init

.env.template

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+AWS_ACCESS_KEY_ID=
+AWS_SECRET_ACCESS_KEY=
+AWS_REGION=
+GROQ_API_KEY=
+OPENAI_API_KEY=
+QDRANT_URL=
+QDRANT_API_KEY=
+COLLECTION_NAME=

.gitignore

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+documents
+.env
+record_manager_cache.sql

Dockerfile

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+# app/Dockerfile
+
+FROM python:3.9-slim
+
+WORKDIR /app
+
+RUN apt-get update && apt-get install -y \
+    build-essential \
+    curl \
+    git \
+    software-properties-common \
+    && rm -rf /var/lib/apt/lists/*
+
+COPY requirements.txt requirements.txt
+RUN pip3 install -r requirements.txt
+
+EXPOSE 8501
+
+# HEALTHCHECK CMD curl --fail http://localhost:8501/_stcore/health
+
+# COPY config.yaml config.yaml
+# COPY .env .env
+RUN mkdir /documents/
+COPY utils/ utils/
+COPY main.py main.py 
+# COPY certs certs
+
+#for normal deploy
+# ENTRYPOINT ["streamlit", "run", "main.py", "--server.port=8501", "--server.address=0.0.0.0", "--server.sslCertFile=/app/certs/app.riassume.com+4.pem", "--server.sslKeyFile=/app/certs/app.riassume.com+4-key.pem"]
+ENTRYPOINT ["streamlit", "run", "main.py", "--server.port=8501", "--server.address=0.0.0.0"]
+
+#for Cloud Run deploy
+# ENTRYPOINT ["streamlit", "run", "main.py", "--server.port=8080", "--server.address=0.0.0.0"] 

README.md

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+# References
+
+* [Build a basic LLM chat app
+](https://docs.streamlit.io/develop/tutorials/llms/build-conversational-apps)
+
+* [Retrieval Augmented Generation + Citations(RAG+C) with Cohere + Langchain + Qdrant](https://medium.com/@50_shades_of_gradient/retrieval-augmented-generation-citations-rag-c-with-cohere-langchain-qdrant-157f9b4cce22)
+
+* [Exploring LangChain Chains & Agents: A Quick Overview](https://medium.com/@kbdhunga/exploring-langchain-chains-agents-a-quick-overview-9d0a8c4d7ba0)