joey1101 commited on
Commit
a241059
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1 Parent(s): f18a681

Create helperbot_bigdl.py

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  1. helperbot_bigdl.py +46 -0
helperbot_bigdl.py ADDED
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+ from models.whisper_model import AudioTranslator
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+ from models.llm_model import LlmReasoner
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+
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+
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+ class Chat:
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+
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+ def __init__(self, args) -> None:
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+ self.args = args
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+
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+ def init_model(self):
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+ print('\033[1;33m' + "Initializing models...".center(50, '-') + '\033[0m')
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+ self.audio_translator = AudioTranslator(self.args)
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+ self.llm_reasoner = LlmReasoner(self.args)
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+
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+ print('\033[1;32m' + "Model initialization finished!".center(50, '-') + '\033[0m')
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+
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+ def video2log(self, video_path):
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+ audio_results = self.audio_translator(video_path)
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+
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+ en_log_result = []
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+ en_log_result_tmp = ""
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+ audio_transcript = self.audio_translator.match(audio_results)
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+ en_log_result_tmp += f"\n{audio_transcript}"
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+
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+ en_log_result.append(en_log_result_tmp)
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+
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+ en_log_result = "\n\n".join(en_log_result)
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+ print(f"\033[1;34mLog: \033[0m\n{en_log_result}\n")
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+
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+ return en_log_result
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+
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+ def chat2video(self, args, user_input, en_log_result):
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+ self.llm_reasoner.create_qa_chain(args, en_log_result)
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+ en_user_input = user_input
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+
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+ print("\n\033[1;32mGnerating response...\033[0m")
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+ answer, generated_question, source_documents = self.llm_reasoner(en_user_input)
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+ print(f"\033[1;32mQuestion: \033[0m{user_input}")
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+ print(f"\033[1;32mAnswer: \033[0m{answer[0][1]}")
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+ self.clean_history()
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+
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+ return answer, generated_question, source_documents
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+
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+ def clean_history(self):
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+ self.llm_reasoner.clean_history()
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+ return