003,
-0.027684012,
0.02774031,
0.02444694,
0.011189014,
-0.011836428,
-0.025235096,
-0.044868648,
0.009253807,
0.009697146,
0.029189955,
-0.054213937,
0.02764179,
-0.028415874,
0.00592877,
-0.03605818,
-0.009042693,
-0.02524917,
-0.04157528,
0.001744325,
0.044587165,
-0.008803432,
-0.0019422439,
-0.035664104,
0.092158064,
0.004862647,
0.07115931,
-0.026544001,
0.006175069,
0.03183591,
-0.0008849173,
-0.04320789,
0.002320489,
0.020140225,
-0.004338382,
0.0033830933,
-0.006906929,
0.00097464054,
0.010231966,
0.0026829003,
0.04067453,
0.0024577125,
0.0029362366,
-0.0043911603,
-0.022378027,
0.031385537,
0.012413472,
0.026417332,
0.031920355,
-0.003842265,
0.044193085,
-0.0032441104,
0.0512865,
0.0010942714,
0.021632094,
0.014989057,
0.048133872,
-0.028880322,
0.0049330182,
-0.016748335,
0.018563911,
-0.0006667667,
0.020660972,
0.009732331,
-0.0060202526,
-0.0015490451,
-0.004950611,
-0.040393043,
0.04816202,
-0.01483424,
0.04281381,
-0.00050755194,
-0.012983479,
-0.011934948,
-0.019352067,
0.028711433,
0.03405964,
-0.019253548,
-0.04562866,
0.008937137,
0.010999012,
0.009450846,
-0.017142413,
0.02617807,
0.06541703,
0.017283157,
-0.0010265392,
0.00043586135,
-0.011899763,
-0.018423168,
-0.045319024,
-0.034988537,
0.005548766,
-0.017184636,
-0.029978113,
0.0011611241,
-0.030175151,
-0.015706843,
-0.01300459,
0.024728425,
0.009971593,
-0.033778153,
0.033637412,
0.057563607,
-0.006723964,
-0.017677234,
0.02524917,
-0.008993434,
0.019703925,
-0.014440161,
0.015622397,
-0.012385324,
-0.0026600298,
0.07752087,
-0.019464662,
0.011069383,
0.021533573,
-0.033975195,
0.0034006862,
0.0020865048,
0.04410864,
0.024925463,
0.009345289,
-0.03366556,
0.051399093,
0.029584033,
-0.01610092,
0.014848314,
0.022237286,
-0.037944127,
0.037775237,
-0.016692039,
0.053200595,
-0.034819648,
0.04028045,
0.055227283,
-0.02085801,
-0.018929841,
-0.046022736,
-0.040083412,
-0.008944174,
0.006868225,
-0.059956226,
-0.011991245,
0.037071526,
-0.028078092,
-0.043095298,
0.041687872,
-0.044221234,
-0.03898562,
-0.00553821,
-0.040618233,
0.027402528,
0.00040001606,
-0.0023539152,
-0.021589871,
0.013208666,
-0.012969404,
0.0014742757,
0.00795194,
-0.032004803,
0.025783991,
0.01263866,
0.033581115,
0.011449387,
0.021139495,
-0.015749065,
-0.0032775367,
-0.0028341983,
-0.039942667,
0.05528358,
0.022448398,
0.0027726237,
0.02398249,
-0.013124221,
0.009190473,
0.017381676,
0.035016686,
-0.0021216904,
0.0302033,
0.019478736,
0.044052344,
0.022842478,
0.011941985,
-0.027655864,
-0.054917652,
0.011843465,
0.0484998,
-0.026389183,
-0.008184166,
-0.016354257,
-0.05108946,
-0.010872344,
0.0005282235,
-0.0066571115,
0.040533785,
-0.004943574,
0.03276481,
-0.04779609,
-0.042476032,
0.033552967,
0.010478266,
0.02078764,
0.028824026,
0.01659352,
-0.0347915,
0.018479466,
-0.016494999,
0.003103368,
0.010274189,
0.011090495,
-0.030794417,
0.001141772,
-0.009732331,
-0.033412226,
0.034819648,
0.028458096,
-0.005418579,
-0.012146061,
0.048302762,
-0.006776742,
0.042053804,
0.028992917,
0.029330699,
-0.0251788,
-0.022110617,
0.01659352,
0.02774031,
0.013208666,
-0.026459554,
-0.011181977,
-0.018775025,
0.022265434,
0.015537951,
0.016002402,
-0.054692462,
0.030006262,
-0.003866895,
0.035467062,
0.010400857,
0.03110405,
-0.04323604,
0.01300459,
0.015439432,
-0.03183591,
-0.013546447,
-0.05159613,
0.008092683,
0.03603003,
-0.022434324,
-0.048950177,
-0.028753655,
-0.004869684,
-0.046585705,
0.058098428,
0.046163477,
-0.0124768065,
-0.006277107,
-0.004394679,
-0.01473572,
-0.022124691,
-0.0008316991,
-0.0375782,
0.007944903,
-0.00741712,
0.0039020807,
-0.006069512,
0.027163267,
-0.01859206,
0.043461226,
-0.04613533,
0.038394503,
-0.034707054,
-0.018929841,
-0.0016581204,
0.011744946,
-0.04892203,
0.04115305,
0.009908259,
-0.0108653065,
-0.026741039,
-0.0015112206,
-0.019478736,
-0.014989057,
0.012814588,
-0.0013951082,
-0.007107487,
0.023011368,
0.017522419,
-0.020478006,
0.041265648,
0.029555885,
-0.026065476,
0.020309117,
-0.03405964,
0.03442557,
-0.024263974,
-0.006213773,
-0.010429005,
-0.040899716,
0.058154725,
0.0120686535,
0.009310104,
-0.015284616,
-0.06457257,
-0.02198395,
0.032342583,
-0.032849256,
0.07622603,
-0.008718986,
-0.04523458,
0.009225659,
-0.010682342,
-0.0329337,
-0.0009086676,
-0.022743957,
0.006994893,
0.03954859,
0.05342578,
0.018085387,
-0.007607122,
-0.04064638,
0.03940785,
-0.050132412,
-0.008550095,
-0.02354619,
-0.025206948,
0.010823084,
0.011146791,
-0.05894288,
-0.018775025,
-0.007916755,
-0.0051335758,
0.0028992917,
-0.004925981,
0.007719716,
-0.02757142,
-0.06845706,
0.06688075,
-0.023574337,
-0.06671186,
-0.028429948,
0.013729413,
-0.0072763776,
0.008071572,
0.012265692,
-0.04267307,
-0.008838617,
-0.024953613,
0.03940785,
-0.013666078,
0.00239086,
-0.046754595,
-0.044756055,
-0.022223212,
0.022940997,
0.057985835,
-0.014806092,
-0.0025509545,
-0.03476335,
0.024165455,
-0.03296185,
0.010499377,
-0.06569851,
0.0023433594,
0.010738638,
0.029781073,
-0.0032405918,
-0.015692769,
0.0032775367,
0.03991452,
0.029921817,
0.05438283,
-0.05525543,
-0.05001982,
0.0014285345,
0.021139495,
0.008409353,
-0.028232908,
-0.072510436,
0.05531173,
-0.04323604,
0.05106131,
-0.024165455,
0.0016141384,
-0.0144683095,
-0.061025865,
0.035635952,
-0.049541295,
-0.021435054,
0.0120686535,
0.014707572,
0.015495729,
-0.008043423,
-0.02764179,
-0.0035994847,
-0.030569231,
-0.05933696,
0.0051757987,
-0.00829676,
-0.022546919,
-0.008001201,
0.02620622,
0.046247926,
-0.0238136,
0.024165455,
0.095986255,
-0.003381334,
-0.026107699,
-0.010464191,
0.004524865,
-0.026459554,
0.0057915463,
0.0040604156,
-0.046585705,
0.011294571,
-0.031216646,
-0.07718308,
-0.059618443,
-0.033750005,
-0.023757303,
0.049850926,
-0.013412743,
0.03152628,
-0.0107667865,
-0.03915451,
-0.028303279,
0.03332778,
0.007846384,
0.009542329,
0.0329337,
0.0031192016,
-0.012399398,
-0.027430678,
-0.06299626,
-0.015115725,
-0.00700193,
0.066768155,
-0.025389913,
-0.03549521,
0.030850716,
0.005527654,
-0.029246252,
-0.045009393,
-0.0074593425,
0.0178602,
-0.008381205,
-0.004208195,
0.0068858177,
-0.020280967,
0.011920874,
0.0065867403,
0.04230714,
-0.011639389,
-0.004901351,
0.0148764625,
0.0274729,
-0.046557557,
0.011618278,
0.02268766,
0.013602745,
0.018071312,
-0.03149813,
0.000958807,
0.0022923404,
-0.0375782,
0.0695267,
-0.04709238,
-0.0005282235,
0.0027919756,
0.046416815,
0.032117397,
0.00087700057,
0.0048239427,
-0.03132924,
-0.030907013,
-0.063277744,
-0.014806092,
0.046247926,
-0.0023398409,
0.041434538,
0.0005321819,
0.03493224,
0.024728425,
0.040364895,
-0.019929111,
-0.07830902,
0.00873306,
-0.06440368,
-0.02800772,
-0.021167643,
-0.026220294,
0.009141213,
0.052215397,
-0.006445998,
-0.026628446,
0.014749794,
-0.016480925,
-0.057619903,
-0.012582363,
-0.06271478,
-0.0042609735,
-0.041687872,
-0.022209138,
-0.021519499,
-0.043264188,
-0.020956531,
0.035241876,
0.023208408,
0.03352482,
0.041068606,
0.032117397,
-0.025291394,
-0.0009693627,
-0.00929603,
0.03203295,
-0.05894288,
0.012793477,
-0.0002920403,
0.044474572,
0.008627504,
-0.018366871,
-0.00222021,
-0.008951211,
0.0068224836,
-0.04064638,
-0.018015016,
0.021519499,
-0.018015016,
-0.0005735249,
-0.018057238,
0.022279508,
-0.055733956,
-0.007202488,
-0.0055733956,
-0.01739575,
0.008360093,
0.017494269,
0.0074874912,
0.04241973,
0.02700845,
0.03152628,
0.007853421,
0.050948717,
0.033806305,
0.016635742,
0.021941727,
0.004338382,
0.007107487,
-0.005700064,
0.00074813335,
0.005130057,
-0.021209866,
0.03420038,
-0.007670456,
0.0033144816,
-0.0274729,
-0.003186054,
0.024278048,
0.04064638,
0.01388423,
-0.010640119,
-0.01432053,
0.005077279,
0.014397939,
-0.01473572,
-0.06519184,
-0.03515743,
0.016185366,
-0.03861969,
-0.0072763776,
-0.009654922,
-0.017255008,
0.02783883,
0.04337678,
0.02105505,
0.0035431876,
0.039295252,
0.02657215,
0.059055474,
-0.02524917,
-0.022378027,
0.00319661,
0.020041706,
-0.058717694,
-0.04579755,
0.011991245,
0.049541295,
0.0144683095,
-0.022532845,
-0.056606557,
-0.0017671956,
0.029865518,
0.030287746,
-0.028809952,
-0.005362282,
-0.054495424,
0.0329337,
-0.033440374,
-0.02500991,
0.0022360436,
0.041462686,
0.033074442,
0.028781803,
-0.012012357,
0.0284018,
0.039773777,
-0.04227899,
0.04430568,
0.0138771925,
0.030822566,
0.0039337478,
0.037296712,
0.025432136,
0.050779827,
0.021772835,
0.026318813,
-0.040927865,
0.006906929,
0.0075226766,
-0.01593203,
0.009218621,
0.020970605,
0.011681612,
-0.017620938,
0.017409824,
0.024221752,
-0.02205432,
-0.026318813,
-0.028261056,
0.0061152535,
0.0075297137,
-0.019169103,
-0.029049214,
-0.018831322,
0.038704135,
0.019732073,
-0.02500991,
-0.005872473,
-0.00068128074,
0.06524814,
-0.0038493022,
-0.010443079,
-0.014623126,
0.00207419,
0.020238744,
0.03445372,
0.017283157,
-0.014946833,
0.04011156,
-0.04706423,
0.04436198,
0.010534562,
0.013588671,
0.0086626895,
-0.020506155,
-0.034707054,
0.019844666,
-0.031554427,
-0.00095704774,
-0.021069124,
-0.016129069,
-0.015791288,
-0.039295252,
-0.027669938,
-0.042757515,
0.024348421,
0.036733743,
-0.03237073,
-0.015340912,
0.021800984,
0.0006311413,
-0.004908388,
0.062376995,
0.03901377,
-0.02105505,
0.105387844,
0.038338207,
-0.013919415,
0.04923166,
-0.02098468,
-0.029358847,
-0.003361982,
-0.0021463202,
0.0053517264,
0.009014545,
0.0005238253,
-0.012744216,
0.003437631,
0.011949022,
-0.013307186,
-0.033412226,
0.017733531,
0.0023820635,
-0.008887877,
0.0032493882,
0.12374064,
0.015946103,
-0.022082468,
-0.05108946,
-0.010274189,
-0.04579755,
0.0061715506,
-0.05911177,
0.037944127,
-0.046163477,
-0.031892207,
-0.0027286415,
-0.033778153,
-0.035664104,
0.013145332,
-0.0048907953,
-0.032821108,
0.035551507,
0.065473326,
0.00056340906,
0.038000423,
-0.0014188584,
-0.00639322,
0.05089242,
0.05638137,
0.009225659,
0.05049834,
0.07797124,
0.034115937,
0.012927181,
0.040533785,
-0.0053376523,
-0.022307657,
0.013616819,
-0.021561723,
0.011730872,
-0.024672128,
-0.028444022,
-0.041265648,
0.04579755,
-0.032286286,
-0.019267622,
-0.07892829,
-0.014482384,
-0.05747916,
0.03132924,
-0.014158676,
0.023222482,
0.0031614243,
-0.0019510404,
-0.014243122,
-0.057394717,
0.23464559,
0.09266474,
0.022012098,
0.037043378,
0.030822566,
0.04889388,
0.020900233,
-0.044559017,
0.008388242,
-0.027698087,
0.0089301,
-0.03608633,
-0.00062410417,
0.01593203,
0.013426817,
0.04267307,
-0.050047968,
-0.0024242864,
-0.021167643,
-0.018310575,
-0.045741253,
0.022589142,
-0.00007301007,
0.021744687,
0.013757561,
0.013447928,
0.00021650126,
-0.02866921,
0.026192145,
0.0056472854,
-0.0038000424,
-0.02049208,
0.013018664,
0.0066219256,
-0.003474576,
0.041068606,
0.00480635,
-0.075550474,
-0.012427546,
-0.011561981,
0.010379746,
-0.013328297,
-0.03622707,
-0.016523147,
-0.012737179,
0.062771074,
-0.00348865,
0.013842006,
0.05933696,
-0.06096957,
0.06519184,
-0.028964767,
-0.008043423,
-0.009500106,
-0.043151595,
-0.029696628,
-0.015411283,
-0.029893667,
0.028120315,
0.049400553,
0.011350867,
0.021969875,
-0.031188497,
0.011020123,
0.0074734166,
0.02098468,
-0.016143143,
0.0031332758,
-0.012195322,
-0.006199699,
0.01529869,
0.00627007,
-0.014278308,
-0.027261786,
-0.00085061137,
0.05441098,
0.002793735,
0.026867708,
0.008409353,
-0.024503237,
0.00094209384,
-0.025319543,
-0.0031842948,
-0.03369371,
0.013778673,
0.04028045,
-0.025755843,
-0.0010274189,
-0.0073186,
0.04137824,
-0.020506155,
0.0077549014,
0.022166915,
-0.035579655,
-0.024348421
] |
The AutoGPTQ library implements the GPTQ algorithm, a post-training quantization technique where each row of the weight matrix is quantized independently to find a version of the weights that minimizes the error. These weights are quantized to int4, but they're restored to fp16 on the fly during inference. This can save your memory-usage by 4x because the int4 weights are dequantized in a fused kernel rather than a GPU's global memory, and you can also expect a speedup in inference because using a lower bitwidth takes less time to communicate.
Before you begin, make sure the following libraries are installed: |
[
0.048175313,
0.0183688,
-0.04806122,
0.013662508,
-0.013120571,
0.00241554,
0.052482285,
-0.00020723727,
0.00029102352,
0.016785774,
-0.031546414,
-0.038791254,
0.00976912,
-0.03091891,
0.021748772,
0.05539163,
-0.041529458,
-0.0568463,
-0.029050656,
0.017028218,
0.022148093,
0.00976912,
-0.0671431,
-0.029464237,
-0.014111744,
0.006977434,
0.039703988,
-0.009790513,
0.08397165,
0.039304666,
-0.0005575351,
0.0178126,
-0.0035635899,
-0.024872039,
-0.012471673,
-0.04352607,
-0.024472717,
-0.006264359,
-0.052910127,
-0.042556286,
0.018026523,
-0.021221098,
0.024643855,
0.0132204015,
-0.073247015,
-0.013819383,
-0.031603463,
-0.05091352,
-0.010460803,
-0.02363129,
-0.0031856603,
0.020365408,
0.03790704,
0.018454367,
-0.06155259,
-0.0039753905,
-0.013576939,
-0.017270664,
-0.07107927,
-0.0077582505,
0.03357155,
0.05638993,
-0.004798991,
-0.047319625,
0.006677943,
0.029749468,
-0.0031036567,
0.020336885,
-0.020322623,
-0.011366407,
-0.0335145,
0.04067377,
-0.0044638463,
-0.04001774,
-0.013961999,
0.007177095,
0.014026175,
-0.01091004,
0.006710031,
0.03765033,
0.0052731857,
0.03588191,
0.00095551985,
0.036623508,
-0.055363104,
-0.008250272,
0.03907648,
-0.00861394,
-0.01953824,
-0.03014879,
-0.003761468,
0.013954868,
-0.005697465,
0.016329406,
0.013698161,
0.03014879,
-0.020992912,
0.041044567,
0.049858168,
0.005829384,
0.00803635,
0.07153563,
-0.0058151227,
0.053081267,
0.00060254795,
0.025627898,
0.024429932,
-0.02709683,
-0.013427192,
-0.018825166,
-0.0031268317,
-0.009712075,
-0.009619375,
-0.038819775,
-0.039846603,
-0.017570155,
-0.0076370277,
0.014717857,
-0.05216853,
-0.027895475,
-0.018739598,
0.005176921,
0.02095013,
-0.039190575,
0.009098831,
-0.07843819,
0.0033550155,
0.008350102,
-0.03924762,
-0.011145354,
-0.03034845,
0.0202941,
0.03100448,
0.034313146,
0.00794365,
-0.03120414,
-0.015659116,
-0.0070202183,
-0.01761294,
-0.011744337,
0.017170833,
-0.014746381,
0.0020928737,
0.0798073,
-0.011402061,
0.008243141,
0.009127353,
-0.053195357,
-0.0075300667,
0.043297883,
-0.03819227,
0.021976955,
-0.029107701,
0.021192575,
0.02172025,
0.04538006,
-0.037308056,
0.018611245,
0.01674299,
-0.006592374,
0.021962695,
0.0031500065,
-0.015744684,
0.038506024,
-0.012671334,
0.023773903,
-0.038334884,
-0.021221098,
0.021862864,
-0.0072983173,
-0.013035002,
-0.00928423,
-0.021121267,
-0.0014395191,
0.03887682,
0.043012653,
0.036366798,
-0.03348598,
0.031432323,
-0.036452368,
-0.013455716,
-0.023260491,
0.012115136,
0.054707076,
-0.029236054,
0.0021499195,
0.023816688,
0.027054047,
-0.014197313,
-0.00070906343,
-0.010639071,
0.036480892,
-0.06948198,
-0.009605113,
-0.041700598,
-0.009305622,
-0.0016775078,
-0.012742641,
-0.014083222,
0.014404105,
-0.008000696,
0.03907648,
-0.025043176,
-0.0068027307,
0.006952476,
0.02515727,
-0.022419062,
0.0045422846,
-0.0038220794,
0.015331102,
0.08528371,
0.021677464,
-0.037279535,
0.008264533,
0.025884604,
-0.017456064,
0.0050414368,
0.049173616,
-0.016015653,
0.010360972,
0.028836733,
0.042670377,
0.00007765827,
0.02134945,
0.016158268,
0.015388148,
0.001755946,
0.049658507,
0.00063374493,
0.0042463588,
0.017213618,
0.019652333,
0.013769468,
0.04027445,
0.0066387234,
0.016357929,
0.03522588,
0.012193574,
-0.043212313,
-0.007900866,
0.0027524675,
0.0025741989,
0.02403061,
0.025955912,
-0.021606157,
-0.010795948,
-0.032972563,
-0.021492066,
-0.028123658,
0.012649941,
-0.07404566,
0.054535937,
-0.0009983043,
0.007437367,
-0.038021132,
-0.0247009,
0.034997698,
0.01464655,
-0.0030983086,
-0.032801427,
0.03725101,
0.013940606,
-0.014446889,
-0.005348059,
0.019923301,
0.06811287,
-0.050000783,
0.011751467,
-0.0057723382,
0.003221314,
0.012436019,
-0.011509023,
-0.023588505,
0.015274055,
-0.02344589,
0.007986435,
-0.020607853,
-0.04172912,
-0.029606853,
-0.022419062,
0.010838732,
0.016486282,
-0.016728727,
0.02882247,
0.028394626,
0.01617253,
-0.0247009,
0.0058792992,
-0.05887143,
0.013641115,
-0.01053211,
0.024929084,
0.01886795,
-0.017085265,
0.057388235,
-0.004663507,
-0.0065888083,
0.034969173,
-0.028494457,
0.041301277,
-0.018254707,
0.024287317,
0.060183488,
0.01838306,
-0.004192878,
0.022447586,
-0.008628202,
-0.02584182,
0.042670377,
0.013712423,
-0.02126388,
0.013027871,
0.0032462717,
0.0321454,
-0.01913892,
0.032944042,
0.045979045,
-0.007016653,
-0.04868873,
-0.03588191,
-0.01932432,
0.010688987,
-0.016928388,
-0.021178313,
-0.009790513,
0.044838123,
-0.025799036,
-0.04931623,
-0.021320928,
0.0023709727,
-0.044353236,
-0.027895475,
-0.048175313,
0.019352842,
0.01081734,
-0.002631245,
-0.013584069,
0.031175617,
0.006128875,
0.01369103,
-0.018896474,
0.015188486,
0.04352607,
0.01014705,
0.0013940607,
0.011209531,
0.041329797,
-0.020907344,
-0.005569112,
-0.018254707,
0.010874386,
0.0047134226,
0.008820731,
0.00889917,
0.00430697,
0.010574895,
0.004153659,
0.033172224,
0.051997393,
-0.008414279,
0.007351798,
0.007095091,
0.016999695,
-0.00005704596,
-0.017099526,
-0.03188869,
-0.015844515,
0.010189835,
0.072676554,
-0.013855037,
0.029749468,
-0.019994609,
-0.03502622,
-0.007629897,
-0.014047568,
0.004182182,
0.025955912,
0.04229958,
-0.011059785,
0.007715466,
-0.028979348,
-0.005062829,
0.0132631855,
0.019466933,
0.02594165,
0.0038506023,
-0.009483891,
-0.0012523371,
-0.0065602856,
-0.027624507,
0.014774904,
0.011259446,
-0.00755859,
0.0003979847,
-0.006128875,
-0.03750772,
0.0050307405,
0.05205444,
0.037279535,
-0.016700204,
0.059099615,
0.009918867,
0.004164355,
0.030747773,
0.03753624,
-0.024429932,
-0.038791254,
0.00382921,
0.041301277,
0.017998,
-0.051569548,
-0.02431584,
0.007351798,
0.0135912,
-0.020165747,
0.014746381,
-0.022419062,
0.012899518,
-0.042812992,
0.039732512,
-0.052881606,
-0.014503935,
-0.019495457,
0.009227184,
0.0543648,
-0.015074395,
-0.015402409,
-0.019381365,
-0.013184748,
0.022390539,
-0.014297144,
-0.030319927,
-0.012200705,
0.018183399,
-0.05904257,
0.07056585,
0.04709144,
-0.03063368,
-0.004845341,
-0.072334275,
-0.015930085,
0.022048263,
-0.007063003,
-0.036594983,
0.019409887,
-0.01771277,
0.0014965651,
0.022946738,
0.019081874,
-0.021791557,
0.046520982,
0.0112951,
-0.011017001,
-0.019666595,
-0.028993608,
-0.03166051,
0.0017710988,
-0.022832645,
0.052910127,
0.07147859,
0.0101684425,
0.009034654,
0.030519588,
-0.0007112918,
-0.014703596,
0.010924301,
0.025784774,
0.006692204,
0.030890387,
-0.01493178,
-0.019124659,
0.055277534,
-0.00048667335,
0.0048596025,
0.010924301,
-0.015573547,
-0.0055370233,
-0.0059577376,
0.0013370147,
-0.002397713,
-0.020065917,
0.02440141,
0.008635332,
0.020108702,
0.013184748,
-0.0882501,
-0.031517893,
0.012400365,
-0.031546414,
0.044895172,
0.01962381,
0.006488978,
0.015559286,
-0.01426149,
-0.011166747,
-0.04383982,
0.0012683813,
-0.0033104483,
0.069710165,
0.020978652,
-0.0183688,
-0.01407609,
-0.030747773,
0.02440141,
-0.057673465,
0.02919327,
-0.009212922,
-0.013997653,
0.036024522,
-0.01684282,
-0.010888647,
-0.045608245,
0.0013806905,
0.0011373538,
0.00081869867,
-0.03867716,
0.008307318,
-0.0058365148,
-0.07085108,
0.06058281,
-0.015402409,
-0.042185485,
-0.028023828,
0.017170833,
0.016571851,
0.03856307,
0.015245533,
-0.025299883,
-0.03371416,
-0.03368564,
0.028266273,
-0.055534244,
-0.008000696,
-0.032031305,
-0.032116875,
-0.011402061,
0.03571077,
0.015930085,
-0.05216853,
-0.004845341,
-0.047319625,
-0.0007148572,
-0.056532547,
-0.0008458846,
-0.0075871125,
0.03745067,
-0.033628594,
0.026569156,
-0.022547416,
-0.0016980086,
0.008264533,
0.034997698,
0.002312144,
0.02191991,
-0.037193965,
-0.02612705,
0.03676612,
0.017869648,
-0.016700204,
0.007872342,
-0.014183052,
0.059955303,
0.0013913866,
0.018654028,
-0.027809905,
-0.007629897,
-0.05416514,
-0.0063927127,
0.042071395,
-0.047718946,
-0.027253708,
-0.02037967,
-0.0006332993,
0.039589897,
0.04908805,
-0.031831644,
0.02535693,
-0.027310753,
-0.040816385,
0.04960146,
0.014703596,
-0.032801427,
-0.006086091,
0.018967781,
0.043212313,
-0.039761033,
0.0032462717,
0.08910579,
-0.039703988,
0.021363711,
-0.08448507,
0.06520353,
-0.009441107,
0.014732119,
-0.00814331,
-0.0178126,
-0.009968782,
0.015901562,
-0.08037776,
-0.051569548,
-0.0018718205,
0.008863516,
0.0511417,
-0.007608505,
0.029321624,
-0.0012559025,
-0.04717701,
-0.042470716,
0.032230966,
0.03120414,
-0.000272751,
0.0019538242,
0.034997698,
0.017413279,
-0.008827862,
-0.023289014,
-0.012885256,
-0.012407497,
0.037792947,
-0.00013782392,
-0.04968703,
0.043098222,
0.028637072,
-0.04543711,
-0.08368643,
0.0070986566,
0.044096526,
-0.06668673,
0.00746589,
0.009776251,
0.053623203,
-0.010004435,
0.041786164,
0.06383443,
-0.00061547244,
-0.031090047,
0.01761294,
0.032031305,
-0.0222194,
-0.024572548,
0.050371584,
-0.016058438,
-0.022761337,
-0.013740946,
0.009334145,
-0.01407609,
-0.036908735,
0.080149576,
-0.029720945,
0.020137224,
0.034484282,
-0.01712805,
0.023117876,
0.02182008,
0.05111318,
0.012714119,
-0.022447586,
-0.07159268,
-0.023003783,
0.029977651,
0.012778295,
0.006157398,
0.002682943,
0.023902258,
-0.0072198794,
0.034826558,
-0.04526597,
-0.096464716,
0.021506326,
0.0013352319,
-0.02373112,
0.0043034046,
-0.020137224,
-0.006057568,
0.046578027,
-0.013776599,
-0.03782147,
-0.011608853,
-0.009975912,
-0.04871725,
-0.029949129,
-0.08579712,
-0.028309058,
-0.02049376,
-0.013156224,
-0.039989218,
-0.029435715,
0.028779687,
0.0642908,
-0.014675073,
-0.0017835776,
0.00018383953,
0.058072787,
-0.011501892,
-0.0038042525,
0.00066226796,
0.008535502,
-0.015359624,
-0.03494065,
-0.016571851,
0.012949433,
0.014411235,
-0.013954868,
-0.0043212315,
0.038819775,
0.0066529852,
-0.02353146,
0.02257594,
0.03371416,
-0.040445585,
-0.0119725205,
-0.026711771,
0.01139493,
-0.05741676,
-0.015088656,
-0.044866648,
-0.008186095,
-0.020836037,
0.072049044,
-0.035083264,
0.0006208205,
0.022290708,
0.019980347,
0.0032712293,
0.050371584,
0.014019045,
0.007473021,
0.0116730295,
-0.0039753905,
0.0071057873,
-0.020736206,
0.0090061305,
0.030034699,
0.019951824,
0.026012957,
-0.0034976304,
-0.015573547,
-0.029521285,
-0.011451976,
-0.010346711,
0.05570538,
0.024073396,
0.0019520414,
-0.013149094,
-0.006970303,
-0.015045872,
0.0043782773,
-0.053166833,
-0.06902561,
0.015416671,
-0.014418366,
0.010781687,
0.0077867736,
-0.020878822,
0.0271824,
0.018183399,
0.024544025,
0.039732512,
0.030662203,
0.020465238,
0.036338277,
-0.040331494,
-0.051084656,
-0.013270317,
0.015045872,
-0.03148937,
-0.014946042,
0.030947434,
0.008506979,
0.02728223,
-0.012015305,
-0.023887996,
-0.018582722,
0.006891865,
0.03770738,
-0.049544416,
0.017641462,
-0.053195357,
0.027068308,
-0.05630436,
0.02872264,
-0.0071164835,
0.019181704,
0.029136224,
0.020208532,
0.03379973,
0.04900248,
-0.011031263,
-0.003779295,
0.009961651,
0.036594983,
0.023032306,
-0.0065246318,
0.018126354,
0.0040288707,
0.060183488,
0.011623114,
0.032601766,
0.007900866,
-0.012043828,
0.009391191,
-0.009883213,
-0.023945041,
-0.02421601,
0.029121963,
0.013106309,
-0.0060361754,
-0.013341623,
-0.035653725,
-0.010196965,
0.018497152,
0.05094204,
0.014111744,
-0.022946738,
0.0013022523,
-0.03856307,
0.017555894,
-0.010489326,
-0.08163277,
0.0053730165,
0.013035002,
0.05741676,
-0.033257794,
0.026711771,
0.030063221,
0.01052498,
0.022419062,
0.00493091,
-0.003743641,
-0.007822427,
0.032002784,
-0.02480073,
0.028936563,
-0.033086658,
-0.03419905,
-0.0026793773,
-0.010653333,
-0.012172182,
0.018097831,
-0.00995452,
-0.02813792,
-0.023146398,
-0.039418757,
-0.046207227,
-0.055733904,
-0.00651037,
-0.05139841,
0.03188869,
0.014211575,
-0.025684943,
-0.004146528,
0.017841123,
0.01128797,
0.009305622,
0.053851385,
0.0511417,
0.027111093,
0.043469023,
0.06742832,
-0.016414976,
0.055191968,
-0.014675073,
-0.047833037,
0.0073945825,
0.009776251,
0.030804818,
-0.010475065,
-0.051655117,
-0.00852124,
0.0021356582,
-0.003255185,
-0.023702595,
-0.058985524,
-0.02823775,
0.0065888083,
0.023246229,
0.00025403278,
0.110041656,
0.032430626,
-0.02278986,
-0.024586808,
0.013655377,
-0.03311518,
0.0010205879,
-0.046663594,
0.015901562,
0.00026428324,
-0.052025914,
0.04372573,
-0.029407192,
-0.007822427,
-0.01952398,
-0.038220793,
-0.01886795,
0.012542981,
0.049858168,
0.040331494,
0.032972563,
-0.011359277,
0.0089633465,
-0.0014537807,
0.051084656,
0.0041180053,
0.06765651,
0.0783241,
-0.008713771,
-0.0022729249,
0.019566765,
-0.0023781036,
-0.025485283,
-0.012336189,
0.0032427062,
0.022932475,
-0.020408193,
-0.0511417,
-0.03676612,
0.040844906,
0.012742641,
-0.028694117,
-0.060012348,
0.023289014,
-0.06856924,
-0.031803124,
-0.023816688,
-0.0022747077,
-0.00081424194,
-0.018354537,
-0.008599678,
-0.05676073,
0.23959303,
0.07376043,
0.006353494,
0.047348145,
0.038249318,
0.027524676,
0.014703596,
-0.008285926,
0.039675467,
-0.034997698,
-0.015573547,
-0.037165444,
-0.0007968607,
0.0048382105,
-0.03417053,
0.01302074,
-0.037193965,
0.0039005175,
-0.03924762,
-0.0024280187,
-0.054935258,
0.016443498,
0.019509718,
0.039789557,
0.012072351,
0.02201974,
0.0076013743,
-0.06240828,
0.01100987,
-0.041871734,
-0.011751467,
-0.040930476,
0.018525675,
-0.014375581,
-0.012001044,
0.018554198,
-0.027225185,
-0.034769513,
0.02172025,
-0.008635332,
0.021435019,
0.039789557,
-0.019851994,
-0.034912128,
-0.012314796,
0.022333493,
-0.021178313,
-0.023403104,
0.033029612,
-0.018026523,
0.036252707,
-0.04968703,
-0.0010090005,
-0.029435715,
-0.05915666,
-0.025385452,
-0.01875386,
-0.03408496,
0.015958607,
0.028351841,
-0.013327362,
0.009826167,
-0.037564766,
-0.0017826862,
-0.018639768,
-0.004677769,
-0.0003199922,
0.053052742,
-0.01714231,
-0.015473717,
0.008400017,
-0.0031107876,
-0.030861864,
-0.058700293,
-0.01436132,
0.01856846,
0.012421758,
0.018882213,
0.025784774,
-0.024729423,
0.019409887,
0.0064782817,
0.0062750555,
-0.041957304,
0.034969173,
0.06332102,
-0.05276751,
0.005447889,
0.026169835,
0.07370338,
0.0030323493,
0.00068767124,
-0.01953824,
-0.018554198,
-0.03014879
] | pip install auto-gptq
pip install git+https://github.com/huggingface/optimum.git
pip install git+https://github.com/huggingface/transformers.git
pip install --upgrade accelerate
To quantize a model (currently only supported for text models), you need to create a [GPTQConfig] class and set the number of bits to quantize to, a dataset to calibrate the weights for quantization, and a tokenizer to prepare the dataset. |
[
0.037737787,
-0.006193684,
-0.01310528,
0.052068934,
-0.030152302,
0.012678596,
0.026549196,
0.018760528,
0.01957326,
0.048547104,
0.008709762,
-0.022444908,
0.023921369,
-0.031859037,
-0.019248167,
0.0509582,
0.004283767,
-0.064639166,
-0.030965032,
-0.0029122843,
-0.0051506795,
0.0010040608,
-0.05624095,
-0.01755498,
0.0045749955,
-0.015089696,
0.008736853,
0.0029783186,
0.099478215,
0.030775394,
0.014574967,
-0.021022629,
-0.007964759,
-0.0183948,
-0.029935574,
-0.04264126,
0.026914924,
0.032319583,
-0.04044689,
-0.019031439,
0.02982721,
-0.0054249763,
0.0145885125,
0.009034854,
-0.04656946,
-0.055536583,
-0.02141545,
-0.023934914,
-0.010856725,
-0.049847472,
-0.024991464,
-0.004043334,
0.033186495,
-0.04155762,
-0.0373856,
-0.0026887835,
-0.0074026203,
-0.016484885,
-0.07385011,
0.0035489232,
0.034161773,
0.025709376,
-0.026860744,
-0.059491873,
0.023650458,
0.026752379,
0.0009143218,
0.007301029,
-0.0060548424,
-0.004222812,
-0.039742522,
0.01227223,
-0.055590767,
-0.011296954,
-0.012306094,
-0.0123941405,
0.00210294,
-0.0012817438,
-0.02077881,
0.030721214,
0.014832332,
-0.010612906,
-0.030233575,
-0.015482516,
-0.063555524,
-0.041232526,
0.0070978464,
-0.024652826,
0.013911237,
-0.018625073,
-0.0077548036,
0.02225527,
0.036329053,
-0.019139804,
-0.006969164,
0.045783818,
0.01359969,
0.029231207,
0.059329327,
-0.019708715,
-0.0028987387,
0.03884852,
-0.011527227,
0.043589447,
-0.0040873573,
0.032834314,
0.0016500122,
-0.010741588,
-0.024043277,
-0.02421937,
-0.030152302,
0.004913633,
-0.0016017563,
0.011425637,
-0.0016779498,
0.011493364,
-0.034757774,
-0.016904794,
0.0014324376,
-0.037223056,
0.0019793373,
-0.00759903,
0.01718925,
-0.004425995,
0.030260665,
-0.08235669,
0.004456472,
0.017013159,
-0.059546053,
-0.00799185,
0.004768019,
0.008073123,
-0.022783546,
0.01005754,
0.016606793,
0.0077683493,
-0.0063426844,
0.00048298202,
-0.027822474,
-0.006444276,
0.010545178,
-0.037791967,
0.022471998,
0.076505035,
-0.022864819,
0.032319583,
0.029664664,
-0.0064341165,
-0.024585098,
0.043535262,
-0.013457462,
-0.0012360277,
-0.013274598,
0.00037419467,
-0.0058516595,
-0.0137961,
-0.031642307,
0.010016903,
0.010484223,
0.028608114,
0.034053408,
-0.004581768,
-0.049197286,
0.026589833,
-0.003034194,
0.058137324,
-0.05242112,
-0.03353868,
0.02825593,
-0.0068811183,
0.027063927,
0.013091734,
-0.007219756,
0.026833652,
0.03863179,
0.045594182,
0.004893315,
-0.018530255,
0.022715818,
0.006674549,
-0.012367049,
-0.0071520284,
-0.028933207,
0.062255155,
-0.0000766697,
0.040148888,
0.010389405,
0.024138097,
-0.01848962,
0.00506602,
0.0044463133,
0.017419524,
-0.0756923,
0.03971543,
-0.029718846,
-0.006268184,
-0.018625073,
-0.047273826,
-0.0064849122,
-0.035028685,
-0.0060040466,
0.046163093,
-0.010565497,
-0.0027869884,
-0.02220109,
0.041503437,
-0.0044666314,
0.06285116,
-0.009908539,
0.011344363,
0.03091085,
-0.002935989,
-0.04816783,
-0.03145267,
0.045810908,
0.006315593,
0.021754086,
0.04903474,
0.0025854988,
0.012624414,
0.042180713,
0.034270138,
0.023989096,
0.00865558,
-0.023921369,
-0.006931914,
0.018069709,
0.041665982,
0.033186495,
0.024707008,
-0.007707394,
0.023894276,
-0.011567865,
0.054127853,
0.040040523,
0.028012112,
0.049441107,
0.02596674,
-0.048682556,
-0.0017981662,
-0.039038155,
-0.003107001,
-0.011093771,
0.014453057,
0.0106670875,
-0.0019556328,
-0.011689774,
-0.021848906,
-0.035868507,
0.027483836,
-0.05781223,
0.021279994,
-0.0065221624,
0.012570232,
-0.043833267,
-0.036112327,
0.051825114,
0.053206757,
-0.03307813,
-0.032211218,
0.016755793,
-0.0041076755,
-0.033701226,
-0.017107977,
0.03494741,
0.056295134,
-0.0121300025,
-0.013112052,
-0.023095092,
0.013687736,
-0.008039259,
-0.04852001,
-0.021158084,
0.010321678,
-0.032861404,
-0.031046305,
0.023691094,
-0.031561036,
0.004276994,
-0.0051574525,
0.027876657,
0.019898351,
-0.032536313,
0.05280039,
0.04480854,
-0.032427948,
0.00732812,
0.04814074,
-0.020413082,
0.017798798,
-0.009339628,
-0.0054283626,
0.041476347,
-0.013565826,
0.047517642,
0.011947138,
-0.023257637,
0.049359832,
-0.021361267,
0.025899012,
-0.041503437,
0.0364916,
0.018232254,
0.010294586,
-0.037819058,
0.030965032,
0.021930179,
-0.027876657,
0.042478714,
0.0017761547,
-0.043887448,
0.011567865,
0.031913217,
0.055536583,
-0.027687019,
0.0413138,
0.05889587,
-0.036599964,
-0.03139849,
-0.026887834,
-0.0346765,
0.012956278,
-0.012360277,
-0.04134089,
-0.010687406,
0.037900332,
-0.018299982,
-0.014818787,
0.0185438,
-0.004984747,
-0.036599964,
-0.012610869,
-0.01399251,
0.030992122,
0.018557347,
0.008073123,
-0.01915335,
0.035841417,
-0.002568567,
0.0065424806,
0.003311877,
-0.023718186,
0.035814323,
0.017500797,
0.029691754,
-0.0041178344,
0.04724673,
-0.015021969,
-0.0010692485,
-0.044618905,
-0.02491019,
0.01733825,
-0.003653901,
0.03646451,
-0.0027819087,
0.009908539,
-0.019397167,
-0.0022942706,
0.01231964,
0.0070978464,
0.010050767,
0.03223831,
0.035299595,
0.01834062,
0.021388358,
-0.040663615,
-0.005174384,
0.009854358,
0.039011065,
-0.024165187,
-0.00413138,
-0.0052759754,
-0.04023016,
-0.005811023,
0.011689774,
0.018530255,
0.035814323,
-0.001548421,
0.02747029,
-0.048872195,
-0.037114695,
0.011872638,
0.003735174,
0.03730433,
0.015563789,
0.01947844,
-0.04234326,
0.0040331753,
-0.038225424,
-0.016566157,
0.017676888,
0.029610481,
-0.014493694,
-0.021605086,
-0.014317603,
-0.011391773,
0.019044984,
0.010660315,
0.0028868865,
0.029664664,
0.055807494,
-0.006186911,
0.044375084,
0.028824842,
0.03922779,
-0.035895597,
-0.013708054,
0.037168875,
0.034270138,
-0.001930235,
-0.043995813,
-0.0142769655,
-0.030531576,
0.007761576,
-0.024950827,
0.036112327,
-0.03118176,
0.03570596,
0.021550903,
0.06843191,
-0.02026408,
0.028581023,
-0.043264356,
0.012157094,
0.018936621,
-0.022160452,
-0.011310499,
-0.033240676,
0.0059329327,
0.042478714,
-0.03012521,
-0.025140464,
-0.040067613,
-0.011269863,
-0.06539772,
0.08674543,
0.047896918,
-0.012556686,
0.005198089,
-0.027158745,
-0.03296977,
-0.011967457,
0.015265788,
-0.040880345,
-0.008736853,
-0.020995539,
0.019817078,
0.0018100186,
0.016132701,
-0.009732448,
0.03169649,
-0.039309066,
0.014425967,
-0.023785913,
-0.022052087,
-0.006444276,
0.0072265286,
-0.039038155,
0.03118176,
0.016430702,
-0.015888881,
-0.0007822531,
0.03808997,
-0.0004427688,
-0.02011508,
0.015794063,
-0.004947497,
0.016782885,
0.048926376,
0.013518417,
-0.010565497,
0.02545201,
-0.02068399,
-0.035353776,
0.029149935,
-0.034811955,
0.008357579,
-0.016904794,
0.02174054,
-0.023149274,
-0.038062878,
0.041449256,
0.012218049,
0.020981992,
0.014236329,
-0.055211492,
-0.014615604,
0.006620367,
-0.052041844,
0.05965442,
-0.01691834,
-0.020589173,
0.049495287,
-0.037439786,
-0.0186928,
-0.019762896,
0.012143549,
-0.030992122,
0.059220962,
0.05678277,
0.012604096,
-0.019993171,
-0.039309066,
0.04255999,
-0.05410076,
-0.0042973123,
-0.04158471,
-0.0027395792,
0.031642307,
-0.010741588,
-0.04318308,
-0.0014044999,
0.003565855,
0.014344693,
0.009495402,
-0.0012047037,
0.012211276,
-0.034053408,
-0.06561444,
0.0542904,
-0.044673085,
-0.07103264,
-0.021036174,
0.00409413,
-0.0042803804,
0.020453718,
0.025370738,
-0.03703342,
-0.045539998,
-0.04052816,
0.021212267,
-0.01733825,
-0.031344306,
-0.047653098,
-0.035543416,
-0.024530916,
0.0343785,
0.061225697,
-0.013139144,
-0.025357192,
-0.047869828,
-0.0012902097,
-0.059275147,
-0.013416826,
-0.05439876,
0.039363246,
-0.028364295,
0.027538018,
-0.02852684,
-0.026481468,
-0.0047002914,
0.0012385674,
0.014778149,
0.046461094,
-0.03947161,
-0.08230251,
0.0080053955,
0.017771708,
-0.009922085,
-0.018462528,
-0.055238582,
0.0503622,
-0.03735851,
0.023515003,
-0.038415063,
0.03245504,
-0.027104562,
-0.04610891,
0.0026481468,
-0.036870874,
0.0029580004,
-0.030043937,
0.014019601,
0.028933207,
0.0040704254,
-0.018882439,
0.0013816418,
-0.05461549,
-0.054209124,
0.006105638,
-0.011743956,
0.011127635,
0.00041038656,
0.016484885,
0.043806173,
-0.055536583,
0.019112712,
0.099478215,
-0.012814051,
-0.0434269,
-0.05464258,
0.020196352,
-0.013267825,
0.014006056,
-0.027131652,
-0.028283022,
0.01667452,
-0.015455425,
-0.052339844,
-0.050172564,
-0.022214634,
0.0052285665,
0.045729637,
-0.026305377,
0.0151167875,
-0.02771411,
-0.05223148,
-0.025289465,
0.014602058,
-0.00093717984,
0.016335882,
0.016471338,
0.022173997,
0.008933263,
0.018503165,
-0.05513022,
-0.007971532,
-0.014249875,
0.051283296,
-0.04898056,
-0.04109707,
0.06556026,
0.0031307056,
-0.050443474,
-0.08419888,
-0.009827266,
0.03513705,
-0.03524541,
-0.007273938,
0.050524745,
-0.0024364984,
-0.000030530307,
0.0004218156,
0.042045258,
0.006349457,
-0.009915312,
0.014642695,
0.04266835,
-0.030504486,
0.0023366,
0.045133635,
-0.0020639969,
0.016850613,
-0.03272595,
0.010457133,
0.009827266,
-0.008770716,
0.05889587,
-0.036139417,
0.049143106,
0.011527227,
0.009298991,
0.027551563,
0.04792401,
0.031615216,
-0.016688066,
-0.017798798,
-0.060954787,
-0.025316555,
0.059600238,
0.021456085,
0.0274432,
-0.0014739207,
0.045675453,
0.010260723,
0.021158084,
-0.04050107,
-0.061442427,
0.008709762,
-0.042749625,
-0.021943724,
-0.015130333,
-0.020981992,
0.0003308067,
0.034974504,
-0.02333891,
-0.025709376,
-0.020033807,
-0.03275304,
-0.0050457017,
-0.03597687,
-0.033999227,
-0.031669397,
-0.00759903,
-0.010565497,
-0.018530255,
-0.020318262,
0.012150321,
0.01559088,
0.013423598,
0.011601728,
-0.002541476,
0.036952145,
-0.006427344,
-0.01251605,
-0.020494355,
-0.019640988,
-0.061604973,
-0.0055502723,
-0.01212323,
0.02798502,
0.031859037,
-0.007165574,
0.027416108,
-0.03543505,
-0.024232915,
-0.038821425,
-0.009285446,
0.010775452,
-0.011059907,
-0.036058143,
-0.04442927,
0.004229585,
-0.021577995,
-0.01960035,
-0.033105224,
0.006285116,
-0.007978304,
0.029908482,
-0.0014874662,
0.044673085,
0.028147567,
0.0618217,
-0.011540773,
0.025804194,
0.026183467,
0.033484496,
0.028120475,
-0.009718902,
0.02424646,
-0.029177025,
0.031317215,
0.028987387,
0.016173337,
0.016999613,
-0.013782555,
-0.016105609,
-0.05193348,
0.022295907,
-0.0023044297,
0.041801438,
0.014723968,
-0.005973569,
-0.0041991076,
0.0075583938,
0.011371454,
-0.0022502476,
-0.052962936,
-0.046163093,
0.01231964,
-0.031046305,
-0.0053098393,
0.0019776442,
-0.029204115,
0.013518417,
0.0056450907,
0.035814323,
0.0056755682,
0.064314075,
0.028472658,
0.061171517,
-0.055401128,
-0.009143218,
0.004510654,
0.040284343,
-0.06518099,
-0.036329053,
0.027524473,
0.035624687,
0.03364704,
-0.0013951873,
-0.039986342,
-0.0075109843,
0.0034913549,
-0.008906172,
-0.03676251,
0.020887174,
-0.05090402,
0.02141545,
-0.043047626,
0.00931931,
-0.0022705658,
0.026847197,
0.041530527,
0.013024006,
0.00011905232,
0.079051584,
0.029989755,
-0.016444247,
0.036085233,
0.019857716,
-0.012475413,
0.020142172,
0.03147976,
0.006833709,
0.033728316,
0.032129947,
0.03706051,
-0.0068269363,
0.01927526,
0.022322997,
-0.0027141813,
0.02825593,
-0.008757171,
0.028012112,
-0.02318991,
0.012075821,
0.0006074314,
-0.022864819,
-0.03435141,
-0.01305787,
-0.016511975,
-0.02439546,
-0.013511645,
0.0011903115,
0.0073145744,
0.028933207,
0.0067761405,
-0.031588126,
-0.04662364,
0.03947161,
0.050768565,
-0.0092719,
-0.0021181789,
0.0024398847,
0.023095092,
0.03597687,
0.030450303,
-0.0018252572,
-0.037521057,
0.05244821,
-0.044131268,
0.031019215,
0.006024365,
-0.022607453,
0.00035705115,
0.0064171846,
-0.026549196,
0.028987387,
-0.022363635,
-0.016986068,
-0.02449028,
-0.024774736,
-0.015780518,
-0.053911123,
-0.018679256,
-0.040094703,
0.017988436,
0.0061970702,
-0.022024997,
0.0070436643,
0.011384999,
-0.014141511,
0.01836771,
0.050524745,
0.034703594,
-0.022146907,
0.10457133,
0.04258708,
0.02557392,
0.026725288,
-0.011967457,
-0.028310113,
0.0037487193,
0.014412421,
0.020223444,
-0.021754086,
0.011378227,
-0.003772424,
0.039579976,
-0.000019246792,
-0.014940696,
-0.012827597,
-0.016295247,
0.051852208,
-0.013518417,
0.0041009025,
0.1324209,
0.010389405,
-0.0063630026,
-0.059329327,
-0.04656946,
-0.060304604,
-0.008106987,
-0.031290125,
0.067781724,
-0.028635206,
-0.05193348,
-0.0019048371,
-0.012685369,
-0.03673542,
-0.029745936,
-0.02439546,
-0.022038542,
0.035082866,
0.059600238,
0.008675898,
0.0319674,
-0.0033254223,
-0.010883816,
0.0083169425,
0.03145267,
0.012922415,
0.05434458,
0.07748031,
0.007246847,
0.012800505,
0.009224491,
0.0012106298,
-0.028201748,
0.02156445,
-0.009773084,
0.010145586,
-0.038144153,
-0.03884852,
-0.014060237,
0.064639166,
0.0058516595,
-0.039823793,
-0.07466284,
-0.027456746,
-0.029204115,
-0.022702273,
-0.017527888,
0.019017894,
0.013315234,
-0.0021808269,
0.0050050654,
-0.029447936,
0.21293539,
0.08419888,
0.01718925,
0.050985295,
-0.014818787,
0.02650856,
0.0022841115,
-0.011466273,
0.023176365,
-0.049414016,
-0.0007005568,
0.0011217374,
0.020277627,
0.028066294,
-0.013233962,
0.047328006,
-0.04396872,
-0.024950827,
0.0029122843,
-0.044131268,
-0.049739107,
0.012854688,
0.033159405,
0.033755407,
-0.01649843,
0.017907161,
0.025343645,
-0.015157424,
0.02104972,
-0.011940366,
0.0123941405,
-0.0343785,
0.023636913,
-0.0022400885,
-0.03386377,
0.032644674,
-0.010728043,
-0.060412966,
0.01064677,
-0.034215953,
0.018232254,
0.013911237,
-0.03760233,
0.016241064,
-0.026847197,
0.064584985,
0.011371454,
0.003528605,
0.050199654,
-0.0394987,
0.008818126,
-0.023691094,
0.010768679,
0.001723666,
-0.05591586,
-0.022905454,
-0.041395072,
-0.024029732,
0.044618905,
0.032346673,
-0.006078547,
0.024856009,
-0.025655193,
-0.02491019,
0.01231964,
0.01571279,
0.010700951,
0.0070707556,
-0.00635623,
-0.004490336,
-0.023000274,
-0.011777819,
-0.00066288334,
-0.051608387,
-0.00759903,
0.0428309,
0.025194645,
0.0053098393,
0.009238036,
0.0026887835,
0.0039925384,
-0.02771411,
-0.0077344854,
-0.019817078,
0.019139804,
0.042722534,
-0.04870965,
0.0038029016,
-0.008906172,
0.054723855,
0.0057670004,
0.038685974,
-0.03383668,
-0.01072127,
-0.046704914
] | Note this feature is supported on AMD GPUs.
AutoGPTQ
Try GPTQ quantization with PEFT in this notebook and learn more about it's details in this blog post! |
[
0.02468073,
-0.008705826,
0.00222091,
0.020683447,
-0.0244389,
-0.0028681569,
0.04571981,
0.008968991,
0.016529689,
0.0452646,
0.0054162466,
-0.015605049,
0.017994884,
-0.039802123,
-0.024552703,
0.04938991,
-0.024154397,
-0.03943227,
-0.055848155,
-0.0048828013,
0.00418221,
0.016686166,
-0.1113549,
-0.0488209,
-0.024538478,
-0.026245503,
0.014737312,
0.027611122,
0.07801102,
0.008094141,
0.01076848,
-0.016216733,
0.014367457,
-0.026757611,
-0.026487332,
-0.010363062,
0.01131615,
-0.007496683,
-0.053287618,
-0.024694955,
0.029588426,
-0.0023791655,
0.038009748,
0.018137136,
-0.015818428,
-0.026658034,
-0.019147126,
-0.0029837368,
-0.017368974,
-0.028237032,
0.0030495282,
0.046203464,
0.05766898,
-0.007710061,
-0.036501877,
-0.020783024,
-0.027739149,
-0.017212497,
-0.07123982,
-0.01970191,
0.013115639,
0.020342043,
0.004534284,
-0.053714372,
0.020242466,
0.052377205,
0.0095949005,
-0.0016314532,
-0.03357148,
-0.040655635,
-0.055307597,
0.025861422,
-0.028450409,
-0.016543914,
-0.018663468,
0.008343083,
-0.004477383,
-0.013023175,
-0.0016954666,
0.025548467,
0.005771877,
0.023656515,
0.005501598,
-0.008833853,
-0.03906241,
-0.048109643,
0.065606646,
-0.043529127,
0.027483096,
-0.0086204745,
-0.010334611,
0.015661951,
-0.008940541,
-0.007688723,
0.013072963,
0.034880202,
-0.0032540155,
0.04722768,
0.058010384,
-0.010071445,
-0.00079305517,
0.07197954,
-0.0062093018,
0.041110843,
0.026188603,
0.017184047,
0.02717014,
0.0048899143,
-0.03690018,
-0.026473107,
-0.016202508,
-0.006692959,
0.025548467,
-0.023130182,
-0.006412011,
0.029531525,
-0.005444697,
0.03684328,
-0.03257572,
-0.03704243,
-0.002597878,
0.005359346,
0.028592661,
-0.066403255,
0.00076682743,
-0.08688755,
-0.021465834,
0.047654435,
-0.030328136,
-0.015263645,
-0.012646207,
-0.031181648,
-0.015661951,
0.047597535,
0.01697067,
-0.012617757,
-0.04998737,
-0.01063334,
0.0017194716,
-0.017425876,
0.026814511,
0.019275153,
-0.026273953,
0.06754127,
0.0009139694,
0.014253655,
0.025491567,
-0.029218571,
-0.022077518,
0.053145364,
-0.024666505,
-0.01158643,
-0.005988811,
0.0065187,
-0.0017061355,
-0.0075037954,
-0.04048493,
0.018194037,
0.009338847,
0.028706463,
0.027639573,
0.005633181,
-0.017169822,
0.009061456,
0.04108239,
0.037839044,
-0.03402669,
-0.009502437,
-0.004793894,
-0.012041636,
0.0085635735,
-0.0017772615,
0.007966114,
0.008193718,
0.049560614,
0.044894747,
0.034766402,
-0.0063622226,
0.023727642,
0.008755613,
-0.019075999,
-0.010647566,
0.025918324,
0.007518021,
0.007916327,
-0.008833853,
-0.026729159,
0.017383201,
-0.0076673855,
0.024808757,
0.01453816,
0.02708479,
-0.050471026,
0.026487332,
-0.051182285,
-0.010384399,
-0.031807557,
0.0062982095,
-0.023130182,
-0.024965234,
-0.011394389,
0.020398943,
-0.058607843,
0.0031668863,
-0.02462383,
0.05906305,
0.003188224,
0.03536386,
-0.0044560456,
0.037326936,
0.03607512,
0.005441141,
-0.01607448,
-0.013684647,
0.032319665,
-0.023798767,
-0.023741867,
0.020512745,
-0.0122905765,
-0.028407734,
0.025804522,
0.031267,
0.0060137054,
-0.0023898345,
-0.008954766,
0.0005778989,
0.00940286,
0.04173675,
0.023727642,
0.05923375,
0.0035456324,
0.052491006,
-0.015747301,
0.06890689,
0.03061264,
0.018848397,
0.046288814,
0.015420122,
-0.0074895704,
-0.014232317,
-0.041309994,
0.017653478,
0.0046587544,
0.016600814,
-0.0077740746,
-0.004427595,
-0.0076318225,
0.0019346279,
-0.023215534,
0.027867176,
-0.06185119,
0.023243984,
-0.017923757,
0.005149524,
-0.03547766,
-0.038066648,
0.030754892,
0.049105406,
-0.03129545,
-0.07135363,
0.022049068,
0.033799086,
-0.0050606164,
-0.017639253,
0.05627491,
0.04867865,
0.004331575,
0.003010409,
-0.013428593,
0.009609126,
-0.006753416,
-0.02984448,
-0.047597535,
-0.015562374,
-0.01623096,
0.0013914028,
0.02714169,
-0.032234315,
0.0010411071,
-0.010690241,
0.012098537,
-0.0022884798,
-0.035221606,
0.05618956,
0.029005192,
-0.026700709,
-0.023073282,
0.017127147,
-0.031380802,
0.027952528,
-0.018848397,
0.017041795,
0.036331173,
-0.023770317,
0.03940382,
0.003919044,
0.010199471,
0.035705265,
-0.0021586749,
0.04731303,
-0.037753694,
0.048052743,
0.023556938,
-0.005042835,
-0.026501557,
0.02987293,
0.033087827,
-0.024111722,
0.033230077,
0.018080235,
-0.03061264,
0.024310876,
0.03357148,
0.03752609,
-0.021693436,
0.040143527,
0.057441376,
-0.026359305,
-0.03340078,
-0.02358539,
-0.06446863,
-0.010640454,
-0.020029088,
-0.031807557,
-0.018407416,
0.027369294,
-0.040029727,
-0.079888746,
0.0014207424,
-0.025406215,
-0.009281946,
-0.036245823,
-0.019374728,
0.012795571,
0.0026707822,
-0.0006094611,
-0.03345768,
-0.0019684127,
-0.038692556,
0.023073282,
0.0010535542,
-0.015220969,
0.019957962,
0.008456884,
0.01845009,
0.0012100314,
0.04799584,
-0.020327818,
-0.0043066805,
-0.011629105,
-0.0027916965,
-0.00004131422,
0.028365059,
0.039972827,
0.033315428,
-0.011188123,
-0.019346278,
0.035250057,
0.02850731,
-0.0094099725,
0.004015064,
0.04634572,
0.034880202,
0.020911051,
0.005601174,
-0.046288814,
-0.0028165905,
0.009189482,
0.025704945,
-0.048934706,
0.003378486,
-0.01607448,
-0.033827536,
-0.017724605,
-0.005867897,
0.014459921,
0.0522634,
0.005793215,
0.023158634,
-0.022120193,
-0.042817865,
0.0077669616,
0.008129705,
0.024296649,
0.03257572,
0.029303921,
-0.004406257,
0.023357786,
-0.00781675,
0.0061346195,
0.036444973,
0.007674498,
0.00031828895,
-0.00094953243,
-0.009822504,
-0.019118676,
0.016401662,
0.035306957,
0.031494603,
-0.0065187,
0.05485239,
-0.00134606,
0.020427395,
0.048194993,
0.0071695033,
-0.025491567,
-0.026544232,
0.04793894,
0.025875647,
0.02877759,
-0.03411204,
-0.022916805,
-0.015263645,
0.0052491007,
0.00073348713,
0.030271236,
-0.03055574,
0.011301925,
0.014495484,
0.036444973,
-0.033286978,
0.026999438,
-0.044638693,
0.01372021,
0.026288178,
-0.007144609,
-0.014459921,
-0.042789415,
0.029218571,
0.0051530804,
0.0001304718,
-0.06048557,
-0.05234875,
0.030982496,
-0.072491646,
0.04247646,
0.04802429,
-0.051921997,
-0.00026049907,
-0.034481898,
-0.021067528,
-0.025477342,
-0.011365939,
-0.022077518,
0.025946774,
-0.007944777,
0.00973004,
-0.013435706,
-0.009950531,
-0.010042994,
0.033656836,
-0.02640198,
0.02399792,
-0.018407416,
-0.00012847138,
0.003093982,
-0.008343083,
-0.010782706,
0.024837207,
0.02221977,
0.0044916086,
-0.01877727,
0.026757611,
0.0009895408,
-0.030214334,
0.02145161,
0.00027783602,
0.0022618074,
0.046260364,
0.011259249,
-0.004253336,
0.03755454,
0.007923439,
-0.010839606,
-0.010057219,
-0.022689201,
0.01096052,
-0.025790296,
-0.000036674355,
-0.006568488,
-0.029673778,
0.058778547,
0.0058358903,
0.00056234014,
0.017696155,
-0.076360896,
-0.04993047,
0.012994724,
-0.056843918,
0.047028527,
-0.008428434,
-0.05086933,
0.0026974545,
-0.0072192913,
-0.013087188,
-0.018336289,
0.015690401,
-0.025818747,
0.037099335,
0.02818013,
0.019972187,
-0.018606568,
-0.05419803,
0.053145364,
-0.028749138,
0.012575081,
-0.025079036,
-0.031807557,
0.03266107,
-0.019260928,
-0.03536386,
-0.00746112,
-0.020768799,
-0.005668744,
-0.009786941,
-0.027838726,
-0.0006481359,
-0.026615359,
-0.040627185,
0.044638693,
-0.020014863,
-0.04384208,
-0.025960999,
0.015875328,
0.031665307,
-0.0029908493,
0.02746887,
-0.02987293,
-0.0452646,
-0.046772473,
0.05764053,
-0.0114441775,
0.01768193,
-0.030811794,
-0.051523693,
-0.018663468,
0.01708447,
0.04039958,
-0.042817865,
0.021195555,
-0.028165905,
0.03735539,
-0.044041235,
0.0002738352,
-0.028578436,
0.042704064,
-0.034424994,
0.04993047,
-0.030299686,
-0.006340885,
0.014139853,
0.013108526,
0.02705634,
0.029474624,
-0.028877165,
-0.045093898,
0.0010446635,
0.01951698,
-0.013627746,
0.010199471,
-0.03553456,
0.0347095,
-0.041992806,
0.0068921116,
-0.028194355,
-0.008926316,
-0.022490049,
-0.009395747,
0.03556301,
-0.039346915,
0.008819627,
-0.005323783,
0.009182369,
-0.011636217,
0.010121233,
-0.016216733,
-0.005195756,
-0.03948917,
-0.076702304,
0.023414686,
-0.01489379,
-0.03553456,
0.011828258,
0.022788778,
0.04307392,
-0.04381363,
0.00642268,
0.08831007,
-0.026942538,
0.0040435144,
-0.03903396,
0.013677535,
-0.024510028,
-0.018791495,
-0.01845009,
0.005939023,
-0.03752609,
-0.014979141,
-0.0522065,
-0.05573435,
-0.03359993,
-0.00901878,
0.031323902,
0.009929193,
0.03704243,
0.009737153,
-0.022148645,
-0.030669542,
0.024766082,
0.00056856364,
0.013371692,
0.018663468,
0.028678013,
0.0045627346,
-0.016615039,
-0.060428668,
-0.010917844,
0.0086489245,
0.055250697,
-0.041793652,
-0.032917123,
0.029360823,
0.03414049,
-0.040058177,
-0.08586334,
-0.020754574,
0.013563733,
-0.039944373,
-0.0133645795,
0.006234196,
0.0063977856,
-0.009068568,
0.030413488,
0.025932549,
-0.025434665,
0.0028646006,
0.0024289538,
-0.021337807,
-0.030897144,
0.0031579954,
0.031494603,
0.008421321,
-0.009971868,
-0.037839044,
-0.006824542,
-0.014708862,
0.0020982176,
0.07112602,
-0.013030288,
0.015348996,
-0.014054502,
0.004228442,
0.044724043,
0.019004874,
0.035136256,
-0.0047156555,
-0.012880923,
-0.06589115,
-0.017482776,
0.02468073,
0.017013345,
-0.011629105,
0.002869935,
0.048564848,
0.028962517,
0.059290655,
-0.037952848,
-0.113517135,
0.042049706,
-0.053714372,
-0.01071158,
0.030242786,
-0.043415327,
-0.007475345,
0.079604246,
-0.008065691,
-0.042647164,
-0.012717333,
-0.0049752654,
-0.013755773,
0.0015994464,
-0.06446863,
-0.051637493,
-0.030271236,
-0.016415887,
-0.015334771,
-0.010754255,
0.012603532,
0.04930456,
0.008549348,
-0.011878046,
-0.02818013,
0.03940382,
0.03542076,
0.0028201467,
-0.020711899,
-0.008321744,
-0.03351458,
-0.014502596,
-0.017639253,
0.034823302,
0.01145129,
-0.041196194,
0.02533509,
-0.0030868694,
-0.003670103,
-0.066118754,
0.00058945693,
0.034965552,
-0.014808438,
0.015050267,
-0.004370694,
0.0125181805,
-0.066289455,
-0.03678638,
-0.05408423,
-0.012646207,
0.0024342882,
0.024538478,
-0.0062057455,
0.025861422,
-0.010099895,
0.046260364,
0.0044809394,
0.031210098,
0.029218571,
0.028208582,
0.034197394,
0.0010464416,
-0.010135459,
-0.03692863,
0.008314632,
-0.0010295492,
-0.020583872,
0.01235459,
-0.012255014,
-0.0030264123,
-0.04042803,
0.010704466,
0.014851114,
0.030470388,
0.026615359,
0.007852313,
-0.030157434,
-0.036416523,
0.017923757,
-0.01978726,
-0.062761605,
-0.07186574,
0.008165267,
-0.042647164,
0.013592183,
0.0078025246,
-0.039773673,
0.018236712,
0.046658672,
0.0040079514,
0.019218251,
0.04523615,
-0.014516821,
0.034766402,
-0.032177415,
-0.022433149,
0.005199312,
0.020043314,
-0.04717078,
-0.0075891465,
0.01850699,
0.020569647,
0.04247646,
-0.017013345,
-0.03212051,
-0.001957744,
-0.0032202308,
0.004601854,
-0.011309038,
0.0075393585,
-0.02640198,
0.001404739,
-0.0452646,
-0.009068568,
-0.018706145,
0.020896826,
0.02913322,
0.030754892,
0.017553903,
0.039830573,
0.010967633,
-0.029303921,
0.032774873,
0.021906815,
0.015519698,
-0.0024360663,
0.014410133,
0.008264844,
0.02150851,
0.029503075,
0.021608086,
-0.021522734,
0.037099335,
-0.002066211,
0.0052491007,
-0.029118994,
0.0052953325,
0.032746423,
-0.015263645,
-0.0064404616,
-0.0051566367,
-0.069020696,
-0.029730678,
-0.0033411449,
0.01199896,
0.0057292012,
0.008357308,
-0.026416205,
-0.038265802,
0.006813873,
0.017340524,
-0.05772588,
-0.0020590983,
0.027426194,
0.03203516,
-0.025249738,
0.023955245,
0.022973705,
0.017937982,
0.03883481,
0.041964352,
0.006493806,
-0.027312392,
0.051153835,
-0.028848715,
0.04867865,
-0.039204665,
-0.00073170895,
-0.015647724,
-0.043130822,
-0.03268952,
0.017895307,
-0.016984895,
-0.005110405,
-0.029118994,
-0.009694477,
-0.006244865,
-0.03345768,
-0.013108526,
-0.05698617,
0.04645952,
0.043529127,
-0.006508031,
-0.018122911,
0.033286978,
-0.0011309037,
0.010846718,
0.059859663,
0.045577556,
0.014210979,
0.06759817,
0.062363297,
-0.002679673,
0.024908334,
0.0054020216,
-0.002976624,
0.0038763683,
0.018222487,
0.023898344,
0.017240949,
-0.021579636,
-0.028308157,
0.008890753,
0.0049183643,
-0.0036523214,
-0.026302403,
0.025178613,
0.008087029,
-0.016245184,
0.01708447,
0.13439973,
0.016501237,
-0.01317254,
-0.041992806,
-0.0063586663,
-0.07442627,
0.024609605,
-0.03948917,
0.04091169,
-0.01877727,
-0.04039958,
-0.004004395,
-0.053885076,
-0.011429952,
-0.021721888,
-0.009118356,
-0.02744042,
0.03903396,
0.04173675,
0.05818109,
0.018236712,
-0.01981571,
-0.036672577,
0.042191956,
0.058607843,
-0.0055442736,
0.038464952,
0.08210788,
0.00811548,
-0.011245024,
0.032774873,
-0.0023400462,
-0.011081435,
0.011195236,
0.014246543,
-0.014545272,
-0.010754255,
-0.05618956,
-0.05086933,
0.02369919,
-0.013599296,
-0.02126668,
-0.05490929,
0.007859426,
-0.06361511,
0.0069596814,
-0.0027525772,
0.009473986,
-0.012098537,
-0.0014269658,
-0.014303443,
-0.042789415,
0.23989385,
0.062135693,
0.014822664,
0.011394389,
0.021067528,
0.06674466,
0.017568128,
-0.036729477,
0.020541195,
-0.08057156,
-0.0034193837,
-0.023983695,
-0.01459506,
0.02637353,
-0.035819065,
0.031494603,
-0.04378518,
-0.00015369889,
-0.0018190481,
-0.020157116,
-0.049788218,
0.04438264,
0.015576599,
0.07448317,
0.019829934,
0.013905138,
0.024737632,
-0.0417083,
-0.004921921,
-0.025064811,
0.031864457,
-0.03695708,
0.038777906,
-0.022319347,
-0.008549348,
0.02785295,
0.0007263745,
-0.041338444,
0.0074682324,
-0.039147764,
0.011934947,
0.005963917,
-0.0094810985,
-0.008961879,
-0.017952207,
0.028948292,
0.008705826,
0.05086933,
0.049105406,
-0.05277551,
0.051096935,
-0.011792695,
0.0066467267,
-0.03897706,
-0.07505218,
-0.022561174,
-0.041423798,
-0.05917685,
-0.01776728,
0.03192136,
0.008442659,
0.03359993,
-0.0039972826,
0.024253974,
-0.0028717131,
0.015220969,
-0.025135936,
0.03055574,
-0.0034389433,
0.0043066805,
0.020896826,
0.0033607045,
-0.029616876,
-0.05618956,
0.001299828,
0.036302723,
0.006351554,
0.04432574,
0.034282744,
-0.016216733,
0.017696155,
-0.025960999,
0.017895307,
-0.010042994,
0.010334611,
0.050556377,
-0.04523615,
0.030356586,
0.013777111,
0.009075681,
0.0013096079,
0.028578436,
0.006184408,
-0.00019359615,
0.021366257
] |
You could also pass your own dataset as a list of strings, but it is highly recommended to use the same dataset from the GPTQ paper.
py
dataset = ["auto-gptq is an easy-to-use model quantization library with user-friendly apis, based on GPTQ algorithm."]
gptq_config = GPTQConfig(bits=4, dataset=dataset, tokenizer=tokenizer)
Load a model to quantize and pass the gptq_config to the [~AutoModelForCausalLM.from_pretrained] method. Set device_map="auto" to automatically offload the model to a CPU to help fit the model in memory, and allow the model modules to be moved between the CPU and GPU for quantization.
py
quantized_model = AutoModelForCausalLM.from_pretrained(model_id, device_map="auto", quantization_config=gptq_config)
If you're running out of memory because a dataset is too large, disk offloading is not supported. If this is the case, try passing the max_memory parameter to allocate the amount of memory to use on your device (GPU and CPU):
py
quantized_model = AutoModelForCausalLM.from_pretrained(model_id, device_map="auto", max_memory={0: "30GiB", 1: "46GiB", "cpu": "30GiB"}, quantization_config=gptq_config) |
[
0.047761265,
0.027933702,
-0.0077530853,
0.016155792,
0.021013826,
-0.008099079,
0.03513602,
0.007131709,
0.009334771,
0.03394976,
0.032000896,
-0.011629628,
-0.003595864,
-0.064340726,
-0.011933255,
0.04663149,
-0.005712428,
-0.040022302,
-0.0032728189,
-0.005701836,
0.05171548,
0.027044004,
-0.068464406,
-0.009532481,
-0.014701205,
0.045642935,
0.053240675,
0.007993163,
0.07563848,
0.04038948,
-0.01883901,
-0.031774938,
-0.0018305896,
-0.031746697,
-0.0067821844,
-0.010958823,
0.020632528,
-0.008339156,
-0.052986477,
-0.012639365,
0.023245133,
-0.0117073,
0.013183069,
-0.011608444,
-0.035023045,
-0.030899363,
-0.033667315,
-0.040248256,
0.009073511,
-0.03465587,
-0.029995542,
0.01974283,
0.013684407,
-0.009617215,
-0.028653935,
-0.022793224,
-0.023711165,
-0.00065359287,
-0.060273528,
0.03087112,
0.04900402,
0.026380261,
-0.004317861,
-0.0775591,
0.016409991,
0.021239782,
-0.036181066,
-0.028442102,
-0.01871191,
-0.032396317,
-0.03313067,
0.002199532,
-0.013790323,
-0.021451615,
0.0231604,
-0.0015772727,
0.0016620059,
-0.012978298,
-0.031774938,
0.019658096,
0.011396612,
-0.007929613,
0.0054123313,
-0.01865542,
-0.05352312,
-0.03815817,
0.05598038,
-0.017200833,
0.029317677,
-0.022623757,
-0.011735545,
0.011919132,
0.0007250865,
-0.034910068,
0.017285567,
0.026705071,
-0.020279473,
0.04386354,
0.046546757,
0.0038871344,
0.03166196,
0.056121603,
0.0058183447,
0.04465438,
-0.04290323,
0.031012341,
0.024290176,
-0.027128737,
-0.028442102,
-0.047535308,
0.023767654,
0.006072544,
-0.0044237776,
-0.0030080276,
0.010634013,
-0.015407315,
-0.04168872,
0.022680245,
-0.01537907,
-0.0357574,
-0.017398546,
0.05120708,
0.037988704,
-0.021762302,
0.013620857,
-0.08987365,
-0.01292887,
0.040700167,
-0.025165752,
0.018358855,
-0.029261189,
0.0002084127,
-0.024544375,
0.01659358,
0.0040177647,
-0.006859856,
-0.016650068,
0.011615505,
0.029854322,
-0.019643974,
-0.00060328253,
-0.024982164,
-0.02180467,
0.09636986,
-0.029741343,
0.012293371,
0.023640554,
-0.05598038,
-0.01048573,
0.07134533,
-0.052704033,
0.0174974,
-0.026902782,
-0.007668352,
-0.025462318,
0.009687826,
-0.03719786,
0.028950501,
0.017017245,
-0.0030150886,
0.031210052,
0.017101979,
-0.032170363,
0.035333734,
0.015915714,
0.04058719,
-0.059256732,
-0.022539023,
0.038242906,
-0.034938313,
0.016678313,
-0.017285567,
-0.019446263,
0.012180394,
0.04677271,
0.03609633,
0.02373941,
-0.040700167,
0.06761707,
0.021621082,
-0.018570688,
-0.01594396,
0.035559688,
0.064905606,
0.023781776,
0.0013018899,
0.0061007882,
0.0037988706,
0.021268027,
0.017186712,
-0.0047803633,
0.050981127,
-0.036039844,
-0.001196856,
-0.0694812,
-0.013084214,
-0.0518567,
-0.0154779265,
0.016198158,
-0.056149848,
0.001386623,
0.01048573,
-0.03454289,
0.025321096,
-0.06575294,
0.052788768,
-0.019658096,
0.029741343,
-0.019516874,
0.0061961133,
0.037480306,
-0.01697488,
-0.019926418,
-0.034458157,
0.016565336,
-0.022694368,
0.02553293,
0.031379517,
0.0039224396,
-0.0031192398,
0.04250781,
-0.005899547,
-0.0013875057,
0.0024043038,
0.014644717,
-0.013077153,
0.022750856,
0.03016501,
0.0122015765,
0.006926937,
0.0006783067,
0.04380705,
-0.019587485,
0.035220753,
0.050868146,
0.01576037,
0.034373425,
0.022779102,
-0.02283559,
0.00997027,
-0.035587933,
0.027044004,
0.015534415,
0.018274121,
-0.0049180547,
0.0024466703,
-0.003242809,
-0.012434593,
-0.021352759,
0.040813144,
-0.031097075,
0.035898622,
0.010634013,
0.020674894,
-0.014531739,
-0.018132899,
0.0052711093,
0.042479564,
0.0017202599,
-0.0412933,
-0.0019135575,
0.04527576,
0.008035529,
-0.043016206,
0.011728483,
0.05428572,
-0.0011844991,
0.0029232944,
0.0037282596,
0.03152074,
0.0115237115,
-0.04668798,
-0.036971908,
-0.018966109,
-0.02683217,
0.0010874091,
0.0067786537,
-0.03640702,
0.013409024,
-0.011382489,
-0.017666867,
0.000789519,
-0.026549727,
0.054257475,
0.03609633,
0.0072129113,
-0.034627624,
0.023019178,
-0.033300135,
0.04465438,
-0.021550471,
0.012582876,
0.027877213,
-0.017144345,
0.005045154,
-0.013712652,
-0.0034422851,
0.02522224,
-0.018669542,
-0.017229078,
0.014037462,
0.019418018,
0.014616473,
-0.013296047,
-0.035870377,
0.03660473,
0.010641074,
-0.028851645,
0.046405535,
0.027171103,
-0.026803927,
0.045388736,
-0.020561917,
0.04612309,
-0.025321096,
0.05191319,
0.06213766,
-0.005730081,
0.009758437,
-0.021762302,
-0.035616178,
-0.013514941,
-0.0176245,
-0.008007285,
-0.034147467,
0.02540583,
-0.0016637711,
-0.046094846,
-0.025660029,
-0.044484917,
-0.02676156,
-0.024727965,
-0.053749077,
0.017101979,
0.017059611,
-0.017723355,
0.0010115022,
0.019121453,
-0.03615282,
0.004985135,
0.038271148,
-0.018019922,
0.026606215,
0.012660548,
0.01890962,
0.045078047,
0.07145831,
-0.04400476,
0.02057604,
0.0020477183,
-0.035023045,
-0.004515572,
-0.012766465,
0.027397059,
0.008805188,
0.008769884,
-0.040643677,
0.028315002,
-0.021112682,
-0.030052032,
0.023259256,
0.020293595,
0.01871191,
0.017327935,
0.0058501195,
0.005712428,
-0.011763789,
-0.006658615,
0.05654527,
-0.046970423,
0.009666643,
-0.027524158,
-0.021013826,
-0.0059383833,
-0.018514197,
0.000020024832,
-0.00926416,
-0.021324515,
0.019389775,
-0.009193549,
-0.024134832,
-0.010182103,
0.026224917,
0.02547644,
0.06208117,
0.0091370605,
-0.043270405,
0.003209269,
0.00585365,
0.010923518,
0.032509293,
-0.024163077,
-0.042225365,
-0.009108816,
-0.022242459,
-0.060612462,
0.00088307855,
0.046151333,
0.038977258,
-0.0068033678,
0.06682623,
-0.0060195858,
0.009737254,
0.04934295,
0.024600863,
-0.028668057,
-0.05216739,
0.03338487,
0.037084885,
0.0068033678,
-0.02064665,
-0.033610824,
0.014531739,
0.0065844734,
-0.013790323,
-0.012724098,
-0.038045194,
-0.011806156,
-0.015986325,
0.06665676,
-0.026676826,
-0.02477033,
-0.0584094,
0.008395645,
0.003177494,
-0.018429466,
-0.004444961,
-0.0418017,
0.034316935,
0.02940241,
-0.0011747901,
-0.03513602,
-0.037282597,
-0.007986101,
-0.025419952,
0.10083248,
0.022849713,
-0.015280215,
-0.011156535,
-0.075920925,
0.0074777026,
0.03852535,
-0.0022101235,
-0.038440615,
0.02759477,
0.011495467,
0.015040138,
-0.008240301,
0.012752342,
0.010655196,
0.034175713,
-0.027326448,
0.02064665,
-0.045868892,
-0.0061360938,
-0.021324515,
0.03242456,
-0.030052032,
0.025744762,
0.039655123,
0.035192512,
-0.004734466,
0.0059984024,
0.023965366,
-0.037847485,
0.022115357,
0.015718004,
-0.0070928726,
0.039146725,
0.02612606,
-0.032396317,
0.02612606,
0.03293296,
-0.04843913,
0.03671771,
0.0049074627,
0.030786386,
-0.0010441599,
0.020660771,
-0.0016425878,
-0.013762079,
0.012392227,
0.0042295973,
-0.0021977667,
0.001450173,
-0.07846292,
-0.029487144,
-0.018570688,
-0.017921066,
0.05931322,
-0.017285567,
-0.034119222,
0.018768398,
0.014235173,
-0.03465587,
0.016833657,
-0.04214063,
-0.0022418986,
0.03183143,
0.0034246324,
0.008409767,
-0.017680988,
-0.026676826,
0.03821466,
-0.053720832,
0.002245429,
0.0014704736,
-0.024163077,
0.044428427,
-0.023527578,
-0.040643677,
-0.019121453,
-0.0288234,
-0.03917497,
-0.015223727,
-0.027834848,
0.062759034,
-0.004575591,
-0.024163077,
0.029628366,
-0.033469602,
-0.069707155,
-0.05835291,
0.021960014,
0.0014801826,
0.019516874,
0.012766465,
-0.062024683,
-0.021451615,
-0.070498,
0.03389327,
-0.056065116,
0.002257786,
-0.0026126062,
-0.072531596,
-0.04298796,
-0.0037529734,
0.028357368,
-0.01286532,
-0.0077954517,
-0.0176245,
0.009758437,
-0.012053294,
-0.0053099454,
-0.020717261,
0.038892526,
-0.0023548761,
0.004406125,
-0.026253162,
-0.03838413,
0.014291662,
0.047958974,
0.03267876,
0.048975773,
-0.021437492,
-0.030729897,
-0.0067504095,
0.015746247,
0.0018147021,
0.0064361906,
-0.040728413,
0.073774345,
0.00011937668,
0.032904714,
-0.011792033,
-0.021917647,
0.0010185633,
-0.033158913,
0.024629109,
-0.029854322,
0.0016831892,
0.0047909548,
-0.02862569,
0.019799318,
0.01029508,
-0.02612606,
0.009433626,
-0.04959715,
-0.031153563,
0.038271148,
-0.014842427,
-0.0036647096,
-0.034966554,
0.0056382865,
0.010697563,
-0.015350826,
0.019121453,
0.07213617,
-0.024304299,
0.010923518,
-0.03911848,
0.023103911,
-0.0144117,
0.025998961,
0.0016743628,
-0.03236807,
-0.0115237115,
-0.027566526,
-0.051800214,
-0.041434523,
-0.0023584065,
0.043185674,
0.029458899,
-0.017158467,
0.042423073,
-0.011841461,
-0.06151628,
-0.051348303,
0.023852387,
0.035531443,
0.014814183,
0.014701205,
-0.007746024,
-0.013924485,
0.02450201,
-0.03338487,
-0.030023787,
-0.01833061,
0.043665826,
-0.012484021,
-0.041434523,
0.042423073,
0.041914675,
-0.055104807,
-0.06473614,
0.0044943886,
0.0055394312,
-0.028540958,
-0.03262227,
0.030475698,
-0.02611194,
-0.04199941,
0.03313067,
0.02547644,
-0.00061122625,
-0.0174974,
0.047224622,
0.02612606,
-0.02573064,
-0.0002214316,
0.055471983,
-0.0028209086,
0.02180467,
-0.027156983,
-0.012109783,
0.0021112682,
0.0116649335,
0.03742382,
-0.06298499,
-0.013988035,
0.029515387,
-0.011050618,
0.03742382,
0.03318716,
0.024050098,
0.009172366,
-0.005557084,
-0.07778505,
-0.015590903,
0.042423073,
-0.008332095,
0.014687083,
0.017779844,
0.037960462,
0.008183812,
0.03886428,
-0.05422923,
-0.058691844,
0.027707748,
-0.03988108,
-0.0022118888,
-0.03197265,
-0.029430656,
-0.016282892,
0.05835291,
-0.00047706542,
-0.017158467,
-0.004515572,
0.0036294041,
0.027580647,
-0.025137508,
-0.06660027,
-0.01350788,
-0.024855064,
-0.030899363,
-0.0016531795,
-0.060894907,
0.00004261483,
0.057533823,
-0.022595512,
0.0115237115,
-0.004716813,
0.027227592,
-0.006729226,
0.024346665,
0.0018288243,
-0.009836109,
-0.04298796,
-0.015082505,
-0.03666122,
0.0052675786,
0.011848522,
-0.00984317,
-0.020689016,
0.0026673297,
0.020519549,
-0.02142337,
0.00094971765,
0.03010852,
-0.00085924735,
-0.024487887,
-0.030701652,
0.0062384796,
-0.029261189,
-0.010302141,
-0.034458157,
-0.055471983,
-0.017116101,
0.031181807,
0.026041329,
0.031238297,
0.022044746,
0.029430656,
-0.018175265,
-0.002688513,
-0.001218922,
-0.028738668,
0.04971013,
0.008155568,
-0.020985583,
-0.0418017,
-0.016805412,
0.006531515,
-0.0024660884,
-0.02160696,
-0.015153116,
-0.008826372,
-0.004674447,
-0.0041837003,
0.0089040445,
0.069763646,
-0.010902335,
0.018147022,
-0.0057265502,
-0.008593356,
-0.012046233,
-0.014115134,
-0.062759034,
-0.062307127,
0.02777836,
-0.043439873,
0.017031368,
0.05225212,
-0.023146277,
0.028682178,
0.03459938,
0.0069198757,
0.015915714,
-0.006457374,
0.016085181,
0.04185819,
-0.032509293,
-0.024318421,
-0.0025578826,
0.024233688,
-0.04321392,
0.020039394,
0.008155568,
0.01820351,
0.024586743,
-0.01820351,
-0.04250781,
-0.0012065651,
0.049964327,
0.009285344,
-0.014185745,
0.01595808,
-0.033271894,
0.05024677,
-0.028724546,
-0.009998514,
0.014369334,
-0.0076259854,
0.030842874,
0.032142118,
-0.0139809735,
0.057562068,
0.043722317,
-0.016890146,
0.04646202,
0.009603092,
0.0015251971,
0.027044004,
0.014030401,
0.021536348,
0.06654379,
-0.0024996286,
0.008565111,
0.013310169,
0.012109783,
0.028315002,
-0.009617215,
0.022284824,
-0.023894755,
0.030080276,
0.004702691,
-0.032791737,
-0.0069657727,
-0.0117567275,
-0.06626134,
0.007823696,
-0.01679129,
-0.005719489,
-0.021762302,
0.0013919189,
-0.032961205,
-0.005069868,
0.004388472,
-0.060668953,
-0.025490563,
0.027510036,
0.0012904156,
-0.03807344,
0.009475993,
0.030984096,
0.02663446,
0.029091723,
0.028484467,
0.036632974,
-0.031633716,
0.05171548,
-0.030701652,
0.031181807,
-0.008543928,
-0.026874539,
0.0065068016,
-0.005158132,
-0.0011041792,
0.059708644,
-0.009257099,
-0.023132157,
-0.018641299,
-0.030645164,
-0.028978745,
-0.047196377,
0.006118441,
-0.056968935,
0.014326967,
0.045162782,
-0.010443363,
-0.011269512,
0.028922256,
0.016932512,
-0.0031192398,
0.02791958,
0.013712652,
0.02766538,
0.08049651,
0.10105843,
0.01280177,
0.02232719,
-0.0014007452,
-0.010160919,
0.0123427985,
0.004162517,
0.007043445,
0.03660473,
-0.029797832,
-0.029515387,
0.017991677,
-0.020999705,
-0.029374165,
-0.048467375,
0.025335219,
-0.021536348,
-0.012003866,
-0.019658096,
0.091681294,
0.023047423,
-0.0076824743,
-0.054455183,
-0.006722165,
-0.036237553,
-0.037480306,
-0.03157723,
0.024078343,
-0.008480378,
-0.0674476,
-0.012766465,
-0.04118032,
-0.037790995,
-0.017059611,
-0.029119967,
-0.0174974,
0.037847485,
0.052732278,
0.039711613,
0.028766911,
-0.022341313,
0.009913781,
0.046659734,
0.06953769,
-0.0010644605,
0.05468114,
0.061346818,
0.011679055,
-0.010506913,
0.01955924,
-0.026352016,
-0.009709009,
0.025349341,
0.008550989,
0.005041624,
0.0013627919,
-0.0518567,
-0.025264608,
0.033413116,
-0.0145176165,
-0.026295528,
-0.039400924,
-0.039655123,
-0.049738374,
0.02200238,
-0.025179874,
0.04849562,
0.011905011,
-0.0020406572,
0.0022489596,
-0.057194892,
0.23634906,
0.052195635,
0.012858259,
0.025575295,
0.053438388,
0.022072991,
0.030786386,
-0.0019135575,
0.03846886,
0.00039718676,
0.002849153,
-0.046433777,
0.0071776058,
-0.0001919736,
-0.020801993,
0.032961205,
-0.025448196,
-0.03378029,
0.015901592,
-0.01936153,
-0.026987515,
0.028357368,
0.012554632,
0.036265798,
0.026874539,
0.014454067,
0.0012047997,
-0.028569201,
-0.006143155,
0.008635722,
0.028357368,
-0.018669542,
0.021027949,
-0.017257323,
0.0020741974,
0.011198901,
0.00893935,
-0.009949086,
0.008875799,
-0.033469602,
0.008988777,
0.012639365,
-0.009546604,
-0.0029709567,
-0.007371786,
0.032000896,
-0.011792033,
0.02444552,
0.026493238,
-0.055613205,
0.052704033,
-0.053551365,
-0.024431398,
-0.010930579,
-0.047111645,
-0.022284824,
-0.04965364,
-0.023767654,
0.0042684334,
0.073152974,
-0.016169913,
0.020448938,
-0.018231755,
-0.005860711,
-0.022468412,
0.00054811774,
-0.037000153,
0.027312325,
-0.026690949,
0.0015905122,
0.012371043,
0.026916904,
-0.00065579946,
-0.049116995,
0.02676156,
0.036068086,
-0.06258957,
0.019700462,
0.0101891635,
0.002135982,
-0.023824144,
-0.030927608,
0.014016279,
-0.010994129,
0.033610824,
0.027411181,
-0.06801249,
0.011587261,
0.032311585,
0.023894755,
0.024671474,
0.020166496,
-0.008791067,
-0.023061546,
-0.021465737
] | Depending on your hardware, it can take some time to quantize a model from scratch. It can take ~5 minutes to quantize the facebook/opt-350m model on a free-tier Google Colab GPU, but it'll take ~4 hours to quantize a 175B parameter model on a NVIDIA A100. Before you quantize a model, it is a good idea to check the Hub if a GPTQ-quantized version of the model already exists. |
[
0.036019232,
-0.0025725486,
-0.038320143,
0.033775132,
-0.018620351,
-0.025395263,
0.016844956,
-0.0036857217,
0.008450884,
0.034144413,
0.0028335317,
0.004182833,
0.008358563,
-0.035223853,
-0.008770456,
0.049398612,
0.008891182,
-0.05513669,
-0.055420756,
0.00008177917,
0.009551629,
-0.0038916676,
-0.084537245,
-0.033945568,
-0.0007283561,
0.0072684707,
0.007037669,
0.015580874,
0.053943627,
0.015836531,
-0.019472541,
0.0016244872,
-0.00547177,
-0.012555599,
-0.036076043,
-0.05567641,
-0.02714225,
-0.009991928,
-0.037865642,
-0.039456397,
0.005951127,
-0.022867098,
0.044995632,
-0.005436262,
-0.036076043,
-0.042950377,
-0.024798729,
-0.012143708,
0.038007673,
-0.049370207,
-0.014856513,
0.04337647,
0.027128048,
0.02354885,
-0.032184377,
-0.0044384897,
-0.0052906796,
-0.019614574,
-0.068004765,
-0.0003153547,
0.030650433,
0.037865642,
0.004811323,
-0.070106834,
0.019685589,
0.030650433,
-0.007005712,
0.006799766,
-0.05880111,
-0.028235896,
-0.045819417,
-0.00059165066,
-0.0278098,
-0.022497816,
0.013784173,
-0.007513475,
-0.0044846497,
-0.020012261,
-0.007463764,
0.014238675,
-0.0007221423,
0.014132151,
0.008536103,
-0.024528868,
-0.061073616,
-0.03130378,
0.06408469,
-0.05036443,
0.026091218,
-0.012974593,
-0.0013102421,
0.021063296,
0.009040316,
0.015765514,
0.0014886694,
0.022000706,
-0.009310176,
0.03121856,
0.025224824,
-0.016418861,
-0.0025299392,
0.057295576,
0.0015401558,
0.05468219,
0.0071122358,
0.0023381964,
0.0088343695,
-0.0029578095,
-0.012321247,
0.0026755217,
0.0039626835,
-0.0053226366,
-0.00014125493,
-0.02529584,
0.010190772,
-0.008905386,
-0.0128538655,
0.0147997,
-0.0224268,
-0.019472541,
0.0086994395,
-0.0014948833,
0.04314922,
-0.05019399,
0.022483613,
-0.078799166,
0.010020334,
0.013620837,
-0.026488906,
-0.040677868,
0.02462829,
-0.016447267,
-0.014501433,
0.025508888,
0.026233248,
0.0074069514,
-0.0059049665,
-0.007875656,
0.0062103346,
-0.041530058,
-0.0008042543,
0.0073927483,
0.0224268,
0.08288968,
0.015055357,
0.00352061,
0.027667768,
-0.02974143,
-0.03121856,
0.039115522,
-0.024074368,
0.018449914,
-0.0038987694,
0.017114816,
-0.010460632,
0.021716641,
-0.068402454,
0.04462635,
0.010290194,
0.031758282,
0.0318435,
0.026361078,
-0.036473732,
0.038007673,
0.010368312,
0.03113334,
-0.021745048,
-0.018961228,
0.024429446,
-0.021702439,
0.016035376,
-0.00055525504,
0.0019813417,
0.012456177,
0.020878656,
0.035763573,
0.039001897,
-0.0032205682,
0.047353357,
0.020211106,
-0.01233545,
-0.006192581,
0.017384676,
0.033831943,
0.0069417977,
-0.023705086,
-0.037127078,
0.0056954697,
-0.011838339,
0.022824489,
-0.0046870452,
0.06431194,
-0.044171847,
0.019969653,
-0.04570579,
-0.0046799434,
-0.032724097,
-0.017398879,
-0.022909708,
-0.013855189,
-0.00012050499,
0.06033505,
-0.05212562,
0.030309558,
-0.029684618,
0.034513697,
-0.009785982,
0.03099131,
-0.00780464,
0.0056173527,
0.05513669,
-0.037013453,
-0.041643687,
-0.035678353,
0.033633098,
-0.0063381633,
0.013805478,
0.046955667,
0.008067398,
-0.0066293282,
0.039967712,
0.029798243,
0.012356755,
-0.0014061135,
-0.015779719,
-0.011852543,
0.0046053766,
0.007499272,
0.030934498,
0.0013013652,
0.007705218,
0.024330026,
0.008486392,
0.058744296,
0.049171362,
0.020779233,
0.041530058,
0.05567641,
-0.027866613,
-0.0021695336,
-0.018648759,
-0.012520092,
0.012257333,
-0.00016699817,
0.009203652,
-0.021077499,
0.0013235576,
-0.0042218915,
-0.056358166,
0.014210268,
-0.067891136,
0.020836046,
-0.029045476,
0.021134311,
-0.05624454,
-0.01987023,
0.02184447,
0.036729388,
-0.031729873,
-0.07050452,
0.030224338,
0.035678353,
-0.010929337,
-0.02583556,
0.05942605,
0.059369236,
0.0023168917,
0.011511667,
0.0004922285,
-0.0062635965,
0.0154814515,
-0.014075338,
-0.049086146,
-0.009828592,
-0.040251773,
0.0071122358,
0.030252745,
-0.045648977,
0.0077265226,
-0.014671871,
0.009182347,
-0.0052551716,
-0.028420536,
0.06647082,
0.036445327,
-0.007776234,
-0.024187993,
0.030025495,
-0.04198456,
0.025423668,
0.00060496613,
0.010439328,
0.019316306,
-0.0025689977,
0.025736138,
-0.014281284,
-0.02103489,
0.009949318,
-0.033292223,
0.020850249,
-0.016077984,
0.036161263,
0.019060649,
0.0058872127,
-0.013897799,
0.039399583,
-0.0062493933,
-0.039427992,
0.042495877,
0.043490097,
-0.017867584,
0.023193771,
0.012484584,
0.056812666,
-0.020978076,
0.067777514,
0.073856466,
-0.010908032,
-0.035706762,
-0.007328834,
-0.04283675,
0.013493008,
-0.013734463,
-0.038320143,
-0.021389969,
0.035081822,
0.005265824,
-0.04942702,
0.0077407258,
-0.027937628,
-0.022327378,
-0.017654536,
-0.049171362,
0.037638392,
-0.005109589,
0.0008024789,
-0.022455206,
-0.0045592166,
-0.044768382,
0.023293193,
0.031928718,
-0.029656213,
0.040479027,
0.020196903,
0.0050350227,
0.023307396,
0.05027921,
-0.026005998,
-0.0032933592,
-0.026247453,
0.0020488068,
0.0034034338,
0.010815712,
0.029031273,
0.032440033,
0.018208459,
-0.017526709,
0.049142957,
-0.0025175114,
-0.008585814,
0.01220052,
0.009672357,
0.02552309,
0.025338449,
-0.0128538655,
-0.0038490582,
-0.008905386,
0.011824137,
0.055591196,
-0.018293679,
0.0053261877,
-0.017129019,
-0.021063296,
-0.0029720126,
-0.015992766,
0.0018446363,
0.012882273,
0.023790304,
0.015367826,
-0.012243129,
-0.038149707,
-0.00019429489,
0.025239028,
0.004264501,
0.026247453,
0.020495169,
-0.035138633,
0.025736138,
0.016560892,
0.0007159284,
0.026077013,
-0.038263332,
-0.008692338,
-0.008692338,
-0.0026382382,
-0.036161263,
0.031900313,
0.04678523,
0.04593304,
-0.013755767,
0.075560845,
-0.0047651622,
0.021262141,
0.034598913,
0.017654536,
-0.028832428,
-0.04866005,
0.043035597,
0.022455206,
0.013883595,
-0.05863067,
-0.023122756,
-0.0064553395,
0.02673036,
-0.0037851438,
0.019884434,
-0.034002382,
0.0065086014,
-0.012008778,
0.037297517,
-0.046842042,
0.017498301,
-0.048773676,
0.025224824,
0.020566186,
-0.013244453,
-0.003664417,
-0.027241673,
0.00039924213,
0.012392263,
-0.0046657403,
-0.05630135,
-0.03866102,
0.042950377,
-0.0601078,
0.071640775,
0.011291518,
-0.027170658,
-0.022909708,
-0.055562787,
0.004055004,
-0.0024784526,
-0.020708216,
-0.04857483,
0.009885404,
-0.013805478,
-0.020566186,
0.0063381633,
-0.008259142,
-0.008777557,
0.035962418,
-0.013912002,
0.014558246,
-0.026915,
-0.00070705137,
-0.03386035,
-0.007343037,
-0.010212077,
0.018890211,
0.034030788,
-0.016333641,
-0.011476159,
0.030622028,
-0.022668254,
-0.014302589,
-0.0132586565,
0.0031815094,
-0.027085438,
0.0073004276,
0.020736624,
-0.009991928,
0.05692629,
-0.010652375,
-0.008344361,
0.01762613,
-0.017058004,
0.0064020776,
-0.016120594,
0.03153103,
0.024372634,
-0.022270566,
0.078855984,
0.016660314,
0.0040479023,
-0.0052906796,
-0.0515859,
-0.027369503,
0.020324731,
-0.020196903,
0.042041373,
0.007485069,
-0.02803705,
0.024500463,
0.0023381964,
0.0022671805,
0.009253363,
0.0033874554,
0.032070752,
0.041359622,
0.05346072,
0.005880111,
-0.0012898251,
-0.042666312,
0.04718292,
-0.048688456,
0.0064837458,
-0.034485288,
-0.017271051,
0.028008645,
-0.006529906,
-0.030849278,
-0.028733006,
-0.015708702,
-0.013251554,
0.007960875,
-0.018492524,
0.009423801,
-0.023918133,
-0.037467953,
0.042154998,
-0.034485288,
-0.060448676,
-0.041416433,
0.007229412,
0.029258523,
0.041388027,
-0.004399431,
-0.033604693,
-0.051869966,
-0.02435843,
0.030224338,
-0.04547854,
-0.006000838,
-0.016944379,
-0.052154027,
-0.02901707,
0.036161263,
0.026275858,
-0.068288825,
-0.0013528516,
-0.038604207,
0.026389483,
-0.033945568,
-0.0034158616,
-0.029940275,
0.022142736,
-0.028519958,
0.037638392,
-0.022881301,
-0.010524547,
0.0038135503,
0.034769353,
0.02327899,
0.040422212,
-0.028946053,
-0.038604207,
0.0010625744,
0.019770809,
-0.031644657,
-0.005468219,
-0.032496847,
0.05769326,
-0.005574743,
0.019060649,
-0.036445327,
-0.0039236248,
-0.008692338,
-0.009452207,
0.028804023,
-0.03525226,
0.012534294,
-0.043092407,
0.00035752033,
-0.0017061554,
0.023136958,
-0.029997088,
0.013429094,
-0.05490944,
-0.044427507,
0.029031273,
0.014998544,
-0.016830754,
0.0063310615,
0.0057984428,
0.033093378,
-0.04408663,
-0.0011158363,
0.080389924,
-0.037297517,
-0.011781527,
-0.054256096,
0.059596486,
-0.0017532035,
-0.010183671,
-0.017824974,
0.010531648,
-0.027738785,
-0.013542719,
-0.068288825,
-0.019018041,
-0.012108199,
0.013990119,
0.009168144,
-0.012122403,
0.04817714,
-0.00048379536,
-0.045222882,
-0.016291032,
0.016944379,
-0.005027921,
0.00050199317,
0.02731269,
0.025707731,
0.0017851605,
0.005272926,
-0.034343258,
-0.015183185,
-0.009523223,
0.041785717,
-0.008351462,
-0.023364209,
0.04925658,
0.016944379,
-0.06027824,
-0.081242114,
-0.037723612,
0.021546204,
-0.05942605,
0.0013759318,
0.028519958,
-0.023492038,
-0.012825459,
0.048745267,
0.023932336,
0.012747342,
-0.0052942303,
-0.026048608,
-0.0010146387,
-0.045336507,
0.013329672,
0.063005246,
-0.006267147,
-0.016149001,
-0.047523797,
-0.026659343,
-0.011248908,
0.0005286241,
0.05383,
-0.041416433,
0.034542102,
-0.0115968855,
-0.007875656,
0.069141015,
0.017753959,
0.053489126,
-0.022199549,
-0.021361563,
-0.05593207,
-0.010261788,
0.03215597,
-0.00766971,
0.012136606,
-0.007868554,
0.04570579,
0.018549336,
0.026545718,
-0.0136634465,
-0.089423135,
0.044967227,
-0.032241188,
-0.008635526,
-0.0058517046,
-0.018251069,
-0.0255657,
0.043518502,
-0.0106310705,
-0.02502598,
-0.0025512439,
-0.021176921,
-0.016958581,
-0.033491068,
-0.048432797,
-0.039427992,
-0.0466432,
-0.016873362,
-0.02928693,
-0.048944112,
-0.0033483966,
0.054426536,
0.02188708,
-0.0042893565,
-0.028676193,
0.06306206,
0.019586166,
-0.007477967,
0.012051387,
-0.0059546777,
-0.042637907,
-0.039001897,
-0.05476741,
0.0515859,
0.0147997,
0.013066913,
0.0142244715,
-0.011944863,
-0.009097128,
-0.043745752,
-0.017682943,
0.023122756,
-0.035621542,
-0.0065192534,
-0.010055842,
0.012988796,
-0.043830972,
0.0019156521,
-0.025224824,
-0.01506956,
-0.00026164897,
0.033973973,
-0.010048741,
0.025508888,
0.016986987,
0.028917648,
-0.014267081,
0.050676897,
0.034740947,
0.0030607823,
0.019614574,
0.00067287503,
0.013081117,
-0.033434253,
-0.0066293282,
0.0027518636,
-0.02847735,
0.022185346,
-0.015140575,
0.016305236,
-0.036274888,
0.0026169335,
0.0074424595,
0.021503594,
0.020594591,
0.004278704,
-0.0065334565,
-0.024372634,
0.014828106,
-0.012491685,
-0.05059168,
-0.064880066,
0.004616029,
-0.040336993,
0.017342066,
0.020381544,
-0.038320143,
0.037155483,
0.016546689,
0.0007842811,
0.034258038,
0.034513697,
0.035167042,
0.05902836,
-0.026929203,
-0.039030302,
-0.016063781,
0.023832913,
-0.02974143,
0.0042538485,
0.0029542586,
0.047665827,
0.034939792,
-0.0049853115,
-0.02471351,
0.016930174,
0.006956001,
0.014103744,
-0.026432093,
0.0023825811,
-0.02606281,
0.007648405,
-0.037922457,
-0.024656698,
-0.0038384057,
0.01022628,
0.041814122,
0.018449914,
0.026986016,
0.033377443,
0.024969168,
-0.025224824,
0.035309073,
0.021688236,
0.017526709,
0.0039697853,
0.03610445,
-0.008159719,
0.049824707,
0.01399722,
0.057664856,
0.005439813,
0.029911868,
0.009928013,
-0.004924948,
-0.043717347,
-0.014544043,
0.033434253,
-0.017398879,
0.0018322085,
-0.0031317982,
-0.038320143,
-0.035081822,
0.013578228,
0.019131666,
-0.0061570727,
0.008131313,
-0.028008645,
-0.038149707,
0.01987023,
0.008031891,
-0.055875257,
-0.00061783777,
0.0019334061,
0.03246844,
-0.029656213,
0.0032063648,
0.022227956,
0.018350491,
0.04965427,
0.036473732,
0.012789952,
-0.02575034,
0.06027824,
-0.02745472,
0.044427507,
-0.033661507,
-0.008848573,
-0.0026968264,
-0.02816488,
-0.017640334,
0.032298002,
-0.036985047,
-0.027696176,
-0.039427992,
-0.023449428,
-0.014004323,
-0.068232015,
-0.039314367,
-0.058971547,
0.011675003,
0.031360593,
-0.0011708735,
-0.029798243,
0.046700012,
0.016220016,
0.013414891,
0.049909927,
0.033150192,
0.023832913,
0.04377416,
0.071129456,
-0.014686074,
0.02695761,
-0.008642627,
-0.017839177,
0.0060221427,
0.048120327,
0.019003836,
0.006579617,
-0.016475674,
-0.053943627,
0.033178598,
0.0028992214,
-0.014686074,
-0.036445327,
0.033036567,
-0.022369988,
-0.010162366,
0.008223633,
0.14419055,
0.027738785,
0.0038739138,
-0.034002382,
-0.017611926,
-0.049796302,
-0.0058694584,
-0.03013912,
0.030707246,
-0.011000353,
-0.06539138,
-0.017739756,
-0.041189183,
-0.015524061,
-0.0015738885,
-0.029968683,
-0.0060398965,
0.040876713,
0.035905607,
0.064880066,
0.036700983,
-0.020026466,
-0.046501167,
0.035905607,
0.048944112,
0.013315469,
0.024869746,
0.078912795,
0.0045379116,
-0.012775748,
0.00024189768,
0.008777557,
-0.02722747,
0.023776101,
0.009388293,
-0.033150192,
-0.013983018,
-0.06118724,
-0.075106345,
-0.00699861,
-0.008095805,
-0.039882492,
-0.020480966,
-0.013180539,
-0.035451103,
-0.02758255,
-0.01274024,
0.00021138307,
0.007996383,
-0.0143807065,
-0.0009329705,
-0.0515859,
0.23974946,
0.06135768,
-0.006018592,
0.024798729,
0.05462538,
0.067891136,
0.0036129307,
-0.021631423,
0.043262847,
-0.057977326,
-0.010794407,
-0.016944379,
-0.01533942,
-0.0027394358,
-0.015055357,
0.023605663,
-0.037127078,
-0.017072206,
-0.008592916,
-0.037127078,
-0.04400141,
0.034485288,
0.019586166,
0.063800626,
0.02444365,
0.010375413,
0.001874818,
-0.04880208,
-0.035649948,
-0.026204843,
0.024031758,
-0.015239998,
0.023534648,
-0.02687239,
-0.028988663,
0.029940275,
0.01080861,
-0.028179083,
0.024585681,
-0.027511533,
0.012562701,
0.0037709407,
-0.020694014,
-0.007833047,
-0.012136606,
0.037496362,
0.022384191,
0.05834661,
0.05971011,
-0.045592166,
0.05772167,
-0.029997088,
0.015950156,
-0.018719774,
-0.059085175,
-0.006256495,
-0.049625866,
-0.037070267,
0.016006969,
0.028207488,
-0.012030082,
0.028278505,
-0.025054386,
0.021958096,
-0.009445106,
0.024841338,
-0.01560928,
0.033604693,
-0.03238322,
-0.011440651,
0.018662961,
-0.004928499,
-0.015410436,
-0.074367784,
0.013933307,
0.025423668,
-0.010311499,
0.027241673,
0.012165013,
-0.023435226,
0.004197036,
-0.01237806,
0.0069950595,
-0.022980724,
0.022298971,
0.062948436,
-0.032638878,
-0.004520158,
0.040961932,
0.031815093,
0.020438356,
0.026034405,
0.016930174,
-0.0011309271,
-0.016177407
] |
Once your model is quantized, you can push the model and tokenizer to the Hub where it can be easily shared and accessed. Use the [~PreTrainedModel.push_to_hub] method to save the [GPTQConfig]:
py
quantized_model.push_to_hub("opt-125m-gptq")
tokenizer.push_to_hub("opt-125m-gptq")
You could also save your quantized model locally with the [~PreTrainedModel.save_pretrained] method. If the model was quantized with the device_map parameter, make sure to move the entire model to a GPU or CPU before saving it. For example, to save the model on a CPU: |
[
0.027038682,
-0.00056469336,
-0.019091353,
0.044990472,
-0.03800511,
-0.020275312,
0.011713803,
-0.020497305,
-0.027571464,
0.04303694,
0.016412644,
0.0053463187,
0.010700037,
-0.02264323,
0.0034889816,
0.059582777,
-0.013452743,
-0.032973282,
-0.06257228,
-0.017167417,
0.0063526845,
0.021148482,
-0.081870824,
-0.028799823,
-0.024537567,
-0.011240219,
-0.0065820767,
0.0074848463,
0.049015936,
0.019298546,
-0.00008804545,
0.03596278,
0.0009314434,
-0.017241415,
-0.04540486,
-0.06695293,
-0.026061915,
0.0020867293,
-0.027527066,
-0.027231077,
0.010367048,
-0.011528809,
0.03332847,
-0.0026380105,
-0.031374935,
-0.05860601,
-0.028193044,
-0.03184852,
0.0038441697,
-0.0383307,
-0.017907392,
0.0150584895,
0.0265207,
-0.0029691493,
-0.02147407,
-0.033446867,
-0.012394579,
-0.025262743,
-0.062098693,
0.018247781,
0.025484735,
0.028548231,
-0.0010766635,
-0.08116045,
0.025381139,
0.031878117,
0.0044731484,
0.013053157,
-0.059730772,
-0.012564774,
-0.02684629,
0.00942728,
-0.019594535,
-0.018173784,
0.008975895,
0.02477436,
-0.002680559,
-0.013304749,
-0.03181892,
0.0026620596,
-0.0052057235,
0.006537678,
0.0075736432,
-0.034098044,
-0.04481288,
-0.023767993,
0.056178894,
-0.04567125,
-0.0025825123,
-0.012475977,
0.00072841276,
0.018528972,
0.0028156044,
0.01589466,
0.015539473,
0.009464279,
0.011173621,
0.024981553,
0.045464057,
-0.0117508015,
0.0009527177,
0.05546852,
0.0026361605,
0.057007667,
0.0071259583,
-0.0004180858,
-0.013193753,
0.005446215,
-0.046440825,
0.0046840413,
0.01385973,
-0.0011589857,
-0.0055498118,
-0.025558732,
0.011329016,
-0.017256215,
-0.013726534,
0.01650144,
-0.0075662434,
-0.022510037,
-0.002856303,
0.0051095267,
0.021770062,
-0.047239996,
0.022939222,
-0.08163403,
-0.028133845,
0.018958157,
-0.04244496,
-0.02708308,
0.026387505,
-0.023028018,
0.008931497,
0.036110774,
0.029051414,
0.01740421,
0.0038885681,
-0.014843896,
-0.014954893,
-0.035696387,
-0.017655801,
0.006008596,
0.02240644,
0.080331676,
0.00014441072,
-0.0025381139,
0.001353229,
-0.018010989,
-0.039070673,
0.039366663,
-0.02447837,
0.027837856,
0.002268023,
0.025662329,
0.005949398,
-0.011972793,
-0.05564611,
0.06872887,
-0.018588169,
0.037324335,
0.008450514,
0.006985363,
-0.06310506,
0.043244135,
0.0023253711,
0.050762277,
-0.025662329,
-0.027749058,
0.027852654,
-0.01120322,
0.0122243855,
-0.018898958,
0.01442211,
0.016116653,
0.029584195,
0.019387342,
0.05727406,
-0.0005082702,
0.03146373,
0.009057293,
-0.025588332,
-0.0117878,
0.04191218,
0.00051197014,
-0.0058828006,
-0.0066708736,
-0.04241536,
0.016723434,
-0.016013056,
0.059405185,
-0.0049948306,
0.046559222,
-0.017271014,
0.023368407,
-0.023338808,
-0.01796659,
-0.055853304,
-0.023930788,
-0.007399749,
-0.023619998,
0.005098427,
0.05091027,
-0.056711677,
0.014866096,
-0.03359486,
0.033654056,
0.00056654325,
0.03655476,
0.01444431,
0.02560313,
0.04806877,
-0.012401979,
-0.03128614,
-0.011654604,
0.035844386,
0.029347405,
0.011514009,
0.040817015,
-0.0082433205,
0.026683494,
0.025440337,
0.026609497,
0.038093906,
0.013711735,
-0.017108219,
-0.010167255,
0.0072998526,
0.022776427,
0.012934761,
0.042622555,
-0.0134823425,
0.029332604,
-0.004591544,
0.044605687,
0.025869522,
0.012350181,
0.020763695,
0.030279772,
-0.019268947,
-0.00472104,
-0.009923063,
0.0034926815,
0.0412314,
0.0013421294,
0.011151422,
-0.009782468,
-0.017596602,
-0.011292017,
-0.04454649,
0.008087926,
-0.034630824,
0.00087594526,
-0.023235211,
0.012564774,
-0.049992703,
-0.033121277,
0.028711027,
0.03395005,
-0.014473909,
-0.05129506,
0.03418684,
0.004565645,
0.0088353,
-0.04623363,
0.04238576,
0.039840247,
0.011181021,
0.0041438593,
0.021577667,
0.0039366665,
0.04330333,
-0.015406277,
-0.037590723,
0.0006645899,
-0.02533674,
-0.0010156155,
-0.0018434625,
-0.053722177,
-0.005749605,
-0.03424604,
0.023353608,
0.005246422,
-0.034009244,
0.047979973,
0.030279772,
-0.019120952,
-0.036169972,
0.020349309,
-0.030116979,
0.0062009897,
0.023368407,
0.0037960713,
0.03122694,
0.0007399749,
0.0012043092,
-0.018972956,
0.0039921645,
0.01147701,
-0.028104246,
0.014703301,
-0.015435876,
0.026180312,
0.011158821,
0.0041697584,
-0.02918461,
0.03806431,
0.013067957,
-0.015480274,
0.039337065,
0.03628837,
-0.031049347,
0.014237117,
0.019860927,
0.06730811,
-0.036051575,
0.044901676,
0.04442809,
-0.018824961,
-0.042800147,
-0.041497793,
-0.047121603,
-0.0024585666,
-0.03738353,
-0.049015936,
-0.030960549,
0.01974253,
-0.008709504,
-0.031434134,
0.0028156044,
-0.05324859,
-0.035015613,
-0.035785187,
-0.024729962,
0.051413454,
0.0047913375,
0.021932855,
-0.01971293,
0.031078946,
-0.027216276,
0.019520538,
0.011713803,
-0.012742368,
0.050229497,
0.021429673,
0.003007998,
0.01796659,
0.04688481,
0.0016131452,
-0.023827191,
-0.029687792,
0.013526741,
0.0061491914,
0.014762499,
-0.009708471,
-0.0021607266,
0.01620545,
-0.0048246365,
0.06677534,
0.027852654,
-0.017507806,
0.012179987,
0.005168725,
0.013408345,
0.030250173,
0.009797268,
-0.02712748,
-0.014962292,
0.024448771,
0.024389572,
-0.04066902,
-0.0076735397,
-0.019387342,
-0.022628432,
-0.0020293812,
0.013652537,
0.014111321,
0.011380814,
0.02539594,
0.023057617,
-0.042030573,
-0.04750639,
0.012890363,
0.028237442,
0.004092061,
0.037028342,
0.02295402,
-0.013652537,
0.020438107,
0.009915664,
-0.013430544,
0.02151847,
-0.0073257512,
-0.015998257,
-0.01947614,
-0.022658031,
-0.052715812,
0.027482668,
0.038093906,
0.010640839,
-0.019357743,
0.06647935,
-0.036939546,
0.038508292,
0.013001359,
0.015731866,
-0.011780401,
-0.053071,
0.046796013,
0.006226889,
0.035015613,
-0.06529538,
-0.006715272,
-0.011062625,
0.025247943,
-0.018588169,
0.018010989,
-0.04800957,
-0.00007827547,
-0.024567166,
0.04528646,
-0.031374935,
0.007732738,
-0.0442505,
0.0034131343,
0.032736488,
-0.01595386,
-0.017137818,
-0.02592872,
0.0045619453,
0.010522443,
0.017759398,
-0.04188258,
-0.035548393,
0.030575763,
-0.066124156,
0.08820501,
0.008272919,
-0.024641164,
-0.008539311,
-0.043155335,
0.010115457,
0.012505576,
-0.03986985,
-0.048719946,
0.013534141,
-0.018321779,
-0.028252242,
-0.024226777,
0.023427606,
-0.009841666,
0.047891174,
-0.015805863,
0.017034221,
-0.021355676,
-0.0050762277,
-0.010248653,
0.00011007127,
0.015702268,
0.009479078,
0.0139781255,
-0.027541865,
-0.027926652,
0.035163607,
-0.026283909,
-0.01237978,
-0.03895228,
0.00091294403,
-0.0020830294,
0.020127317,
-0.0066745738,
0.02120768,
0.055764508,
-0.015968658,
-0.00797693,
0.0039699655,
-0.014762499,
0.025381139,
-0.0052353223,
0.030427767,
0.023057617,
-0.034334835,
0.047535986,
-0.00161962,
0.03474922,
0.02329441,
-0.06505859,
-0.032322105,
0.016619837,
-0.03720594,
0.041172203,
0.023649598,
-0.040313832,
0.019668533,
0.022021653,
-0.011351215,
0.006371184,
-0.03122694,
0.024670763,
0.040580224,
0.056415685,
-0.0045138467,
-0.031611726,
-0.0324405,
0.049075134,
-0.037235536,
0.012801565,
-0.000559606,
-0.027837856,
0.0063933833,
0.013437944,
-0.00264911,
-0.022302844,
-0.011669404,
0.019594535,
0.038419496,
-0.01738941,
0.0033058377,
-0.058813203,
-0.026757492,
0.045789648,
-0.028474234,
-0.060914733,
-0.037797917,
0.013896729,
0.019535337,
0.027305074,
0.002713858,
-0.029095814,
-0.06748571,
-0.042178567,
0.031937316,
-0.04241536,
0.014377712,
-0.039100274,
-0.053189397,
-0.027023884,
0.01533228,
0.037353933,
-0.04241536,
-0.011551008,
-0.026861088,
0.04478328,
-0.020171715,
0.012150388,
-0.035577994,
0.002007182,
-0.037117142,
0.019831328,
-0.02623951,
-0.0034667824,
0.008428314,
0.04277055,
0.021607267,
0.03445323,
-0.029362204,
-0.051176663,
-0.0036073776,
0.013778333,
-0.04478328,
0.0076143416,
-0.030338971,
0.056178894,
-0.0052353223,
0.024019586,
-0.03392045,
0.009575275,
-0.0060270955,
-0.015243483,
-0.00083663414,
-0.015702268,
0.013334348,
-0.03593318,
0.020156916,
0.02212525,
0.051975835,
-0.036643557,
0.019120952,
-0.045464057,
-0.08483072,
0.02918461,
0.026431903,
-0.023324009,
0.018410575,
0.034660425,
0.049371123,
-0.05212383,
0.0046433425,
0.08086446,
-0.057422053,
-0.018099787,
-0.05656368,
0.03418684,
-0.0067929695,
-0.009767668,
-0.010130256,
0.014177919,
-0.010418846,
-0.0074700466,
-0.066716135,
-0.04487208,
-0.017448608,
0.030190976,
-0.007873333,
-0.0035481795,
0.046677615,
-0.03303248,
-0.04774318,
-0.010818433,
0.029036615,
0.025114749,
-0.005723706,
0.023619998,
0.024315575,
-0.008909298,
0.03442363,
-0.05070308,
-0.008998095,
-0.0099970605,
0.008472713,
-0.006075194,
-0.020970888,
0.04984471,
0.018084986,
-0.047535986,
-0.0826996,
0.0069705634,
0.0041956576,
-0.059345987,
-0.02119288,
0.011551008,
-0.0051317257,
-0.02295402,
0.030013382,
0.033654056,
0.02863703,
-0.01709342,
-0.004647042,
-0.003594428,
-0.03386125,
-0.006607976,
0.058339622,
0.009508678,
-0.0042289565,
-0.040550623,
-0.045789648,
-0.021355676,
0.008983295,
0.07310952,
-0.025129547,
0.019594535,
-0.025751127,
-0.0019479839,
0.078437336,
0.008961096,
0.059049997,
-0.03362446,
-0.016649434,
-0.068432875,
0.015657868,
0.038774684,
0.008998095,
0.005183524,
-0.007518145,
0.026787091,
0.02711268,
0.02767506,
-0.0140225245,
-0.09116491,
0.023693996,
-0.02715708,
0.0058458014,
0.018321779,
-0.007902931,
-0.024419172,
0.06926165,
0.005390717,
-0.002856303,
0.01913575,
-0.0034686322,
-0.04931193,
-0.031404536,
-0.040817015,
-0.04241536,
-0.032558896,
-0.00010608234,
-0.021681264,
-0.040787417,
0.013667337,
0.045079272,
0.04004744,
-0.009205287,
0.0056127096,
0.04294814,
-0.010056259,
-0.009123891,
0.015465476,
0.023619998,
-0.034690022,
-0.033150874,
-0.030235374,
0.042859346,
0.052804608,
-0.00017192854,
-0.0057977033,
0.005190924,
-0.018780563,
-0.04220817,
0.0037072743,
0.039011475,
-0.02622471,
-0.011055225,
-0.015258282,
0.013127155,
-0.05564611,
-0.023028018,
-0.027867455,
-0.031966917,
0.0013763533,
0.038745087,
-0.003768322,
0.028518632,
0.036081176,
0.02239164,
0.016294247,
0.040698618,
0.03332847,
-0.005283421,
0.032292504,
-0.01888416,
0.004214157,
-0.042622555,
0.0013726534,
-0.0060048965,
-0.003446433,
0.013659936,
-0.027201477,
-0.00023020156,
-0.021740463,
0.010655639,
-0.0034630825,
0.010663038,
0.028222643,
-0.0028637028,
-0.009960062,
-0.03504521,
0.004628543,
-0.033654056,
-0.04892714,
-0.048986338,
-0.0011284617,
-0.043096136,
-0.009190489,
0.005923499,
-0.022554435,
0.030309372,
0.024404371,
0.007569943,
0.03158213,
0.029539797,
0.029332604,
0.06322345,
-0.0206157,
-0.037028342,
0.00067707704,
0.03708754,
-0.03424604,
0.021074485,
0.023812393,
0.029036615,
0.028489033,
0.003477882,
-0.03036857,
0.0054314155,
0.014311114,
0.022184446,
-0.022776427,
0.022924421,
-0.0135045415,
0.010100657,
-0.047032803,
-0.019535337,
0.037916314,
0.008406115,
0.019328143,
0.020763695,
0.010670438,
0.006659774,
0.036347568,
-0.03418684,
0.024078783,
0.02151847,
-0.0009795418,
-0.006689373,
0.049963105,
-0.004532346,
0.074234284,
0.031019747,
0.065946564,
-0.016101854,
0.041971374,
0.016383044,
-0.04155699,
-0.028415035,
0.009345883,
0.02533674,
-0.024493169,
-0.01060384,
-0.010966428,
-0.054669347,
-0.044635285,
-0.00010504175,
0.040461827,
-0.007455247,
0.030930951,
-0.0072369543,
-0.044043306,
0.022362042,
-0.0063859834,
-0.034838017,
0.0067115724,
0.016545838,
0.041438594,
-0.020393709,
0.0022513736,
-0.003006148,
-0.009338483,
0.049341526,
0.03128614,
0.0133713465,
-0.020408507,
0.03954426,
-0.021385275,
0.04395451,
0.0013920778,
-0.017641002,
-0.002421568,
-0.04652962,
0.004517547,
0.020778496,
-0.019698132,
-0.03442363,
-0.036199573,
-0.009841666,
-0.006282387,
-0.06943925,
-0.041468192,
-0.054610148,
0.02773426,
0.03214451,
0.00092173123,
-0.012653571,
0.04191218,
-0.009316284,
0.0073775495,
0.032588493,
0.039455462,
0.005664508,
0.0323813,
0.03590358,
-0.0020534303,
0.025455136,
0.00014672315,
-0.010034059,
0.0034075843,
0.058339622,
0.020541703,
-0.0112328185,
-0.017034221,
-0.04386571,
0.03622917,
-0.0019054353,
-0.0004213232,
-0.02826704,
0.029983783,
-0.03424604,
0.015406277,
-0.0007936231,
0.10993067,
0.014755099,
0.0066116755,
-0.0206453,
-0.005812503,
-0.05070308,
0.0008347842,
-0.034571625,
0.028548231,
-0.023901189,
-0.05239022,
-0.005276021,
-0.030338971,
-0.032529294,
0.015258282,
-0.024581965,
-0.011980194,
0.04306654,
0.03332847,
0.04682561,
0.04863115,
-0.00707416,
-0.037561126,
0.059937965,
0.045316063,
0.012749768,
0.029820988,
0.08459393,
0.018099787,
-0.011292017,
0.014681102,
-0.01120322,
-0.010862831,
0.014851296,
0.0011127372,
-0.044457693,
-0.03442363,
-0.059138793,
-0.052005436,
0.00559791,
-0.012801565,
-0.021799661,
-0.029820988,
-0.00036328143,
-0.05153185,
-0.011247618,
-0.00035981278,
0.01799619,
-0.004743239,
0.003329887,
-0.006130692,
-0.027260674,
0.26094475,
0.0647626,
-0.008731704,
0.015495074,
0.03510441,
0.06570977,
0.019313345,
-0.026461503,
0.022214046,
-0.05570531,
-0.009249686,
-0.022154849,
-0.011247618,
-0.012535174,
0.00011400238,
0.011447412,
-0.038685888,
-0.0017768648,
-0.0176854,
-0.032262906,
-0.039958645,
0.030546164,
0.006456281,
0.06890646,
0.00059382984,
0.006863267,
0.0037701721,
-0.04623363,
-0.013386146,
-0.016442243,
0.0064932797,
-0.02150367,
0.027808256,
-0.012912562,
-0.026106315,
0.013356547,
-0.00017146606,
-0.05807323,
-0.0017010173,
-0.034719624,
0.005039229,
-0.008753903,
-0.039455462,
0.007910332,
-0.0053167194,
0.035577994,
0.009242286,
0.03418684,
0.061447516,
-0.053426187,
0.05239022,
-0.029095814,
0.014274116,
-0.030960549,
-0.065176986,
0.014673702,
-0.050199896,
-0.035785187,
0.011565807,
0.019964522,
-0.023220412,
0.027956251,
-0.030102178,
0.026446702,
0.0324109,
0.033654056,
-0.0075033456,
0.034897216,
-0.022332443,
0.004647042,
0.04806877,
-0.03981065,
-0.023116816,
-0.06825528,
0.01913575,
0.0029728492,
0.01827738,
0.0265355,
0.010825832,
-0.045789648,
0.008502311,
-0.0139559265,
0.01354154,
-0.030338971,
0.0015715216,
0.06458501,
-0.030294573,
0.010152455,
0.029288206,
0.04185298,
-0.0011071875,
0.030990148,
0.01592426,
-0.018469773,
-0.014185319
] | quantized_model.save_pretrained("opt-125m-gptq")
tokenizer.save_pretrained("opt-125m-gptq")
if quantized with device_map set
quantized_model.to("cpu")
quantized_model.save_pretrained("opt-125m-gptq")
Reload a quantized model with the [~PreTrainedModel.from_pretrained] method, and set device_map="auto" to automatically distribute the model on all available GPUs to load the model faster without using more memory than needed. |
[
0.02021915,
0.008656279,
-0.018060371,
0.011407664,
-0.039055552,
0.0011093725,
0.020007506,
-0.001964771,
0.0013756923,
0.040156107,
0.010173068,
-0.031238798,
0.008324702,
-0.045828193,
0.0011816844,
0.057539213,
-0.04340133,
-0.037390612,
-0.029686736,
-0.007178292,
0.010010808,
-0.012501163,
-0.096171476,
-0.04757779,
-0.022476697,
0.010095466,
0.022885878,
-0.004592696,
0.06462227,
0.030166464,
-0.010010808,
0.008416415,
-0.016296664,
-0.013129043,
-0.03676979,
-0.023647798,
0.013002057,
-0.015069122,
-0.0413131,
-0.020332027,
0.020430796,
-0.021771213,
0.023309167,
-0.02273067,
-0.04049474,
-0.0011878575,
-0.044925176,
-0.027485628,
-0.014194324,
-0.03414539,
-0.0019524249,
-0.005855511,
0.07822398,
-0.0019136233,
-0.04588463,
-0.052262202,
-0.030617973,
-0.028614402,
-0.068629414,
0.029319884,
0.0066738715,
0.039563503,
-0.0127974665,
-0.067782834,
-0.01776407,
0.031013044,
0.029856052,
0.03115414,
-0.018610649,
-0.010815059,
-0.049073417,
0.035584576,
-0.02781015,
-0.01286096,
0.0026561446,
0.0057567433,
0.016903378,
-0.04052296,
-0.022533135,
0.054519746,
-0.024790682,
0.035274163,
0.024071088,
0.037305955,
-0.03496375,
-0.031831406,
0.050173968,
0.017171463,
-0.019654764,
-0.012275409,
-0.0156052895,
0.023887664,
-0.027711382,
-0.0120496545,
0.046279702,
0.015266658,
0.004966602,
0.028501524,
-0.014448297,
0.008331757,
0.036007866,
0.07506342,
-0.03837829,
0.03075907,
-0.0023069303,
0.021460801,
0.00927005,
-0.016197896,
-0.033129495,
-0.026004113,
-0.02573603,
-0.0072735325,
0.020317918,
-0.017580643,
-0.005319344,
0.023436153,
-0.018272016,
0.024593147,
-0.043232013,
-0.03578211,
-0.007753261,
0.00071165623,
-0.0014189032,
-0.07907056,
0.02610288,
-0.04639258,
-0.00056526845,
0.033947855,
-0.029009473,
-0.0050512603,
0.0039648158,
0.0000108027125,
0.026737815,
0.031803187,
0.021376142,
-0.01808859,
-0.0040565287,
-0.018455442,
-0.008677444,
-0.017947495,
-0.0034233576,
0.020995181,
-0.027118776,
0.1059918,
0.0036297115,
-0.022716561,
0.036374718,
-0.046844088,
-0.024550818,
0.033468127,
-0.060445804,
0.008698609,
-0.014659942,
0.006515138,
0.00464208,
0.0049383827,
-0.025115205,
0.030928386,
0.022547245,
-0.005005404,
0.02148902,
0.003908377,
-0.05511235,
0.041059125,
-0.031464554,
0.030702632,
-0.046420798,
-0.0337221,
0.024536708,
-0.017651191,
-0.013495895,
0.016042689,
0.0015062068,
0.013524114,
0.041962143,
-0.00090742786,
0.047295596,
-0.015887484,
0.0115134865,
-0.011972051,
-0.026399184,
-0.000682996,
-0.0194149,
0.020388465,
0.015280767,
0.0096016275,
-0.019555995,
0.006557467,
-0.018130919,
-0.008592786,
0.023704238,
0.03803966,
-0.019189145,
-0.0110055385,
-0.03829363,
0.0029683209,
-0.03787034,
0.0021429055,
-0.00526996,
-0.0038695757,
0.020825867,
0.04424791,
-0.06157458,
0.0138415815,
-0.012705754,
0.02107984,
-0.01640954,
0.041397758,
-0.025510274,
0.009834437,
0.05522523,
0.024663694,
-0.044614762,
-0.018779965,
0.030110026,
-0.022462588,
-0.023803005,
0.050427943,
0.017425437,
-0.0022822383,
-0.014314256,
0.013248975,
0.050343286,
-0.005626229,
0.011407664,
0.005763798,
0.016367212,
0.04859369,
-0.018286126,
0.024988217,
0.014060281,
0.00019709438,
0.022914097,
0.062195405,
0.017002147,
0.021545459,
0.03490731,
0.014829258,
0.017185573,
0.0038519385,
-0.024593147,
0.026229868,
0.037362393,
0.04506627,
-0.028741388,
0.008889089,
-0.03586677,
-0.0034392308,
-0.01859654,
0.006038937,
-0.0421879,
0.06434007,
-0.00082365173,
-0.015845153,
-0.039986793,
-0.037390612,
0.02493178,
0.036402937,
-0.0032240585,
-0.019570105,
0.045348465,
0.011400609,
-0.0031817295,
-0.015689949,
0.04633614,
0.02991249,
-0.0054533854,
-0.008501073,
-0.007823809,
-0.05443509,
0.0065962686,
-0.048791222,
-0.042244337,
0.008550457,
-0.036826227,
-0.011442939,
-0.008656279,
-0.041397758,
0.003940124,
-0.0010238326,
0.020698879,
0.0125293825,
-0.028318098,
0.04345777,
0.028445086,
0.01096321,
-0.01287507,
0.014603504,
-0.046618335,
0.007725042,
-0.017298449,
0.022490807,
0.028459195,
-0.028416866,
0.039422404,
0.0041870433,
-0.014829258,
-0.009072515,
-0.025383288,
0.029602077,
-0.014363639,
0.05068192,
0.029263446,
0.014384803,
-0.026018223,
0.0051535554,
0.020727098,
-0.021714775,
0.042441875,
0.03075907,
-0.016324883,
0.026540281,
0.007065415,
0.023295058,
-0.041115563,
0.02826166,
0.058696207,
0.003746116,
-0.032960176,
-0.02694946,
-0.058075383,
0.03676979,
-0.06546885,
-0.0026085244,
0.025185753,
0.04980712,
0.00070989254,
-0.0386887,
-0.02449438,
-0.02610288,
-0.04382462,
-0.051189866,
-0.03033578,
0.03789856,
0.023859443,
-0.022688342,
-0.06287267,
0.0038836855,
-0.0033457545,
-0.014314256,
0.0017540078,
-0.0074075744,
0.010342385,
0.02524219,
-0.017058585,
0.009827382,
0.048621908,
-0.036092523,
0.013432401,
-0.02026148,
-0.0087056635,
0.02194053,
0.012614041,
0.01691749,
-0.03425827,
0.019499557,
0.0194149,
0.021954639,
0.027711382,
-0.024141638,
-0.0036649855,
0.025369179,
-0.0021605424,
-0.0016711134,
-0.02575014,
-0.045348465,
-0.027640834,
0.019682983,
0.06292911,
-0.039450623,
0.010109575,
0.00086818537,
-0.059655666,
-0.0053652003,
-0.012416505,
-0.013319524,
0.027965356,
0.03448402,
0.022942316,
0.0021058675,
-0.014984464,
0.010257727,
0.03242401,
0.053786043,
0.07867549,
0.018483661,
0.004324612,
0.006194143,
-0.040579397,
-0.028035905,
0.012910344,
-0.0007958733,
0.0065045557,
0.021728884,
-0.018300235,
-0.029714955,
-0.005675613,
0.022942316,
0.004271701,
0.021178607,
0.047380257,
-0.00036178064,
0.0007897003,
-0.0009515206,
0.023280948,
0.03465334,
-0.024748353,
0.033524565,
0.02575014,
-0.009382928,
-0.017227901,
-0.0265685,
-0.009636901,
0.018046262,
-0.0036014921,
0.017919274,
-0.05942991,
-0.0018501298,
-0.02575014,
0.048932318,
-0.049496707,
-0.012113147,
-0.046223264,
0.023690129,
0.0150973415,
-0.0252563,
0.0037496435,
-0.042046804,
0.020515453,
0.034709778,
0.017411327,
-0.03617718,
0.0017989823,
0.0319725,
-0.060502246,
0.067500636,
0.045207366,
-0.038096096,
0.014208433,
-0.06349349,
-0.0006918145,
0.014998574,
-0.0034762688,
-0.041510634,
0.03657225,
-0.028459195,
-0.024564927,
0.008458745,
0.007788535,
-0.026681377,
0.04975068,
-0.015901593,
-0.0060354094,
-0.03623362,
-0.04594107,
-0.034399364,
0.0056227017,
0.028374536,
0.031774968,
0.013996788,
0.0006785867,
-0.015153781,
0.0074287388,
-0.013030276,
-0.045997508,
0.0074851774,
0.036967322,
-0.0024674276,
0.032960176,
-0.000383827,
-0.011569926,
0.046195045,
0.005135918,
0.0032540415,
0.0032487505,
-0.0028395702,
0.0145893935,
-0.011866229,
-0.017622972,
0.031351674,
-0.05025863,
0.028924813,
-0.005989553,
-0.02864262,
0.010060191,
-0.07709521,
-0.0121695865,
0.0018624758,
-0.04630792,
0.018413113,
0.018003933,
-0.015943922,
-0.0018501298,
0.012726918,
-0.032141816,
-0.03755993,
-0.045658875,
-0.007583945,
0.027796041,
0.010419988,
0.05525345,
-0.018723525,
-0.060558684,
0.043119136,
0.00047840583,
0.04763423,
0.0009259468,
-0.030279342,
0.027132886,
-0.017891055,
-0.008331757,
-0.015548851,
-0.029545639,
-0.028543852,
-0.019527776,
-0.035189506,
0.005594482,
-0.029235227,
-0.02867084,
0.036092523,
-0.019231474,
-0.050851233,
-0.027598506,
0.02693535,
0.02534096,
0.00047091008,
0.05093589,
-0.034371145,
-0.008550457,
0.015746387,
0.015393645,
-0.060953755,
0.020035725,
-0.021235047,
-0.03163387,
0.012987947,
0.034286488,
0.022434367,
-0.033778537,
0.009319434,
-0.021968748,
0.00907957,
-0.038575824,
-0.012973838,
-0.018906951,
0.03674157,
-0.017072694,
0.032706205,
0.0036579308,
-0.0059366417,
-0.005643866,
-0.0265685,
0.05942991,
0.028868375,
-0.060558684,
-0.011548761,
-0.0040141996,
-0.009848546,
-0.023365606,
0.028106453,
-0.005665031,
0.052262202,
0.00074075744,
0.017848726,
-0.040607616,
-0.0050018765,
-0.062195405,
0.008395251,
0.039986793,
-0.039563503,
-0.015379535,
0.012035544,
-0.0037602258,
0.005735579,
0.031097703,
-0.04088981,
0.0146176135,
-0.05446331,
-0.059204154,
0.05008931,
-0.0067902766,
-0.030956605,
-0.0047972864,
0.010843278,
0.05361673,
-0.031238798,
-0.011019649,
0.08223113,
-0.010695126,
0.023450263,
-0.08527882,
0.0702097,
-0.010455262,
0.01980997,
-0.020571891,
-0.0095734075,
0.009947314,
0.010405879,
-0.016338993,
-0.0198523,
-0.016663514,
0.017368998,
0.041821048,
0.0057320516,
0.030533316,
-0.019090377,
-0.04263941,
-0.041651733,
0.027062338,
0.049468488,
0.010342385,
0.020515453,
0.013510005,
0.034879092,
0.031238798,
-0.034822654,
-0.017058585,
-0.041567072,
0.022631902,
-0.029545639,
-0.03586677,
0.021023402,
0.04980712,
-0.034879092,
-0.061235946,
-0.0056191743,
0.03490731,
-0.048763003,
-0.016748173,
-0.016550638,
0.013044385,
-0.03880158,
0.025990004,
0.016592966,
-0.024804791,
-0.005753216,
-0.005654448,
-0.0016552401,
-0.040974468,
0.012924453,
0.04049474,
0.011061978,
0.0048995814,
-0.043909278,
0.004853725,
-0.014702271,
-0.01309377,
0.068911605,
-0.019076267,
0.040833373,
0.017862836,
0.019160924,
0.07331382,
0.022646014,
0.054209333,
-0.0022434369,
-0.022152174,
-0.06535597,
-0.007421684,
0.019245584,
0.0057743806,
0.025933566,
-0.010603413,
0.021686556,
0.03617718,
0.06546885,
-0.013862746,
-0.0851095,
0.039563503,
-0.023224508,
-0.023633689,
0.025594933,
-0.021178607,
-0.00014241943,
0.07653082,
-0.0015344261,
0.0011314187,
0.036544032,
-0.016085017,
-0.041538853,
-0.035302382,
-0.05234686,
-0.0024303899,
-0.030251123,
-0.011379445,
-0.048932318,
-0.03205716,
0.02359136,
0.05006109,
-0.004635025,
0.022716561,
-0.007668603,
0.04337311,
-0.017383108,
0.022787109,
0.020769427,
0.004042419,
-0.0032963706,
-0.0328473,
-0.022533135,
0.027132886,
0.028289879,
-0.034371145,
-0.006903154,
0.010927936,
0.010257727,
-0.04675943,
0.023563141,
0.040184326,
-0.028840156,
0.031379897,
-0.04179283,
0.025609042,
-0.037672807,
-0.011118417,
-0.046138607,
0.030617973,
0.008747992,
0.03327059,
-0.011196019,
0.026751926,
0.012381231,
-0.0037284791,
0.009806218,
0.05260083,
0.0092136115,
-0.01975353,
0.028529743,
-0.037785683,
0.035133068,
-0.037390612,
0.02951742,
0.01286096,
0.006889044,
0.021587787,
0.018455442,
-0.00685377,
-0.049891777,
-0.025933566,
0.0274433,
0.03411717,
0.014307201,
-0.020487234,
0.00887498,
-0.008282374,
0.0075980546,
0.005590955,
-0.047521353,
-0.048226837,
0.024480268,
-0.043119136,
-0.0004345336,
-0.028981252,
-0.01724201,
0.00589784,
0.043119136,
-0.021785323,
0.015859263,
0.03750349,
0.017044475,
0.024254514,
-0.056777295,
-0.025891235,
0.030900167,
0.014942136,
-0.02738686,
0.0063493494,
0.052092884,
0.018794075,
0.054068238,
-0.013425346,
-0.016621185,
-0.0063070203,
-0.007675658,
0.022293271,
-0.020600112,
-0.0056826677,
-0.046561897,
0.03454046,
-0.060897317,
0.05404002,
-0.020360246,
0.029319884,
0.009128953,
0.029009473,
-0.002700237,
0.015943922,
0.03784212,
-0.031125922,
0.017862836,
0.024734244,
0.0031023626,
-0.008896144,
0.004091803,
-0.018272016,
0.07907056,
0.034201827,
0.014166104,
-0.012479999,
0.021178607,
-0.014384803,
-0.06445295,
-0.03914021,
0.014215488,
0.018681196,
-0.0016340757,
0.010144849,
-0.003862521,
-0.025975894,
-0.024790682,
-0.027316311,
0.026469732,
0.000084988686,
-0.010462317,
-0.026413294,
-0.018286126,
0.018864622,
0.02567959,
-0.033044837,
0.02991249,
0.012501163,
0.053729605,
-0.0048360876,
0.029235227,
-0.022575464,
0.03826541,
-0.004264646,
0.014702271,
0.0033034254,
-0.026060551,
0.041623514,
-0.0017319614,
0.029771393,
-0.029686736,
-0.019965176,
-0.030702632,
-0.043655306,
-0.0573699,
0.0060706832,
-0.004575059,
-0.008733883,
0.01346062,
-0.022956425,
-0.02610288,
-0.06733132,
0.009389983,
-0.033468127,
0.019457228,
0.026780145,
-0.056382224,
-0.019118596,
0.03967638,
-0.006455172,
0.012614041,
0.021206826,
0.04345777,
0.026229868,
0.060163613,
0.012501163,
0.005100644,
0.03761637,
0.005312289,
-0.03705198,
-0.015562961,
0.002042374,
-0.005513352,
-0.014956245,
-0.062138967,
-0.06377569,
-0.014300146,
-0.024296844,
-0.016748173,
-0.03423005,
0.009185392,
0.015308986,
0.0028977725,
0.0074287388,
0.09696162,
0.023831224,
-0.027669054,
-0.004458654,
0.009425256,
-0.03747527,
-0.00052249857,
-0.057849627,
0.012783357,
-0.009291215,
-0.029968929,
0.025933566,
-0.02566548,
-0.000047454774,
-0.026427403,
-0.010419988,
0.022377929,
0.039902132,
0.031944282,
0.038152535,
0.010878552,
-0.0023827697,
-0.0026437985,
0.0065221926,
0.06112307,
0.006659762,
0.08358566,
0.05361673,
-0.004236427,
-0.0026755452,
0.029235227,
-0.010681016,
-0.020910524,
0.0019012773,
0.008127167,
-0.019781752,
-0.009728614,
-0.045292027,
-0.018652977,
0.028289879,
0.025566714,
-0.002694946,
-0.043683525,
-0.005904895,
-0.100912325,
-0.025439726,
-0.005058315,
0.028134672,
0.010561084,
-0.012853905,
0.042357214,
-0.058075383,
0.2359136,
0.06925023,
-0.0032293496,
0.017072694,
0.02275889,
0.028445086,
0.029799612,
-0.02236382,
0.020571891,
-0.029291665,
-0.011323007,
-0.041425977,
0.015774606,
0.03115414,
-0.038632262,
0.05220576,
-0.057059485,
0.00013007347,
-0.017495984,
-0.024889449,
-0.06191321,
0.054632623,
0.031520993,
0.0751763,
0.05389892,
0.017129134,
-0.013876855,
-0.03662869,
0.0071324357,
0.00011342848,
0.013199592,
-0.045546,
0.04128488,
0.009446421,
-0.021206826,
0.0057496885,
-0.003299898,
-0.031690307,
-0.01284685,
0.0065292474,
0.031267017,
-0.001002668,
-0.0126493145,
-0.01305144,
-0.003118236,
0.000069390895,
-0.016663514,
0.014603504,
0.04723916,
-0.015675837,
0.029714955,
-0.041454196,
0.043993935,
-0.022222722,
-0.03803966,
-0.0016384849,
-0.038604043,
-0.044389006,
-0.029235227,
-0.0003040192,
-0.005594482,
0.0027231653,
0.016536528,
-0.0109491,
-0.017524205,
0.02398643,
-0.009615737,
0.038575824,
-0.031013044,
-0.016353102,
0.014547065,
-0.01366521,
-0.05048438,
-0.054576185,
0.021164497,
0.029263446,
-0.013291305,
0.023704238,
0.014899806,
-0.041454196,
0.022815328,
-0.002913646,
0.017213792,
-0.0421879,
0.029122349,
0.05384248,
-0.037221298,
0.015831044,
0.01982408,
0.043598864,
-0.0065786312,
0.032226477,
-0.0068996265,
-0.021799432,
-0.00042615598
] | from transformers import AutoModelForCausalLM, AutoTokenizer, GPTQConfig
model_id = "facebook/opt-125m"
tokenizer = AutoTokenizer.from_pretrained(model_id)
gptq_config = GPTQConfig(bits=4, dataset="c4", tokenizer=tokenizer) |
[
0.020389987,
-0.008845982,
-0.02276366,
0.01129337,
-0.048358034,
0.047856763,
-0.008890212,
-0.010976389,
-0.008764894,
0.054078434,
0.047561895,
-0.023633515,
0.024857208,
-0.054019462,
-0.015200346,
0.087870084,
0.0013960064,
-0.0321404,
-0.034617275,
0.008646947,
0.014971824,
-0.023898894,
-0.0799087,
-0.04361069,
-0.017058002,
-0.013984023,
0.027879586,
-0.0069809537,
0.06310134,
0.022203414,
-0.0029670896,
-0.018134262,
0.027216136,
-0.009413599,
-0.060447544,
-0.023707232,
0.0076886327,
-0.029958392,
-0.03998384,
-0.040514596,
0.022026494,
-0.013799732,
0.01437472,
-0.025358481,
-0.0490952,
-0.019785512,
-0.03924667,
-0.018384898,
0.018193236,
-0.05549379,
-0.02758472,
0.007644403,
0.06375004,
-0.016055457,
-0.050687477,
-0.024724519,
0.007463797,
-0.012126367,
-0.07454214,
0.008027729,
0.022630969,
0.026567431,
-0.014485295,
-0.034440357,
0.004964807,
0.05549379,
-0.0029707756,
0.026847554,
0.0046183397,
-0.014050367,
-0.026714865,
0.011720926,
-0.003615795,
-0.01928424,
0.0027809555,
0.002981833,
0.014050367,
-0.002919174,
-0.022395076,
0.034086518,
-0.009701094,
0.011101707,
0.0023644571,
-0.005539796,
-0.030400692,
-0.0043603317,
0.03759542,
-0.00056208845,
-0.011853616,
-0.015539441,
0.0002838086,
0.040278703,
-0.002725668,
0.0049242633,
0.017087488,
0.019888716,
0.010408772,
-0.0025911354,
0.042342767,
-0.008514257,
0.007850809,
0.06221674,
-0.026449485,
0.032612186,
0.0005832819,
0.0044524777,
-0.01946116,
0.023264932,
-0.032258347,
-0.03883386,
-0.024621315,
0.003171653,
0.012163225,
0.00022713901,
0.00727582,
0.007463797,
-0.029501349,
0.020729084,
-0.04257866,
-0.023913637,
0.0064170226,
-0.0044561634,
0.016763136,
-0.057616826,
0.01615866,
-0.04508502,
-0.023146985,
0.036917232,
-0.029707756,
-0.012465463,
-0.018532332,
0.003514435,
0.0259777,
0.037831314,
0.02084703,
-0.014308375,
0.013409034,
0.021702142,
-0.019697053,
-0.02232136,
0.012001049,
0.01567213,
-0.025299508,
0.0766062,
0.0010873186,
-0.0027146107,
-0.000761123,
-0.029648783,
-0.05048107,
0.0064428234,
-0.038981292,
-0.005197014,
-0.019490646,
0.023294419,
0.011197538,
-0.03334935,
-0.018856684,
0.03187502,
0.018782968,
0.00999596,
0.041045357,
0.00363791,
-0.028366115,
0.03561982,
-0.012524436,
0.026936015,
-0.040337678,
-0.024754006,
0.025859753,
-0.011691439,
0.008595346,
-0.007791836,
-0.02298481,
0.015392008,
0.038804375,
0.009841154,
0.036180064,
-0.0038222014,
-0.0013268973,
0.0003563733,
-0.024444396,
0.018591305,
-0.008580603,
0.053311784,
0.011050105,
0.0016881082,
-0.014949709,
0.021127153,
-0.022970065,
0.021584196,
0.012671869,
0.045733728,
-0.046058077,
0.029928904,
-0.05307589,
-0.018635536,
-0.044849128,
-0.0017691964,
-0.009280909,
-0.013954536,
0.0017010085,
0.036946718,
-0.067996114,
0.002137779,
-0.003175339,
0.054491248,
-0.024532856,
0.049891338,
0.0082636215,
0.02527002,
0.045851674,
0.020552164,
-0.04543886,
-0.0056872293,
-0.0057904324,
-0.0028602008,
-0.007762349,
0.05422587,
-0.0014107497,
0.00857323,
0.01107222,
0.042077385,
0.03284808,
-0.017397098,
-0.017927857,
-0.0015895123,
-0.0023441853,
0.048947766,
0.015745848,
0.027599463,
-0.029132767,
0.010917416,
-0.00007014587,
0.06451669,
0.0066860877,
0.023014296,
0.05048107,
0.016232377,
-0.00050311524,
-0.014227287,
-0.020906003,
0.0059046927,
0.011669325,
0.03883386,
0.0010126806,
-0.0012752957,
-0.023205958,
-0.02709819,
-0.040455624,
0.03538393,
-0.050009284,
0.06504745,
0.015981741,
-0.0096789785,
-0.025093101,
-0.005502938,
0.02419376,
0.031167343,
-0.023500824,
-0.027245624,
0.05222078,
0.0028196566,
-0.033585243,
-0.024695033,
0.017647734,
0.08102919,
0.0045593665,
-0.00087906944,
0.014979196,
-0.04169406,
-0.0065202257,
-0.02986993,
-0.041900467,
0.011860987,
-0.044111963,
-0.009590519,
0.020478448,
-0.024665546,
0.004511451,
0.005477137,
0.029973134,
0.005458708,
-0.037212096,
0.054166894,
0.038450535,
-0.00014132838,
-0.008801752,
0.03163913,
-0.044111963,
-0.006114785,
-0.017352868,
0.004887405,
0.010659408,
-0.057557855,
0.061037276,
0.016851595,
-0.0035015345,
-0.0011444489,
-0.0259777,
0.025225792,
-0.029530836,
0.024134787,
0.0429325,
0.0036987262,
-0.0077107474,
0.017868884,
0.010637293,
-0.035649307,
0.033260893,
0.0071541877,
-0.021657912,
0.008064587,
0.028557777,
0.03143272,
-0.035059575,
0.042667117,
0.059562944,
-0.014035624,
-0.050775934,
-0.047384977,
-0.05334127,
0.04632346,
-0.027746895,
-0.00392909,
-0.0011149623,
0.04832855,
-0.013069938,
-0.03833259,
0.011285998,
-0.013799732,
-0.051719505,
-0.02459183,
0.0014190429,
0.03388011,
0.014404207,
0.00981904,
-0.043758124,
0.018532332,
-0.017116975,
0.0147359315,
-0.009162962,
-0.0033817452,
0.0076738894,
0.02624308,
-0.0008767658,
-0.005477137,
0.05254513,
-0.024385422,
0.0076738894,
-0.027511002,
0.006704517,
-0.00685195,
0.018561818,
0.0081899045,
0.0037964005,
0.0363275,
0.032287832,
0.026537945,
0.015126629,
0.013283716,
-0.014050367,
0.00028703368,
-0.0050016656,
0.02423799,
-0.008086702,
-0.024223248,
0.02027204,
0.018886171,
0.042372253,
-0.033998057,
-0.014920223,
-0.008742779,
-0.037389018,
0.01615866,
0.016365066,
0.005392363,
0.04968493,
0.037742857,
0.039010778,
-0.018782968,
-0.029958392,
-0.0016687576,
0.02936866,
0.028911617,
0.024798235,
-0.009096618,
0.0089713,
-0.00091039896,
-0.052073345,
-0.025122589,
0.02333865,
0.018694509,
0.005683543,
-0.025948213,
-0.021333558,
-0.0046551977,
-0.008403683,
0.030282745,
0.024577087,
0.04420042,
0.04888879,
0.015052912,
0.008742779,
0.017824654,
0.0014144356,
-0.0049353205,
-0.03110837,
0.057027094,
0.028528292,
-0.010239224,
-0.023869408,
-0.014676958,
-0.003947519,
0.027053962,
-0.00045519948,
0.015863795,
-0.04021973,
0.019977175,
-0.01218534,
0.061391115,
-0.048151627,
-0.005602455,
-0.039128724,
0.031491697,
0.026302053,
-0.031049397,
-0.024518114,
-0.044318367,
-0.013151026,
0.008875469,
-0.0060521257,
-0.035914686,
-0.017868884,
0.0054439646,
-0.061096247,
0.06504745,
0.03744799,
-0.03954154,
-0.025402712,
-0.019918201,
-0.030577611,
0.005521367,
0.0008343788,
-0.062157765,
0.030518638,
-0.007939269,
0.016807366,
-0.026714865,
-0.03623904,
-0.014160942,
0.05127721,
-0.038096696,
0.021967521,
-0.00018060546,
-0.010408772,
-0.030901963,
0.01062255,
0.023368135,
0.04664781,
0.017824654,
-0.042873524,
-0.0024197446,
0.022129698,
-0.035826225,
-0.015878538,
-0.0046478263,
-0.00033287614,
0.002346028,
0.06422183,
-0.00076158374,
-0.018178493,
0.07454214,
-0.014529525,
-0.041458167,
0.006708203,
-0.022291875,
0.018266952,
-0.0022133384,
-0.010261339,
-0.00057729246,
-0.045261938,
0.057204016,
-0.038509507,
-0.014824391,
0.043581203,
-0.055198926,
-0.022114955,
0.0070067546,
-0.038715914,
-0.00054780586,
0.027393056,
-0.027879586,
0.007489598,
0.00036950404,
-0.020876518,
-0.031845536,
-0.027746895,
-0.01807529,
0.05422587,
0.044436313,
0.019623335,
-0.022011751,
-0.044701695,
0.037831314,
-0.027039217,
0.038715914,
-0.00973058,
-0.012399117,
0.03762491,
-0.007375337,
-0.03373268,
-0.0072021033,
-0.0072610765,
-0.009008158,
-0.014743303,
-0.037919775,
0.0165125,
-0.041546628,
-0.036415957,
0.0495375,
-0.050510556,
-0.048181113,
-0.03933513,
0.008241506,
-0.000830693,
0.010954274,
0.029973134,
-0.04995031,
-0.054048948,
-0.01646827,
0.032346807,
-0.0572335,
0.0045335656,
-0.046942677,
-0.049743906,
-0.000925603,
0.040632542,
0.009155591,
-0.06363209,
0.01209688,
-0.029294943,
0.0049132057,
-0.057734773,
-0.02097972,
-0.05142464,
0.03674031,
-0.0060189534,
0.023633515,
-0.013187884,
-0.0022686257,
-0.00003671428,
-0.0020198326,
0.03031223,
-0.0030260629,
-0.03768388,
-0.03449933,
0.0055655967,
0.018060546,
-0.018473359,
0.021392532,
-0.016556729,
0.039895378,
-0.006055812,
0.03222886,
-0.047414463,
0.0006832599,
-0.015554185,
0.02289635,
0.03889283,
-0.046559352,
0.011934704,
0.020507934,
0.013475379,
0.016379809,
0.030282745,
-0.029530836,
0.010475117,
-0.042460714,
-0.08574705,
0.055228412,
-0.017485557,
-0.0049942937,
-0.004146554,
0.00003426666,
0.053046405,
-0.02406107,
-0.013644927,
0.09866218,
-0.00093343534,
-0.013630183,
-0.06776022,
0.042254306,
-0.0055066235,
0.014101969,
0.0021193498,
0.0066492297,
0.023397623,
-0.003825887,
-0.03924667,
-0.03963,
-0.020375244,
0.01294462,
0.024857208,
0.010460373,
0.023559798,
0.001724045,
-0.03143272,
-0.03187502,
0.017411841,
0.02236559,
-0.0024234303,
0.024518114,
0.054963034,
-0.011285998,
0.041222274,
-0.01714646,
-0.027260367,
-0.021997008,
0.038450535,
-0.008646947,
-0.029825702,
0.023088012,
0.0572335,
-0.05455022,
-0.075426735,
-0.019608593,
0.040160757,
-0.029737242,
-0.008587974,
-0.010305569,
-0.0061737583,
-0.028056506,
0.02767318,
0.017662477,
-0.0020382616,
-0.021009207,
0.021053437,
0.013327946,
-0.06369107,
0.009207193,
0.060683437,
-0.014153571,
-0.024046328,
-0.031196829,
-0.0033025,
-0.031196829,
-0.009236679,
0.05584763,
-0.019800255,
0.0453504,
0.021363046,
-0.009538917,
0.04927212,
-0.006431766,
0.048711874,
0.004087581,
-0.028380858,
-0.058619373,
-0.019962432,
0.041015867,
0.015878538,
0.033821136,
-0.0011297056,
0.041369706,
0.033644218,
0.016350323,
-0.021761116,
-0.071298614,
-0.0027459401,
-0.031049397,
-0.042785063,
0.025137331,
-0.020478448,
0.004293987,
0.05292846,
-0.00689618,
-0.014676958,
0.02214444,
-0.0049684932,
-0.02459183,
0.0023533998,
-0.07153451,
0.0046809986,
-0.056171983,
-0.012834045,
-0.04723754,
-0.02580078,
0.013615441,
0.041517142,
-0.001300175,
-0.002217024,
-0.011566121,
0.060447544,
-0.010659408,
0.021967521,
-0.00046257113,
0.024252733,
-0.034617275,
-0.02976673,
-0.057616826,
0.019534877,
0.04299147,
-0.019623335,
0.036504418,
-0.01468433,
0.010637293,
-0.031255804,
-0.0035734081,
0.059916783,
-0.026169363,
-0.013998766,
-0.013069938,
0.03264167,
-0.05160156,
0.007651774,
-0.055818144,
0.015450981,
-0.00026975636,
0.03579674,
0.0040949523,
0.030164797,
0.018384898,
0.009472572,
0.014492666,
0.040721003,
0.020537421,
0.015760591,
0.0142567735,
-0.0104014,
0.005775689,
-0.01437472,
0.020095121,
0.01611443,
-0.022336103,
0.016910568,
-0.042283792,
-0.011529263,
-0.042313278,
0.0071615595,
0.023884151,
0.049065713,
0.016910568,
-0.026832812,
-0.008241506,
-0.010526719,
-0.018488102,
0.01312154,
-0.05455022,
-0.0495375,
0.0022557254,
-0.08733933,
-0.008978671,
0.008963929,
-0.006350678,
0.03240578,
0.043020956,
0.015701618,
0.048859306,
0.04163509,
-0.021215612,
0.050009284,
-0.04449529,
-0.01780991,
-0.0074564256,
0.020183582,
-0.056142498,
-0.021613682,
0.01736761,
0.04213636,
0.048682388,
-0.0008412897,
-0.004511451,
-0.037742857,
0.00067358464,
0.0028749441,
-0.024473883,
-0.0035199635,
-0.04195944,
0.030518638,
-0.04664781,
0.03727107,
-0.0085584875,
0.014146199,
0.019269496,
0.025078358,
0.015141373,
0.049714416,
0.030282745,
-0.032287832,
0.015642645,
0.05098234,
0.029619295,
0.019343214,
0.011602979,
0.0047768303,
0.055464305,
0.033614732,
0.016497755,
-0.0160702,
0.010165507,
-0.0051933285,
-0.040632542,
-0.017691964,
0.023589285,
0.026007187,
0.0043087304,
0.017205434,
-0.014271517,
-0.04030819,
-0.01789837,
-0.009944358,
0.010025446,
0.0015830621,
-0.004356646,
-0.009008158,
0.0062695895,
0.03405703,
-0.0072684484,
-0.066226915,
-0.0141830575,
0.03665185,
0.051100288,
-0.015613158,
0.010202366,
0.003851688,
0.024429653,
0.04098638,
0.014971824,
0.0025303194,
-0.021510478,
0.04187098,
-0.023648258,
0.05316435,
-0.010526719,
-0.01932847,
-0.02333865,
-0.04284404,
-0.040455624,
0.024960412,
-0.023323905,
-0.020596394,
-0.050952855,
-0.027923815,
-0.007356908,
-0.046942677,
-0.012222198,
-0.038627453,
0.038273614,
0.036062118,
-0.028056506,
-0.0032822278,
0.05428484,
-0.013807103,
0.023471339,
0.031580154,
0.03762491,
-0.0032656416,
0.06923455,
0.018325925,
-0.02749626,
0.055051494,
-0.007194732,
-0.064575665,
0.019918201,
-0.0035605077,
0.0028067562,
-0.03423395,
-0.037123635,
-0.03623904,
0.0029707756,
-0.024296964,
-0.027039217,
-0.043227363,
0.008890212,
0.01963808,
-0.036622364,
0.0085216295,
0.11476187,
0.026818069,
-0.012863532,
-0.030548124,
-0.0075117126,
-0.065578215,
-0.009273537,
-0.034116004,
0.039040267,
-0.037742857,
-0.014669586,
-0.0068187774,
-0.008086702,
0.0021727942,
-0.015509955,
-0.0071468162,
0.005138041,
0.017058002,
0.048977252,
0.022380333,
0.03163913,
-0.005197014,
-0.018591305,
0.0013268973,
0.04213636,
0.0021267214,
0.059356537,
0.0759575,
-0.00031007009,
-0.005182271,
0.02914751,
0.013526981,
-0.023146985,
-0.0021727942,
0.0022501966,
-0.02423799,
-0.03031223,
-0.025211047,
-0.03868643,
0.0076665175,
-0.010880558,
-0.015016054,
-0.042961985,
-0.010939531,
-0.08403683,
-0.005875206,
-0.00812356,
0.013010965,
0.007039927,
-0.014559012,
0.014264146,
-0.023412365,
0.25995392,
0.078080535,
0.0049869223,
0.04352223,
0.017824654,
0.04134022,
0.010865814,
0.00036673967,
0.017662477,
-0.06858584,
-0.02767318,
-0.018782968,
0.032818593,
0.051159263,
-0.036858257,
0.034794196,
-0.05587712,
-0.018399643,
-0.0043087304,
-0.04187098,
-0.061391115,
0.0076738894,
0.028041761,
0.069706336,
0.015436239,
0.025638605,
0.022527767,
-0.02361877,
-0.005971038,
-0.018237466,
-0.008057215,
-0.038362075,
0.024518114,
0.01200842,
-0.02611039,
0.0130625665,
-0.024827722,
-0.022203414,
-0.013541724,
-0.03337884,
0.019800255,
0.012502321,
-0.006258532,
-0.008094073,
0.010040189,
0.020743826,
0.014345233,
-0.0020972348,
0.05118875,
-0.0051232977,
0.02584501,
-0.05124772,
0.044377342,
-0.013866076,
-0.05428484,
0.0030979365,
-0.030076338,
-0.053931,
-0.004972179,
0.0114629185,
0.008919698,
0.02271943,
-0.02289635,
0.0026703808,
-0.017175948,
0.012745585,
-0.032730132,
0.043227363,
0.0009841155,
-0.01455164,
-0.0017397098,
-0.012391746,
-0.038067207,
-0.041664574,
-0.012686612,
0.02106818,
0.004375075,
0.017102232,
-0.017706707,
-0.030459665,
0.035737768,
-0.017220179,
0.03803772,
-0.032877564,
0.030400692,
0.020154094,
-0.040632542,
-0.003296971,
0.019652823,
0.02476875,
-0.0030426492,
0.053754084,
0.006464938,
-0.026523203,
-0.031609643
] | import torch
from transformers import AutoModelForCausalLM, GPTQConfig
gptq_config = GPTQConfig(bits=4, exllama_config={"version":2})
model = AutoModelForCausalLM.from_pretrained("{your_username}/opt-125m-gptq", device_map="auto", quantization_config=gptq_config)
Only 4-bit models are supported, and we recommend deactivating the ExLlama kernels if you're finetuning a quantized model with PEFT. |
[
0.020176534,
0.02408786,
-0.011106688,
0.0075274557,
-0.010781974,
0.020117495,
0.008804171,
-0.005992445,
-0.01097385,
0.07515648,
0.029667033,
0.00071492384,
-0.019689463,
-0.0481462,
-0.017505025,
0.06978394,
-0.0032655874,
-0.04029403,
0.00470466,
0.021298273,
0.02613946,
0.029209482,
-0.082300186,
-0.046168398,
-0.022213375,
0.0028504704,
0.029637512,
-0.041533846,
0.055526055,
0.025873784,
-0.011379742,
-0.033475038,
0.025445754,
-0.037224006,
-0.04233087,
-0.0012315139,
0.01518775,
-0.04179952,
-0.029224241,
-0.09198256,
0.037164968,
-0.0028264858,
0.011807774,
-0.03878854,
-0.024309255,
0.0012001495,
-0.046286475,
-0.030641174,
0.0177707,
-0.07757708,
-0.03822767,
0.022360971,
0.009202684,
-0.019069554,
-0.060160607,
-0.02876669,
-0.01927619,
-0.020766923,
-0.056470677,
0.005575483,
0.04280318,
0.01937951,
0.011793015,
-0.0771638,
-0.0006337454,
0.04026451,
-0.009342901,
0.0043762564,
-0.0032711225,
-0.007616014,
-0.0019704222,
0.031969547,
0.003546022,
-0.039939795,
-0.029814629,
-0.011091928,
-0.00021805176,
0.012508861,
-0.032294262,
0.042065196,
0.012294845,
0.004114271,
-0.0038891856,
0.0001713511,
0.0030700213,
-0.050124,
0.04971073,
0.019733742,
-0.0003383204,
-0.011224765,
0.0057009407,
0.017091753,
0.0023578648,
0.017357428,
0.025962343,
0.037371606,
0.0016410961,
0.018980997,
0.044721942,
-0.009800453,
0.008213783,
0.06571026,
-0.028574813,
0.037961993,
-0.015763378,
0.031585794,
0.014730198,
-0.023777904,
-0.02866337,
-0.060367245,
0.006822679,
0.029962227,
0.0130254505,
-0.006372508,
0.0071104937,
0.058802713,
-0.047319654,
0.039378926,
-0.05272171,
-0.039910275,
-0.013756056,
0.01358632,
-0.0282501,
-0.018169213,
0.0021217093,
-0.052101802,
-0.0063319188,
0.045607526,
-0.06334871,
0.020693123,
-0.051275257,
-0.0014934989,
0.0007001641,
0.053105462,
0.023172757,
-0.013763436,
-0.014781857,
0.04230135,
0.009527397,
-0.016265208,
0.019763261,
0.011298563,
0.0017720886,
0.09322237,
-0.03958556,
0.0077193324,
0.02664129,
-0.036987852,
-0.06571026,
-0.0037323635,
-0.019025275,
0.020634085,
-0.01831681,
0.021150675,
0.020235572,
-0.030021265,
-0.007453657,
0.044603866,
0.01512871,
0.017992096,
0.01988134,
0.040559705,
-0.049061302,
0.020058457,
-0.016442325,
0.04244895,
-0.047732927,
-0.042714622,
0.015630541,
-0.036663137,
-0.008612296,
-0.02615422,
-0.017342668,
0.008154744,
0.0565002,
0.04424963,
0.03805055,
-0.030168863,
0.02827962,
-0.0022729966,
-0.037696317,
0.018124932,
-0.01830205,
0.0061215926,
0.026508452,
-0.006852199,
-0.011121447,
0.0051991106,
-0.0033689055,
0.02405834,
-0.006848509,
0.035246205,
-0.004450055,
0.046788305,
-0.032678016,
-0.004136411,
-0.020456968,
-0.022080537,
-0.03710593,
-0.04971073,
0.005586553,
0.034301583,
-0.01620617,
0.011069788,
-0.039910275,
0.05655924,
-0.009564297,
0.030670693,
-0.015025392,
0.019482827,
0.06488372,
0.024353534,
-0.010117786,
-0.009180544,
0.0037895574,
0.013158288,
-0.0022287173,
0.010781974,
-0.00010510533,
0.030464057,
0.003191789,
0.03704689,
0.03140868,
-0.0068558888,
-0.012678597,
-0.01881864,
0.020442208,
0.02613946,
-0.010398221,
0.038434304,
-0.002457493,
0.006206461,
-0.025799986,
0.0129516525,
0.03288465,
-0.013224707,
0.030168863,
0.018966237,
0.004036783,
-0.00522125,
-0.008863211,
0.004236039,
0.016840838,
0.029002845,
0.034685336,
0.016250448,
-0.009822592,
-0.028146781,
-0.02656749,
0.0407073,
-0.037371606,
0.072263576,
0.009962809,
-0.0050404435,
0.032205705,
-0.013955313,
0.017711662,
0.017431226,
-0.012405543,
-0.040146433,
0.0060846936,
-0.005852228,
-0.002304361,
-0.021209715,
0.0006309779,
0.0636439,
0.01679656,
-0.008044046,
0.005335638,
-0.049769767,
-0.020191293,
-0.031585794,
-0.04861851,
-0.0073281997,
-0.015364866,
-0.017357428,
0.0053946767,
-0.04427915,
-0.031615313,
-0.017814979,
0.030316459,
0.0012499635,
-0.033504557,
0.027025042,
0.031999066,
-0.023335114,
-0.024102619,
0.007630774,
-0.02507676,
0.020087976,
-0.0074425875,
-0.014508802,
-0.012789295,
-0.026242778,
0.045046657,
-0.007785751,
0.032471377,
0.0076012546,
-0.0011484905,
0.0034242545,
-0.015970014,
0.0073281997,
0.017475506,
0.0017029024,
-0.015925735,
0.021578707,
0.027585912,
-0.010922191,
0.027128361,
0.0006664935,
-0.026892206,
0.0025497412,
-0.0049297456,
0.01514347,
-0.021755824,
0.06665488,
0.05363681,
-0.007014556,
-0.009711894,
-0.074625134,
-0.04230135,
0.03285513,
-0.002510997,
-0.026331335,
-0.01768214,
0.05697251,
-0.032117147,
-0.065237954,
-0.012767156,
-0.028884767,
-0.04492858,
-0.004745249,
-0.0056455918,
0.040972974,
0.05221988,
0.021003079,
-0.05266267,
0.0059186467,
-0.051540934,
0.0019353679,
0.001753639,
-0.0077488516,
0.03536428,
0.016368527,
-0.014922074,
0.0066086636,
0.045666564,
-0.0010553198,
-0.0028412456,
0.021859141,
-0.02097356,
-0.006217531,
0.019600905,
-0.01098861,
0.028943807,
0.016102852,
0.014848276,
0.021032598,
-0.008634435,
0.004066302,
-0.0058227084,
0.022301933,
0.004136411,
0.021549188,
0.009697135,
-0.02668557,
-0.012575279,
0.031703874,
0.0397922,
-0.025445754,
-0.001726887,
0.004538613,
-0.04590272,
0.0074425875,
-0.008110465,
-0.010302283,
0.056618277,
-0.013106629,
0.055939328,
-0.015032772,
0.0020737404,
0.0051548313,
0.013305886,
0.032530416,
0.0074499673,
0.010287523,
0.015527223,
-0.010361321,
-0.025224358,
0.0062839496,
-0.0036438052,
0.009785693,
-0.015246788,
-0.013136148,
-0.047880523,
-0.019999417,
0.020766923,
0.03486245,
0.020560287,
0.009254343,
0.04082538,
0.005885437,
0.0219477,
0.0026493692,
0.022272414,
-0.019807542,
-0.03025742,
0.025386713,
0.008103085,
-0.006951827,
0.0008994203,
0.006682462,
-0.011837293,
0.029976986,
0.027098842,
0.015541983,
-0.024456851,
0.0010737694,
0.0012176767,
0.053459696,
-0.045578007,
0.0015829797,
-0.02507676,
0.049061302,
0.009165784,
-0.04179952,
-0.0057673594,
-0.06275832,
0.020456968,
0.010686035,
0.020206053,
-0.025017722,
-0.026552731,
0.029607993,
-0.03285513,
0.06913452,
0.037489682,
-0.035777554,
-0.0039482242,
-0.032028586,
0.0004884544,
0.0058669876,
0.03503957,
-0.041622404,
0.0323533,
-0.008560636,
0.040648263,
-0.011549479,
-0.027113602,
-0.016058573,
0.05278075,
-0.06405717,
0.029224241,
-0.035688996,
-0.015940495,
-0.015335347,
-0.011778255,
0.004025713,
0.0092691025,
0.0013615839,
-0.012840955,
-0.009040327,
0.0069813463,
-0.0028541603,
-0.0060625537,
0.006878028,
-0.010021849,
-0.008228542,
0.092100635,
0.015778137,
-0.006985036,
0.07551072,
0.0035792314,
-0.018744841,
0.006047794,
-0.0049555753,
0.019497586,
-0.00040381664,
0.00062221434,
-0.014981113,
-0.031762913,
0.043718282,
0.009143645,
0.019925619,
0.014228367,
-0.0240731,
-0.04545993,
0.024722528,
-0.039142773,
0.025637629,
0.024943922,
-0.039378926,
0.01308449,
0.0010018158,
-0.050124,
0.00024584154,
-0.0010082732,
-0.03075925,
0.037961993,
0.020250332,
0.034655817,
-0.028870007,
-0.032294262,
0.04274414,
-0.02504724,
0.001990717,
-0.030227901,
-0.016412806,
-0.0074499673,
-0.0071141836,
-0.057415303,
-0.020279853,
0.0127007365,
-0.021918181,
-0.015276307,
-0.015999533,
0.059776857,
-0.022169096,
-0.035836592,
0.071318954,
-0.0022582368,
-0.06748143,
-0.04717206,
0.024530651,
-0.019158114,
0.0063614384,
0.024884883,
-0.027630191,
-0.027585912,
-0.045164734,
0.032648496,
-0.056677315,
0.029932708,
-0.03294369,
-0.035984192,
-0.008619675,
0.023364633,
0.020944038,
-0.06771758,
0.0013136149,
0.006708292,
0.022390492,
-0.046699747,
-0.031290602,
-0.041533846,
0.030641174,
0.031438198,
0.032264743,
-0.0057636695,
-0.011158346,
0.02556383,
0.024412572,
0.017460747,
-0.025622869,
-0.059156947,
-0.046876863,
0.0010359477,
0.022744725,
0.008044046,
0.03778488,
-0.05219036,
0.033032246,
-0.0072913,
0.051599972,
-0.046375033,
0.009674995,
-0.030611655,
-0.0017647087,
0.040559705,
-0.014014352,
-0.0154091455,
0.03359312,
0.020176534,
0.016132372,
0.012361264,
-0.010221104,
-0.00051797385,
-0.03450822,
-0.06299447,
0.058714155,
-0.03409495,
-0.013800336,
-0.03489197,
0.006073624,
0.060190126,
-0.0072433315,
0.0037360536,
0.10626996,
0.009121506,
-0.018862918,
-0.030965887,
0.008501598,
0.010309663,
-0.005272909,
0.0014353825,
0.015601021,
-0.009003428,
-0.037460163,
-0.03976268,
-0.041386247,
-0.020796442,
0.019645184,
0.06299447,
-0.014855656,
0.015394385,
-0.0081473645,
-0.035836592,
-0.054581434,
0.031467717,
0.004088442,
-0.014560461,
0.061400425,
0.054729033,
-0.026833167,
0.019718982,
-0.012730257,
-0.050448716,
-0.01044988,
0.013940553,
-0.039142773,
-0.033976868,
0.028840488,
0.06370294,
-0.036249865,
-0.08324481,
-0.04221279,
0.023940261,
-0.024633968,
0.0077119526,
-0.018346328,
-0.035659477,
-0.053518735,
0.010139926,
0.00626919,
-0.009829972,
-0.0024371983,
0.01778546,
0.007918589,
-0.065178916,
0.010147306,
0.038906615,
0.0038744258,
-0.0106786555,
-0.018715322,
0.01877436,
-0.024929162,
-0.022228135,
0.044662904,
-0.03920181,
0.034272064,
-0.0043578064,
0.018110173,
0.032500897,
0.0062470506,
-0.008479457,
0.012346503,
0.009829972,
-0.04802812,
-0.031733394,
0.045755126,
0.037932474,
0.046729267,
0.0031493548,
0.019659944,
0.03188099,
0.013549421,
-0.055732694,
-0.049828805,
-0.021135915,
-0.05747434,
-0.05381393,
-0.012361264,
-0.03825719,
-0.0032489828,
0.050891507,
0.002719478,
-0.03810959,
0.048323315,
0.012442442,
-0.04749677,
-0.0015811347,
-0.034832932,
0.017445985,
-0.06488372,
0.00785217,
-0.019630425,
-0.036840256,
0.04817572,
0.03441966,
-0.008604915,
0.0008076333,
-0.0039851237,
0.034832932,
-0.04020547,
-0.015091811,
-0.017578823,
0.015246788,
-0.06405717,
-0.016412806,
-0.029194722,
0.017696902,
0.031202042,
-0.020693123,
0.017726421,
-0.0047858385,
0.019099075,
0.0034113396,
-0.0038818058,
0.04395444,
-0.025844265,
0.0230104,
-0.030670693,
0.059393104,
-0.0469359,
-0.036397465,
-0.035925154,
0.021696785,
0.009881631,
0.004645621,
-0.0029888428,
0.03861142,
0.02720216,
-0.009460979,
0.025017722,
0.01988134,
0.03191051,
0.012848334,
0.026715089,
-0.036869776,
0.013637979,
-0.025194839,
-0.0035109678,
0.020560287,
-0.02869289,
-0.026951244,
-0.015571502,
-0.0031235253,
-0.027526872,
-0.00884107,
0.032796092,
0.03501005,
0.028235339,
0.0056492817,
-0.022316692,
-0.027807308,
-0.007962868,
-0.027334997,
-0.06116427,
-0.028929045,
-0.021135915,
-0.07173223,
-0.0054241964,
0.026951244,
0.002247167,
0.024338774,
0.049445055,
0.02398454,
0.023526989,
0.04233087,
-0.021711545,
0.043659244,
-0.031792432,
-0.017505025,
0.0072470214,
0.014671159,
-0.06376198,
-0.017327908,
0.021637745,
0.04348213,
0.040412106,
-0.016737519,
-0.016058573,
-0.022552848,
-0.008523737,
0.014767097,
-0.07568783,
0.00090357143,
-0.01202917,
0.024914403,
-0.035216685,
0.014951594,
0.0034021148,
0.02458969,
0.045017138,
0.020102736,
-0.015423905,
0.01933523,
0.043836363,
-0.084779814,
0.022582367,
0.053961527,
0.0303755,
0.025696669,
0.0011235835,
-0.0049592652,
0.05363681,
0.033150326,
-0.019409029,
-0.02504724,
0.009342901,
0.015497703,
-0.044220112,
-0.00286892,
0.035954673,
-0.006848509,
-0.0033117116,
-0.007154773,
0.0013228396,
-0.013645358,
-0.020014176,
-0.011106688,
-0.014936834,
0.0061179027,
-0.011128827,
-0.012139868,
-0.017519785,
0.022833282,
-0.011055028,
-0.095465854,
-0.036928814,
0.030523095,
0.046345513,
-0.031113485,
0.0063946475,
-0.00037037666,
0.011888952,
0.05809425,
0.027984424,
-0.001049785,
-0.005283979,
0.020087976,
-0.0053098085,
0.047791965,
0.010095647,
-0.03607275,
-0.0024943922,
-0.022582367,
-0.058802713,
0.04342309,
-0.008715613,
-0.053666335,
-0.023777904,
-0.009748793,
0.0014565996,
-0.033504557,
0.0038190768,
-0.024973443,
0.040559705,
0.056145966,
-0.024796326,
-0.007616014,
0.026818406,
0.017888777,
0.024191177,
0.047880523,
-0.0028615403,
-0.03557092,
0.06323063,
0.012494101,
-0.032205705,
0.0291652,
-0.008427799,
-0.04912034,
-0.021504909,
-0.002455648,
-0.010228484,
0.008597535,
-0.031556275,
-0.028028704,
-0.0051253117,
-0.0034629987,
-0.0017794685,
-0.037371606,
0.037194487,
0.009866871,
-0.040943455,
-0.009652855,
0.07645534,
0.0062655,
0.010730315,
0.00234495,
-0.012848334,
-0.040028352,
0.027807308,
-0.020324131,
0.0437478,
-0.040943455,
-0.0043467367,
-0.0048301173,
-0.023955021,
-0.030965887,
-0.019261431,
0.011246905,
-0.018183973,
0.02656749,
0.062404085,
0.015733859,
0.02041269,
0.0075532855,
-0.028855247,
0.009069846,
0.06264024,
-0.033268403,
0.031024925,
0.071259916,
0.027231678,
-0.033120807,
0.016442325,
0.0017112048,
0.000037475846,
-0.00940932,
0.0010405601,
0.0058780573,
-0.02876669,
-0.031644836,
-0.018936718,
-0.013726537,
0.038434304,
-0.020737402,
-0.03391783,
-0.020663604,
-0.07326724,
0.011623277,
-0.00042503374,
0.057238184,
0.026272297,
-0.023659827,
-0.0014233902,
-0.029386597,
0.26024333,
0.0647066,
0.043068856,
0.035275724,
0.036663137,
0.010243244,
0.037489682,
-0.024811085,
0.011269044,
-0.025180077,
-0.0072248816,
-0.0018726392,
0.012427682,
0.038995173,
-0.034773894,
0.042507987,
-0.05236748,
-0.00076935027,
-0.00015728324,
-0.016604682,
-0.06004253,
0.017032715,
0.010479399,
0.024604449,
0.0137117775,
0.030965887,
-0.012597419,
-0.01988134,
0.011711836,
-0.028028704,
0.008804171,
-0.024973443,
0.030080304,
-0.014781857,
-0.043688763,
0.05691347,
-0.018567724,
-0.019217152,
0.0011309633,
-0.01567482,
0.0116158975,
0.007512696,
-0.024427332,
-0.031202042,
-0.010029228,
0.054669995,
0.00051797385,
0.007003486,
0.055467017,
-0.03441966,
0.014287407,
-0.04277366,
0.02149015,
-0.008501598,
-0.06204985,
0.019143354,
-0.01878912,
-0.05186565,
-0.02566715,
0.018582484,
0.021918181,
0.012316984,
-0.006892788,
0.04475146,
0.013527281,
0.03353408,
-0.041415766,
0.0303755,
-0.014892555,
-0.0072211917,
-0.0039961934,
-0.007372479,
-0.034124468,
-0.0076602935,
-0.008523737,
0.022833282,
-0.008981288,
0.011793015,
-0.01778546,
-0.009490498,
0.022257654,
-0.0071806028,
0.017416466,
-0.0044242255,
-0.0025866404,
-0.0076086344,
-0.04717206,
0.0057599796,
0.01408077,
0.020781683,
0.015851937,
0.007999767,
0.028722411,
-0.0024095238,
-0.011010749
] | from transformers import AutoModelForCausalLM
model = AutoModelForCausalLM.from_pretrained("{your_username}/opt-125m-gptq", device_map="auto")
ExLlama
ExLlama is a Python/C++/CUDA implementation of the Llama model that is designed for faster inference with 4-bit GPTQ weights (check out these benchmarks). The ExLlama kernel is activated by default when you create a [GPTQConfig] object. To boost inference speed even further, use the ExLlamaV2 kernels by configuring the exllama_config parameter: |
[
0.029921522,
-0.00011934582,
-0.0124880895,
0.00022183877,
-0.008856125,
0.019076988,
0.0121359,
-0.0033861652,
-0.001221661,
0.05740706,
0.014630582,
-0.025768608,
-0.00096944114,
-0.056086343,
-0.025196299,
0.07131859,
0.017932368,
-0.043935772,
-0.035483196,
0.031521052,
0.026208846,
-0.017448107,
-0.07871459,
-0.047164183,
-0.03498426,
-0.01501946,
0.03169715,
-0.007990323,
0.072375156,
0.045227136,
-0.032284133,
-0.029187791,
-0.002742317,
-0.02459464,
-0.043789025,
-0.017183963,
0.009971395,
-0.009090918,
-0.018930241,
-0.05432539,
0.018387282,
-0.014278391,
0.020617822,
-0.031873245,
-0.028087197,
-0.01025755,
-0.03498426,
-0.030317737,
0.00876074,
-0.057935346,
-0.041441087,
0.037097406,
0.036275625,
0.009611867,
-0.04023777,
0.0019113674,
0.019663973,
-0.003068827,
-0.039327946,
0.005062739,
0.027177371,
0.049453422,
0.01898894,
-0.06421608,
0.016963845,
0.0669749,
-0.016582305,
0.013977562,
-0.013185133,
-0.009567843,
-0.030405784,
0.013060399,
-0.029422585,
-0.037801784,
-0.046489153,
-0.012634836,
0.009443109,
0.020603146,
-0.0007612452,
0.050509993,
0.019575924,
-0.008768077,
0.005770789,
-0.0059212036,
-0.0186661,
-0.03504296,
0.07266865,
0.011013292,
0.0107124625,
0.00014743394,
-0.007197894,
0.029349212,
-0.01390419,
-0.008797427,
0.002500186,
0.04619566,
-0.011636962,
0.029290514,
0.04552063,
-0.031843897,
0.0051654615,
0.050891533,
-0.015687155,
0.06040068,
-0.016450234,
0.026517013,
0.036745213,
0.011343471,
-0.006159666,
-0.03947469,
0.0012079035,
0.0060165883,
0.0038153976,
0.026208846,
0.009083581,
0.024800085,
-0.01395555,
-0.0021094747,
-0.043348785,
-0.0484849,
0.008628668,
-0.008885474,
0.016934495,
-0.032342833,
-0.002889063,
-0.055352613,
0.00042189492,
0.011570927,
-0.05661463,
-0.004420725,
-0.01507082,
0.002377286,
0.026208846,
0.024550617,
0.038829006,
-0.04020842,
0.0043436834,
0.024976179,
-0.013243832,
-0.013111761,
0.029129094,
0.005649723,
-0.021175457,
0.0930957,
-0.028351339,
0.027338792,
0.033957038,
-0.049365375,
-0.02813122,
0.009861335,
-0.02434517,
0.0071025095,
-0.014505848,
0.025827307,
0.026164822,
-0.027837727,
-0.025225649,
0.029070394,
0.02529902,
-0.007865589,
0.052124202,
0.032606974,
-0.03055253,
0.04020842,
-0.008012335,
0.028542109,
-0.04396512,
-0.031521052,
0.0251376,
-0.026135473,
0.013287856,
-0.009817312,
-0.02978945,
0.005524989,
0.04880774,
0.043818373,
0.018886218,
-0.017624201,
0.0065632174,
0.0049563483,
-0.030523181,
0.011526903,
0.0051911417,
0.022510845,
0.015158868,
-0.034954913,
0.00868003,
-0.015613781,
-0.025049552,
0.011570927,
0.00228557,
0.039621435,
-0.002533204,
0.035806037,
-0.040736705,
-0.033839643,
-0.029730752,
-0.0051214374,
-0.014080284,
-0.045638025,
0.0021993567,
0.049365375,
-0.036393024,
0.017976392,
-0.037390895,
0.08305827,
0.00666594,
0.044845596,
0.007850914,
0.037038706,
0.041822627,
0.024154402,
-0.04807401,
-0.016670352,
0.005653392,
-0.0118203955,
0.025034878,
0.028233942,
-0.01444715,
0.026076775,
-0.0021278178,
0.025753934,
0.025020203,
-0.012612824,
-0.011020629,
-0.03827137,
0.002179179,
0.013529987,
0.020074861,
0.023039132,
-0.0002616207,
0.026957251,
-0.019165035,
0.020955337,
0.010404295,
0.009105593,
0.042174816,
0.04402382,
-0.0021718417,
-0.014087622,
-0.015789876,
0.033663545,
0.010763824,
0.035952784,
0.01822586,
0.018328583,
-0.005235166,
-0.051948104,
-0.045109738,
0.028263291,
-0.0242131,
0.0540319,
0.010198851,
0.024579965,
-0.043348785,
-0.009178966,
0.01787367,
0.034485325,
-0.023405997,
-0.04035517,
0.025959378,
0.019209059,
0.0017095916,
-0.030611228,
0.0009391748,
0.068794556,
0.0076968307,
0.009355062,
0.015848575,
-0.013750106,
-0.007953636,
-0.033516802,
-0.048338152,
0.010477669,
-0.03944534,
0.010074117,
0.026590386,
-0.05464823,
0.003976818,
-0.018915568,
0.00043611095,
0.0072896103,
-0.0073996703,
0.040384516,
0.053415567,
-0.02220268,
-0.023538068,
0.032988515,
-0.030757975,
0.037009355,
-0.011299446,
-0.01637686,
-0.004908656,
-0.02456529,
0.030464482,
-0.011277434,
-0.0016976685,
0.020089535,
-0.029686728,
0.013860165,
0.0061853463,
0.011849744,
0.019810718,
-0.010653764,
-0.023009783,
0.019796044,
0.023655465,
-0.025621863,
0.03574734,
-0.012876967,
-0.026208846,
0.015980646,
-0.01730136,
0.037889834,
-0.014028924,
0.05077414,
0.0578473,
-0.041499786,
-0.009714589,
-0.037889834,
-0.037068054,
0.027059974,
0.0068787215,
-0.04023777,
0.004483092,
0.06151595,
-0.026957251,
-0.06762058,
0.0027716663,
-0.014821352,
-0.030376434,
0.009120268,
-0.030757975,
0.047780517,
0.04437601,
0.015056145,
-0.018783495,
0.008856125,
-0.033399403,
0.013397915,
-0.0027496542,
-0.02287771,
0.017741598,
0.003987824,
0.009171628,
0.02905572,
0.030082943,
-0.019238409,
0.0070768287,
-0.0003629672,
-0.008951509,
0.024477243,
-0.0048132706,
0.01937048,
0.027896427,
0.021806465,
0.008525946,
0.022217354,
0.008239792,
-0.0040685344,
-0.0010391455,
-0.00060395175,
0.017183963,
0.03835942,
0.0022232027,
0.004351021,
-0.0056900787,
0.023347298,
0.044141214,
0.00006414408,
0.010969268,
0.010793173,
-0.05367971,
0.0039291256,
0.016508931,
-0.006559549,
0.03838877,
-0.010895895,
0.065448746,
-0.03055253,
-0.013551999,
0.024638664,
0.021498298,
0.0067356443,
0.0076454696,
-0.008004998,
-0.025254996,
-0.017976392,
-0.0139262015,
0.0002471754,
-0.007865589,
0.029760102,
-0.015569757,
-0.018534027,
-0.038183324,
-0.016362187,
0.008562633,
0.023846235,
0.040824752,
0.004886644,
0.062279027,
0.020559123,
0.017961718,
0.02647299,
0.015423011,
-0.040589962,
-0.020148234,
0.04317269,
-0.020294981,
-0.0006594401,
-0.015408336,
-0.026751807,
0.019341132,
0.0279698,
0.016200766,
0.015599106,
-0.025181623,
0.024623988,
0.0057487767,
0.018035091,
-0.029378561,
0.029892173,
-0.007032805,
0.011145364,
0.021747766,
-0.03316461,
-0.011776371,
-0.020412376,
-0.014784666,
0.038858358,
-0.030757975,
-0.028366014,
-0.056409184,
0.010316248,
-0.03354615,
0.040648658,
0.02163037,
-0.0024524936,
-0.0019829061,
-0.007065823,
-0.011270097,
0.018343257,
-0.009861335,
-0.05285793,
0.0116443,
0.0016995028,
0.029466609,
0.018974265,
0.015085495,
-0.01716929,
0.04695874,
-0.04613696,
0.035688642,
-0.039709482,
-0.012047851,
-0.029554656,
0.005051733,
-0.04698809,
0.01507082,
0.025577838,
-0.029422585,
-0.018900892,
0.0038887707,
0.0006456827,
-0.02899702,
0.00810772,
-0.003327467,
-0.008665355,
0.051185027,
0.02099936,
-0.011857082,
0.068266265,
0.025416417,
-0.01822586,
0.030581878,
-0.014197681,
0.0031293598,
-0.0047765845,
-0.0027955126,
0.0037456932,
-0.038242023,
0.062807314,
-0.0021223149,
-0.007032805,
0.016200766,
-0.035571244,
-0.0465772,
0.044992343,
-0.0372735,
0.03800723,
-0.003041312,
-0.05890387,
0.017418757,
-0.01822586,
-0.012157911,
-0.021322202,
0.009347724,
-0.010228201,
0.042028073,
0.0484262,
0.04067801,
-0.022584219,
-0.024477243,
0.025504466,
-0.043495532,
-0.007326297,
-0.038036577,
-0.023699488,
0.031961292,
0.0048279455,
-0.0746644,
-0.050011057,
0.012238622,
-0.012693535,
-0.024888132,
-0.02772033,
0.01988409,
-0.025313696,
-0.02048575,
0.06873585,
-0.025695235,
-0.06650531,
-0.03533645,
0.017066566,
-0.009641216,
-0.0034045086,
0.0026762814,
-0.025049552,
-0.03806593,
-0.026047425,
0.03947469,
-0.010595066,
0.0027056304,
-0.016817098,
-0.03653977,
-0.043466184,
0.026355593,
0.013133773,
-0.059197363,
-0.00020785203,
-0.01621544,
0.017227987,
-0.041763928,
-0.014322416,
-0.047516376,
0.03800723,
0.031286262,
0.015041471,
-0.0044280626,
-0.0107051255,
0.021278178,
0.005939547,
0.035072308,
0.020529773,
-0.041264992,
-0.056497235,
0.010793173,
0.008401212,
0.00092037296,
0.034015737,
-0.050363246,
0.044053167,
-0.033340704,
0.06186814,
-0.03806593,
0.012157911,
-0.016919822,
-0.027544236,
0.043348785,
-0.037068054,
0.007623458,
0.024447894,
-0.012671523,
-0.015892599,
0.012444066,
-0.0017407752,
0.044816248,
-0.0632769,
-0.035982136,
0.022760315,
-0.015041471,
-0.018108465,
0.015848575,
-0.034573372,
0.050891533,
-0.03425053,
0.009692578,
0.09773288,
0.016098043,
-0.010059442,
-0.03871161,
0.033575498,
-0.0055433325,
-0.016127393,
-0.022613568,
-0.0010327254,
-0.0055653444,
-0.024535941,
-0.064685665,
-0.0391225,
-0.010595066,
0.0065301997,
0.032900468,
-0.015202892,
0.011416843,
0.026179498,
-0.047457676,
-0.032196086,
0.03348745,
-0.011798384,
0.0030376434,
0.027705656,
0.009487133,
-0.010279561,
0.03003892,
-0.011174712,
-0.027984474,
-0.020162908,
0.03833007,
-0.0447282,
-0.033516802,
0.028791577,
0.00642014,
-0.05259379,
-0.06462696,
-0.04147044,
0.059520204,
-0.040061675,
-0.01060974,
0.0049856976,
-0.042937897,
-0.039151847,
-0.018592726,
0.032724373,
-0.024888132,
0.020441726,
0.004926999,
0.005778126,
-0.039415993,
0.0075207357,
0.035189707,
-0.006442152,
-0.013405252,
-0.013889515,
0.014872713,
-0.025152275,
0.0081590805,
0.06186814,
-0.051683962,
0.045931518,
-0.01080051,
0.027456189,
0.037068054,
-0.012612824,
0.011468205,
0.0054075923,
0.0019590599,
-0.067679286,
-0.03991493,
0.036980007,
0.02182114,
0.038887706,
-0.02179179,
0.017081242,
0.034162484,
0.020793917,
-0.021263504,
-0.07536878,
0.003936463,
-0.036275625,
-0.04279115,
-0.0042042746,
-0.04869034,
-0.03985623,
0.047193535,
0.013676733,
-0.039650787,
0.022760315,
-0.0025643874,
-0.033017863,
-0.018886218,
-0.05799404,
-0.022789663,
-0.02736814,
-0.035307102,
-0.018710123,
-0.05288728,
0.007388664,
0.025401743,
-0.00005580363,
0.012810932,
-0.0010354769,
0.049306676,
-0.027280092,
-0.009149617,
-0.009010208,
0.019517226,
-0.07002722,
-0.02758826,
-0.06979243,
0.025254996,
0.027573586,
0.005800138,
0.02867418,
-0.011813058,
0.017991068,
-0.0012528445,
-0.044610802,
0.01978137,
-0.022598892,
0.0022965758,
-0.01972267,
0.023303274,
-0.04199872,
0.022261377,
-0.051977456,
-0.008481923,
0.0027973468,
0.02978945,
0.010316248,
0.02794045,
0.034103785,
0.015907273,
-0.0070621544,
0.039533388,
0.025724584,
0.028439386,
0.04240961,
-0.025225649,
0.014138983,
-0.033751596,
0.026590386,
0.029862823,
-0.024785409,
-0.017858995,
-0.04243896,
0.010851871,
-0.048220754,
-0.02644364,
0.037038706,
0.05332752,
0.024315823,
-0.0075941086,
-0.049629517,
-0.0063357614,
-0.0060606124,
0.005800138,
-0.06955763,
-0.027867077,
-0.0042189495,
-0.06844236,
0.026737133,
0.012884304,
0.00095018075,
0.045990214,
0.049071882,
0.0044757547,
0.039034452,
0.06421608,
0.024315823,
0.06509655,
-0.029569332,
-0.025181623,
-0.016127393,
0.011813058,
-0.052681837,
-0.03125691,
0.02998022,
0.062689915,
0.02290706,
-0.018724797,
-0.023670139,
0.0186074,
0.035864737,
0.03833007,
-0.07648405,
-0.028263291,
-0.01828456,
0.043025944,
-0.018211186,
0.009472459,
-0.013419927,
0.010580391,
0.020588472,
-0.0013234661,
-0.011879094,
0.026208846,
0.028233942,
-0.057084218,
0.018856868,
0.037038706,
0.031902593,
0.026575712,
0.027162695,
-0.015511058,
0.036980007,
0.012466078,
0.01172501,
-0.06403998,
0.008797427,
0.018944917,
-0.007473043,
-0.009582518,
0.012987026,
-0.0027624946,
0.01586325,
-0.0035384144,
-0.018534027,
-0.024477243,
-0.011027967,
0.0042996597,
-0.032665674,
-0.004534453,
-0.014351765,
-0.016846448,
-0.020544449,
0.029730752,
-0.012532113,
-0.08112122,
-0.016171416,
0.028908974,
0.048396852,
-0.034074437,
0.026531687,
0.00884145,
0.00033040793,
0.052006803,
0.0101548275,
0.024506591,
-0.009105593,
0.028644832,
-0.026091449,
0.036187578,
0.0052461717,
-0.04437601,
-0.0015646799,
-0.011871756,
-0.06222033,
0.026106125,
-0.037889834,
-0.03460272,
-0.054207996,
-0.016230114,
-0.0052571776,
-0.02347937,
-0.0027735005,
-0.046166312,
0.013625371,
0.032401532,
-0.009259677,
-0.020955337,
0.031843897,
-0.0016683192,
0.031609103,
0.040707357,
0.02641429,
-0.01275957,
0.066798806,
0.041822627,
-0.028718203,
0.047164183,
0.0006965852,
-0.0483675,
0.0062990747,
0.008613993,
-0.00021805547,
0.026267545,
-0.011328796,
-0.014102296,
0.010815185,
-0.009670566,
-0.017785622,
-0.03683326,
0.051126327,
0.0035732666,
-0.04214547,
0.003564095,
0.090747766,
0.014740642,
0.012495427,
-0.028718203,
-0.006170672,
-0.04587282,
0.008364526,
-0.020852616,
0.049629517,
-0.05221225,
-0.038476817,
-0.021395575,
-0.03348745,
-0.027221395,
-0.014571884,
0.013089749,
-0.01615674,
0.023596767,
0.061926838,
0.008247129,
0.028630156,
-0.0034925563,
-0.020588472,
-0.0015481709,
0.05136112,
-0.015408336,
0.024888132,
0.0858171,
-0.0061413227,
0.0014702121,
0.030229688,
0.0027826722,
-0.033311356,
0.007975648,
-0.018842194,
0.022129307,
-0.024139727,
-0.016435558,
-0.047721818,
0.0041749254,
0.005422267,
-0.02774968,
-0.044816248,
0.01615674,
-0.07484049,
-0.0013234661,
0.0077628666,
0.009318375,
0.006027594,
-0.016758401,
0.0010905067,
-0.051625263,
0.2570991,
0.051507868,
0.02080859,
0.04763377,
0.019487876,
0.04986431,
0.031961292,
-0.034837514,
0.00131246,
-0.040413864,
-0.024653338,
0.016685028,
0.015408336,
0.037831135,
-0.054266695,
0.040707357,
-0.05444279,
-0.00052048994,
0.013801467,
-0.03539515,
-0.017257337,
0.025416417,
0.020294981,
0.04581412,
0.027059974,
0.02647299,
0.009127605,
-0.03163845,
-0.0059835706,
-0.039415993,
0.019018289,
-0.027192045,
0.02774968,
-0.038682263,
-0.031433005,
0.045638025,
0.00055029773,
-0.03812463,
-0.005469959,
-0.022804338,
0.004145576,
0.008870799,
-0.0070071244,
-0.05247639,
-0.040443216,
0.04056061,
0.025196299,
0.02666376,
0.052241597,
-0.037302848,
0.040589962,
-0.05241769,
-0.0021351553,
-0.023787536,
-0.054941725,
0.0075647593,
-0.07642535,
-0.04431731,
0.015569757,
0.031961292,
-0.0003038102,
0.01333188,
-0.04323139,
0.0232299,
0.011343471,
0.024037005,
-0.0059432155,
0.018710123,
-0.027250743,
-0.021410251,
-0.024785409,
-0.009002871,
-0.032284133,
-0.022540195,
-0.0063944594,
0.03278307,
0.0076087834,
0.017477456,
-0.0007809642,
-0.004358358,
0.032460228,
-0.010264887,
0.031344958,
-0.034426626,
0.03545385,
0.018343257,
-0.034191832,
-0.0035512547,
0.0101548275,
0.024741385,
0.01771225,
0.011277434,
0.027573586,
-0.02774968,
-0.008870799
] |
The ExLlama kernels are only supported when the entire model is on the GPU. If you're doing inference on a CPU with AutoGPTQ (version > 0.4.2), then you'll need to disable the ExLlama kernel. This overwrites the attributes related to the ExLlama kernels in the quantization config of the config.json file.
py
import torch
from transformers import AutoModelForCausalLM, GPTQConfig
gptq_config = GPTQConfig(bits=4, use_exllama=False)
model = AutoModelForCausalLM.from_pretrained("{your_username}/opt-125m-gptq", device_map="cpu", quantization_config=gptq_config)
bitsandbytes
bitsandbytes is the easiest option for quantizing a model to 8 and 4-bit. 8-bit quantization multiplies outliers in fp16 with non-outliers in int8, converts the non-outlier values back to fp16, and then adds them together to return the weights in fp16. This reduces the degradative effect outlier values have on a model's performance. 4-bit quantization compresses a model even further, and it is commonly used with QLoRA to finetune quantized LLMs.
To use bitsandbytes, make sure you have the following libraries installed: |
[
0.04652529,
-0.0105169,
-0.00022959591,
-0.01529194,
-0.029949177,
0.012155321,
0.021447094,
-0.013026195,
-0.013771603,
0.047558527,
0.047558527,
-0.031174304,
0.015675716,
-0.0420676,
0.013299265,
0.047351878,
0.0030775769,
-0.03185329,
-0.019734869,
-0.013845406,
0.0017574292,
-0.018052166,
-0.07327142,
-0.061344888,
-0.02472394,
0.0021900982,
0.040119205,
0.002053563,
0.060459256,
0.042539936,
-0.0113065895,
-0.035425346,
0.012214364,
-0.032237064,
-0.034037855,
-0.031469516,
-0.012790026,
0.008568506,
-0.01078997,
-0.02527008,
0.030849572,
-0.015218138,
0.014509631,
-0.03076101,
-0.036783315,
-0.008465181,
-0.009151547,
-0.012524336,
0.008885858,
-0.06001644,
-0.035189178,
0.003450281,
0.010598082,
0.010096223,
-0.023277404,
-0.039174527,
0.0031827458,
-0.0032897599,
-0.05186861,
-0.032473233,
0.034923486,
0.0014308519,
-0.0036532388,
-0.04900506,
0.020221967,
0.06217148,
-0.02712991,
0.0023709151,
0.003107098,
0.024945347,
-0.054112215,
0.0015664645,
-0.032532275,
-0.034953006,
-0.013291885,
0.018657349,
0.01924777,
0.0040702247,
-0.030849572,
0.006450365,
0.00069236255,
0.01790456,
-0.010893294,
-0.012598138,
-0.021506136,
-0.0431894,
0.044635937,
-0.018258814,
-0.0119634345,
-0.007712393,
-0.011417294,
0.030465797,
0.008347097,
0.021402813,
0.010184787,
0.02214084,
-0.009948618,
0.0357796,
0.043130357,
-0.026923262,
0.032443713,
0.09765587,
0.012170082,
0.04637768,
-0.020207208,
0.017033687,
0.0056569846,
0.021683263,
-0.021993235,
-0.04369126,
-0.0025923233,
-0.0016937744,
0.00605183,
0.017033687,
-0.00036647703,
0.009513182,
-0.0025738727,
0.030229628,
-0.01394873,
-0.03188281,
0.01394873,
-0.015439547,
0.016664673,
-0.06795762,
-0.0045647034,
-0.04504923,
-0.02026625,
0.04008968,
-0.037934642,
-0.018303094,
-0.017314138,
-0.014125857,
-0.011550139,
0.055056892,
0.03028867,
-0.020089123,
0.016694194,
0.008096168,
-0.000717271,
0.0040628444,
0.018996842,
-0.014125857,
-0.015336222,
0.08319052,
0.007941182,
-0.008398759,
0.0042030695,
-0.07014219,
-0.033299826,
-0.009254872,
-0.054112215,
0.0019151827,
0.011978195,
0.011712505,
0.0042731822,
-0.023070756,
-0.024354925,
0.0327094,
0.004394957,
-0.0057270974,
0.041683823,
-0.012170082,
-0.014576053,
0.047794696,
-0.024664897,
0.05054016,
-0.024384446,
-0.009564843,
-0.003001929,
-0.005638534,
0.042717062,
-0.0072585056,
-0.026701855,
0.023247883,
0.047499485,
0.011424674,
0.062466692,
-0.0011504012,
0.010634984,
0.03453971,
-0.003583126,
0.005029661,
0.029004501,
0.026524728,
0.02214084,
0.0010507674,
-0.03890884,
-0.027705573,
-0.0076902523,
0.031026699,
0.032473233,
0.037491824,
-0.029196389,
0.022583658,
-0.039558303,
-0.0027712951,
-0.02527008,
0.014671997,
-0.02655425,
-0.056237735,
0.0002090695,
0.025107713,
-0.053344667,
0.018849235,
-0.053876046,
0.06518263,
0.0036587738,
0.053580835,
0.010369293,
0.03451019,
0.050510637,
-0.0061699143,
-0.029432558,
-0.007085069,
0.012959772,
0.02450253,
0.005679126,
0.034274023,
-0.020089123,
0.0035683655,
0.023779264,
0.024089236,
0.047469962,
-0.010066702,
0.012051998,
-0.014561293,
-0.025166756,
0.0015046546,
0.049949735,
0.03028867,
0.0039263093,
0.050422076,
-0.021506136,
0.039617345,
0.0003544841,
0.025875263,
0.04475402,
0.036222417,
-0.02897498,
0.000572433,
-0.005708647,
0.026642812,
0.000041946514,
0.012546477,
-0.010819491,
0.022805067,
-0.01342473,
0.009195829,
-0.029949177,
0.07191345,
-0.03129239,
0.03790512,
-0.0021402813,
-0.020207208,
-0.061758187,
-0.001565542,
0.010369293,
0.035720557,
-0.051160105,
-0.026746135,
0.016945124,
0.033476952,
-0.031705685,
-0.017004166,
0.029668726,
0.0867921,
-0.022878869,
0.023247883,
0.024325404,
-0.008398759,
-0.023380728,
-0.012804787,
-0.045934863,
0.0017343658,
-0.052813284,
-0.000043878073,
0.040207766,
-0.023912108,
0.011129463,
0.009195829,
0.005845182,
0.003343267,
0.00030351404,
0.057831876,
0.0521343,
0.045846302,
-0.03598625,
0.036901403,
-0.03604529,
0.01979391,
-0.031203825,
-0.017535547,
0.014826983,
-0.042244725,
0.038377456,
0.0027712951,
-0.009365575,
-0.037314698,
-0.016221857,
-0.0011337956,
0.008553745,
0.014362025,
0.0056569846,
0.020856673,
-0.019114926,
-0.02029577,
0.0005779682,
-0.027218474,
0.06258478,
-0.0002876003,
-0.012819547,
-0.00015406335,
-0.006653323,
0.05735954,
-0.02342501,
0.045757737,
0.05611965,
-0.026140952,
-0.04103436,
-0.011933913,
-0.03138095,
0.0072843367,
-0.0405325,
0.009823153,
-0.05635582,
0.05975075,
-0.011786307,
-0.064533174,
0.022509854,
-0.04637768,
-0.03920405,
-0.009240111,
-0.031469516,
0.047735654,
0.013284504,
0.0057935202,
-0.044104554,
0.017520785,
-0.01948394,
-0.004420788,
0.013653519,
-0.041388612,
0.011033519,
0.016192336,
0.0088268155,
-0.0055462806,
0.055352103,
-0.019439658,
-0.0022491405,
-0.0215947,
-0.009933857,
-0.018450702,
0.0046237456,
0.008974421,
-0.0029115207,
0.010649744,
-0.009963378,
0.019173969,
0.022273686,
0.006476196,
0.04419312,
0.020207208,
0.015911885,
0.02212608,
-0.02845836,
0.016531829,
0.0002458556,
0.019631546,
0.036901403,
-0.037580386,
-0.0041624783,
0.0048820553,
-0.04425216,
-0.0021144503,
0.028355038,
0.009055604,
0.010908054,
0.04366174,
0.04324844,
-0.020059602,
-0.02867977,
-0.018524503,
0.02531436,
0.030185346,
0.018672109,
0.036694754,
-0.011771547,
-0.024015432,
-0.027277516,
-0.027735094,
0.021373292,
-0.011380392,
-0.022081798,
-0.03583864,
-0.02527008,
-0.0263476,
0.015041011,
0.0563263,
0.02289363,
0.007166252,
0.042038076,
-0.03870219,
-0.023115037,
0.025166756,
0.018494982,
-0.025122475,
-0.03235515,
0.035897683,
0.012878589,
-0.021506136,
-0.016738476,
-0.008339717,
-0.00044281682,
0.017993124,
0.009896955,
0.0016162813,
-0.042805627,
0.013653519,
-0.024295883,
0.055263538,
-0.013395209,
0.0030646613,
-0.04106388,
0.034067374,
0.026760897,
-0.05794996,
0.012221744,
-0.041388612,
-0.008760393,
0.042717062,
-0.007125661,
-0.03846602,
-0.023041235,
-0.0043838867,
-0.037285175,
0.05449599,
0.020354813,
-0.048267033,
0.0019852954,
0.00020341898,
-0.013402589,
-0.022996953,
-0.012834308,
-0.029683487,
0.025963826,
0.003684605,
0.009070365,
-0.040207766,
-0.020650024,
0.00895966,
0.043337006,
-0.055352103,
0.02999346,
-0.015985686,
-0.0045130416,
-0.004254732,
-0.004284253,
0.02687898,
0.01948394,
0.011343491,
-0.03769847,
-0.012325068,
0.040975317,
-0.036192894,
-0.03979447,
0.0065167877,
0.02528484,
0.024532052,
0.038052727,
0.0038266752,
-0.009062984,
0.055972047,
0.013882307,
-0.04159526,
0.002607084,
0.0010627604,
0.02186039,
-0.017137012,
0.0020406474,
-0.0039927317,
-0.038229853,
0.062230524,
-0.034893963,
0.0060887313,
0.036930922,
-0.07941182,
-0.04256946,
0.04732236,
-0.038761232,
0.032089457,
0.00841352,
-0.039115485,
-0.008553745,
-0.007705013,
0.011638702,
0.014863884,
-0.044104554,
-0.022672221,
0.057477623,
0.014553913,
0.039322134,
-0.030613402,
-0.054348383,
0.034274023,
-0.032561798,
-0.0025941685,
-0.013528054,
-0.020487659,
0.021358531,
-0.0063064494,
-0.06388371,
-0.023262644,
0.015882364,
0.0035665205,
-0.0189378,
-0.021742307,
0.009409857,
-0.03079053,
-0.022923151,
0.06913847,
-0.04242185,
-0.062702864,
-0.03291605,
0.016428504,
0.010885914,
0.010170027,
-0.013055716,
-0.043543655,
-0.057300497,
-0.010369293,
0.059071764,
-0.036104333,
0.0064392947,
-0.02051718,
-0.07604641,
-0.020074362,
0.008989181,
0.021609461,
-0.046968102,
0.029196389,
-0.009062984,
-0.0020424926,
-0.031499036,
-0.016974645,
-0.025712896,
-0.022967432,
-0.0022472953,
0.032473233,
-0.032207545,
-0.0071773226,
0.0015120349,
0.016384222,
0.015033631,
0.017815996,
-0.027676051,
-0.038643148,
0.0013524364,
0.0050259707,
-0.0115870405,
0.029550642,
-0.024576334,
0.03477588,
-0.015395265,
0.039351653,
-0.017683152,
-0.0038894077,
0.005612703,
-0.0039078584,
0.0327094,
-0.064119875,
0.04714523,
0.015114814,
0.00056274637,
0.030613402,
0.028842136,
-0.022923151,
0.04059154,
-0.046436723,
-0.07516077,
0.037491824,
-0.035130136,
0.014664617,
-0.0157938,
-0.011904392,
0.03849554,
-0.035307262,
0.00815521,
0.052724723,
-0.0014124011,
-0.019424899,
-0.013210702,
0.025461966,
-0.0025941685,
0.0075537167,
0.010871153,
-0.0017362109,
-0.013793744,
-0.009623885,
-0.037226133,
-0.05062872,
-0.046761457,
0.032502756,
0.019528221,
0.036989965,
0.036989965,
0.01923301,
-0.059514582,
-0.041654304,
0.0024945347,
0.014790081,
0.029196389,
-0.0012537251,
0.023115037,
-0.02053194,
0.02684946,
-0.022303207,
-0.026790418,
0.0037012105,
0.040443935,
-0.0031126332,
-0.030967657,
0.01393397,
0.014015152,
-0.04915267,
-0.059514582,
-0.0028137318,
0.017151771,
-0.03341791,
-0.0071219704,
-0.016782757,
-0.023144558,
-0.026982306,
-0.0021993236,
0.020384334,
0.04079819,
-0.04366174,
0.012428392,
-0.010288111,
-0.042510413,
0.011719885,
0.04720427,
-0.01791932,
-0.015336222,
-0.040916275,
-0.030967657,
-0.024103995,
-0.0034336755,
0.06524168,
-0.032473233,
0.021343771,
0.018849235,
0.011129463,
0.05048112,
-0.008221632,
0.039823994,
0.0026107742,
-0.02791222,
-0.058422297,
-0.03374264,
0.03394929,
0.008812055,
0.032178022,
-0.016339941,
0.01946918,
0.021683263,
0.02422208,
-0.021343771,
-0.06400179,
0.022421291,
-0.05558827,
-0.0050923936,
0.02528484,
-0.04870985,
-0.0011559364,
0.06305712,
0.016369462,
-0.03970591,
0.009188449,
0.035691034,
-0.020576222,
-0.006494647,
-0.03335887,
-0.00029982388,
-0.05443695,
-0.004926337,
-0.06031165,
-0.04339605,
-0.000751866,
0.02451729,
0.009498421,
0.013040955,
0.016959883,
0.043012273,
0.0073544495,
0.019085405,
-0.019188728,
0.014376786,
-0.024310643,
-0.022539375,
-0.07864427,
0.03365408,
0.033683598,
-0.038554583,
0.006686534,
-0.0028469432,
0.02265746,
-0.019055884,
0.0015978307,
0.043071315,
-0.03285701,
-0.0067455764,
0.03232563,
0.020974757,
-0.06925655,
0.030067261,
-0.04324844,
-0.04504923,
0.028340276,
0.018923039,
0.022303207,
0.027808895,
0.011801068,
0.011985575,
-0.014834363,
0.026687093,
0.02503391,
0.023365967,
0.024915826,
0.0057049566,
-0.0051551256,
-0.013373068,
-0.0034078443,
0.027425122,
-0.06553689,
0.016812278,
-0.025388164,
-0.019631546,
-0.016974645,
0.020133404,
0.027498925,
0.066127315,
0.020030081,
-0.03350647,
-0.039056443,
-0.006014928,
-0.03262084,
0.018052166,
-0.08301339,
-0.021609461,
0.009631266,
-0.07592832,
-0.001144866,
-0.00998552,
0.0070998296,
0.009815773,
0.062289566,
-0.0094689,
0.03265036,
0.028192671,
-0.02897498,
0.025712896,
-0.03294557,
-0.018494982,
-0.010730928,
-0.0043765064,
-0.025978588,
-0.019690588,
0.00738028,
0.05346275,
0.019838193,
-0.01132873,
-0.039145008,
-0.026140952,
0.010598082,
0.029181628,
-0.014671997,
-0.019380616,
-0.022613179,
0.048296556,
-0.04132957,
0.0029447319,
-0.006269548,
0.005749238,
0.027469404,
0.0315876,
0.0019631546,
0.025491487,
0.069374636,
-0.04366174,
0.025196277,
0.03501205,
0.037787035,
0.010701407,
0.010509519,
-0.0007979928,
0.049093623,
0.007705013,
0.016930362,
0.0075131254,
0.012339829,
0.025727658,
-0.043041795,
-0.015306701,
0.022022756,
0.03820033,
-0.007616449,
-0.0050407313,
-0.006457745,
-0.004789802,
-0.014790081,
0.0081699705,
0.016620392,
0.012096279,
-0.0058599426,
0.0019834503,
-0.03211898,
0.019129686,
-0.022303207,
-0.03929261,
-0.013269744,
0.025727658,
0.035159655,
-0.021343771,
0.02056146,
0.006003858,
0.04032585,
0.022539375,
0.012760505,
0.034096897,
-0.014878646,
0.05245903,
0.0090482235,
0.07167728,
0.009365575,
-0.0014603729,
0.0039558304,
-0.061699145,
-0.0135944765,
0.040473457,
-0.026421404,
-0.015055772,
-0.02922591,
-0.018613067,
-0.0033820134,
-0.06955176,
-0.0021808727,
-0.03949926,
0.013646138,
0.05062872,
-0.016029969,
-0.036547147,
0.031499036,
-0.0062363367,
0.026170474,
-0.00024424115,
0.047440443,
-0.0056532947,
0.093936205,
0.017948842,
-0.017151771,
0.03108574,
-0.007815717,
-0.053226583,
0.021373292,
0.013387828,
-0.00057289423,
0.018214531,
-0.008007604,
-0.051189624,
0.008863716,
-0.01656135,
-0.008443041,
-0.028384559,
0.009417238,
0.0033820134,
-0.03657667,
-0.0019520841,
0.07161824,
0.03979447,
0.0014695983,
-0.03232563,
0.012760505,
-0.042274244,
0.011483716,
-0.021343771,
0.03557295,
-0.03533678,
-0.016664673,
-0.019306812,
-0.0039632106,
-0.034392107,
0.004955858,
-0.010996617,
-0.0077788155,
0.018657349,
0.057241455,
0.02183087,
0.06506455,
0.00096404913,
-0.050923932,
0.04602343,
0.022598417,
0.016723715,
0.050303992,
0.07504269,
0.027779374,
-0.014243941,
0.021255206,
-0.0048414636,
-0.0018681334,
-0.0050665624,
-0.020768108,
-0.0024594783,
-0.029373515,
-0.03076101,
-0.035159655,
-0.0035628304,
-0.042244725,
-0.018642588,
-0.0088268155,
-0.005642224,
-0.06955176,
-0.00631752,
-0.016398983,
0.008376618,
-0.011601801,
-0.016148053,
-0.009380336,
-0.05048112,
0.26049438,
0.05048112,
0.024118757,
0.0031716754,
0.04870985,
0.08549317,
0.0059706466,
-0.031233346,
-0.0007550949,
-0.024871545,
-0.04265802,
-0.019572504,
0.032561798,
0.036547147,
-0.005601633,
0.031262867,
-0.05555875,
-0.009860055,
-0.0049115764,
-0.0327094,
-0.024591094,
0.02004484,
0.0005844259,
0.032237064,
0.04732236,
0.0057344777,
0.012494815,
-0.042038076,
-0.010612843,
-0.027572727,
0.01814073,
-0.022598417,
0.010775209,
-0.0049189567,
-0.0038488163,
0.025107713,
-0.0210338,
-0.040443935,
-0.018111208,
-0.0056975763,
-0.0014446898,
-0.008634928,
0.007668111,
-0.0047492106,
-0.011409913,
0.025358643,
0.00250007,
0.063116156,
0.053256102,
-0.030701965,
0.07510173,
-0.056267258,
0.011823209,
-0.025993347,
-0.05765475,
-0.002319253,
-0.05765475,
-0.05396461,
0.005845182,
0.03474636,
0.0019502391,
-0.0140963355,
-0.035071094,
0.018790193,
0.0042584217,
0.02630332,
-0.033595037,
0.024561573,
-0.015077912,
-0.011188505,
0.0039336896,
-0.0055573513,
-0.039558303,
-0.024709178,
0.032266587,
0.02974253,
0.0037418022,
0.023823544,
-0.012029856,
-0.04587582,
0.015838081,
-0.014930307,
0.040650584,
-0.042480893,
0.014302983,
0.02630332,
-0.03707853,
0.008627548,
0.015867602,
0.00579721,
0.00037823938,
0.05189813,
0.009092505,
-0.054820724,
-0.0028875347
] | Quantizing a model in 8-bit halves the memory-usage, and for large models, set device_map="auto" to efficiently use the GPUs available:
from transformers import AutoModelForCausalLM
model_8bit = AutoModelForCausalLM.from_pretrained("bigscience/bloom-1b7", device_map="auto", load_in_8bit=True)
By default, all the other modules such as torch.nn.LayerNorm are converted to torch.float16. You can change the data type of these modules with the torch_dtype parameter if you want: |
[
0.050365325,
-0.03608561,
-0.04037811,
-0.021476805,
-0.011060339,
-0.000746716,
0.019645339,
-0.02708567,
-0.02562622,
0.025568986,
-0.00492922,
-0.05168169,
0.033138093,
-0.036801025,
0.027844012,
0.051710308,
0.004589397,
-0.036915492,
-0.020174745,
0.030133344,
0.009336186,
-0.0015515597,
-0.06026669,
-0.0010060545,
-0.030390894,
0.02511112,
0.03728751,
0.020017354,
0.08733805,
0.052082323,
-0.0065067136,
0.0022249455,
0.008334602,
-0.013013427,
-0.043297008,
-0.053083908,
-0.04149416,
0.0032622993,
-0.02528282,
-0.025826536,
0.03216513,
-0.022077754,
0.015524539,
-0.01971688,
-0.095179014,
-0.019301938,
-0.00090410764,
-0.03889004,
-0.0020639766,
-0.02614132,
-0.024982346,
0.00060318556,
0.038432177,
0.024324162,
-0.019659646,
-0.011997535,
0.039376527,
-0.012391014,
-0.042867757,
-0.005955843,
0.0030011723,
0.025597604,
0.012727261,
-0.03514126,
0.014751889,
0.026012545,
-0.021247871,
0.03625731,
-0.011511052,
-0.030276427,
-0.0047432114,
0.0066748364,
-0.014737581,
-0.026127012,
-0.0023447778,
0.044699226,
0.010144606,
0.0076692654,
0.00090008345,
0.021061864,
0.004939951,
0.0069753113,
0.00091841596,
0.020947397,
-0.020160438,
-0.0022088485,
0.027157212,
-0.027028436,
-0.018014189,
-0.016826596,
-0.0017089512,
0.038518026,
0.006860845,
0.015352839,
0.009207411,
0.021977596,
-0.014007856,
0.037917078,
0.05468644,
-0.02811587,
-0.0049864533,
0.09781175,
-0.004138685,
0.02605547,
-0.002570134,
0.00060318556,
0.023179496,
0.018557904,
-0.034597542,
0.0047754054,
0.01629719,
-0.0014898549,
-0.031049078,
-0.012770185,
0.01101026,
-0.030820144,
-0.0062563177,
0.011503898,
-0.038174625,
0.004299653,
0.008470532,
-0.01662628,
0.01749909,
-0.04610144,
-0.022163603,
-0.07491842,
-0.021920362,
0.012119156,
-0.018142963,
-0.03170726,
-0.026413178,
0.01765648,
0.012684335,
0.011668444,
0.01765648,
-0.012870343,
0.016497506,
0.009565119,
-0.0005463994,
-0.0048862947,
0.014322639,
-0.0056804074,
-0.0025844423,
0.07302972,
0.009157332,
-0.0043533095,
-0.0015256258,
-0.079497084,
-0.031907577,
0.028573737,
-0.02682812,
0.0072900946,
-0.0075691068,
0.042982224,
0.0009479269,
0.013592914,
-0.032794695,
0.035799444,
-0.0057769883,
-0.0034948098,
0.017599247,
0.016425963,
-0.011775756,
0.051281057,
-0.010094527,
0.016096871,
-0.018615138,
-0.014508647,
0.033710428,
-0.0030369433,
0.025425903,
-0.010266228,
-0.021634197,
0.0008482157,
0.067134686,
0.027829703,
0.06707746,
-0.01724154,
0.01696968,
-0.03259438,
-0.01611118,
0.011239193,
0.052797742,
0.02863097,
-0.019688264,
0.009135869,
0.023179496,
0.0050830343,
-0.022421155,
0.020875854,
0.022006212,
0.04836216,
-0.05219679,
0.018214505,
-0.046130057,
-0.009557965,
-0.021834513,
-0.0061132344,
-0.008885473,
-0.04072151,
-0.014794814,
0.0022195799,
-0.0018654487,
-0.0008352488,
-0.020976013,
0.012584177,
-0.003949099,
0.038031545,
0.020274905,
0.0015157888,
0.07457502,
-0.006009499,
-0.027128596,
0.022635778,
0.00805559,
0.036972728,
0.015438689,
0.06398685,
-0.0010614992,
0.008105669,
0.053627625,
0.03268023,
0.040921826,
0.014129477,
0.041436926,
-0.01392916,
-0.037230276,
0.049506824,
0.048304923,
0.038718343,
-0.007998357,
0.027128596,
0.01944502,
0.01988858,
-0.0013458773,
0.051653072,
0.037573677,
0.029231919,
-0.04149416,
-0.0049542594,
-0.014680347,
0.020189054,
0.018028496,
-0.014937897,
-0.023708904,
0.012612794,
-0.043497324,
-0.014458568,
-0.034225527,
0.028731128,
-0.059923287,
0.036314543,
0.0011187326,
0.0080627445,
-0.06204092,
0.00008445269,
0.027114287,
0.026270095,
-0.019516563,
-0.02648472,
0.036829643,
0.028001403,
-0.006410132,
-0.02418108,
0.030905994,
0.07697882,
-0.015825015,
0.027200136,
0.01860083,
0.014608806,
0.017341698,
0.009028557,
-0.040664274,
0.013879081,
-0.060381155,
0.018972846,
-0.022092063,
-0.043754876,
0.013006273,
-0.030905994,
0.026813813,
0.011081802,
-0.0050830343,
0.031049078,
0.020990321,
0.009693894,
-0.049850225,
0.050422557,
-0.038603876,
0.012970502,
-0.03574221,
-0.0076406486,
-0.019545179,
-0.03488371,
-0.005326276,
-0.0055516325,
-0.016726438,
-0.0060738865,
-0.03986301,
0.012906115,
0.017298771,
0.018786838,
0.022106372,
0.026713653,
0.0055480553,
0.0017348852,
0.027901245,
-0.026413178,
0.061354123,
0.03333841,
-0.018200196,
0.017613554,
0.018743914,
0.04930651,
-0.023851987,
0.046845473,
0.051023506,
-0.008327449,
-0.049678523,
-0.037058577,
0.0005213598,
0.016983988,
-0.011968919,
-0.012805956,
-0.027700929,
0.05202509,
-0.05202509,
-0.032451294,
-0.007984049,
-0.02435278,
-0.026298711,
-0.028688204,
-0.04492816,
0.03216513,
-0.004349733,
0.029417928,
-0.01681229,
0.013642994,
-0.0038310555,
-0.0013029524,
-0.00877816,
-0.0010650763,
0.033739045,
0.035541892,
0.018643755,
0.01628288,
0.028130177,
-0.013571451,
-0.022621471,
-0.030505361,
0.038031545,
-0.0024681871,
-0.003763091,
-0.0033034359,
0.0012600274,
0.031106312,
0.0016758633,
0.029103145,
0.038804192,
0.019015772,
0.028988678,
-0.015538847,
0.013786077,
0.0031120619,
-0.013657302,
-0.013800385,
-0.019874271,
0.012305165,
0.027400453,
-0.023966454,
0.02614132,
-0.005877147,
-0.011468127,
0.009701048,
0.025211278,
0.027844012,
0.012391014,
0.039204825,
0.03771676,
-0.004578666,
-0.03889004,
-0.03351011,
0.021920362,
-0.012290856,
0.014079398,
0.0012949039,
0.0039920243,
-0.016697822,
-0.011310736,
-0.03642901,
0.0058592614,
0.009278952,
0.003891866,
0.004839793,
-0.0024377818,
-0.06421579,
-0.0055516325,
0.033653192,
0.047560893,
-0.020088896,
0.043669026,
-0.019316247,
-0.0061704675,
0.058149055,
0.035341576,
-0.0125627145,
-0.05637482,
0.03084876,
0.018214505,
0.0151382135,
-0.041465543,
-0.020446604,
0.020189054,
0.00848484,
-0.029274845,
-0.01516683,
-0.0059594195,
-0.013392597,
-0.04484231,
0.06415855,
-0.03837494,
-0.03688688,
-0.026584879,
0.0058127595,
0.06347176,
-0.04484231,
-0.014036473,
-0.01894423,
-0.025983928,
0.04464199,
-0.014866356,
-0.026026854,
-0.023093646,
-0.010144606,
-0.054457508,
0.06702022,
0.042552974,
-0.024066612,
-0.017856797,
-0.07028252,
0.009543656,
0.03316671,
-0.014544418,
-0.04364041,
0.024395704,
-0.0056804074,
0.038947277,
-0.013549989,
-0.012763031,
-0.006971734,
0.027700929,
-0.041923407,
0.013149356,
-0.03213651,
-0.014966514,
-0.023065029,
0.0015211544,
-0.0020031664,
0.032107893,
0.05786289,
-0.01681229,
-0.0020711308,
0.04361179,
-0.031592794,
-0.017270155,
-0.0020264173,
0.012391014,
-0.009772589,
0.04218096,
-0.00441412,
0.012233622,
0.059522655,
-0.0068143425,
-0.022735938,
0.03165003,
0.0060524237,
0.027228754,
0.0056374823,
0.006746378,
-0.029446544,
-0.030705677,
0.022735938,
-0.023251038,
0.0080627445,
0.039233442,
-0.09100098,
-0.057290558,
0.00407072,
0.0010534509,
0.030190578,
0.013492756,
-0.008334602,
0.002028206,
-0.022764554,
0.025955312,
-0.01681229,
-0.047160257,
-0.0029904412,
0.08190089,
0.06370069,
-0.0038596722,
-0.015123906,
0.012820264,
0.011933148,
-0.03900451,
-0.006567524,
-0.009193103,
-0.025912387,
0.035541892,
-0.0058163363,
-0.0039061743,
-0.026713653,
-0.0060524237,
0.0055122846,
0.008799624,
-0.030190578,
0.035427425,
-0.03539881,
-0.03720166,
0.049077574,
-0.027314603,
-0.07440332,
-0.026670728,
0.0020818622,
0.01817158,
0.00891409,
0.014880664,
-0.06867999,
-0.06942402,
-0.027457686,
0.03144971,
-0.05099489,
0.017985571,
-0.013700226,
-0.023794753,
-0.040950444,
0.026627803,
0.037573677,
-0.04919204,
0.007991203,
-0.015968097,
-0.022893328,
-0.05571664,
-0.0045679347,
-0.024581712,
-0.0053298534,
0.0049936073,
-0.0040528346,
-0.0139148515,
-0.013907697,
-0.006782149,
0.034769244,
-0.0014022164,
0.022177912,
-0.040406726,
-0.013549989,
0.024009379,
-0.0049578366,
-0.055773873,
0.023022104,
-0.03448308,
0.064673655,
0.009307569,
0.022764554,
-0.035627745,
-0.017685097,
-0.03308086,
0.0014227846,
0.03720166,
-0.06501705,
-0.009743974,
-0.010874331,
0.017041221,
0.06604725,
0.03456893,
-0.02502527,
0.04724611,
-0.027400453,
-0.04876279,
0.028359111,
0.0040957597,
-0.012462556,
0.0046358993,
-0.008971323,
0.027357528,
-0.024109537,
0.016726438,
0.07343035,
-0.030390894,
-0.014837739,
-0.054743674,
0.022764554,
0.010452236,
0.021305105,
0.04833354,
-0.0027990672,
-0.02493942,
0.0089427065,
-0.060552854,
-0.05073734,
-0.015624697,
0.013206589,
0.016397348,
-0.024367087,
0.027114287,
-0.014043626,
-0.04132246,
-0.015352839,
0.03557051,
0.059007555,
0.024266928,
0.021176329,
0.02519697,
-0.0007668371,
0.036801025,
-0.014866356,
-0.03411106,
-0.01860083,
0.04080736,
-0.010437927,
-0.028731128,
0.044756457,
0.016011022,
-0.03059121,
-0.04063566,
0.011503898,
0.03505541,
-0.050422557,
-0.026198553,
-0.001150032,
0.023608746,
-0.018586522,
-0.0042674597,
0.05039394,
0.020947397,
-0.024782028,
0.024581712,
0.0018922767,
-0.005226118,
-0.003240837,
0.06702022,
-0.036657944,
-0.026885353,
-0.023551513,
-0.021634197,
-0.03205066,
-0.025654837,
0.07400268,
-0.020904472,
0.049907457,
0.01885838,
-0.021119095,
0.037516445,
-0.006971734,
0.033023626,
0.01654043,
-0.007790886,
-0.074861184,
-0.03059121,
0.01944502,
0.0066319113,
0.025454521,
-0.007747961,
0.011682752,
0.0053870864,
0.007265055,
-0.019859962,
-0.08871165,
0.023007795,
-0.024739103,
-0.001737568,
0.015782088,
-0.016354421,
-0.026713653,
0.031678643,
0.0065925634,
-0.041894794,
-0.01850067,
0.017456163,
-0.032365445,
-0.024696179,
-0.08390405,
-0.006882307,
-0.04867694,
-0.04541464,
-0.03934791,
-0.045901123,
0.01358576,
0.047961526,
-0.035456043,
-0.01903008,
0.03059121,
0.058950324,
-0.02040368,
0.016783671,
-0.0035431003,
0.010938719,
0.000058742404,
-0.010223302,
-0.046502076,
0.019316247,
0.04129384,
0.015109597,
0.010738403,
0.008019819,
0.03102046,
-0.021891747,
-0.019502254,
0.026069779,
-0.032451294,
-0.042295426,
0.002593385,
-0.003475136,
-0.042295426,
0.028416345,
-0.04498539,
-0.043840725,
-0.019158855,
0.044212744,
-0.016354421,
0.03084876,
-0.0013369346,
0.017370313,
0.000101946855,
0.03273746,
0.0049113347,
0.03488371,
-0.0011831201,
0.019659646,
-0.0049936073,
-0.011704215,
0.005394241,
0.050021924,
-0.03144971,
0.024824955,
-0.008284523,
-0.040607043,
-0.022521313,
0.01568193,
0.014394181,
0.04215234,
0.018472055,
0.0063350135,
-0.02373752,
-0.016454581,
-0.052082323,
0.01844344,
-0.058606923,
-0.055688024,
0.018715296,
-0.038289092,
0.0016070044,
0.018357588,
-0.013027735,
0.024524478,
0.028588045,
-0.0029314193,
0.04149416,
0.010981644,
-0.021247871,
0.018328972,
-0.052425724,
-0.06478812,
-0.010588164,
0.03456893,
-0.04973576,
-0.01997443,
-0.0076835738,
0.020003047,
-0.0053906636,
-0.037344743,
-0.02880267,
-0.02888852,
0.038117394,
0.05417134,
-0.04175171,
0.004507124,
-0.01782818,
0.042409893,
-0.06255602,
0.0045643575,
-0.0030762912,
-0.018743914,
0.044870924,
0.033882126,
0.029503778,
0.022177912,
0.0063135508,
0.008756698,
-0.005065149,
0.055745255,
0.03763091,
0.01482343,
0.03162141,
-0.009436344,
0.047131643,
0.017899722,
0.010831406,
0.016454581,
0.00043036777,
0.014050781,
-0.026298711,
-0.0053048134,
-0.009300415,
0.014429951,
0.028673895,
-0.024395704,
-0.03660071,
-0.010352077,
-0.008370373,
0.02562622,
0.042896375,
-0.010430773,
0.005755526,
0.010781327,
-0.038546644,
0.025039578,
-0.04870556,
-0.061296888,
-0.004889872,
0.011596902,
0.04077874,
-0.018801147,
-0.004982876,
-0.023136571,
0.038575258,
0.049048956,
-0.0005101814,
0.012169235,
0.005422857,
0.050365325,
-0.0042138034,
0.02614132,
-0.0054765134,
-0.026541954,
0.019001463,
-0.03694411,
-0.027057054,
0.01877253,
-0.012154927,
-0.032422677,
-0.020231979,
-0.027357528,
-0.018472055,
-0.027386146,
0.02126218,
-0.05528739,
0.026284404,
0.018057114,
-0.019688264,
-0.0054586283,
0.027715236,
-0.0088783195,
0.007390253,
-0.002273236,
0.04303946,
0.018457746,
0.05872139,
0.026355945,
-0.039490994,
0.051023506,
0.016325805,
-0.050079156,
0.02870251,
-0.01688383,
0.0011106841,
-0.024123846,
-0.033882126,
-0.026727961,
0.039233442,
-0.019130237,
-0.0070361216,
-0.03162141,
-0.0007547644,
0.0015390398,
-0.0065174447,
0.02013182,
0.05065149,
0.046559308,
-0.022836097,
-0.033138093,
0.021147713,
-0.06295665,
-0.04841939,
-0.034254145,
0.016440272,
-0.03874696,
-0.049678523,
0.014894973,
-0.021319414,
-0.040063325,
0.00047485772,
-0.03780261,
0.008706619,
-0.017685097,
0.041436926,
0.021805895,
0.050193623,
0.010309152,
0.0047324803,
0.025497446,
0.0015157888,
0.018314663,
0.06455919,
0.06272772,
-0.030705677,
0.002233888,
0.035169877,
0.0016579778,
-0.011360815,
-0.03462616,
-0.03299501,
0.03771676,
-0.046330374,
-0.052683275,
0.005501553,
0.014980822,
-0.02863097,
-0.041007675,
-0.026885353,
0.02253562,
-0.04412689,
-0.01834328,
-0.03165003,
0.016912447,
-0.03084876,
-0.019259013,
-0.01593948,
-0.060209457,
0.24175355,
0.04458476,
0.008026973,
0.025354361,
0.03299501,
0.057548106,
0.016511813,
-0.020289212,
0.010960181,
-0.041551393,
-0.014923589,
-0.022063445,
0.01774233,
0.0046895556,
-0.027715236,
-0.006317128,
-0.016383039,
-0.020976013,
-0.03179311,
-0.03376766,
-0.032937776,
0.013285285,
-0.014751889,
0.068164885,
0.037688144,
0.001004266,
0.034912325,
-0.05957989,
0.010194685,
-0.037258893,
-0.021433879,
0.010044448,
0.024896495,
0.0019817038,
-0.026298711,
0.011725677,
-0.03222236,
-0.014680347,
-0.009522194,
-0.0030119037,
0.026613494,
0.011604056,
0.011897377,
-0.030619828,
-0.026727961,
0.038260475,
-0.008992786,
0.026098395,
0.017169997,
-0.029532395,
0.075834155,
-0.040063325,
-0.007383099,
-0.060381155,
-0.037487827,
0.015109597,
-0.05150999,
-0.03883281,
0.02529713,
0.04361179,
0.015724855,
0.014601652,
-0.050193623,
-0.0073473277,
-0.014737581,
-0.00728294,
-0.016168414,
0.078581356,
-0.020475222,
0.002620213,
0.013106431,
-0.003895443,
-0.043497324,
-0.04970714,
-0.0009309358,
-0.018128656,
0.02811587,
0.018543597,
-0.0074689486,
-0.042037874,
-0.0026023276,
-0.0021587694,
0.039233442,
-0.05877862,
0.044355825,
0.058406606,
-0.042295426,
0.0014630269,
0.032966394,
0.052397106,
0.0006769629,
0.024381395,
0.0060345386,
-0.01937348,
0.0023626632
] | pip install transformers accelerate bitsandbytes>0.37.0
pip install bitsandbytes>=0.39.0
pip install --upgrade accelerate
pip install --upgrade transformers
Now you can quantize a model with the load_in_8bit or load_in_4bit parameters in the [~PreTrainedModel.from_pretrained] method. This works for any model in any modality, as long as it supports loading with Accelerate and contains torch.nn.Linear layers. |
[
0.029916836,
-0.01955104,
-0.026461571,
-0.017031576,
-0.0072848503,
0.011978252,
0.016700447,
-0.009084468,
-0.029974423,
0.049295112,
-0.000045918358,
-0.014080205,
-0.0069969115,
-0.06357688,
0.0086093685,
0.040628158,
0.014332151,
-0.019435866,
-0.028074028,
0.01541912,
0.015275151,
-0.01631173,
-0.081371486,
-0.027152624,
-0.037719976,
0.044688094,
0.009465986,
-0.001052776,
0.06478622,
0.039188463,
-0.034437474,
0.00615829,
0.03567561,
-0.01278448,
-0.060985427,
-0.06455587,
-0.023985298,
0.0021883345,
-0.034379885,
-0.03717289,
-0.014073006,
-0.012266191,
0.020745987,
-0.028146012,
-0.059833672,
-0.020083727,
-0.0023251055,
-0.009753925,
0.030463919,
-0.07901039,
-0.055716146,
0.032968987,
0.009768322,
0.039044496,
-0.005283676,
-0.0072236634,
0.0038655777,
-0.0025464583,
-0.053930927,
0.035733197,
0.046098992,
0.01875921,
-0.002416886,
-0.04169353,
0.031846024,
0.039505195,
-0.00709769,
-0.00296217,
-0.045436732,
-0.004837371,
-0.03625149,
0.012770084,
-0.0039843526,
-0.014886433,
-0.007356835,
0.0021127507,
-0.01608138,
0.022963116,
-0.016426906,
0.025036274,
0.0048445696,
0.0057695727,
-0.0070005106,
0.0058955457,
-0.02083237,
-0.018975163,
0.026389586,
-0.03314175,
-0.017880997,
-0.019205514,
-0.00897649,
0.03625149,
-0.019493453,
0.041175243,
0.015721455,
0.026879082,
0.0017510275,
0.025986472,
0.016470097,
-0.02035727,
0.016815623,
0.080046974,
0.014987212,
0.008242247,
-0.009163651,
-0.022257665,
0.0070544994,
0.035704404,
-0.02218568,
-0.0004962444,
0.04273011,
0.0022765158,
-0.012734091,
-0.01264771,
0.023798138,
-0.007367633,
-0.023841329,
0.012345374,
-0.03031995,
-0.015016005,
0.03181723,
0.006403038,
0.028693097,
-0.02336623,
-0.019522248,
-0.051828973,
0.008774933,
0.020011744,
-0.00441986,
-0.010610543,
0.0029981623,
0.0002928877,
0.0108121,
0.020659605,
-0.004826573,
-0.023092687,
0.0068133506,
0.019982949,
0.0048661646,
-0.029412944,
0.027541341,
0.004027543,
0.017477881,
0.05321108,
-0.0005898245,
0.018744813,
-0.041578356,
-0.03366004,
-0.02195533,
-0.012179809,
-0.011913465,
-0.017002784,
0.00023417518,
0.00794711,
-0.043881863,
0.0076303766,
-0.027958853,
0.054650772,
0.023510199,
0.034063153,
0.0220993,
0.028534729,
-0.006511015,
0.03144291,
-0.0037863946,
0.02355339,
-0.011431168,
-0.014411334,
0.011524748,
-0.018356096,
-0.0076807663,
-0.01932069,
-0.007295648,
-0.014785655,
0.053153493,
0.028261188,
0.046934016,
0.012654908,
0.019910965,
-0.012115023,
0.013043625,
0.017751424,
0.03389039,
0.036107518,
-0.014324953,
0.0064786216,
0.00878933,
-0.012201404,
-0.0010068858,
0.022862336,
-0.007032904,
0.044544123,
-0.03276743,
0.06069749,
-0.034955762,
-0.014958418,
-0.027483754,
-0.009674742,
-0.0030341547,
-0.0030377537,
0.005524825,
0.03633787,
-0.04422739,
0.011445565,
-0.047913007,
0.021854552,
0.006449828,
0.018068157,
-0.014461723,
-0.008112675,
0.04010987,
-0.0058415574,
-0.01749228,
0.0029747672,
0.02623122,
0.024100473,
0.009660345,
0.029081814,
-0.0032897003,
0.022416031,
0.015649471,
0.028563524,
0.048402503,
0.010337001,
0.016455699,
-0.017463485,
-0.0067197704,
0.006791755,
0.04612779,
0.01621095,
0.018744813,
0.01983898,
0.02637519,
0.040743332,
0.029859249,
0.016945194,
0.057242222,
0.048460092,
0.020314079,
-0.0058127632,
-0.013792266,
-0.017521072,
0.019723805,
-0.0211491,
-0.0022063307,
-0.0041067265,
-0.007867926,
0.002793006,
-0.03590596,
0.034667823,
-0.02890905,
0.01921991,
-0.0023772942,
0.023236657,
-0.050274104,
-0.0034804596,
0.031529292,
0.03628028,
-0.055917706,
-0.040887304,
0.030003218,
0.023942107,
0.018600844,
-0.015332738,
0.044112217,
0.06167648,
-0.0064246333,
0.011963855,
0.0026688322,
-0.03216276,
0.014598494,
-0.010164238,
-0.025957678,
-0.021753773,
-0.062367532,
0.0067773582,
-0.0030215571,
-0.0441986,
0.056004085,
-0.021537818,
0.014087403,
-0.0004737492,
0.0056004087,
0.042614933,
0.03463903,
0.012460549,
-0.05796207,
0.027008655,
-0.054593187,
0.047308337,
-0.018024966,
-0.02222887,
0.013475534,
-0.0042938865,
0.0005259381,
0.009703536,
-0.025353007,
-0.024186855,
-0.047509894,
0.0023700958,
-0.020602018,
0.037979122,
0.024863511,
0.008688551,
-0.0015305744,
0.0192775,
-0.024417207,
-0.059776083,
0.044832062,
0.041117653,
-0.007266854,
0.018888783,
0.006511015,
0.034005567,
-0.029542515,
0.06697455,
0.0883972,
-0.021724978,
-0.05617685,
-0.04103127,
-0.060870253,
0.047913007,
-0.0003374282,
-0.024589969,
-0.014173785,
0.040916096,
-0.05871071,
-0.05528424,
0.016268538,
-0.03394798,
-0.0469916,
-0.0376048,
-0.0076087816,
0.049698226,
-0.008566177,
0.037403245,
0.017189942,
-0.014166586,
-0.031702057,
0.022315253,
0.030953415,
0.022257665,
0.030377537,
0.027224608,
-0.0111648245,
-0.0067701596,
0.030060805,
-0.014317754,
0.0019021954,
-0.028088424,
-0.000978092,
0.0001997575,
-0.0073928274,
0.011524748,
0.044774476,
0.025828106,
-0.039505195,
0.03970675,
0.03158688,
-0.0045206384,
0.016470097,
-0.008890109,
-0.008890109,
-0.0043226806,
-0.04555191,
0.0004499043,
0.0076087816,
0.029412944,
0.047308337,
-0.026173633,
0.026346395,
-0.030924622,
-0.013986625,
0.01757866,
0.011121634,
-0.008422208,
0.008314231,
0.041578356,
0.038698968,
-0.051656213,
-0.042183027,
-0.0007558392,
0.010070657,
0.00912046,
0.0121294195,
-0.014188182,
-0.015102387,
-0.001979579,
-0.00046745056,
-0.006334652,
0.03409195,
-0.034120742,
-0.004434257,
-0.018212127,
0.027368577,
-0.07682206,
-0.0086525595,
0.046790045,
0.048114564,
0.013389152,
0.039246053,
-0.0069969115,
-0.007558392,
0.049295112,
0.03564682,
-0.01311561,
-0.046502106,
0.01861524,
0.010034665,
-0.020587621,
-0.051080335,
-0.042845286,
0.03789274,
0.027958853,
-0.020299682,
0.00963875,
-0.032508284,
-0.00036869658,
-0.0045998213,
0.07538237,
-0.037691183,
-0.009386803,
-0.06144613,
0.01151755,
0.05269279,
-0.030492714,
-0.010236222,
-0.037028924,
-0.03366004,
0.034610238,
-0.038986906,
-0.03864138,
-0.035934754,
-0.009789918,
-0.056349613,
0.060870253,
0.03374642,
-0.02340942,
-0.020486841,
-0.039188463,
-0.0017663243,
-0.003887173,
0.016239746,
-0.020861162,
0.003628028,
-0.0072164647,
0.0064102365,
0.001156254,
-0.01757866,
-0.0352437,
0.012604519,
-0.03691375,
0.022790352,
-0.048200946,
0.012352572,
-0.040829714,
0.022675177,
0.007014908,
0.04414101,
0.04512,
0.004822974,
-0.0007621379,
0.019450262,
-0.0013272177,
-0.029744072,
0.017751424,
0.0011175623,
0.0037576007,
0.014987212,
0.02496429,
-0.016153364,
0.028937845,
-0.004178711,
-0.024028488,
0.038238265,
0.0064282324,
0.031673264,
0.0045746267,
0.046242964,
-0.012942847,
-0.037374448,
0.052577615,
-0.042240616,
-0.01917672,
0.012748488,
-0.05246244,
-0.031989995,
0.020472445,
0.00023350032,
0.038612586,
0.008458201,
0.008666956,
-0.013813862,
-0.0066405875,
0.018010568,
0.002218928,
-0.051627416,
0.030060805,
0.062828235,
0.056752726,
0.05715584,
-0.017708233,
-0.007651972,
0.014814449,
-0.015159975,
-0.0020533632,
-0.0084438035,
-0.021509025,
0.034178328,
-0.0015377728,
-0.035330083,
-0.030463919,
-0.017895393,
0.00077023613,
0.0066909767,
-0.022084901,
-0.010408985,
-0.03204758,
-0.040484186,
0.007925514,
-0.025410594,
-0.04831612,
-0.020472445,
-0.012971641,
0.021739375,
0.04154956,
-0.008494193,
-0.0691053,
-0.07181192,
-0.0007859828,
0.024129268,
-0.030751858,
-0.008436605,
-0.02181136,
-0.047077984,
-0.029513722,
0.049525466,
0.0046430123,
-0.049467877,
0.034783002,
-0.009134857,
-0.013324366,
-0.05180018,
-0.013381953,
-0.005456439,
0.025050672,
-0.007065297,
0.008522987,
-0.003883574,
-0.041290417,
0.036222693,
0.028621111,
0.021926535,
0.0054492406,
-0.028894654,
-0.025943281,
0.02745496,
-0.01701718,
-0.06622591,
0.018053759,
-0.03835344,
0.06069749,
0.0057227826,
0.03962037,
-0.05105154,
-0.02002614,
0.00020875559,
-0.0014882834,
0.021091513,
-0.06012161,
0.029772867,
0.013381953,
0.00394836,
0.030953415,
0.020602018,
-0.019666217,
0.03789274,
-0.0052620806,
-0.06386481,
0.030636683,
-0.00092590303,
0.0056795916,
0.0026994257,
-0.022027314,
0.022459222,
-0.03596355,
0.020803574,
0.05105154,
-0.03173085,
-0.01348993,
-0.026015265,
0.02077478,
0.0105385585,
-0.004250696,
0.020861162,
0.008731742,
-0.026634334,
0.00010510889,
-0.047250748,
-0.050648425,
0.0069177286,
0.003417473,
0.0017330314,
-0.0075655906,
0.03564682,
0.018327301,
-0.03135653,
-0.03633787,
0.041232828,
-0.0024996682,
0.002481672,
0.008486995,
0.030809445,
0.0034732611,
0.048834413,
0.000408963,
-0.03633787,
0.0026760306,
0.064267926,
-0.0064714234,
-0.013453938,
0.051224303,
0.018298507,
-0.03818068,
-0.043651514,
-0.043421164,
0.038900524,
-0.037576005,
0.0066585834,
0.03098221,
-0.045321558,
-0.031932406,
0.03351607,
-0.0013569114,
0.024388412,
-0.016441302,
-0.023107084,
-0.00014261965,
-0.038238265,
-0.015404723,
0.08476917,
0.0060647097,
-0.03864138,
-0.027051846,
0.023481404,
-0.029254576,
-0.02467635,
0.04103127,
-0.058739506,
0.06242512,
0.023438213,
0.014281762,
0.068126306,
-0.015433516,
0.020933148,
0.0047869817,
-0.0068745376,
-0.04860406,
-0.030463919,
0.01683002,
-0.03751842,
0.03181723,
-0.03380401,
0.012618915,
0.013943434,
-0.005470836,
-0.014080205,
-0.07538237,
0.038756557,
-0.016282937,
-0.0039087683,
0.005348462,
-0.014756861,
-0.016110172,
0.05174259,
-0.003516452,
-0.057069458,
-0.010524161,
0.023207864,
-0.0034480665,
-0.028693097,
-0.041779913,
-0.037201688,
-0.04630055,
-0.047452305,
-0.03003201,
-0.037662387,
0.0033220933,
0.0033958775,
-0.0014819847,
-0.024647556,
0.010113848,
0.059545733,
0.030291157,
0.015692662,
0.00054843334,
-0.0054960307,
-0.004149917,
-0.043162018,
-0.037115306,
0.049525466,
0.036740985,
0.025122656,
0.022358444,
0.014648884,
-0.008364621,
-0.037921533,
-0.040599365,
0.022991909,
-0.0202133,
-0.052001737,
0.003912368,
-0.004031142,
-0.05989126,
0.031298943,
-0.011438367,
-0.034120742,
0.011244008,
0.0070257057,
0.011100039,
0.03967796,
0.005128909,
0.020227697,
-0.04296046,
0.051828973,
0.040167455,
0.017261928,
0.015519898,
-0.006493019,
0.0027246203,
-0.027109433,
-0.00921404,
0.04892079,
-0.041578356,
0.019407071,
-0.014634487,
-0.01161113,
-0.009005284,
0.020702796,
0.02110591,
0.04287408,
-0.0081486665,
-0.018212127,
-0.030521506,
-0.02637519,
-0.0009124059,
-0.0065794005,
-0.06766561,
-0.057328604,
0.039361227,
-0.025396198,
0.004596222,
0.024993083,
-0.034437474,
0.01683002,
0.019335087,
0.010596146,
0.0503029,
0.03178844,
-0.0007351436,
0.04356513,
-0.030953415,
-0.047193162,
-0.043277193,
0.029412944,
-0.05476595,
-0.02924018,
0.010682528,
0.027742898,
0.024042886,
-0.026879082,
-0.01419538,
0.01621095,
0.021379452,
0.03596355,
-0.060985427,
0.004542234,
-0.046329346,
0.022545604,
-0.010092253,
-0.025957678,
-0.0060611106,
0.014692075,
0.053902134,
0.019781392,
0.035042144,
0.028894654,
0.0020047736,
-0.020141315,
0.010236222,
0.043795485,
0.016599668,
0.018888783,
0.011776695,
0.0018167135,
0.05660876,
0.014915227,
0.029916836,
0.0012813275,
0.012741289,
0.009501979,
0.0060683093,
-0.01382106,
-0.004207505,
0.020126918,
0.025338609,
0.01753547,
-0.016426906,
-0.026130442,
0.004488245,
0.018543255,
0.0063202553,
-0.010783306,
0.008134269,
-0.005391653,
-0.04578226,
0.042326994,
-0.018543255,
-0.07676447,
-0.030809445,
0.014044212,
0.050648425,
-0.001208443,
-0.027339784,
0.0140154185,
-0.0022765158,
0.040973682,
0.009609955,
0.023625374,
-0.0089045055,
0.062022004,
-0.0072740526,
0.016182158,
-0.031932406,
-0.014440129,
0.014468922,
-0.023913313,
0.0151887685,
0.02322226,
0.008019094,
-0.03970675,
-0.039591577,
-0.03181723,
-0.0069465223,
-0.04920873,
0.014144991,
-0.044774476,
-0.0038187876,
0.03679857,
-0.014353747,
-0.0361939,
0.05059084,
-0.0028002043,
0.0028361967,
0.0093220165,
0.042326994,
0.025021877,
0.019752597,
0.091852464,
-0.037115306,
0.062252358,
0.005586012,
-0.02797325,
0.029081814,
0.0093220165,
-0.02382693,
-0.04517759,
-0.018399285,
-0.043277193,
0.044112217,
-0.01114323,
0.021796962,
-0.050274104,
0.053470224,
0.004146318,
-0.034005567,
0.018312905,
0.09645948,
0.0030917423,
-0.020674001,
-0.032594666,
0.025439389,
-0.03394798,
-0.021494627,
-0.03403436,
0.038756557,
-0.03501335,
-0.03717289,
-0.01857205,
-0.008371819,
-0.005254882,
0.011488756,
-0.026202425,
0.005927939,
-0.00073829293,
0.038007915,
0.029801661,
0.023567786,
-0.023510199,
-0.014900831,
0.045292765,
0.031270146,
0.0037432038,
0.040023487,
0.07163916,
-0.010358596,
-0.0021937334,
0.028102823,
0.010430581,
-0.011719107,
0.004761787,
-0.025165847,
0.014785655,
-0.0074576135,
-0.054420423,
-0.049064763,
-0.011064046,
-0.046847634,
-0.038526203,
-0.014065808,
-0.017463485,
-0.0206884,
-0.03507094,
-0.034898177,
0.037979122,
-0.022689573,
-0.02083237,
0.018788002,
-0.070890516,
0.24578452,
0.004380268,
0.0014639886,
0.025669739,
0.021609804,
0.071236044,
0.032796223,
0.00804069,
0.022156887,
-0.053873338,
-0.022732764,
-0.050936364,
0.015591883,
-0.015131181,
-0.02006933,
0.033170544,
-0.05750137,
-0.04756748,
-0.002811002,
-0.051541034,
-0.055629767,
-0.002478073,
-0.014828846,
0.04540794,
0.032220345,
0.0028469944,
-0.001179649,
-0.049151145,
-0.042672522,
-0.036395457,
0.034235917,
0.0069321254,
-0.0016538482,
0.0059675304,
-0.03187482,
0.034869384,
0.0017888194,
-0.014742464,
-0.025065068,
-0.038900524,
0.016326128,
-0.013785068,
0.017665042,
-0.01278448,
-0.018039363,
0.037432037,
0.013295571,
0.024892304,
0.0075655906,
-0.01622535,
0.068990126,
-0.011071245,
0.034379885,
-0.021998521,
-0.038929317,
0.017924188,
-0.031471703,
-0.053182285,
0.019723805,
-0.0012588322,
0.016470097,
0.028030837,
-0.077397935,
-0.009091666,
0.011999847,
-0.016383715,
-0.030492714,
0.04028263,
0.00001003146,
0.011935061,
-0.0211491,
0.01687321,
-0.03970675,
-0.03501335,
0.0035794384,
-0.021509025,
0.0016619464,
0.030463919,
0.020789178,
-0.041578356,
-0.010588948,
-0.0030755457,
0.04486086,
-0.08546022,
0.06634109,
0.05588891,
-0.04146318,
-0.01184868,
0.013475534,
0.007759949,
0.009242834,
0.029456133,
0.030579096,
-0.00413552,
-0.014677677
] | Once a model is quantized to 8-bit, you can't push the quantized weights to the Hub unless you're using the latest version of Transformers and bitsandbytes. If you have the latest versions, then you can push the 8-bit model to the Hub with the [~PreTrainedModel.push_to_hub] method. The quantization config.json file is pushed first, followed by the quantized model weights. |
[
0.03231797,
-0.017357029,
0.0014756396,
-0.016597293,
-0.022046933,
0.025524184,
0.018964162,
0.0034480293,
-0.0067280405,
0.04663606,
0.04283738,
-0.012155765,
0.030272529,
-0.05917169,
-0.007699625,
0.050084088,
-0.01946091,
-0.01789761,
-0.02334725,
-0.024559904,
0.020702787,
-0.013331893,
-0.09578509,
-0.07924623,
-0.043304913,
0.0024180037,
0.045613337,
-0.023464132,
0.057856765,
0.05604509,
-0.0061765015,
-0.03138291,
0.010957721,
-0.03126603,
-0.018131375,
0.0010428097,
-0.010899279,
-0.0010811618,
-0.0012975767,
-0.018964162,
0.046577618,
-0.017006382,
-0.0067353453,
-0.060837265,
-0.042428292,
0.0011615184,
-0.01836514,
-0.007509691,
0.014354614,
-0.042019207,
-0.014413055,
0.006636726,
0.028913772,
-0.02182778,
-0.032493293,
-0.027365081,
-0.030389411,
-0.016027492,
-0.038571175,
-0.016056713,
-0.011717455,
0.010417139,
-0.0026408106,
-0.020089153,
0.016787227,
0.03743157,
-0.019037213,
0.02181317,
0.016465802,
0.01938786,
-0.04377244,
0.028417021,
-0.044123087,
-0.037110146,
-0.016348919,
0.03567834,
-0.002069183,
0.015896,
-0.05014253,
0.023990102,
-0.016027492,
0.027511183,
0.019212537,
0.01640736,
-0.00919718,
-0.024968993,
0.032376412,
0.021184927,
-0.0053400625,
0.013061603,
-0.0264008,
0.036701057,
-0.016348919,
-0.005190307,
0.008305952,
0.040558174,
-0.0009706714,
0.028753059,
0.02092194,
-0.030184867,
0.03734391,
0.07965532,
0.018642735,
0.016699566,
-0.017269367,
0.04929513,
0.00029083615,
0.018306699,
-0.027818,
-0.022134595,
-0.0021751076,
-0.004152976,
0.018335918,
0.01070204,
0.0026371581,
0.023581015,
-0.0013222316,
0.0052195275,
-0.0075900475,
-0.016012883,
0.01538464,
-0.0097085405,
-0.014259647,
-0.04824319,
0.007896864,
-0.020498242,
-0.011403334,
0.047892544,
-0.025217367,
-0.029673507,
-0.020132985,
0.016772617,
0.0058441176,
0.02591866,
0.006848575,
-0.009087603,
-0.0090364665,
0.00092592736,
-0.01937325,
0.013090823,
0.040938042,
-0.015267757,
-0.031558234,
0.07714235,
-0.010884669,
-0.016714176,
0.019358639,
-0.067558,
-0.03234719,
-0.017956052,
-0.060252853,
0.030447852,
0.014771007,
-0.0018692045,
0.007568132,
-0.00847397,
-0.0015395597,
0.013551048,
0.02834397,
0.014836754,
0.017736897,
0.015764507,
-0.02337647,
0.06498659,
-0.037519235,
0.04336335,
-0.02832936,
-0.029746559,
-0.012981246,
-0.016348919,
0.008313257,
-0.004667989,
-0.031470574,
0.005515386,
0.05174966,
-0.003159476,
0.056103528,
-0.025670286,
0.00946747,
0.034100424,
-0.011768592,
0.02235375,
0.021740118,
0.04686982,
0.031529013,
-0.02035214,
-0.03518159,
-0.046051648,
-0.032668617,
0.0015696934,
0.028913772,
0.027949492,
-0.026722228,
0.021287197,
-0.039915323,
-0.016553463,
-0.030506294,
0.023990102,
-0.026955992,
-0.053502895,
-0.0039009484,
0.016684955,
-0.06031129,
0.04310037,
-0.030593956,
0.032551736,
0.020162206,
0.050814603,
-0.0005433203,
0.034129646,
0.027642677,
-0.017269367,
-0.027569624,
-0.013368418,
0.008481275,
0.02884072,
-0.01694794,
0.0498211,
-0.020235257,
0.008371699,
0.0045072758,
0.03182122,
0.050931484,
0.00037507364,
0.018116765,
-0.010197985,
-0.01897877,
0.030126426,
0.020673566,
0.015121655,
0.0027540403,
0.03176278,
-0.012301868,
0.020761227,
-0.003192349,
0.032902382,
0.05277238,
0.043071147,
0.006603853,
0.011206095,
0.016348919,
0.019285588,
0.014398444,
0.019256366,
-0.01595444,
0.0065563694,
-0.013003161,
0.007911474,
-0.029030655,
0.065395676,
-0.038717277,
0.044502955,
0.018204426,
-0.020425191,
-0.049616557,
0.00559209,
0.0061618914,
0.047834102,
-0.041551676,
0.014931721,
0.029951103,
0.012513717,
-0.020322919,
0.016699566,
0.03284394,
0.05966844,
-0.01094311,
-0.0025202758,
0.020600514,
-0.044123087,
-0.04178544,
-0.023844,
-0.03620431,
-0.007516996,
-0.066272296,
0.0044451817,
0.051545117,
-0.022792058,
0.032493293,
0.021535574,
0.0012062624,
-0.013653319,
0.016524242,
0.02093655,
0.04979188,
0.06446062,
-0.059084028,
0.035970543,
-0.04719125,
0.02241219,
-0.04432763,
-0.0000134831325,
0.027496573,
-0.04590554,
0.02981961,
-0.005307189,
-0.010387919,
-0.07246706,
-0.025042044,
-0.008802702,
-0.0184528,
0.02486672,
-0.0012263516,
0.026488462,
-0.0136825405,
-0.030155646,
0.0021385818,
-0.03626275,
0.058324292,
0.025582625,
-0.008050272,
0.02041058,
0.011337588,
0.028212478,
-0.039564677,
0.038162086,
0.048126306,
-0.004846965,
-0.039097145,
-0.018745007,
-0.023055043,
0.010526717,
-0.022689786,
0.037051704,
-0.025889441,
0.038308192,
-0.01165171,
-0.043041926,
0.014697956,
-0.063467115,
-0.030944603,
-0.018657345,
-0.03921403,
0.051983427,
0.0018555074,
0.011352198,
-0.03769456,
0.0033585413,
-0.0022554642,
0.00818907,
-0.004923669,
-0.024735227,
0.009328673,
0.018657345,
0.013163875,
0.010117629,
0.027920272,
-0.042954262,
0.0086785145,
-0.0076704044,
0.0036781414,
-0.014727176,
0.008890363,
0.0024983604,
0.013375724,
0.03681794,
0.019212537,
0.014186596,
0.011739371,
0.023683287,
0.04082116,
0.0060742297,
-0.015866779,
-0.013229621,
-0.046928264,
0.00395939,
0.003955737,
0.04038285,
0.048593838,
-0.011666319,
0.010745871,
0.012550242,
-0.040733498,
-0.0061582387,
0.01044636,
0.01892033,
0.011827033,
0.047892544,
0.055373013,
-0.029951103,
-0.041551676,
-0.0074950806,
0.0387465,
0.036145866,
0.03839585,
0.00818907,
-0.015749896,
-0.016334308,
-0.02783261,
-0.03076928,
0.014361919,
-0.027715728,
-0.021170316,
-0.020600514,
-0.019110264,
-0.014427666,
0.0090145515,
0.04473672,
0.025568014,
0.030067984,
0.04724969,
-0.021053433,
-0.018072933,
0.002783261,
0.008810007,
0.0012838796,
-0.009876559,
0.03515237,
0.0008483102,
-0.010424444,
0.010468275,
-0.008313257,
0.0044232663,
0.015019382,
0.009679319,
-0.017020993,
-0.04821397,
0.00919718,
-0.014990161,
0.06364244,
-0.013448776,
-0.02485211,
-0.03331147,
0.03036019,
0.04724969,
-0.07422029,
0.032142647,
-0.04283738,
0.004043399,
0.036408853,
-0.018482022,
-0.015764507,
-0.028986823,
-0.023230366,
-0.013616794,
0.051486675,
0.042106867,
-0.027262809,
0.03488938,
-0.019490132,
-0.01934403,
-0.0021678023,
-0.009577048,
-0.029089095,
0.049119808,
0.0011551264,
0.011812422,
-0.023055043,
-0.032405633,
-0.008736956,
0.02190083,
-0.043684777,
0.040207528,
-0.0448536,
-0.010950415,
-0.0264008,
-0.005712625,
0.020527463,
0.033106927,
-0.002260943,
-0.01694794,
0.0060084835,
0.0059317793,
-0.043158807,
-0.05023019,
0.005687057,
0.025436522,
0.03795754,
0.039447792,
-0.00055062544,
-0.004028789,
0.028767668,
0.013631404,
-0.051632777,
0.025743337,
-0.00634452,
0.012557548,
-0.03719781,
-0.005482513,
0.004562064,
-0.0498211,
0.051954206,
-0.040032204,
-0.027598845,
0.03331147,
-0.08631761,
-0.030710837,
0.03579522,
-0.032084204,
0.010037272,
0.009861948,
-0.027043654,
-0.023727117,
-0.008817312,
0.0062678163,
0.011315673,
-0.06551256,
-0.030097205,
0.053415235,
0.0084155295,
0.051983427,
-0.04672372,
-0.05020097,
0.037373133,
0.015077823,
0.016056713,
-0.02136025,
-0.051515896,
0.039652336,
-0.039097145,
-0.04380166,
-0.03474328,
-0.023391081,
-0.00076841016,
-0.012236121,
-0.037051704,
0.005036899,
-0.015121655,
-0.009116824,
0.07503847,
-0.027978713,
-0.04865228,
-0.030973824,
-0.002350431,
0.02489594,
0.013982051,
-0.026517684,
-0.043012705,
-0.04514581,
0.013419555,
0.037519235,
-0.058411956,
-0.003674489,
-0.01691872,
-0.058353513,
-0.022105375,
0.028241698,
0.0041456707,
-0.061304793,
0.014595684,
-0.016305087,
-0.008590853,
-0.047337353,
-0.04216531,
-0.020775838,
0.0017084912,
-0.024486853,
0.05221719,
-0.02331803,
-0.022675175,
0.022280699,
-0.014763702,
0.022324529,
0.01832131,
-0.027511183,
-0.042019207,
0.014500717,
0.009365198,
-0.019723896,
0.017459301,
-0.023201147,
0.03529847,
0.0032087858,
0.060545057,
-0.013492607,
-0.0075827427,
-0.007093298,
-0.024165425,
0.04283738,
-0.067733325,
0.03731469,
0.015866779,
-0.014953636,
0.035970543,
0.0091095185,
-0.019826168,
0.028796889,
-0.040412072,
-0.05619119,
0.03924325,
-0.03126603,
0.03620431,
-0.02578717,
-0.02634236,
0.040324412,
-0.031645898,
-0.0020910983,
0.04418153,
-0.0028307445,
0.011753981,
-0.06808397,
0.029600454,
0.015253147,
-0.0031046874,
0.020980382,
0.003102861,
-0.0041164504,
-0.014106239,
-0.007882253,
-0.036028985,
-0.050989926,
0.02533425,
0.021184927,
0.022499852,
0.048476957,
0.0065709795,
-0.060545057,
-0.04079194,
0.008108713,
0.017809948,
0.025202757,
-0.006479665,
0.019519353,
0.024939772,
0.054408733,
0.0017030124,
-0.013477996,
0.014654125,
0.02784722,
-0.0063079945,
-0.033954322,
0.016699566,
0.031529013,
-0.047980204,
-0.03281472,
-0.020308308,
-0.018014492,
-0.017035604,
-0.008225596,
-0.02286511,
-0.0012108281,
-0.032171868,
-0.004134713,
-0.019650845,
0.03424653,
-0.03982766,
-0.01985539,
0.00046182226,
-0.038980264,
0.020965772,
0.03582444,
-0.038103648,
-0.012236121,
-0.05104837,
-0.028942993,
-0.03573678,
-0.008123323,
0.08094103,
-0.018715786,
0.051545117,
0.05104837,
-0.002286511,
0.04675294,
-0.0020308308,
0.036116645,
0.021170316,
-0.035590675,
-0.049558118,
-0.024501463,
0.03673028,
-0.0028362232,
0.028168647,
-0.023610234,
0.021535574,
0.020673566,
0.039155588,
-0.0054532923,
-0.04663606,
0.033048484,
-0.048038647,
-0.021930052,
0.010278341,
-0.04079194,
-0.010227206,
0.049762663,
0.010300257,
-0.04824319,
0.012740176,
0.023741728,
-0.0069910255,
0.0075462167,
-0.016801838,
0.0060157883,
-0.044941265,
-0.0001015872,
-0.08135012,
-0.039798442,
0.003751193,
-0.004419614,
0.005650531,
-0.000006795071,
0.029863441,
0.021243367,
0.011659015,
0.028621566,
0.0051099504,
0.015998272,
-0.008313257,
-0.005950042,
-0.07363588,
0.0427205,
0.039593898,
-0.024457632,
-0.003871728,
-0.014960941,
-0.0014025882,
0.0014089802,
-0.00007841619,
0.05025941,
-0.03582444,
-0.023215758,
0.018613514,
0.013982051,
-0.04862306,
0.037490014,
-0.042223748,
-0.027116705,
0.03223031,
0.0061290185,
0.010526717,
0.026517684,
-0.004496318,
0.02786183,
-0.028957602,
0.037577678,
0.010979636,
0.0208635,
0.01363871,
-0.003648921,
0.024092374,
0.003559433,
0.02188622,
0.032931603,
-0.03629197,
0.04070428,
-0.013309978,
-0.03518159,
-0.008970721,
0.0064029614,
0.033223808,
0.05309381,
-0.0006510712,
-0.05253862,
-0.037899103,
0.0021331029,
-0.00898533,
0.04719125,
-0.06843462,
-0.017546963,
0.044502955,
-0.06662294,
0.012353003,
-0.03383744,
0.0026134164,
0.009248316,
0.06171388,
-0.010351393,
0.031733558,
0.0023522573,
-0.0120534925,
0.035035484,
-0.046460733,
-0.009898474,
0.0054423343,
0.0015194706,
-0.02390244,
-0.017999882,
0.008357088,
0.046402294,
-0.0086785145,
-0.0030535513,
-0.035882883,
-0.0066148103,
0.008430139,
0.025684897,
-0.023770949,
-0.02382939,
-0.011929305,
0.06072038,
-0.031003043,
0.040616617,
-0.023727117,
-0.004043399,
0.022660566,
0.019095654,
-0.0069398894,
0.010146849,
0.042662058,
-0.050493177,
0.0051756967,
0.03187966,
0.035240028,
-0.0026608997,
-0.0036105688,
-0.0016546157,
0.05569444,
0.019694677,
0.024238478,
0.010563242,
0.0038972958,
0.000045086454,
-0.038191307,
-0.009204485,
0.018029103,
0.032405633,
0.03433419,
0.008904974,
-0.013309978,
-0.00845936,
0.0027156884,
0.01268904,
0.0068558804,
-0.00696911,
0.00029677158,
-0.008839228,
-0.025042044,
0.026254699,
-0.030710837,
-0.03433419,
-0.0022463326,
0.028753059,
0.031236809,
-0.0049090586,
0.0049784575,
0.007597353,
0.031061485,
-0.013368418,
0.008408224,
0.043860104,
-0.025246589,
0.048126306,
0.018511243,
0.046928264,
-0.016699566,
-0.00017851953,
-0.019037213,
-0.055373013,
-0.014478801,
0.017736897,
-0.010095713,
-0.0032507903,
-0.017357029,
-0.03445107,
0.005146476,
-0.05315225,
-0.002522102,
-0.040938042,
0.00047209513,
0.023244977,
-0.055256132,
-0.033603676,
0.04929513,
-0.0049748053,
0.015223926,
-0.031470574,
0.03331147,
-0.0051939595,
0.09619418,
0.0087734815,
-0.03325303,
0.036438074,
-0.0029019697,
-0.05566522,
0.03430497,
-0.023274198,
-0.019533962,
-0.001674705,
-0.00571993,
-0.062824264,
-0.01168093,
-0.0034315928,
-0.004478055,
-0.059025586,
0.04716203,
0.025261197,
-0.037022486,
-0.0019504742,
0.058937926,
0.030944603,
0.011366809,
-0.0043721306,
0.0053838934,
-0.030214088,
-0.01415007,
-0.0307985,
0.05236329,
-0.04029519,
-0.021579403,
-0.006242248,
0.0035064705,
-0.006465055,
0.0068668383,
-0.0006204809,
0.005299884,
0.009584352,
0.039681558,
0.011688235,
0.05169122,
0.0013706282,
-0.03626275,
0.026619956,
0.03284394,
-0.0031813914,
0.06913591,
0.07188264,
-0.0003191436,
-0.0026828153,
0.013733677,
-0.006413919,
0.016305087,
-0.016699566,
-0.026254699,
0.018175205,
-0.01940247,
-0.029279029,
-0.008064882,
0.023230366,
-0.055519115,
-0.0047994815,
-0.008839228,
-0.022309918,
-0.07866182,
0.0015048602,
-0.010541327,
0.009591658,
-0.010417139,
-0.032171868,
0.014581073,
-0.058090527,
0.25480354,
0.03582444,
0.035356913,
0.013076213,
0.05715547,
0.06562944,
0.016801838,
-0.0188765,
-0.02686833,
-0.020673566,
-0.010059187,
-0.019300198,
0.03284394,
0.034714058,
-0.020220647,
0.031645898,
-0.06112947,
-0.0069545,
0.021959271,
-0.045701,
-0.046928264,
0.026605345,
0.015063213,
0.044006206,
0.07106447,
0.0074877758,
-0.011834338,
-0.05078538,
0.0035356912,
-0.021696286,
-0.0029037958,
-0.039886102,
0.0021550183,
0.019007992,
0.016684955,
0.009876559,
-0.036525734,
-0.02081967,
-0.029483574,
0.016129764,
0.009153349,
-0.010095713,
-0.0002031744,
-0.011688235,
-0.010380614,
-0.011337588,
0.0013204053,
0.04608087,
0.01542847,
-0.018584294,
0.058324292,
-0.06364244,
0.03678872,
-0.03488938,
-0.05025941,
0.024764448,
-0.04333413,
-0.0248375,
0.0028143078,
0.040441293,
-0.007860338,
0.0044817077,
-0.034918603,
0.0009752371,
-0.021053433,
0.020454412,
-0.026766058,
0.06323335,
-0.022923551,
-0.02035214,
-0.013580268,
0.0031485183,
-0.04634385,
0.014595684,
0.031996544,
0.029951103,
-0.0037237986,
0.038308192,
-0.01737164,
-0.060895704,
0.010453666,
-0.0035448226,
0.047366574,
-0.05253862,
0.025962492,
0.020293698,
-0.051340573,
0.0068558804,
0.016071323,
0.021155706,
0.023595626,
0.054934707,
-0.01786839,
-0.056366514,
-0.015092433
] | By default, all the other modules such as torch.nn.LayerNorm are converted to torch.float16. You can change the data type of these modules with the torch_dtype parameter if you want:
import torch
from transformers import AutoModelForCausalLM
model_8bit = AutoModelForCausalLM.from_pretrained("facebook/opt-350m", load_in_8bit=True, torch_dtype=torch.float32)
model_8bit.model.decoder.layers[-1].final_layer_norm.weight.dtype |
[
0.03827596,
-0.00074097776,
-0.0010705035,
0.006142651,
-0.037372954,
0.0020172072,
0.021206165,
-0.004806342,
-0.019254498,
0.029551722,
0.036120392,
-0.046723474,
-0.002574306,
-0.03212967,
0.01249649,
0.043577503,
0.0044859196,
-0.06280287,
-0.04002372,
0.017768903,
-0.0023795036,
-0.018817559,
-0.064841926,
-0.049811184,
-0.017186316,
0.026653353,
0.011265775,
0.014389898,
0.06565755,
0.03792641,
-0.029522594,
-0.035217382,
-0.00088025245,
-0.016996974,
-0.05351061,
-0.0526076,
-0.016516339,
-0.007315107,
-0.018773865,
-0.028808925,
0.012052268,
-0.020142945,
0.034139596,
-0.03469305,
-0.029129347,
-0.016895022,
-0.01635613,
-0.039907206,
0.013508735,
-0.035829097,
-0.0428784,
0.014943355,
0.009350521,
0.0001653318,
-0.032770514,
-0.023696724,
0.005967875,
0.0070638666,
-0.059656903,
-0.014622932,
0.036732107,
0.039878078,
-0.017069798,
-0.07521197,
-0.004944707,
0.068861775,
-0.0043985313,
0.010894376,
-0.011768256,
-0.00183879,
-0.049170338,
0.0018679193,
-0.007413419,
-0.02723594,
-0.0150890015,
-0.0045951544,
0.042994916,
-0.011768256,
-0.009059227,
0.018657347,
0.007631889,
0.005337953,
-0.01495792,
0.0054362644,
-0.030207133,
-0.058258694,
0.06198725,
-0.020579884,
0.010049624,
-0.029187607,
-0.0037758916,
0.016064836,
-0.008636852,
0.0061244452,
0.028983701,
0.014105886,
-0.018599087,
0.04780126,
0.018963205,
-0.015030744,
0.016021142,
0.08360123,
-0.0219344,
0.02542992,
-0.029056523,
0.0063902508,
0.02542992,
0.008294581,
-0.011906621,
-0.03574171,
0.002614359,
0.01667655,
-0.0008706944,
0.024978416,
0.01374177,
0.02430844,
0.007522654,
0.044830065,
-0.030411039,
-0.021322682,
0.012700396,
0.0051376885,
0.013049947,
-0.075270236,
0.0037467622,
-0.04905382,
-0.007952312,
0.041684095,
-0.0504229,
-0.002780032,
0.0020627219,
-0.015234648,
-0.00027900454,
0.058229566,
0.043490116,
-0.012044985,
0.025051238,
0.012977124,
0.0073405956,
-0.007114843,
-0.0069000144,
-0.0030749666,
-0.00090073404,
0.0964764,
0.011003611,
0.0069000144,
0.0003222434,
-0.062278543,
-0.03312007,
0.012387255,
-0.050189864,
-0.012445513,
0.0116954325,
0.0077265594,
0.0051085595,
-0.02496385,
-0.049228597,
0.038130317,
-0.0032461016,
-0.017128056,
0.05700613,
0.00042829243,
-0.033527877,
0.042587105,
-0.021322682,
0.03961591,
-0.04998596,
-0.005363441,
0.020594448,
-0.03346962,
0.039033324,
-0.0014419027,
-0.0041873436,
0.0263038,
0.027658315,
0.022953926,
0.06385153,
0.030119745,
0.0005175011,
0.016385257,
-0.010806988,
-0.003695786,
0.00264895,
0.037460342,
-0.0044422257,
-0.0025014826,
-0.015569636,
-0.012241608,
-0.011090999,
0.009649096,
0.037169047,
0.03210054,
-0.031168401,
0.017157186,
-0.034023076,
0.014659344,
-0.028634148,
0.009277697,
-0.017463043,
-0.028284596,
0.024162794,
0.040751956,
-0.042499717,
0.0029966815,
-0.046519566,
0.06915307,
0.003315284,
0.04247059,
-0.022152869,
0.004438584,
0.058287825,
0.0064120977,
-0.054238845,
-0.0080397,
0.009204874,
0.012190632,
0.012758655,
0.034926087,
0.0088043455,
0.0052141533,
0.00944519,
0.004948348,
0.041654967,
-0.020390542,
0.012824195,
-0.016458081,
-0.015045308,
-0.00021630817,
0.02159941,
0.024279311,
0.0046133604,
0.021992657,
-0.004970195,
0.06490018,
0.017972806,
0.03210054,
0.025692085,
0.042674493,
-0.025327967,
-0.0027964173,
-0.017608691,
0.04372315,
0.021482894,
0.017564997,
-0.009073792,
0.03961591,
-0.011870209,
-0.014069474,
-0.031226661,
0.04276188,
-0.018730171,
0.054704916,
-0.0016367052,
-0.0037977386,
-0.07025999,
-0.020769225,
0.016414387,
0.044888325,
-0.02502211,
-0.057967402,
0.018671911,
0.04599524,
0.0054144175,
-0.030935368,
0.019764261,
0.082203016,
-0.00860044,
0.030440168,
0.00036844073,
-0.01897777,
-0.0053743646,
-0.030527556,
-0.06018123,
0.0010805167,
-0.029216735,
-0.0211916,
0.00057985605,
-0.040693697,
0.0038851267,
-0.025284274,
0.019618616,
-0.0035537803,
-0.034168724,
0.055666182,
0.050510287,
0.016064836,
-0.022415033,
0.039907206,
-0.031896636,
0.030644074,
0.0011333136,
-0.022152869,
-0.005844075,
-0.031809248,
0.025735779,
0.010391895,
-0.008716957,
-0.020944001,
-0.016458081,
-0.0052614883,
0.017288268,
0.024672557,
0.0015811773,
0.020667272,
-0.030556684,
0.006816267,
0.0009840258,
-0.015686154,
0.066298395,
0.0018806634,
-0.03617865,
0.016225046,
-0.016909586,
0.07008521,
-0.029260429,
0.051209394,
0.06309417,
-0.0055382173,
-0.035770837,
-0.022487856,
-0.029537158,
0.013705358,
-0.04022763,
-0.026216412,
-0.028954571,
0.07777536,
-0.003761327,
-0.054675784,
0.004198267,
-0.016793068,
-0.0509181,
-0.016778504,
-0.036819495,
0.03478044,
0.0144918505,
-0.02343456,
-0.0445679,
0.02430844,
-0.0375186,
0.001258934,
0.027308764,
-0.021468328,
0.015161825,
0.028954571,
-0.0031496107,
-0.0040562614,
0.049665537,
-0.020113815,
-0.002683541,
-0.014331639,
-0.029027395,
0.006787138,
-0.00056438113,
0.011425987,
-0.01040646,
0.005687505,
-0.018875817,
0.015001614,
0.016807633,
-0.0056365286,
0.009299544,
0.037372954,
-0.003954309,
0.022983056,
-0.009969519,
-0.01249649,
-0.011819232,
0.0145282615,
0.043927055,
-0.03495522,
0.005487241,
0.0008183526,
-0.056831356,
0.011418704,
0.013552429,
-0.0132757,
0.035858225,
0.03792641,
0.0643176,
-0.0007846718,
0.0057348404,
-0.012205197,
0.0064812796,
0.027629185,
0.047480837,
0.039004195,
-0.008949992,
-0.02053619,
-0.023915194,
-0.014317074,
0.013341241,
0.0063647623,
-0.038246833,
-0.002009925,
-0.017259138,
-0.057850882,
0.017244574,
0.032187928,
0.012875171,
0.0105156945,
0.04733519,
-0.04113064,
-0.0038414327,
0.025327967,
0.03172186,
0.00014553295,
-0.047218673,
0.04369402,
0.008556746,
-0.013559711,
-0.035129994,
-0.028255466,
-0.018307794,
0.012649419,
0.00050339155,
0.02072553,
-0.05394755,
0.0027654674,
-0.030673202,
0.03979069,
-0.03271226,
0.025415355,
-0.045616556,
0.030556684,
0.022385903,
-0.060064714,
0.001405491,
-0.044014443,
0.010078754,
0.041800614,
0.02031772,
-0.03658646,
-0.0072313603,
0.011578916,
-0.047597352,
0.06111337,
0.012918865,
-0.025823167,
0.005447188,
-0.021337247,
0.00049474376,
-0.015875494,
-0.014142298,
-0.012518337,
0.021482894,
-0.02028859,
0.0035483185,
-0.033877432,
0.016618293,
-0.006306504,
0.063268945,
-0.04008198,
0.016443517,
-0.0071075605,
-0.03201315,
-0.020550754,
-0.0027381587,
0.02698834,
0.026201848,
0.014943355,
-0.036673848,
-0.030411039,
0.035333898,
-0.020448802,
-0.039848946,
0.00925585,
0.039062455,
-0.01580267,
0.044363994,
0.0032806927,
-0.0059970045,
0.06122989,
0.015365731,
0.0051813824,
-0.012867889,
-0.015118131,
-0.0011933929,
-0.010413742,
-0.021555716,
-0.009976801,
-0.03207141,
0.048558623,
-0.0035719862,
-0.024541475,
0.011404139,
-0.05132591,
-0.01383644,
0.019298192,
-0.04008198,
0.042936657,
0.010668623,
-0.02944977,
-0.010093319,
-0.016851326,
-0.011112846,
-0.017361091,
-0.040781084,
0.0017459403,
0.038567256,
0.031867504,
0.055520535,
-0.016137658,
-0.044859193,
0.041713227,
-0.028007867,
-0.007151255,
-0.019822521,
-0.0040307734,
0.0050320947,
0.019429274,
-0.038130317,
-0.010865247,
-0.007216796,
-0.0019498457,
-0.021278989,
0.018205842,
0.006954632,
-0.025735779,
-0.05272412,
0.041829742,
-0.047655612,
-0.072590336,
-0.048034295,
0.03137231,
0.0055746287,
0.004740801,
0.026012506,
-0.027833091,
-0.03518825,
-0.010289942,
0.036877755,
-0.00944519,
0.017768903,
-0.033149198,
-0.061870735,
0.010450154,
0.017288268,
0.027221374,
-0.05313193,
0.014775861,
-0.012474643,
0.004438584,
-0.028736101,
-0.014156863,
-0.044742677,
0.0005384378,
0.0133703705,
0.022604374,
-0.009153897,
-0.0071403314,
-0.006273733,
-0.0040125675,
0.039470267,
0.048034295,
-0.061462924,
-0.026245542,
-0.015875494,
-0.011185669,
-0.0051777414,
0.032479223,
-0.028808925,
0.043985315,
-0.014280663,
0.025065804,
-0.035858225,
-0.003892409,
-0.041654967,
0.0012989868,
0.03882942,
-0.06018123,
0.004762648,
0.021613976,
0.028007867,
0.016880456,
0.050801583,
-0.040460665,
0.015758976,
-0.046519566,
-0.054297104,
0.018395184,
-0.032187928,
-0.0122197615,
-0.026900953,
-0.0082436055,
0.033178326,
-0.035392158,
0.007879488,
0.068395704,
0.004038056,
-0.009838437,
-0.022298515,
0.039645042,
-0.012693113,
0.021177035,
0.004784495,
-0.005629246,
-0.011739127,
-0.008083394,
-0.046577826,
-0.057035264,
-0.028007867,
0.03081885,
0.04331534,
-0.007347878,
0.010093319,
-0.0040089265,
-0.041101508,
-0.026493141,
0.019516662,
0.021075083,
0.025386225,
0.028808925,
0.029974097,
-0.02075466,
0.034547407,
-0.04683999,
-0.012700396,
-0.012969842,
0.0433736,
-0.018147584,
-0.023944324,
0.017594125,
0.019472968,
-0.054937948,
-0.071658194,
0.009765614,
0.019298192,
-0.044742677,
-0.008229041,
0.0032042281,
-0.028561326,
-0.025502743,
-0.0027436204,
0.034430888,
-0.0028838054,
-0.038858548,
0.0009043752,
-0.01629787,
-0.0487334,
0.027818527,
0.048879046,
0.00657595,
0.009146615,
-0.03125579,
0.00007874027,
-0.019429274,
-0.02031772,
0.062686354,
-0.03446002,
0.018526265,
-0.0067616496,
0.008731522,
0.049898572,
-0.0024577887,
0.033790044,
0.005556423,
-0.02228395,
-0.06350198,
-0.031168401,
0.041334543,
0.0019061517,
0.0265514,
-0.0028182643,
0.015278342,
0.0116954325,
0.04002372,
-0.017375655,
-0.06472541,
0.02698834,
-0.042645365,
-0.0065249735,
0.025764907,
-0.05482143,
-0.00514133,
0.06956088,
0.015132695,
-0.009153897,
0.017652385,
0.015030744,
-0.01969144,
-0.039062455,
-0.03877116,
0.00026626044,
-0.041247156,
-0.016414387,
-0.031430565,
-0.048908174,
-0.005512729,
0.044014443,
-0.020871177,
0.007522654,
0.0020936718,
0.055054467,
-0.017215444,
0.012401819,
-0.008979121,
-0.0039470266,
-0.018249536,
-0.017564997,
-0.05039377,
0.058287825,
0.03029452,
-0.039353747,
0.012379972,
-0.019472968,
0.030119745,
-0.03926636,
0.01115654,
0.043839667,
-0.035858225,
0.016851326,
-0.0069072964,
0.027541798,
-0.05927822,
0.009000968,
-0.0333531,
-0.00078148575,
0.001249831,
0.031430565,
0.014870532,
0.04235407,
0.02277915,
0.007741124,
-0.0031496107,
0.024483217,
0.022648068,
0.014382615,
0.026507705,
-0.008709675,
0.012343561,
-0.039120715,
0.010421024,
0.028634148,
-0.044975713,
-0.0015584201,
-0.016195918,
0.00037754365,
-0.038625516,
0.0050976356,
0.044363994,
0.06915307,
0.030964496,
-0.02162854,
-0.014047627,
-0.0012361767,
-0.025823167,
-0.01112741,
-0.0640263,
-0.049723797,
-0.00032975333,
-0.060472526,
-0.00083519303,
-0.0064339447,
-0.020084685,
0.00002369604,
0.029682806,
-0.009204874,
0.03836335,
0.043140564,
0.006808985,
0.017754337,
-0.032828774,
-0.03792641,
0.017739773,
0.009219439,
-0.051850237,
-0.005319747,
0.028692408,
0.05400581,
0.035625193,
-0.036440812,
-0.030847978,
-0.01739022,
0.006787138,
0.058142178,
-0.030119745,
-0.013130053,
-0.057734367,
0.03842161,
-0.051005486,
0.01115654,
-0.008411099,
0.006029775,
0.014746732,
0.03201315,
0.016880456,
0.020157509,
0.07544501,
-0.04051892,
0.030498426,
0.020609014,
0.028473936,
0.0032788722,
0.005083071,
-0.014156863,
0.07107561,
0.026391188,
0.02660966,
-0.011724562,
0.021701364,
0.02969737,
-0.04780126,
-0.024104536,
0.019371016,
0.020710966,
-0.022021787,
-0.00037981936,
0.008680546,
-0.006088034,
-0.021730494,
-0.002885626,
0.017128056,
0.004540537,
0.0010586698,
-0.0069218613,
-0.028444808,
0.012343561,
-0.007307825,
-0.052811507,
0.0038523562,
0.032391835,
0.040489793,
-0.023259783,
0.034605663,
-0.021643106,
0.047946904,
0.05228718,
0.030003227,
0.0066924677,
0.0063611213,
0.036440812,
0.00019264057,
0.050248124,
0.0060152104,
-0.025138626,
0.0065395385,
-0.023143267,
-0.056481805,
0.048908174,
-0.024381263,
-0.022036351,
-0.011928468,
0.00044513284,
-0.032420963,
-0.07451287,
0.0035100863,
-0.037751634,
0.010413742,
0.043431856,
-0.014775861,
-0.030556684,
0.030527556,
-0.02698834,
0.03882942,
0.040344145,
0.012642137,
0.004715313,
0.077833615,
0.03437263,
-0.0006226398,
0.02773114,
-0.008323711,
-0.044043574,
-0.025997942,
0.013676229,
0.0039870795,
-0.009146615,
-0.022400469,
-0.042616233,
0.016458081,
-0.016093964,
-0.030119745,
-0.017259138,
0.006612362,
-0.003888768,
-0.0131519,
-0.002683541,
0.08505769,
0.012299866,
-0.021890704,
-0.036615588,
0.015409425,
-0.045529168,
-0.00747896,
-0.025109498,
0.033032678,
-0.020987695,
-0.030469297,
-0.04247059,
-0.008920862,
-0.019807955,
-0.0057129934,
-0.0139383925,
0.004762648,
0.04366489,
0.048354715,
0.0030003227,
0.06728879,
0.014943355,
-0.037576858,
0.05840434,
0.026973775,
0.02545905,
0.059598643,
0.04852949,
0.041218027,
-0.006266451,
0.057035264,
-0.014928791,
-0.032479223,
0.006597797,
-0.024279311,
-0.0180165,
-0.031634472,
-0.05755959,
-0.030847978,
-0.011557069,
0.022196563,
-0.0241191,
-0.012511055,
0.0020572601,
-0.072590336,
0.0012671266,
-0.013144618,
0.008469358,
0.019749697,
-0.0031168403,
0.009408779,
-0.041771483,
0.25424093,
0.0626281,
-0.0072240783,
0.013188312,
0.038858548,
0.058113046,
0.016181352,
-0.045354392,
0.021948963,
-0.036673848,
-0.03670298,
-0.024876462,
0.0067834966,
0.026565965,
-0.020201202,
0.054588396,
-0.039470267,
-0.006310145,
-0.0072022313,
-0.024803638,
-0.0445679,
0.034547407,
0.019764261,
0.048471235,
0.032828774,
-0.0050939946,
0.0076464536,
-0.01037733,
-0.029857581,
-0.008374687,
0.029289559,
-0.031984024,
0.030673202,
-0.019298192,
-0.031925764,
0.043140564,
-0.00022222506,
-0.049228597,
-0.009343239,
-0.003362619,
0.0022010864,
-0.005662017,
-0.013785464,
-0.020696402,
-0.0158318,
0.03699427,
0.005163177,
0.046985637,
0.063268945,
-0.05126765,
0.06565755,
-0.041159768,
0.013486887,
0.0015074437,
-0.0557827,
-0.012918865,
-0.050131608,
-0.054792304,
-0.029085653,
0.0058222283,
0.005021171,
-0.020914871,
0.0019225369,
0.030119745,
0.00092076045,
0.033731785,
-0.014768579,
0.0006035237,
-0.027978739,
0.0034500072,
-0.004158214,
0.0034973423,
-0.025619261,
-0.032887034,
0.03396482,
0.04148019,
-0.00013119585,
0.023580207,
-0.001642167,
-0.022021787,
0.03341136,
-0.013479605,
0.010340918,
-0.043985315,
0.037343822,
0.032799646,
-0.035013475,
0.025604697,
0.013486887,
0.011877491,
-0.007864924,
0.022167433,
0.013479605,
-0.05138417,
0.000916209
] | from transformers import AutoModelForCausalLM, AutoTokenizer
model = AutoModelForCausalLM.from_pretrained("bigscience/bloom-560m", device_map="auto", load_in_8bit=True)
tokenizer = AutoTokenizer.from_pretrained("bigscience/bloom-560m")
model.push_to_hub("bloom-560m-8bit")
Quantizing a model in 4-bit reduces your memory-usage by 4x, and for large models, set device_map="auto" to efficiently use the GPUs available: |
[
0.037632063,
-0.02116439,
-0.001830552,
-0.009655979,
-0.021674901,
0.025773589,
0.018393036,
0.006640309,
-0.007427957,
0.042241264,
0.04766728,
-0.0122304205,
0.03474402,
-0.060561366,
-0.010071682,
0.053589225,
-0.017459527,
-0.020595532,
-0.030805783,
-0.015898818,
0.01830552,
-0.008160907,
-0.09650145,
-0.07637267,
-0.043699868,
0.00077260594,
0.03909067,
-0.021354008,
0.060619712,
0.057089884,
-0.0078545995,
-0.037661236,
0.008233837,
-0.025861105,
-0.017809592,
0.0043430026,
-0.013689028,
-0.0044195796,
-0.0012753697,
-0.020289226,
0.049505126,
-0.019472405,
-0.0033693826,
-0.06563732,
-0.039849147,
0.0038069645,
-0.024665046,
-0.015125756,
0.014673588,
-0.03646518,
-0.015840473,
0.015300789,
0.0285887,
-0.028078187,
-0.03346045,
-0.024242051,
-0.033168726,
-0.015957162,
-0.035473324,
-0.018582655,
-0.012689882,
0.01453502,
0.0012115556,
-0.018013798,
0.010582195,
0.03932405,
-0.017240737,
0.023964915,
0.021120632,
0.014855914,
-0.04235795,
0.024242051,
-0.042416297,
-0.038448885,
-0.011450066,
0.03661104,
0.0048571615,
0.015869645,
-0.045771092,
0.023075165,
-0.016380157,
0.023600264,
0.022433378,
0.01412661,
-0.0068262815,
-0.028778318,
0.031505913,
0.02008502,
0.00073796406,
0.009699738,
-0.022783443,
0.036698554,
-0.0204205,
-0.008058804,
0.010480092,
0.041453615,
-0.0038580159,
0.02462129,
0.019691195,
-0.038711432,
0.026911302,
0.07637267,
0.014075559,
0.008029632,
-0.016103022,
0.047200527,
-0.00069375004,
0.020099606,
-0.026444547,
-0.016686466,
-0.0043320633,
0.003134182,
0.017284494,
0.012106439,
0.0033803221,
0.026459133,
0.0054697767,
0.0048571615,
-0.0074680685,
-0.010640539,
0.011574048,
-0.009568463,
-0.014899672,
-0.053414192,
0.010363404,
-0.022229172,
-0.018611828,
0.05178055,
-0.023031406,
-0.03243942,
-0.018290933,
0.01837845,
-0.0012516673,
0.023031406,
0.005075953,
-0.0111291725,
-0.004554501,
0.0048899804,
-0.021208148,
0.011836597,
0.037106965,
-0.014236006,
-0.038069647,
0.07293036,
-0.016103022,
-0.018874377,
0.020595532,
-0.06359527,
-0.03946991,
-0.011661564,
-0.06721262,
0.028486596,
0.011515703,
-0.0026145533,
0.013601512,
-0.009779961,
-0.008175493,
0.014009922,
0.018728515,
0.011566754,
0.01967661,
0.018918134,
-0.021529041,
0.06662917,
-0.039294876,
0.04714218,
-0.03471485,
-0.029653482,
-0.009838305,
-0.021762418,
0.015329961,
-0.005900066,
-0.033402104,
0.011355257,
0.0495343,
-0.004029402,
0.052451514,
-0.019443233,
0.00588548,
0.037661236,
-0.0137765445,
0.023468988,
0.027203023,
0.054522734,
0.025350591,
-0.027378056,
-0.031243365,
-0.04944678,
-0.036786072,
-0.00012512114,
0.029449278,
0.02621117,
-0.033577137,
0.023512747,
-0.04232878,
-0.017328253,
-0.037661236,
0.030455716,
-0.02731971,
-0.05145966,
-0.0025452694,
0.018334692,
-0.06295349,
0.04410828,
-0.0308933,
0.032060184,
0.018086728,
0.048834167,
-0.001837845,
0.03243942,
0.02736347,
-0.021412352,
-0.033693824,
-0.0111291725,
0.00433571,
0.035210777,
-0.0210477,
0.05636058,
-0.017503286,
0.0025762648,
0.00092439225,
0.031768464,
0.0454502,
-0.0016227005,
0.016876085,
-0.007934823,
-0.016905257,
0.03322707,
0.018290933,
0.016540606,
-0.0011340671,
0.027873982,
-0.014476676,
0.017590802,
-0.003035726,
0.037427858,
0.045916952,
0.044079106,
0.005641163,
0.012383575,
0.017284494,
0.024810906,
0.011851183,
0.02075598,
-0.012616952,
0.011070828,
-0.01013732,
0.009896649,
-0.03203101,
0.06330355,
-0.0331979,
0.042241264,
0.021397766,
-0.016846912,
-0.047842313,
0.0074461894,
0.010275887,
0.04970933,
-0.04101603,
0.010341524,
0.030251512,
0.014739225,
-0.018816032,
0.014024507,
0.031535085,
0.05965703,
-0.0030193168,
-0.0010811925,
0.020989357,
-0.046062812,
-0.044049934,
-0.028734561,
-0.04247464,
-0.011194809,
-0.061436534,
0.0010930437,
0.05239317,
-0.024169121,
0.035735875,
0.016817741,
0.00021730967,
-0.014899672,
0.015898818,
0.019443233,
0.051897243,
0.061028123,
-0.06493719,
0.038623918,
-0.045479372,
0.01967661,
-0.03949908,
0.0019180684,
0.02613824,
-0.04232878,
0.03512326,
-0.0020821616,
-0.012580487,
-0.06779606,
-0.024271222,
-0.010531143,
-0.019691195,
0.026648752,
-0.0065454994,
0.02784481,
-0.014090145,
-0.024737976,
0.0055062417,
-0.034073062,
0.058577664,
0.021514455,
-0.011705322,
0.027728122,
0.011078121,
0.02472339,
-0.04110355,
0.0420954,
0.040928517,
0.004098686,
-0.034423128,
-0.013390013,
-0.01974954,
0.008386991,
-0.017780421,
0.032322735,
-0.025073456,
0.040286727,
-0.012646124,
-0.036931932,
0.015052825,
-0.060269646,
-0.030864127,
-0.021222733,
-0.045946125,
0.054843627,
-0.0031560613,
0.009553877,
-0.037748754,
0.00881728,
-0.0064835087,
0.013404599,
-0.011683444,
-0.016569776,
0.007920236,
0.018218003,
0.01645309,
0.007869186,
0.023454404,
-0.046325363,
0.0104728,
-0.0020438733,
0.0059729964,
-0.01282845,
0.009553877,
-0.0010729879,
0.013273325,
0.031768464,
0.025846519,
0.015052825,
0.0067606443,
0.025117215,
0.032877006,
0.0060896846,
-0.02695506,
-0.012551314,
-0.04603364,
0.0008446247,
0.0052874507,
0.034656506,
0.04807569,
-0.00326728,
0.003626462,
0.01006439,
-0.038711432,
-0.0023829993,
0.0007607548,
0.021922866,
0.013834889,
0.044166625,
0.060561366,
-0.02465046,
-0.041686993,
-0.0040330486,
0.037807096,
0.03252694,
0.04451669,
0.010910382,
-0.015227858,
-0.010596781,
-0.023804469,
-0.02918673,
0.01934113,
-0.027392643,
-0.02836991,
-0.018991064,
-0.021324836,
-0.013893233,
0.0073878453,
0.04264967,
0.029390933,
0.029930618,
0.050905388,
-0.02109146,
-0.013200395,
0.007912944,
0.006720532,
0.0014075559,
-0.013462944,
0.038886465,
0.0008072479,
-0.0056849215,
0.012726347,
-0.003894481,
0.0027184791,
0.013791131,
0.0081682,
-0.018728515,
-0.044195797,
0.0070231934,
-0.018436793,
0.060036268,
-0.013674442,
-0.02981393,
-0.031710118,
0.0280636,
0.049125887,
-0.07672273,
0.030864127,
-0.046237845,
0.008686005,
0.033781342,
-0.013295204,
-0.013988042,
-0.024008673,
-0.026823785,
-0.01648226,
0.05134297,
0.040520106,
-0.019982917,
0.034364782,
-0.020493431,
-0.01619054,
-0.00497385,
-0.01614678,
-0.025642313,
0.056710646,
-0.0040330486,
0.014447504,
-0.028049015,
-0.030018134,
-0.004153384,
0.025569383,
-0.038069647,
0.04489593,
-0.042299606,
-0.01102707,
-0.030018134,
-0.0074133705,
0.016905257,
0.0362318,
-0.004244547,
-0.022229172,
0.0021605617,
0.0013546813,
-0.04652957,
-0.048542444,
-0.00010968042,
0.030601578,
0.030805783,
0.043758214,
0.00036989365,
-0.006494448,
0.030455716,
0.012405453,
-0.050613668,
0.02721761,
-0.01095414,
0.015271617,
-0.042532984,
-0.017357426,
0.009335086,
-0.05673982,
0.055922996,
-0.03783627,
-0.032556113,
0.035619184,
-0.0862912,
-0.0308933,
0.028895007,
-0.030514061,
0.009502825,
0.009918529,
-0.028413666,
-0.0256569,
-0.0051598228,
0.0037741459,
0.011187517,
-0.06779606,
-0.023148095,
0.056856506,
0.009524705,
0.043904074,
-0.03938239,
-0.057264917,
0.03760289,
0.015971748,
0.015986335,
-0.02123732,
-0.046325363,
0.036844417,
-0.03594008,
-0.03769041,
-0.035881735,
-0.033547964,
0.0027549441,
-0.017284494,
-0.034773193,
0.0078545995,
-0.014673588,
-0.007303975,
0.07567254,
-0.030339029,
-0.04699632,
-0.034073062,
0.0032071124,
0.02246255,
0.011326084,
-0.021441525,
-0.047550593,
-0.042387124,
0.011909527,
0.030484889,
-0.06184494,
-0.0019691195,
-0.015067412,
-0.053676743,
-0.02164573,
0.034073062,
0.0059328843,
-0.0602113,
0.010881209,
-0.019705782,
-0.0063340017,
-0.049505126,
-0.044866756,
-0.026313273,
0.0040731602,
-0.027144678,
0.04985519,
-0.0262841,
-0.023556504,
0.02383364,
-0.02186452,
0.02279803,
0.023031406,
-0.028851248,
-0.036815245,
0.012441919,
0.013105585,
-0.017722076,
0.008299475,
-0.023206439,
0.03567753,
0.0020675757,
0.059569515,
-0.011114586,
-0.009021485,
-0.006140736,
-0.023323128,
0.05064284,
-0.06668752,
0.033927202,
0.0130034825,
-0.008839159,
0.028544942,
0.012959724,
-0.022987649,
0.016657293,
-0.0331979,
-0.057614982,
0.037632063,
-0.032322735,
0.030484889,
-0.025029698,
-0.02654665,
0.03471485,
-0.03007648,
-0.008372405,
0.042124573,
0.00077306177,
0.014731932,
-0.07263864,
0.037136137,
0.016015505,
0.00001072589,
0.025336007,
0.0055098883,
0.0019107753,
-0.009240276,
-0.011063535,
-0.036815245,
-0.046762943,
0.019880814,
0.02866163,
0.01621971,
0.046179503,
0.006851807,
-0.060503025,
-0.036873586,
0.008109855,
0.02090184,
0.026561236,
-0.0018852497,
0.024081605,
0.025131801,
0.062019974,
0.0010976018,
-0.013535874,
0.013368134,
0.030018134,
-0.0061152102,
-0.033956375,
0.015971748,
0.03133088,
-0.049592644,
-0.03418975,
-0.027159264,
-0.02546728,
-0.014345401,
-0.0070341327,
-0.028428253,
0.0004972939,
-0.028632458,
0.00065728487,
-0.0127482265,
0.0303682,
-0.04206623,
-0.024781736,
0.0017184216,
-0.039528254,
0.022856373,
0.034889884,
-0.0420954,
-0.01037799,
-0.045829438,
-0.028967937,
-0.03631932,
-0.01184389,
0.084832594,
-0.015767543,
0.047608938,
0.0495343,
-0.0036647504,
0.041278582,
-0.001412114,
0.038973983,
0.017940868,
-0.039411563,
-0.045479372,
-0.02546728,
0.041453615,
-0.0006855453,
0.025336007,
-0.020362156,
0.022112485,
0.02082891,
0.041336928,
-0.0075264126,
-0.047871485,
0.03281866,
-0.046208672,
-0.027567675,
0.009262156,
-0.039849147,
-0.0068591,
0.048484102,
0.007898358,
-0.041862026,
0.014542313,
0.022447964,
-0.0015652678,
0.007912944,
-0.01919527,
0.007212812,
-0.041453615,
0.004401347,
-0.08179869,
-0.040899344,
-0.0003133726,
0.0028151118,
-0.006698653,
-0.0047368268,
0.03241025,
0.026604993,
0.009845598,
0.033256244,
0.008299475,
0.016817741,
-0.0112750335,
-0.0033201545,
-0.07106334,
0.04343732,
0.035969254,
-0.01734284,
-0.000278047,
-0.023716953,
0.001739389,
-0.0014102907,
-0.0010100855,
0.058256768,
-0.03389803,
-0.015767543,
0.012843036,
0.01511117,
-0.05093456,
0.036931932,
-0.039674114,
-0.019530749,
0.027523916,
0.006753351,
0.006020401,
0.030805783,
-0.008868331,
0.03351879,
-0.022958476,
0.032643627,
0.0071836403,
0.021426938,
0.0121939555,
0.0031159495,
0.020289226,
0.004962911,
0.02632786,
0.026604993,
-0.035794217,
0.039557427,
-0.0163364,
-0.02836991,
-0.006549146,
0.008044219,
0.035560843,
0.055456243,
0.0007056012,
-0.05116794,
-0.034364782,
0.0026893069,
-0.010968725,
0.050263602,
-0.059977926,
-0.017284494,
0.051547177,
-0.068146124,
0.008438042,
-0.034510646,
0.0033475033,
0.0058818334,
0.061961632,
-0.011544876,
0.0349774,
0.000617629,
-0.00996958,
0.033547964,
-0.045479372,
-0.020216295,
0.009823719,
0.0072784494,
-0.033256244,
-0.015081998,
0.0038251972,
0.050613668,
-0.013448358,
-0.010144613,
-0.033431277,
-0.012245007,
0.011428187,
0.02580276,
-0.02443167,
-0.021456111,
-0.015869645,
0.058781866,
-0.03173929,
0.04603364,
-0.026109068,
-0.010159199,
0.01900565,
0.018145073,
-0.0039272998,
0.010728056,
0.035560843,
-0.052043103,
0.012551314,
0.03529829,
0.035414983,
-0.0039418857,
-0.002211613,
-0.0010857506,
0.057148226,
0.018057557,
0.027188437,
0.008839159,
0.0069612027,
-0.004977497,
-0.039849147,
-0.0120116295,
0.020391328,
0.027450986,
0.041774508,
0.010596781,
-0.016292641,
-0.005976643,
-0.0011468298,
0.011063535,
0.007861893,
-0.010173785,
0.0024723392,
-0.007905651,
-0.022506308,
0.03290618,
-0.027611433,
-0.03771958,
-0.0014522257,
0.03197267,
0.034568988,
-0.005991229,
0.0028479304,
0.0017047471,
0.033256244,
-0.0110927075,
0.01004251,
0.038594745,
-0.019632852,
0.04466255,
0.015373719,
0.052597374,
-0.009167346,
0.001837845,
-0.020362156,
-0.04930092,
-0.017065704,
0.020172536,
-0.010217543,
0.0066111367,
-0.018086728,
-0.029434692,
0.0039747045,
-0.0513138,
-0.006902858,
-0.04381656,
0.001446756,
0.018203417,
-0.059102762,
-0.02361485,
0.04728804,
-0.0152132725,
0.0081682,
-0.022652168,
0.030834954,
-0.0062938896,
0.09562629,
0.01006439,
-0.03544415,
0.03173929,
-0.004999376,
-0.05881104,
0.030747438,
-0.03238108,
-0.016438503,
-0.0036647504,
-0.007464422,
-0.05542707,
-0.015825888,
-0.0061553223,
-0.011151051,
-0.058752697,
0.0472297,
0.0204205,
-0.033810515,
-0.005167116,
0.06954639,
0.033168726,
0.009495532,
-0.003239931,
-0.0033584428,
-0.02925966,
-0.0198954,
-0.034919053,
0.053530883,
-0.035619184,
-0.024898423,
-0.011114586,
0.001070253,
0.001623612,
0.010181078,
0.005568233,
0.00456544,
0.010509265,
0.037340343,
0.0038470763,
0.056156375,
0.0001685375,
-0.03468568,
0.025088042,
0.031068332,
-0.0025744415,
0.0683795,
0.06878791,
0.0043430026,
-0.0005323916,
0.018655585,
-0.007971288,
0.014133903,
-0.015198686,
-0.02695506,
0.021879107,
-0.019414062,
-0.0303682,
-0.005590112,
0.02198121,
-0.051518004,
-0.009998752,
-0.009087122,
-0.017838765,
-0.079990014,
0.011304205,
-0.004485217,
0.006428811,
-0.012106439,
-0.025525624,
0.015388305,
-0.055893824,
0.25391433,
0.038419712,
0.030980816,
0.007198226,
0.055164523,
0.059423655,
0.015942575,
-0.011034363,
-0.024737976,
-0.029609725,
-0.0009818249,
-0.023045992,
0.029507622,
0.03144757,
-0.019764127,
0.030018134,
-0.056623127,
-0.006592904,
0.021558214,
-0.041191064,
-0.048950855,
0.026648752,
0.018509725,
0.05364757,
0.07234691,
0.008211958,
-0.01102707,
-0.04384573,
0.0013054534,
-0.012062681,
-0.006662188,
-0.039149016,
0.0070304866,
0.018699344,
0.015898818,
0.0018068496,
-0.04124941,
-0.021076873,
-0.03200184,
0.01652602,
0.013251446,
-0.013185808,
-0.0029463863,
-0.016278056,
-0.010130026,
-0.01544665,
0.0009180109,
0.038040474,
0.015723785,
-0.02183535,
0.054289356,
-0.06353693,
0.0308933,
-0.03798213,
-0.054843627,
0.026590409,
-0.042853877,
-0.01734284,
-0.0058927727,
0.045304336,
-0.008255716,
0.008255716,
-0.030864127,
0.003992937,
-0.024183705,
0.018334692,
-0.027203023,
0.058198426,
-0.019705782,
-0.022302102,
-0.011260447,
0.010326939,
-0.042999737,
0.016817741,
0.03631932,
0.038303025,
-0.008190079,
0.04043259,
-0.01919527,
-0.0548728,
0.010728056,
0.0027750002,
0.042941395,
-0.05323916,
0.030397372,
0.019705782,
-0.048396584,
0.0042919517,
0.018174244,
0.019384889,
0.026707096,
0.054901972,
-0.023527334,
-0.05186807,
-0.013528581
] | By default, all the other modules such as torch.nn.LayerNorm are converted to torch.float16. You can change the data type of these modules with the torch_dtype parameter if you want:
import torch
from transformers import AutoModelForCausalLM
model_4bit = AutoModelForCausalLM.from_pretrained("facebook/opt-350m", load_in_4bit=True, torch_dtype=torch.float32)
model_4bit.model.decoder.layers[-1].final_layer_norm.weight.dtype |
Subsets and Splits
No saved queries yet
Save your SQL queries to embed, download, and access them later. Queries will appear here once saved.