add pdf qna
This commit is contained in:
parent
9c544bf12a
commit
ed2bcda91b
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{
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"description": "PDF file QnA using conversational retrieval QA chain",
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"nodes": [
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{
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"width": 300,
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"height": 376,
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"id": "recursiveCharacterTextSplitter_0",
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"position": {
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"x": 417.887975676309,
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"y": 199.63833359116117
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},
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"type": "customNode",
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"data": {
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"id": "recursiveCharacterTextSplitter_0",
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"label": "Recursive Character Text Splitter",
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"name": "recursiveCharacterTextSplitter",
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"type": "RecursiveCharacterTextSplitter",
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"baseClasses": ["RecursiveCharacterTextSplitter", "TextSplitter"],
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"category": "Text Splitters",
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"description": "Split documents recursively by different characters - starting with \"\n\n\", then \"\n\", then \" \"",
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"inputParams": [
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{
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"label": "Chunk Size",
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"name": "chunkSize",
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"type": "number",
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"default": 1000,
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"optional": true
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},
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{
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"label": "Chunk Overlap",
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"name": "chunkOverlap",
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"type": "number",
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"optional": true
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}
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],
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"inputAnchors": [],
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"inputs": {
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"chunkSize": 1000,
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"chunkOverlap": ""
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},
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"outputAnchors": [
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{
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"id": "recursiveCharacterTextSplitter_0-output-recursiveCharacterTextSplitter-RecursiveCharacterTextSplitter|TextSplitter",
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"name": "recursiveCharacterTextSplitter",
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"label": "RecursiveCharacterTextSplitter",
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"type": "RecursiveCharacterTextSplitter | TextSplitter"
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}
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],
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"selected": false
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},
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"selected": false,
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"positionAbsolute": {
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"x": 417.887975676309,
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"y": 199.63833359116117
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},
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"dragging": false
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},
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{
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"width": 300,
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"height": 472,
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"id": "openAI_0",
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"position": {
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"x": 1207.112878089014,
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"y": 19.892224585997383
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},
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"type": "customNode",
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"data": {
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"id": "openAI_0",
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"label": "OpenAI",
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"name": "openAI",
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"type": "OpenAI",
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"baseClasses": ["OpenAI", "BaseLLM", "BaseLanguageModel"],
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"category": "LLMs",
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"description": "Wrapper around OpenAI large language models",
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"inputParams": [
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{
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"label": "OpenAI Api Key",
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"name": "openAIApiKey",
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"type": "password"
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},
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{
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"label": "Model Name",
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"name": "modelName",
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"type": "options",
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"options": [
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{
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"label": "text-davinci-003",
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"name": "text-davinci-003"
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},
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{
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"label": "text-davinci-002",
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"name": "text-davinci-002"
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},
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{
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"label": "text-curie-001",
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"name": "text-curie-001"
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},
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{
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"label": "text-babbage-001",
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"name": "text-babbage-001"
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}
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],
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"default": "text-davinci-003",
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"optional": true
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},
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{
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"label": "Temperature",
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"name": "temperature",
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"type": "number",
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"default": 0.7,
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"optional": true
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}
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],
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"inputAnchors": [],
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"inputs": {
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"modelName": "text-davinci-003",
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"temperature": 0.7
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},
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"outputAnchors": [
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{
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"id": "openAI_0-output-openAI-OpenAI|BaseLLM|BaseLanguageModel",
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"name": "openAI",
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"label": "OpenAI",
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"type": "OpenAI | BaseLLM | BaseLanguageModel"
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}
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],
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"selected": false
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},
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"selected": false,
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"positionAbsolute": {
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"x": 1207.112878089014,
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"y": 19.892224585997383
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},
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"dragging": false
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},
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{
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"width": 300,
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"height": 278,
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"id": "openAIEmbeddings_0",
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"position": {
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"x": 790.9246671661176,
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"y": 621.2742019819876
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},
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"type": "customNode",
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"data": {
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"id": "openAIEmbeddings_0",
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"label": "OpenAI Embeddings",
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"name": "openAIEmbeddings",
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"type": "OpenAIEmbeddings",
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"baseClasses": ["OpenAIEmbeddings", "Embeddings"],
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"category": "Embeddings",
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"description": "OpenAI API to generate embeddings for a given text",
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"inputParams": [
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{
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"label": "OpenAI Api Key",
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"name": "openAIApiKey",
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"type": "password"
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}
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],
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"inputAnchors": [],
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"inputs": {},
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"outputAnchors": [
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{
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"id": "openAIEmbeddings_0-output-openAIEmbeddings-OpenAIEmbeddings|Embeddings",
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"name": "openAIEmbeddings",
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"label": "OpenAIEmbeddings",
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"type": "OpenAIEmbeddings | Embeddings"
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}
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],
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"selected": false
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},
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"selected": false,
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"positionAbsolute": {
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"x": 790.9246671661176,
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"y": 621.2742019819876
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},
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"dragging": false
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},
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{
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"width": 300,
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"height": 603,
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"id": "pineconeUpsert_0",
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"position": {
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"x": 1207.9646568749058,
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"y": 531.8684248168081
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},
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"type": "customNode",
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"data": {
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"id": "pineconeUpsert_0",
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"label": "Pinecone Upsert Document",
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"name": "pineconeUpsert",
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"type": "Pinecone",
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"baseClasses": ["Pinecone", "BaseRetriever"],
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"category": "Vector Stores",
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"description": "Upsert documents to Pinecone",
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"inputParams": [
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{
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"label": "Pinecone Api Key",
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"name": "pineconeApiKey",
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"type": "password",
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"id": "pineconeUpsert_0-input-pineconeApiKey-password"
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},
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{
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"label": "Pinecone Environment",
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"name": "pineconeEnv",
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"type": "string",
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"id": "pineconeUpsert_0-input-pineconeEnv-string"
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},
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{
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"label": "Pinecone Index",
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"name": "pineconeIndex",
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"type": "string",
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"id": "pineconeUpsert_0-input-pineconeIndex-string"
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}
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],
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"inputAnchors": [
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{
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"label": "Document",
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"name": "document",
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"type": "Document",
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"id": "pineconeUpsert_0-input-document-Document"
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},
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{
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"label": "Embeddings",
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"name": "embeddings",
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"type": "Embeddings",
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"id": "pineconeUpsert_0-input-embeddings-Embeddings"
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}
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],
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"inputs": {
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"document": "{{pdfFile_0.data.instance}}",
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"embeddings": "{{openAIEmbeddings_0.data.instance}}",
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"pineconeEnv": "us-west4-gcp",
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"pineconeIndex": "test"
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},
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"outputAnchors": [
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{
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"name": "output",
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"label": "Output",
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"type": "options",
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"options": [
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{
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"id": "pineconeUpsert_0-output-retriever-Pinecone|BaseRetriever",
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"name": "retriever",
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"label": "Pinecone Retriever",
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"type": "Pinecone | BaseRetriever"
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},
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{
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"id": "pineconeUpsert_0-output-vectorStore-Pinecone|VectorStore",
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"name": "vectorStore",
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"label": "Pinecone Vector Store",
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"type": "Pinecone | VectorStore"
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}
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],
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"default": "retriever"
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}
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],
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"outputs": {
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"output": "retriever"
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},
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"selected": false
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},
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"selected": false,
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"positionAbsolute": {
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"x": 1207.9646568749058,
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"y": 531.8684248168081
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},
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"dragging": false
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},
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{
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"width": 300,
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"height": 455,
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"id": "pdfFile_0",
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"position": {
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"x": 806.583408520452,
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"y": 95.94591389235777
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},
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"type": "customNode",
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"data": {
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"id": "pdfFile_0",
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"label": "Pdf File",
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"name": "pdfFile",
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"type": "Document",
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"baseClasses": ["Document"],
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"category": "Document Loaders",
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"description": "Load data from PDF files",
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"inputParams": [
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{
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"label": "Pdf File",
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"name": "pdfFile",
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"type": "file",
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"fileType": ".pdf",
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"id": "pdfFile_0-input-pdfFile-file"
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},
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{
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"label": "Usage",
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"name": "usage",
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"type": "options",
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"options": [
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{
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"label": "One document per page",
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"name": "perPage"
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},
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{
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"label": "One document per file",
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"name": "perFile"
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}
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],
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"default": "perPage",
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"id": "pdfFile_0-input-usage-options"
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}
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],
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"inputAnchors": [
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{
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"label": "Text Splitter",
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"name": "textSplitter",
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"type": "TextSplitter",
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"optional": true,
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"id": "pdfFile_0-input-textSplitter-TextSplitter"
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}
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],
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"inputs": {
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"textSplitter": "{{recursiveCharacterTextSplitter_0.data.instance}}",
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"usage": "perPage"
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},
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"outputAnchors": [
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{
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"id": "pdfFile_0-output-pdfFile-Document",
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"name": "pdfFile",
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"label": "Document",
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"type": "Document"
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}
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],
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"outputs": {},
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"selected": false
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},
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"selected": false,
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"positionAbsolute": {
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"x": 806.583408520452,
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"y": 95.94591389235777
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},
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"dragging": false
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},
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{
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"width": 300,
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"height": 280,
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"id": "conversationalRetrievalQAChain_0",
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"position": {
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"x": 1608.5085986864585,
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"y": 415.26454165076757
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},
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"type": "customNode",
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"data": {
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"id": "conversationalRetrievalQAChain_0",
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"label": "Conversational Retrieval QA Chain",
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"name": "conversationalRetrievalQAChain",
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"type": "ConversationalRetrievalQAChain",
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"baseClasses": ["ConversationalRetrievalQAChain", "BaseChain"],
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"category": "Chains",
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"description": "Document QA - built on RetrievalQAChain to provide a chat history component",
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"inputParams": [],
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"inputAnchors": [
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{
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"label": "LLM",
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"name": "llm",
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"type": "BaseLLM",
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"id": "conversationalRetrievalQAChain_0-input-llm-BaseLLM"
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},
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{
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"label": "Vector Store Retriever",
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"name": "vectorStoreRetriever",
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"type": "BaseRetriever",
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"id": "conversationalRetrievalQAChain_0-input-vectorStoreRetriever-BaseRetriever"
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}
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],
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"inputs": {
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"llm": "{{openAI_0.data.instance}}",
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"vectorStoreRetriever": "{{pineconeUpsert_0.data.instance}}"
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},
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"outputAnchors": [
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{
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"id": "conversationalRetrievalQAChain_0-output-conversationalRetrievalQAChain-ConversationalRetrievalQAChain|BaseChain",
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"name": "conversationalRetrievalQAChain",
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"label": "ConversationalRetrievalQAChain",
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"type": "ConversationalRetrievalQAChain | BaseChain"
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}
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],
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"outputs": {},
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"selected": false
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},
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"selected": false,
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"positionAbsolute": {
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"x": 1608.5085986864585,
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"y": 415.26454165076757
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},
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"dragging": false
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}
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],
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"edges": [
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{
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"source": "openAIEmbeddings_0",
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"sourceHandle": "openAIEmbeddings_0-output-openAIEmbeddings-OpenAIEmbeddings|Embeddings",
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"target": "pineconeUpsert_0",
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"targetHandle": "pineconeUpsert_0-input-embeddings-Embeddings",
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"type": "buttonedge",
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"id": "openAIEmbeddings_0-openAIEmbeddings_0-output-openAIEmbeddings-OpenAIEmbeddings|Embeddings-pineconeUpsert_0-pineconeUpsert_0-input-embeddings-Embeddings",
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"data": {
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"label": ""
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}
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},
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{
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"source": "recursiveCharacterTextSplitter_0",
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"sourceHandle": "recursiveCharacterTextSplitter_0-output-recursiveCharacterTextSplitter-RecursiveCharacterTextSplitter|TextSplitter",
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"target": "pdfFile_0",
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"targetHandle": "pdfFile_0-input-textSplitter-TextSplitter",
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"type": "buttonedge",
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"id": "recursiveCharacterTextSplitter_0-recursiveCharacterTextSplitter_0-output-recursiveCharacterTextSplitter-RecursiveCharacterTextSplitter|TextSplitter-pdfFile_0-pdfFile_0-input-textSplitter-TextSplitter",
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"data": {
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"label": ""
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}
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},
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{
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"source": "pdfFile_0",
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"sourceHandle": "pdfFile_0-output-pdfFile-Document",
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"target": "pineconeUpsert_0",
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"targetHandle": "pineconeUpsert_0-input-document-Document",
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"type": "buttonedge",
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"id": "pdfFile_0-pdfFile_0-output-pdfFile-Document-pineconeUpsert_0-pineconeUpsert_0-input-document-Document",
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"data": {
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"label": ""
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}
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},
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{
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"source": "openAI_0",
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"sourceHandle": "openAI_0-output-openAI-OpenAI|BaseLLM|BaseLanguageModel",
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"target": "conversationalRetrievalQAChain_0",
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"targetHandle": "conversationalRetrievalQAChain_0-input-llm-BaseLLM",
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"type": "buttonedge",
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"id": "openAI_0-openAI_0-output-openAI-OpenAI|BaseLLM|BaseLanguageModel-conversationalRetrievalQAChain_0-conversationalRetrievalQAChain_0-input-llm-BaseLLM",
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"data": {
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"label": ""
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}
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},
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{
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"source": "pineconeUpsert_0",
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"sourceHandle": "pineconeUpsert_0-output-retriever-Pinecone|BaseRetriever",
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"target": "conversationalRetrievalQAChain_0",
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"targetHandle": "conversationalRetrievalQAChain_0-input-vectorStoreRetriever-BaseRetriever",
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"type": "buttonedge",
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"id": "pineconeUpsert_0-pineconeUpsert_0-output-retriever-Pinecone|BaseRetriever-conversationalRetrievalQAChain_0-conversationalRetrievalQAChain_0-input-vectorStoreRetriever-BaseRetriever",
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"data": {
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"label": ""
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}
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}
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]
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}
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