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Browse files- .gitattributes +1 -0
- app.py +43 -0
- gita_vector_index/index.faiss +3 -0
- gita_vector_index/index.pkl +3 -0
- requirements.txt +6 -0
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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gita_vector_index/index.faiss filter=lfs diff=lfs merge=lfs -text
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app.py
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import gradio as gr
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import openai
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from getpass import getpass
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import os
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from langchain.vectorstores import FAISS
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from langchain.embeddings import HuggingFaceEmbeddings
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#OpenRouter API
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openai.api_key = os.environ.get("OPENROUTER_API_KEY")
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openai.api_base = "https://openrouter.ai/api/v1"
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# Load vector DB
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embedding_model = HuggingFaceEmbeddings(model_name="sentence-transformers/all-MiniLM-L6-v2")
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db = FAISS.load_local("gita_vector_index", embedding_model, allow_dangerous_deserialization=True)
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retriever = db.as_retriever()
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# Chat function
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def Talk2Gita(query, history):
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try:
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docs = retriever.get_relevant_documents(query)
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context = "\n\n".join([doc.page_content for doc in docs[:2]])
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response = openai.ChatCompletion.create(
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model="mistralai/mistral-7b-instruct",
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messages=[
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{"role": "system", "content": "You are a helpful assistant answering questions from the Bhagavad Gita."},
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{"role": "user", "content": f"""Context:
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{context}
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Question:
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{query}"""}
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],
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max_tokens=300,
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)
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return response["choices"][0]["message"]["content"]
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except Exception as e:
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return f" Error: {str(e)}"
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# Launch Gradio app
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gr.ChatInterface(Talk2Gita, title="Talk to the Bhagavad Gita").launch(share=True)
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gita_vector_index/index.faiss
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version https://git-lfs.github.com/spec/v1
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oid sha256:6ee0f1c02b097f795d35ab19d27417dbb74737adc69a751a2e2c3de8b4d04160
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size 393261
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gita_vector_index/index.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:b9803cea0ce7c011efb6d96160b78455b5b3d15d7dd1ef3e218579374a4fdf66
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size 131710
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requirements.txt
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@@ -0,0 +1,6 @@
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gradio
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openai
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langchain
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huggingface-hub
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sentence-transformers
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faiss-cpu
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