From 7e055459947693e645e7582c1ea23522613d77e9 Mon Sep 17 00:00:00 2001 From: Dev 2049 Date: Thu, 13 Apr 2023 11:09:35 -0700 Subject: [PATCH] wip --- .../examples/pinecone_hybrid_search.ipynb | 9 +- notebooks/retrieval_test_suite.ipynb | 8308 ++++++++++++++++- 2 files changed, 8215 insertions(+), 102 deletions(-) diff --git a/docs/modules/indexes/retrievers/examples/pinecone_hybrid_search.ipynb b/docs/modules/indexes/retrievers/examples/pinecone_hybrid_search.ipynb index a3680aa9d42..c4c1d3fa7a8 100644 --- a/docs/modules/indexes/retrievers/examples/pinecone_hybrid_search.ipynb +++ b/docs/modules/indexes/retrievers/examples/pinecone_hybrid_search.ipynb @@ -1,7 +1,6 @@ { "cells": [ { - "attachments": {}, "cell_type": "markdown", "id": "ab66dd43", "metadata": {}, @@ -32,7 +31,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "id": "95d5d7f9", "metadata": {}, @@ -109,7 +107,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "id": "dbc025d6", "metadata": {}, @@ -131,7 +128,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "id": "96bf8879", "metadata": {}, @@ -156,7 +152,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "id": "23601ddb", "metadata": {}, @@ -269,7 +264,7 @@ ], "metadata": { "kernelspec": { - "display_name": ".venv", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -283,7 +278,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.13" + "version": "3.9.1" }, "vscode": { "interpreter": { diff --git a/notebooks/retrieval_test_suite.ipynb b/notebooks/retrieval_test_suite.ipynb index a9154216a83..91fe703081f 100644 --- a/notebooks/retrieval_test_suite.ipynb +++ b/notebooks/retrieval_test_suite.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "eba36afd", + "id": "51114977", "metadata": {}, "source": [ "# Testing Retrieval QA Chains\n", @@ -362,7 +362,7 @@ }, { "cell_type": "markdown", - "id": "c89c7faf", + "id": "c3a690dd", "metadata": {}, "source": [ "# Run test cases against each retrieval system" @@ -371,7 +371,7 @@ { "cell_type": "code", "execution_count": 459, - "id": "f8636f8a", + "id": "c71e4897", "metadata": {}, "outputs": [], "source": [ @@ -421,7 +421,7 @@ }, { "cell_type": "code", - "execution_count": 470, + "execution_count": 496, "id": "8a91ecf3", "metadata": {}, "outputs": [ @@ -429,55 +429,55 @@ "data": { "text/html": [ "\n", - "\n", + "
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 SystemRetrieve 5 documentsRevised statementsOne fact in long textRedundant documentsEntity disambiguationMetadata question (temporal information)SystemRetrieve 5 documentsRevised statementsOne fact in long textRedundant documentsEntity disambiguationMetadata question (temporal information)
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\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 470, + "execution_count": 496, "metadata": {}, "output_type": "execute_result" } @@ -496,67 +496,10 @@ }, { "cell_type": "code", - "execution_count": 471, - "id": "11d65d60", + "execution_count": null, + "id": "4863ca2c", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
 SystemRetrieve 5 documentsRevised statementsOne fact in long textRedundant documentsEntity disambiguationMetadata question (temporal information)
0{'search': 'similarity', 'k': 4, 'chunk_size': 1000}FalseTrueTrueTrueFalseFalse
1{'search': 'mmr', 'k': 6, 'chunk_size': 200, 'metadata': 'prepend to content', 'prompt': 'improved'}FalseFalseTrueTrueFalseFalse
\n" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 471, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "retriever_result_df = pd.DataFrame([{\"System\": f\"{res['params']}\", **{k: v['retriever_pass'] for k, v in res[\"test_cases\"].items()}} for res in test_results])\n", "retriever_result_df.style.apply(highlight, subset=test_result_df.columns.drop(\"System\"))" @@ -565,8 +508,10 @@ { "cell_type": "code", "execution_count": 472, - "id": "14d8b1fd", - "metadata": {}, + "id": "28cdb08d", + "metadata": { + "collapsed": true + }, "outputs": [ { "data": { @@ -640,10 +585,8183 @@ "test_results[1]" ] }, + { + "cell_type": "code", + "execution_count": 493, + "id": "7b2c64b3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "WhoAmIResponse(username='54e2e2e', user_label='default', projectname='0e5c802')" + ] + }, + "execution_count": 493, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# The perfect retrieval method:)\n", + "import datetime\n", + "import os\n", + "import pinecone\n", + "from pinecone_text.sparse import BM25Encoder\n", + "from langchain.retrievers import PineconeHybridSearchRetriever\n", + "\n", + "os.environ[\"PINECONE_API_KEY\"] = \"08083494-2024-4296-ac3c-9dff7641791d\"\n", + "os.environ[\"PINECONE_ENVIRONMENT\"] = \"northamerica-northeast1-gcp\"\n", + "api_key = os.getenv(\"PINECONE_API_KEY\")\n", + "env = os.getenv(\"PINECONE_ENVIRONMENT\")\n", + "\n", + "\n", + "pinecone.init(api_key=os.getenv(\"PINECONE_API_KEY\"), enviroment=env)\n", + "pinecone.whoami()" + ] + }, + { + "cell_type": "code", + "execution_count": 499, + "id": "a1edc062", + "metadata": {}, + "outputs": [], + "source": [ + "def get_retriever(documents):\n", + " timestamp = int(datetime.datetime.now().timestamp())\n", + " index_name = f\"hybrid-search-{timestamp}\"\n", + "\n", + " # create the index\n", + " pinecone.create_index(\n", + " name = index_name,\n", + " dimension = 1536, # dimensionality of dense model\n", + " metric = \"dotproduct\", # sparse values supported only for dotproduct\n", + " pod_type = \"s1\",\n", + " metadata_config={\"indexed\": []} # see explaination above\n", + " )\n", + " index = pinecone.Index(index_name)\n", + " # or from pinecone_text.sparse import SpladeEncoder if you wish to work with SPLADE\n", + "\n", + " # use default tf-idf values\n", + " bm25_encoder = BM25Encoder().default()\n", + " retriever = PineconeHybridSearchRetriever(embeddings=embeddings, sparse_encoder=bm25_encoder, index=index)\n", + " \n", + " text_splitter = CharacterTextSplitter(chunk_size=1000, chunk_overlap=0)\n", + " documents = text_splitter.split_documents(documents)\n", + " for doc in documents:\n", + " doc.page_content = f\"Document metadata: {doc.metadata}\\n\\n\" + doc.page_content\n", + " retriever.add_texts([doc.page_content for doc in documents])\n", + " return retriever\n", + "\n", + "def cleanup_retriever(retriever):\n", + " pinecone.delete_index(retriever.index.index_name)\n", + "\n", + "candidate = {\n", + " \"params\": {\"search\": \"pinecone hybrid\", \"k\": 4, \"chunk_size\": 100},\n", + " \"get_retriever\": get_retriever,\n", + " \"cleanup_retriever\": cleanup_retriever\n", + "}\n", + "retrieval_candidates = [candidate]" + ] + }, + { + "cell_type": "code", + "execution_count": 504, + "id": "5a990f37", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " 0% [ ] 0 / 65406227\r", + " 0% [ ] 8192 / 65406227\r", + " 0% [ ] 16384 / 65406227\r", + " 0% [ ] 24576 / 65406227\r", + " 0% [ ] 32768 / 65406227\r", + " 0% [ ] 40960 / 65406227\r", + " 0% [ ] 49152 / 65406227\r", + " 0% [ ] 57344 / 65406227\r", + " 0% [ ] 65536 / 65406227\r", + " 0% [ ] 73728 / 65406227\r", + " 0% [ ] 81920 / 65406227\r", + " 0% [ ] 90112 / 65406227\r", + " 0% [ ] 98304 / 65406227\r", + " 0% [ ] 106496 / 65406227\r", + " 0% [ ] 114688 / 65406227\r", + " 0% 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\u001b[38;5;21mcleanup_retriever\u001b[39m(retriever):\n\u001b[0;32m---> 28\u001b[0m pinecone\u001b[38;5;241m.\u001b[39mdelete_index(\u001b[43mretriever\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindex_name\u001b[49m)\n", + "\u001b[0;31mAttributeError\u001b[0m: 'Index' object has no attribute 'index_name'" + ] + } + ], + "source": [ + "for retrieval_candidate in retrieval_candidates:\n", + " res = {\"params\": retrieval_candidate[\"params\"], \"test_cases\": {}}\n", + " for tc in test_cases:\n", + " texts = tc[\"texts\"]\n", + " metadatas = tc.get(\"metadatas\", [{}] * len(texts))\n", + " docs = [Document(page_content=text, metadata=metadata) for text, metadata in zip(texts, metadatas)]\n", + " retriever = retrieval_candidate[\"get_retriever\"](docs)\n", + " qa = RetrievalQA.from_llm(llm=OpenAI(), retriever=retriever, **retrieval_candidate.get('qa_kwargs', {}))\n", + " example = {\"query\": tc[\"query\"], \"answer\": tc[\"expected\"]}\n", + " prediction = qa.apply([example])[0]\n", + " retrieved_docs = retriever.get_relevant_documents(tc[\"query\"])\n", + " \n", + " res[\"test_cases\"][tc[\"name\"]] = {\n", + " \"pass\": tc.get(\"evaluate\", default_evaluate)(example, prediction),\n", + " \"prediction\": prediction,\n", + " \"retriever_pass\": tc['retriever_check'](retrieved_docs),\n", + " \"retrieved_docs\": retrieved_docs\n", + " }\n", + " if \"cleanup_retriever\" in retrieval_candidate:\n", + " retrieval_candidate[\"cleanup_retriever\"](retriever)\n", + " test_results.append(res)" + ] + }, { "cell_type": "code", "execution_count": null, - "id": "925193e9", + "id": "60e807d4", "metadata": {}, "outputs": [], "source": []