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Runtime error
Runtime error
Adding run file and requirements
Browse files- app.py +50 -0
- requirements.txt +8 -0
app.py
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from langchain.text_splitter import RecursiveCharacterTextSplitter
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from langchain.document_loaders import UnstructuredFileLoader, DirectoryLoader
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from langchain.embeddings.openai import OpenAIEmbeddings
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from langchain.vectorstores import Chroma
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from langchain.chat_models import ChatOpenAI
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from langchain.chains import RetrievalQA
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import os
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destination_folder = './data/'
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txt_dir_loader = DirectoryLoader(destination_folder,
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loader_cls=UnstructuredFileLoader)
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data = txt_dir_loader.load()
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text_splitter = RecursiveCharacterTextSplitter(chunk_size=1000,
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chunk_overlap=20)
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documents = text_splitter.split_documents(data)
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embeddings = OpenAIEmbeddings()
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persist_directory = "vector_db"
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vectordb = Chroma.from_documents(documents=documents,
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embedding=embeddings,
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persist_directory=persist_directory)
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vectordb.persist()
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vectordb = None
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vectordb = Chroma(persist_directory=persist_directory,
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embedding_function=embeddings)
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llm = ChatOpenAI(temperature=0, model="gpt-3.5-turbo")
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doc_retriever = vectordb.as_retriever()
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hp_qa = RetrievalQA.from_chain_type(llm=llm,
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chain_type="stuff",
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retriever=doc_retriever)
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def answer_question(query):
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return(hp_qa.run(query))
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if __name__ == "main":
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import gradio as gr
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gr.Interface(
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answer_question,
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[
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gr.inputs.Textbox(lines=2, label="Query"),
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],
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gr.outputs.Textbox(label="Response"),
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title="Ask Harry Potter",
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description=""" Ask Harry Potter is a tool that let's you ask a question with
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the books' text as reference""",
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).launch()
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requirements.txt
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@@ -0,0 +1,8 @@
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openai
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langchain
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tiktoken
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chromadb
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"unstructured[local-inference]"
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"detectron2@git+https://github.com/facebookresearch/detectron2.git@v0.6#egg=detectron2"
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layoutparser[layoutmodels,tesseract]
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