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retrievers interface (#1948)
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@@ -67,6 +67,27 @@ In the below guides, we cover different types of vectorstores and how to use the
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vectorstore_examples/*
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Retrievers
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------------
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The retriever interface is a generic interface that makes it easy to combine documents with
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language models. This interface exposes a `get_relevant_texts` method which takes in a query
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(a string) and returns a list of documents.
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`ChatGPT Plugin Retriever <./retriever_examples/chatgpt-plugin-retriever.html>`_: A walkthrough of how to use the ChatGPT Plugin Retriever within the LangChain framework.
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.. toctree::
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:maxdepth: 1
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:glob:
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:caption: Retrievers
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:name: retrievers
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:hidden:
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retriever_examples/*
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Chains
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------
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@@ -0,0 +1,88 @@
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{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "074b0004",
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"metadata": {},
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"source": [
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"# ChatGPT Plugin Retriever\n",
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"\n",
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"This notebook shows how to use the ChatGPT Retriever Plugin within LangChain.\n",
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"\n",
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"To set up the ChatGPT Retriever Plugin, please follow instructions [here](https://github.com/openai/chatgpt-retrieval-plugin)."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "39d6074e",
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"metadata": {},
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"outputs": [],
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"source": [
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"from langchain.retrievers import ChatGPTPluginRetriever"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "33fd23d1",
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"metadata": {},
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"outputs": [],
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"source": [
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"retriever = ChatGPTPluginRetriever(url=\"http://0.0.0.0:8000\", bearer_token=\"foo\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "16250bdf",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"[Document(page_content=\"This is Alice's phone number: 123-456-7890\", lookup_str='', metadata={'id': '456_0', 'metadata': {'source': 'email', 'source_id': '567', 'url': None, 'created_at': '1609592400.0', 'author': 'Alice', 'document_id': '456'}, 'embedding': None, 'score': 0.925571561}, lookup_index=0),\n",
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" Document(page_content='This is a document about something', lookup_str='', metadata={'id': '123_0', 'metadata': {'source': 'file', 'source_id': 'https://example.com/doc1', 'url': 'https://example.com/doc1', 'created_at': '1609502400.0', 'author': 'Alice', 'document_id': '123'}, 'embedding': None, 'score': 0.6987589}, lookup_index=0),\n",
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" Document(page_content='Team: Angels \"Payroll (millions)\": 154.49 \"Wins\": 89', lookup_str='', metadata={'id': '59c2c0c1-ae3f-4272-a1da-f44a723ea631_0', 'metadata': {'source': None, 'source_id': None, 'url': None, 'created_at': None, 'author': None, 'document_id': '59c2c0c1-ae3f-4272-a1da-f44a723ea631'}, 'embedding': None, 'score': 0.697888613}, lookup_index=0)]"
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]
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},
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"execution_count": 3,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"retriever.get_relevant_texts(\"alice's phone number\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "c8b5794b",
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"metadata": {},
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"outputs": [],
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"source": []
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3 (ipykernel)",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.9.1"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 5
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}
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