add pdf qna

This commit is contained in:
Henry 2023-04-24 23:20:26 +01:00
parent 9c544bf12a
commit ed2bcda91b
1 changed files with 456 additions and 0 deletions

View File

@ -0,0 +1,456 @@
{
"description": "PDF file QnA using conversational retrieval QA chain",
"nodes": [
{
"width": 300,
"height": 376,
"id": "recursiveCharacterTextSplitter_0",
"position": {
"x": 417.887975676309,
"y": 199.63833359116117
},
"type": "customNode",
"data": {
"id": "recursiveCharacterTextSplitter_0",
"label": "Recursive Character Text Splitter",
"name": "recursiveCharacterTextSplitter",
"type": "RecursiveCharacterTextSplitter",
"baseClasses": ["RecursiveCharacterTextSplitter", "TextSplitter"],
"category": "Text Splitters",
"description": "Split documents recursively by different characters - starting with \"\n\n\", then \"\n\", then \" \"",
"inputParams": [
{
"label": "Chunk Size",
"name": "chunkSize",
"type": "number",
"default": 1000,
"optional": true
},
{
"label": "Chunk Overlap",
"name": "chunkOverlap",
"type": "number",
"optional": true
}
],
"inputAnchors": [],
"inputs": {
"chunkSize": 1000,
"chunkOverlap": ""
},
"outputAnchors": [
{
"id": "recursiveCharacterTextSplitter_0-output-recursiveCharacterTextSplitter-RecursiveCharacterTextSplitter|TextSplitter",
"name": "recursiveCharacterTextSplitter",
"label": "RecursiveCharacterTextSplitter",
"type": "RecursiveCharacterTextSplitter | TextSplitter"
}
],
"selected": false
},
"selected": false,
"positionAbsolute": {
"x": 417.887975676309,
"y": 199.63833359116117
},
"dragging": false
},
{
"width": 300,
"height": 472,
"id": "openAI_0",
"position": {
"x": 1207.112878089014,
"y": 19.892224585997383
},
"type": "customNode",
"data": {
"id": "openAI_0",
"label": "OpenAI",
"name": "openAI",
"type": "OpenAI",
"baseClasses": ["OpenAI", "BaseLLM", "BaseLanguageModel"],
"category": "LLMs",
"description": "Wrapper around OpenAI large language models",
"inputParams": [
{
"label": "OpenAI Api Key",
"name": "openAIApiKey",
"type": "password"
},
{
"label": "Model Name",
"name": "modelName",
"type": "options",
"options": [
{
"label": "text-davinci-003",
"name": "text-davinci-003"
},
{
"label": "text-davinci-002",
"name": "text-davinci-002"
},
{
"label": "text-curie-001",
"name": "text-curie-001"
},
{
"label": "text-babbage-001",
"name": "text-babbage-001"
}
],
"default": "text-davinci-003",
"optional": true
},
{
"label": "Temperature",
"name": "temperature",
"type": "number",
"default": 0.7,
"optional": true
}
],
"inputAnchors": [],
"inputs": {
"modelName": "text-davinci-003",
"temperature": 0.7
},
"outputAnchors": [
{
"id": "openAI_0-output-openAI-OpenAI|BaseLLM|BaseLanguageModel",
"name": "openAI",
"label": "OpenAI",
"type": "OpenAI | BaseLLM | BaseLanguageModel"
}
],
"selected": false
},
"selected": false,
"positionAbsolute": {
"x": 1207.112878089014,
"y": 19.892224585997383
},
"dragging": false
},
{
"width": 300,
"height": 278,
"id": "openAIEmbeddings_0",
"position": {
"x": 790.9246671661176,
"y": 621.2742019819876
},
"type": "customNode",
"data": {
"id": "openAIEmbeddings_0",
"label": "OpenAI Embeddings",
"name": "openAIEmbeddings",
"type": "OpenAIEmbeddings",
"baseClasses": ["OpenAIEmbeddings", "Embeddings"],
"category": "Embeddings",
"description": "OpenAI API to generate embeddings for a given text",
"inputParams": [
{
"label": "OpenAI Api Key",
"name": "openAIApiKey",
"type": "password"
}
],
"inputAnchors": [],
"inputs": {},
"outputAnchors": [
{
"id": "openAIEmbeddings_0-output-openAIEmbeddings-OpenAIEmbeddings|Embeddings",
"name": "openAIEmbeddings",
"label": "OpenAIEmbeddings",
"type": "OpenAIEmbeddings | Embeddings"
}
],
"selected": false
},
"selected": false,
"positionAbsolute": {
"x": 790.9246671661176,
"y": 621.2742019819876
},
"dragging": false
},
{
"width": 300,
"height": 603,
"id": "pineconeUpsert_0",
"position": {
"x": 1207.9646568749058,
"y": 531.8684248168081
},
"type": "customNode",
"data": {
"id": "pineconeUpsert_0",
"label": "Pinecone Upsert Document",
"name": "pineconeUpsert",
"type": "Pinecone",
"baseClasses": ["Pinecone", "BaseRetriever"],
"category": "Vector Stores",
"description": "Upsert documents to Pinecone",
"inputParams": [
{
"label": "Pinecone Api Key",
"name": "pineconeApiKey",
"type": "password",
"id": "pineconeUpsert_0-input-pineconeApiKey-password"
},
{
"label": "Pinecone Environment",
"name": "pineconeEnv",
"type": "string",
"id": "pineconeUpsert_0-input-pineconeEnv-string"
},
{
"label": "Pinecone Index",
"name": "pineconeIndex",
"type": "string",
"id": "pineconeUpsert_0-input-pineconeIndex-string"
}
],
"inputAnchors": [
{
"label": "Document",
"name": "document",
"type": "Document",
"id": "pineconeUpsert_0-input-document-Document"
},
{
"label": "Embeddings",
"name": "embeddings",
"type": "Embeddings",
"id": "pineconeUpsert_0-input-embeddings-Embeddings"
}
],
"inputs": {
"document": "{{pdfFile_0.data.instance}}",
"embeddings": "{{openAIEmbeddings_0.data.instance}}",
"pineconeEnv": "us-west4-gcp",
"pineconeIndex": "test"
},
"outputAnchors": [
{
"name": "output",
"label": "Output",
"type": "options",
"options": [
{
"id": "pineconeUpsert_0-output-retriever-Pinecone|BaseRetriever",
"name": "retriever",
"label": "Pinecone Retriever",
"type": "Pinecone | BaseRetriever"
},
{
"id": "pineconeUpsert_0-output-vectorStore-Pinecone|VectorStore",
"name": "vectorStore",
"label": "Pinecone Vector Store",
"type": "Pinecone | VectorStore"
}
],
"default": "retriever"
}
],
"outputs": {
"output": "retriever"
},
"selected": false
},
"selected": false,
"positionAbsolute": {
"x": 1207.9646568749058,
"y": 531.8684248168081
},
"dragging": false
},
{
"width": 300,
"height": 455,
"id": "pdfFile_0",
"position": {
"x": 806.583408520452,
"y": 95.94591389235777
},
"type": "customNode",
"data": {
"id": "pdfFile_0",
"label": "Pdf File",
"name": "pdfFile",
"type": "Document",
"baseClasses": ["Document"],
"category": "Document Loaders",
"description": "Load data from PDF files",
"inputParams": [
{
"label": "Pdf File",
"name": "pdfFile",
"type": "file",
"fileType": ".pdf",
"id": "pdfFile_0-input-pdfFile-file"
},
{
"label": "Usage",
"name": "usage",
"type": "options",
"options": [
{
"label": "One document per page",
"name": "perPage"
},
{
"label": "One document per file",
"name": "perFile"
}
],
"default": "perPage",
"id": "pdfFile_0-input-usage-options"
}
],
"inputAnchors": [
{
"label": "Text Splitter",
"name": "textSplitter",
"type": "TextSplitter",
"optional": true,
"id": "pdfFile_0-input-textSplitter-TextSplitter"
}
],
"inputs": {
"textSplitter": "{{recursiveCharacterTextSplitter_0.data.instance}}",
"usage": "perPage"
},
"outputAnchors": [
{
"id": "pdfFile_0-output-pdfFile-Document",
"name": "pdfFile",
"label": "Document",
"type": "Document"
}
],
"outputs": {},
"selected": false
},
"selected": false,
"positionAbsolute": {
"x": 806.583408520452,
"y": 95.94591389235777
},
"dragging": false
},
{
"width": 300,
"height": 280,
"id": "conversationalRetrievalQAChain_0",
"position": {
"x": 1608.5085986864585,
"y": 415.26454165076757
},
"type": "customNode",
"data": {
"id": "conversationalRetrievalQAChain_0",
"label": "Conversational Retrieval QA Chain",
"name": "conversationalRetrievalQAChain",
"type": "ConversationalRetrievalQAChain",
"baseClasses": ["ConversationalRetrievalQAChain", "BaseChain"],
"category": "Chains",
"description": "Document QA - built on RetrievalQAChain to provide a chat history component",
"inputParams": [],
"inputAnchors": [
{
"label": "LLM",
"name": "llm",
"type": "BaseLLM",
"id": "conversationalRetrievalQAChain_0-input-llm-BaseLLM"
},
{
"label": "Vector Store Retriever",
"name": "vectorStoreRetriever",
"type": "BaseRetriever",
"id": "conversationalRetrievalQAChain_0-input-vectorStoreRetriever-BaseRetriever"
}
],
"inputs": {
"llm": "{{openAI_0.data.instance}}",
"vectorStoreRetriever": "{{pineconeUpsert_0.data.instance}}"
},
"outputAnchors": [
{
"id": "conversationalRetrievalQAChain_0-output-conversationalRetrievalQAChain-ConversationalRetrievalQAChain|BaseChain",
"name": "conversationalRetrievalQAChain",
"label": "ConversationalRetrievalQAChain",
"type": "ConversationalRetrievalQAChain | BaseChain"
}
],
"outputs": {},
"selected": false
},
"selected": false,
"positionAbsolute": {
"x": 1608.5085986864585,
"y": 415.26454165076757
},
"dragging": false
}
],
"edges": [
{
"source": "openAIEmbeddings_0",
"sourceHandle": "openAIEmbeddings_0-output-openAIEmbeddings-OpenAIEmbeddings|Embeddings",
"target": "pineconeUpsert_0",
"targetHandle": "pineconeUpsert_0-input-embeddings-Embeddings",
"type": "buttonedge",
"id": "openAIEmbeddings_0-openAIEmbeddings_0-output-openAIEmbeddings-OpenAIEmbeddings|Embeddings-pineconeUpsert_0-pineconeUpsert_0-input-embeddings-Embeddings",
"data": {
"label": ""
}
},
{
"source": "recursiveCharacterTextSplitter_0",
"sourceHandle": "recursiveCharacterTextSplitter_0-output-recursiveCharacterTextSplitter-RecursiveCharacterTextSplitter|TextSplitter",
"target": "pdfFile_0",
"targetHandle": "pdfFile_0-input-textSplitter-TextSplitter",
"type": "buttonedge",
"id": "recursiveCharacterTextSplitter_0-recursiveCharacterTextSplitter_0-output-recursiveCharacterTextSplitter-RecursiveCharacterTextSplitter|TextSplitter-pdfFile_0-pdfFile_0-input-textSplitter-TextSplitter",
"data": {
"label": ""
}
},
{
"source": "pdfFile_0",
"sourceHandle": "pdfFile_0-output-pdfFile-Document",
"target": "pineconeUpsert_0",
"targetHandle": "pineconeUpsert_0-input-document-Document",
"type": "buttonedge",
"id": "pdfFile_0-pdfFile_0-output-pdfFile-Document-pineconeUpsert_0-pineconeUpsert_0-input-document-Document",
"data": {
"label": ""
}
},
{
"source": "openAI_0",
"sourceHandle": "openAI_0-output-openAI-OpenAI|BaseLLM|BaseLanguageModel",
"target": "conversationalRetrievalQAChain_0",
"targetHandle": "conversationalRetrievalQAChain_0-input-llm-BaseLLM",
"type": "buttonedge",
"id": "openAI_0-openAI_0-output-openAI-OpenAI|BaseLLM|BaseLanguageModel-conversationalRetrievalQAChain_0-conversationalRetrievalQAChain_0-input-llm-BaseLLM",
"data": {
"label": ""
}
},
{
"source": "pineconeUpsert_0",
"sourceHandle": "pineconeUpsert_0-output-retriever-Pinecone|BaseRetriever",
"target": "conversationalRetrievalQAChain_0",
"targetHandle": "conversationalRetrievalQAChain_0-input-vectorStoreRetriever-BaseRetriever",
"type": "buttonedge",
"id": "pineconeUpsert_0-pineconeUpsert_0-output-retriever-Pinecone|BaseRetriever-conversationalRetrievalQAChain_0-conversationalRetrievalQAChain_0-input-vectorStoreRetriever-BaseRetriever",
"data": {
"label": ""
}
}
]
}