Spaces:
Sleeping
Sleeping
added base script
Browse files- .gitignore +3 -0
- app.py +31 -0
- constraints.txt +102 -0
- requirements.txt +5 -0
- store.py +42 -0
.gitignore
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venv/*
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__pychache__
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podcast-*.txt
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app.py
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import gradio as gr
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from langchain.chains import RetrievalQA
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from langchain.embeddings import OpenAIEmbeddings
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from langchain.llms import OpenAI
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from langchain.vectorstores import Chroma
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PERSIST_DIR_NAME = "podcast-75"
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def get_retrieval_qa() -> RetrievalQA:
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embeddings = OpenAIEmbeddings()
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db = Chroma(persist_directory=PERSIST_DIR_NAME, embedding_function=embeddings)
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retriever = db.as_retriever()
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return RetrievalQA.from_chain_type(
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llm=OpenAI(), chain_type="stuff", retriever=retriever
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)
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def main(query: str):
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qa = get_retrieval_qa()
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answer = qa(query)
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return answer["result"]
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pyhack_qa = gr.Interface(
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fn=main,
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inputs=[gr.Textbox(label="query")],
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outputs="text",
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)
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pyhack_qa.launch()
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constraints.txt
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aiofiles==23.1.0
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aiohttp==3.8.4
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aiosignal==1.3.1
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altair==5.0.1
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anyio==3.7.0
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async-timeout==4.0.2
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attrs==23.1.0
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backoff==2.2.1
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certifi==2023.5.7
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charset-normalizer==3.1.0
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chromadb==0.3.26
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click==8.1.3
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clickhouse-connect==0.6.3
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coloredlogs==15.0.1
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contourpy==1.1.0
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cycler==0.11.0
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dataclasses-json==0.5.8
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duckdb==0.8.1
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exceptiongroup==1.1.1
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fastapi==0.98.0
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ffmpy==0.3.0
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filelock==3.12.2
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flatbuffers==23.5.26
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fonttools==4.40.0
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frozenlist==1.3.3
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fsspec==2023.6.0
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gradio==3.35.2
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gradio_client==0.2.7
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greenlet==2.0.2
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h11==0.14.0
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hnswlib==0.7.0
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httpcore==0.17.2
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httptools==0.5.0
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httpx==0.24.1
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huggingface-hub==0.15.1
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humanfriendly==10.0
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idna==3.4
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Jinja2==3.1.2
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jsonschema==4.17.3
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kiwisolver==1.4.4
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langchain==0.0.209
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langchainplus-sdk==0.0.16
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linkify-it-py==2.0.2
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lz4==4.3.2
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markdown-it-py==2.2.0
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MarkupSafe==2.1.3
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marshmallow==3.19.0
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marshmallow-enum==1.5.1
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matplotlib==3.7.1
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mdit-py-plugins==0.3.3
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mdurl==0.1.2
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monotonic==1.6
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mpmath==1.3.0
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multidict==6.0.4
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mypy-extensions==1.0.0
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numexpr==2.8.4
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numpy==1.25.0
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onnxruntime==1.15.1
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openai==0.27.8
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openapi-schema-pydantic==1.2.4
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orjson==3.9.1
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overrides==7.3.1
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packaging==23.1
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pandas==2.0.2
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Pillow==9.5.0
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posthog==3.0.1
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protobuf==4.23.3
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pulsar-client==3.2.0
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pydantic==1.10.9
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pydub==0.25.1
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Pygments==2.15.1
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pyparsing==3.1.0
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pyrsistent==0.19.3
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python-dateutil==2.8.2
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python-dotenv==1.0.0
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python-multipart==0.0.6
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pytz==2023.3
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PyYAML==6.0
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regex==2023.6.3
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requests==2.31.0
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semantic-version==2.10.0
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six==1.16.0
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sniffio==1.3.0
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SQLAlchemy==2.0.16
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starlette==0.27.0
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sympy==1.12
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tenacity==8.2.2
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tiktoken==0.4.0
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tokenizers==0.13.3
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toolz==0.12.0
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tqdm==4.65.0
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typing-inspect==0.9.0
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typing_extensions==4.6.3
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tzdata==2023.3
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uc-micro-py==1.0.2
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urllib3==2.0.3
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uvicorn==0.22.0
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uvloop==0.17.0
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watchfiles==0.19.0
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websockets==11.0.3
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yarl==1.9.2
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zstandard==0.21.0
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requirements.txt
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langchain
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openai
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chromadb
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tiktoken
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gradio
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store.py
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from langchain.document_loaders import TextLoader
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from langchain.text_splitter import RecursiveCharacterTextSplitter
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from langchain.embeddings import OpenAIEmbeddings
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from langchain.vectorstores import Chroma
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CHUNK_SIZE = 500
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def get_documents(filename: str):
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loader = TextLoader(filename)
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docs = loader.load()
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return docs
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def get_text_chunk(docs):
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text_splitter = RecursiveCharacterTextSplitter(chunk_size=CHUNK_SIZE, chunk_overlap=0)
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texts = text_splitter.split_documents(docs)
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return texts
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def store(texts, dir_name):
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embeddings = OpenAIEmbeddings()
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db = Chroma.from_documents(texts, embeddings, persist_directory=dir_name)
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db.persist()
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def main(filename: str, dir_name: str):
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docs = get_documents(filename)
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texts = get_text_chunk(docs)
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store(texts, dir_name)
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if __name__ == "__main__":
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import sys
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args = sys.argv
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if len(args) != 3:
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print("No args, you need one args for text filename")
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else:
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filename = args[1]
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dir_name = args[2]
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main(filename, dir_name)
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