migrate to huggingface

.gitignore

@@ -0,0 +1,3 @@
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.ragatouille/colbert/indexes/ESV/0.codes.pt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:42dedf695ccc4f6306bae7497ac06fc6290fd16469cafc3afe1065aabcf26875
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.ragatouille/colbert/indexes/ESV/0.metadata.json

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+{
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+    "num_passages": 25000,
+    "num_embeddings": 528479,
+    "embedding_offset": 0
+}

.ragatouille/colbert/indexes/ESV/0.residuals.pt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:038f070ab11af85897730c669f67697d2466eeaba5d88400c2fb37793a93c382
+size 16912496

.ragatouille/colbert/indexes/ESV/1.codes.pt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:896bc7240e567cfa20b090cea50440a41a2cc0d5a385477d716496a708eb624d
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.ragatouille/colbert/indexes/ESV/1.metadata.json

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+{
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+    "num_passages": 20778,
+    "num_embeddings": 429159,
+    "embedding_offset": 528479
+}

.ragatouille/colbert/indexes/ESV/1.residuals.pt

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+version https://git-lfs.github.com/spec/v1
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.ragatouille/colbert/indexes/ESV/avg_residual.pt

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.ragatouille/colbert/indexes/ESV/buckets.pt

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+version https://git-lfs.github.com/spec/v1
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.ragatouille/colbert/indexes/ESV/centroids.pt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:06aaeeace2e0d6f6aa3f1718ed3897ba6981629069bd81ba4b8139ffc9f0f33c
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.ragatouille/colbert/indexes/ESV/doclens.0.json

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.ragatouille/colbert/indexes/ESV/doclens.1.json

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.ragatouille/colbert/indexes/ESV/ivf.pid.pt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:a0b2954a5ac3d152adb21cc650368ca9a0d4b9cedf94cdb592bc295336488f26
+size 3042200

.ragatouille/colbert/indexes/ESV/metadata.json

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+{
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+                "Paul, an apostle of Christ Jesus by the will of God, and Timothy our brother,",
+                "To the church of God that is at Corinth, with all the saints who are in the whole of Achaia:",
+                "Grace to you and peace from God our Father and the Lord Jesus Christ."
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+        "root": ".ragatouille\/",
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+}

.ragatouille/colbert/indexes/ESV/plan.json

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+{
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+        "doc_token_id": "[unused1]",
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+                "Grace to you and peace from God our Father and the Lord Jesus Christ."
+            ]
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+    "num_embeddings_est": 955284.4783859253,
+    "avg_doclen_est": 20.86776351928711
+}

README.md

@@ -1,12 +1,20 @@
----
-title: Askthebible
-emoji: 🚀
-colorFrom: green
-colorTo: yellow
-sdk: streamlit
-sdk_version: 1.31.1
-app_file: app.py
-pinned: false
----
-
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+# Bible QA
+
+Ask a question about the Bible and get an answer.
+
+This uses ColBERT embeddings to retrieve relevant passages from the Bible (ESV) and then uses OpenAI's `gpt-3.5-turbo-0125` to answer the question.
+
+# Setup
+
+```bash
+pyenv local 3.11
+python3 -m venv venv
+source venv/bin/activate
+pip install -r requirements.txt
+
+# install in editable mode
+pip install -e .
+
+# setup pre-commit
+pre-commit install
+```

app.py

@@ -0,0 +1,54 @@
+import streamlit as st
+from ragatouille import RAGPretrainedModel
+from langchain.chains import create_retrieval_chain
+from langchain.chains.combine_documents import create_stuff_documents_chain
+from langchain_core.prompts import ChatPromptTemplate
+from langchain_openai import ChatOpenAI
+from dotenv import load_dotenv
+import os
+# load_dotenv()
+
+os.environ["OPENAI_API_KEY"] = st.secrets["OPENAI_API_KEY"]
+os.environ["LANGCHAIN_TRACING_V2"] = "true"
+os.environ["LANGCHAIN_ENDPOINT"] = "https://api.smith.langchain.com"
+os.environ["LANGCHAIN_API_KEY"] = st.secrets["LANGCHAIN_API_KEY"]
+os.environ["LANGCHAIN_PROJECT"] = "bibleqa"
+
+path_to_index = ".ragatouille/colbert/indexes/ESV/"
+RAG = RAGPretrainedModel.from_index(path_to_index)
+
+st.header("Bible Q&A")
+st.write(
+"""
+Ask a question about the Bible and get an answer.
+
+This uses ColBERT embeddings to retrieve relevant passages from the Bible (ESV) and then uses OpenAI's `gpt-3.5-turbo-0125` to answer the question.
+"""
+)
+
+llm = ChatOpenAI(model="gpt-3.5-turbo-0125")
+prompt = ChatPromptTemplate.from_template(
+"""Answer the following question based only on the provided context:
+
+<context>
+{context}
+</context>
+
+Question: {input}"""
+)
+
+retriever = RAG.as_langchain_retriever(k=10)
+document_chain = create_stuff_documents_chain(llm, prompt)
+retrieval_chain = create_retrieval_chain(retriever, document_chain)
+
+with st.form(key="query_form"):
+    query = st.text_input("Enter a query", "What does the Bible say about money?")
+    submit_button = st.form_submit_button(label="Submit")
+if submit_button:
+    output = retrieval_chain.invoke({"input": query})
+
+    st.header("Answer")
+    st.write(output["answer"])
+
+    st.header("Context")
+    st.write(output["context"])

requirements.txt

@@ -0,0 +1,7 @@
+pre-commit
+pandas
+RAGatouille
+langchain
+langchain-openai
+python-dotenv
+streamlit