Flowise
475 строк · 21.6 Кб
1{2"description": "Stateless query engine designed to answer question over your data using LlamaIndex",3"categories": "ChatAnthropic,Compact and Refine,Pinecone,LlamaIndex",4"badge": "NEW",5"framework": "LlamaIndex",6"nodes": [7{8"width": 300,9"height": 382,10"id": "queryEngine_0",11"position": {12"x": 1407.9610494306783,13"y": 241.1214440580869214},15"type": "customNode",16"data": {17"id": "queryEngine_0",18"label": "Query Engine",19"version": 2,20"name": "queryEngine",21"type": "QueryEngine",22"baseClasses": ["QueryEngine", "BaseQueryEngine"],23"tags": ["LlamaIndex"],24"category": "Engine",25"description": "Simple query engine built to answer question over your data, without memory",26"inputParams": [27{28"label": "Return Source Documents",29"name": "returnSourceDocuments",30"type": "boolean",31"optional": true,32"id": "queryEngine_0-input-returnSourceDocuments-boolean"33}34],35"inputAnchors": [36{37"label": "Vector Store Retriever",38"name": "vectorStoreRetriever",39"type": "VectorIndexRetriever",40"id": "queryEngine_0-input-vectorStoreRetriever-VectorIndexRetriever"41},42{43"label": "Response Synthesizer",44"name": "responseSynthesizer",45"type": "ResponseSynthesizer",46"description": "ResponseSynthesizer is responsible for sending the query, nodes, and prompt templates to the LLM to generate a response. See <a target=\"_blank\" href=\"https://ts.llamaindex.ai/modules/low_level/response_synthesizer\">more</a>",47"optional": true,48"id": "queryEngine_0-input-responseSynthesizer-ResponseSynthesizer"49}50],51"inputs": {52"vectorStoreRetriever": "{{pineconeLlamaIndex_0.data.instance}}",53"responseSynthesizer": "{{compactrefineLlamaIndex_0.data.instance}}",54"returnSourceDocuments": true55},56"outputAnchors": [57{58"id": "queryEngine_0-output-queryEngine-QueryEngine|BaseQueryEngine",59"name": "queryEngine",60"label": "QueryEngine",61"type": "QueryEngine | BaseQueryEngine"62}63],64"outputs": {},65"selected": false66},67"selected": false,68"positionAbsolute": {69"x": 1407.9610494306783,70"y": 241.1214440580869271},72"dragging": false73},74{75"width": 300,76"height": 585,77"id": "pineconeLlamaIndex_0",78"position": {79"x": 977.3886641397302,80"y": -261.225303164179781},82"type": "customNode",83"data": {84"id": "pineconeLlamaIndex_0",85"label": "Pinecone",86"version": 1,87"name": "pineconeLlamaIndex",88"type": "Pinecone",89"baseClasses": ["Pinecone", "VectorIndexRetriever"],90"tags": ["LlamaIndex"],91"category": "Vector Stores",92"description": "Upsert embedded data and perform similarity search upon query using Pinecone, a leading fully managed hosted vector database",93"inputParams": [94{95"label": "Connect Credential",96"name": "credential",97"type": "credential",98"credentialNames": ["pineconeApi"],99"id": "pineconeLlamaIndex_0-input-credential-credential"100},101{102"label": "Pinecone Index",103"name": "pineconeIndex",104"type": "string",105"id": "pineconeLlamaIndex_0-input-pineconeIndex-string"106},107{108"label": "Pinecone Namespace",109"name": "pineconeNamespace",110"type": "string",111"placeholder": "my-first-namespace",112"additionalParams": true,113"optional": true,114"id": "pineconeLlamaIndex_0-input-pineconeNamespace-string"115},116{117"label": "Pinecone Metadata Filter",118"name": "pineconeMetadataFilter",119"type": "json",120"optional": true,121"additionalParams": true,122"id": "pineconeLlamaIndex_0-input-pineconeMetadataFilter-json"123},124{125"label": "Top K",126"name": "topK",127"description": "Number of top results to fetch. Default to 4",128"placeholder": "4",129"type": "number",130"additionalParams": true,131"optional": true,132"id": "pineconeLlamaIndex_0-input-topK-number"133}134],135"inputAnchors": [136{137"label": "Document",138"name": "document",139"type": "Document",140"list": true,141"optional": true,142"id": "pineconeLlamaIndex_0-input-document-Document"143},144{145"label": "Chat Model",146"name": "model",147"type": "BaseChatModel_LlamaIndex",148"id": "pineconeLlamaIndex_0-input-model-BaseChatModel_LlamaIndex"149},150{151"label": "Embeddings",152"name": "embeddings",153"type": "BaseEmbedding_LlamaIndex",154"id": "pineconeLlamaIndex_0-input-embeddings-BaseEmbedding_LlamaIndex"155}156],157"inputs": {158"document": "",159"model": "{{chatAnthropic_LlamaIndex_0.data.instance}}",160"embeddings": "{{openAIEmbedding_LlamaIndex_0.data.instance}}",161"pineconeIndex": "",162"pineconeNamespace": "",163"pineconeMetadataFilter": "",164"topK": ""165},166"outputAnchors": [167{168"name": "output",169"label": "Output",170"type": "options",171"options": [172{173"id": "pineconeLlamaIndex_0-output-retriever-Pinecone|VectorIndexRetriever",174"name": "retriever",175"label": "Pinecone Retriever",176"type": "Pinecone | VectorIndexRetriever"177},178{179"id": "pineconeLlamaIndex_0-output-retriever-Pinecone|VectorStoreIndex",180"name": "vectorStore",181"label": "Pinecone Vector Store Index",182"type": "Pinecone | VectorStoreIndex"183}184],185"default": "retriever"186}187],188"outputs": {189"output": "retriever"190},191"selected": false192},193"selected": false,194"positionAbsolute": {195"x": 977.3886641397302,196"y": -261.2253031641797197},198"dragging": false199},200{201"width": 300,202"height": 334,203"id": "openAIEmbedding_LlamaIndex_0",204"position": {205"x": 529.8690713844503,206"y": -18.955726653613254207},208"type": "customNode",209"data": {210"id": "openAIEmbedding_LlamaIndex_0",211"label": "OpenAI Embedding",212"version": 2,213"name": "openAIEmbedding_LlamaIndex",214"type": "OpenAIEmbedding",215"baseClasses": ["OpenAIEmbedding", "BaseEmbedding_LlamaIndex", "BaseEmbedding"],216"tags": ["LlamaIndex"],217"category": "Embeddings",218"description": "OpenAI Embedding specific for LlamaIndex",219"inputParams": [220{221"label": "Connect Credential",222"name": "credential",223"type": "credential",224"credentialNames": ["openAIApi"],225"id": "openAIEmbedding_LlamaIndex_0-input-credential-credential"226},227{228"label": "Model Name",229"name": "modelName",230"type": "asyncOptions",231"loadMethod": "listModels",232"default": "text-embedding-ada-002",233"id": "openAIEmbedding_LlamaIndex_0-input-modelName-options"234},235{236"label": "Timeout",237"name": "timeout",238"type": "number",239"optional": true,240"additionalParams": true,241"id": "openAIEmbedding_LlamaIndex_0-input-timeout-number"242},243{244"label": "BasePath",245"name": "basepath",246"type": "string",247"optional": true,248"additionalParams": true,249"id": "openAIEmbedding_LlamaIndex_0-input-basepath-string"250}251],252"inputAnchors": [],253"inputs": {254"timeout": "",255"basepath": "",256"modelName": "text-embedding-ada-002"257},258"outputAnchors": [259{260"id": "openAIEmbedding_LlamaIndex_0-output-openAIEmbedding_LlamaIndex-OpenAIEmbedding|BaseEmbedding_LlamaIndex|BaseEmbedding",261"name": "openAIEmbedding_LlamaIndex",262"label": "OpenAIEmbedding",263"type": "OpenAIEmbedding | BaseEmbedding_LlamaIndex | BaseEmbedding"264}265],266"outputs": {},267"selected": false268},269"selected": false,270"positionAbsolute": {271"x": 529.8690713844503,272"y": -18.955726653613254273},274"dragging": false275},276{277"width": 300,278"height": 749,279"id": "compactrefineLlamaIndex_0",280"position": {281"x": 170.71031618977543,282"y": -33.83233752386292283},284"type": "customNode",285"data": {286"id": "compactrefineLlamaIndex_0",287"label": "Compact and Refine",288"version": 1,289"name": "compactrefineLlamaIndex",290"type": "CompactRefine",291"baseClasses": ["CompactRefine", "ResponseSynthesizer"],292"tags": ["LlamaIndex"],293"category": "Response Synthesizer",294"description": "CompactRefine is a slight variation of Refine that first compacts the text chunks into the smallest possible number of chunks.",295"inputParams": [296{297"label": "Refine Prompt",298"name": "refinePrompt",299"type": "string",300"rows": 4,301"default": "The original query is as follows: {query}\nWe have provided an existing answer: {existingAnswer}\nWe have the opportunity to refine the existing answer (only if needed) with some more context below.\n------------\n{context}\n------------\nGiven the new context, refine the original answer to better answer the query. 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If the context isn't useful, return the original answer.\nRefined Answer:",320"textQAPrompt": "Context information:\n<context>\n{context}\n</context>\nGiven the context information and not prior knowledge, answer the query.\nQuery: {query}"321},322"outputAnchors": [323{324"id": "compactrefineLlamaIndex_0-output-compactrefineLlamaIndex-CompactRefine|ResponseSynthesizer",325"name": "compactrefineLlamaIndex",326"label": "CompactRefine",327"type": "CompactRefine | ResponseSynthesizer"328}329],330"outputs": {},331"selected": false332},333"selected": false,334"positionAbsolute": {335"x": 170.71031618977543,336"y": -33.83233752386292337},338"dragging": false339},340{341"width": 300,342"height": 529,343"id": "chatAnthropic_LlamaIndex_0",344"position": {345"x": 521.3530883359147,346"y": -584.8241219614786347},348"type": "customNode",349"data": {350"id": "chatAnthropic_LlamaIndex_0",351"label": "ChatAnthropic",352"version": 3.0,353"name": "chatAnthropic_LlamaIndex",354"type": "ChatAnthropic",355"baseClasses": ["ChatAnthropic", "BaseChatModel_LlamaIndex"],356"tags": ["LlamaIndex"],357"category": "Chat Models",358"description": "Wrapper around ChatAnthropic LLM specific for LlamaIndex",359"inputParams": [360{361"label": "Connect Credential",362"name": "credential",363"type": "credential",364"credentialNames": ["anthropicApi"],365"id": "chatAnthropic_LlamaIndex_0-input-credential-credential"366},367{368"label": "Model Name",369"name": "modelName",370"type": "asyncOptions",371"loadMethod": "listModels",372"default": "claude-3-haiku",373"id": "chatAnthropic_LlamaIndex_0-input-modelName-options"374},375{376"label": "Temperature",377"name": "temperature",378"type": "number",379"step": 0.1,380"default": 0.9,381"optional": true,382"id": "chatAnthropic_LlamaIndex_0-input-temperature-number"383},384{385"label": "Max Tokens",386"name": "maxTokensToSample",387"type": "number",388"step": 1,389"optional": true,390"additionalParams": true,391"id": "chatAnthropic_LlamaIndex_0-input-maxTokensToSample-number"392},393{394"label": "Top P",395"name": "topP",396"type": "number",397"step": 0.1,398"optional": true,399"additionalParams": true,400"id": "chatAnthropic_LlamaIndex_0-input-topP-number"401}402],403"inputAnchors": [],404"inputs": {405"modelName": "claude-2",406"temperature": 0.9,407"maxTokensToSample": "",408"topP": ""409},410"outputAnchors": [411{412"id": "chatAnthropic_LlamaIndex_0-output-chatAnthropic_LlamaIndex-ChatAnthropic|BaseChatModel_LlamaIndex",413"name": "chatAnthropic_LlamaIndex",414"label": "ChatAnthropic",415"type": "ChatAnthropic | BaseChatModel_LlamaIndex"416}417],418"outputs": {},419"selected": false420},421"selected": false,422"positionAbsolute": {423"x": 521.3530883359147,424"y": -584.8241219614786425},426"dragging": false427}428],429"edges": [430{431"source": "pineconeLlamaIndex_0",432"sourceHandle": "pineconeLlamaIndex_0-output-pineconeLlamaIndex-Pinecone|VectorIndexRetriever",433"target": "queryEngine_0",434"targetHandle": "queryEngine_0-input-vectorStoreRetriever-VectorIndexRetriever",435"type": "buttonedge",436"id": "pineconeLlamaIndex_0-pineconeLlamaIndex_0-output-pineconeLlamaIndex-Pinecone|VectorIndexRetriever-queryEngine_0-queryEngine_0-input-vectorStoreRetriever-VectorIndexRetriever",437"data": {438"label": ""439}440},441{442"source": "openAIEmbedding_LlamaIndex_0",443"sourceHandle": "openAIEmbedding_LlamaIndex_0-output-openAIEmbedding_LlamaIndex-OpenAIEmbedding|BaseEmbedding_LlamaIndex|BaseEmbedding",444"target": "pineconeLlamaIndex_0",445"targetHandle": "pineconeLlamaIndex_0-input-embeddings-BaseEmbedding_LlamaIndex",446"type": "buttonedge",447"id": "openAIEmbedding_LlamaIndex_0-openAIEmbedding_LlamaIndex_0-output-openAIEmbedding_LlamaIndex-OpenAIEmbedding|BaseEmbedding_LlamaIndex|BaseEmbedding-pineconeLlamaIndex_0-pineconeLlamaIndex_0-input-embeddings-BaseEmbedding_LlamaIndex",448"data": {449"label": ""450}451},452{453"source": "compactrefineLlamaIndex_0",454"sourceHandle": "compactrefineLlamaIndex_0-output-compactrefineLlamaIndex-CompactRefine|ResponseSynthesizer",455"target": "queryEngine_0",456"targetHandle": "queryEngine_0-input-responseSynthesizer-ResponseSynthesizer",457"type": "buttonedge",458"id": "compactrefineLlamaIndex_0-compactrefineLlamaIndex_0-output-compactrefineLlamaIndex-CompactRefine|ResponseSynthesizer-queryEngine_0-queryEngine_0-input-responseSynthesizer-ResponseSynthesizer",459"data": {460"label": ""461}462},463{464"source": "chatAnthropic_LlamaIndex_0",465"sourceHandle": "chatAnthropic_LlamaIndex_0-output-chatAnthropic_LlamaIndex-ChatAnthropic|BaseChatModel_LlamaIndex",466"target": "pineconeLlamaIndex_0",467"targetHandle": "pineconeLlamaIndex_0-input-model-BaseChatModel_LlamaIndex",468"type": "buttonedge",469"id": "chatAnthropic_LlamaIndex_0-chatAnthropic_LlamaIndex_0-output-chatAnthropic_LlamaIndex-ChatAnthropic|BaseChatModel_LlamaIndex-pineconeLlamaIndex_0-pineconeLlamaIndex_0-input-model-BaseChatModel_LlamaIndex",470"data": {471"label": ""472}473}474]475}476