mirror of https://github.com/FlowiseAI/Flowise.git
560 lines
26 KiB
JSON
560 lines
26 KiB
JSON
{
|
|
"description": "Stateless query engine designed to answer question over your data using LlamaIndex",
|
|
"categories": "ChatAnthropic,Compact and Refine,Pinecone,LlamaIndex",
|
|
"badge": "NEW",
|
|
"framework": "LlamaIndex",
|
|
"nodes": [
|
|
{
|
|
"width": 300,
|
|
"height": 382,
|
|
"id": "queryEngine_0",
|
|
"position": {
|
|
"x": 1407.9610494306783,
|
|
"y": 241.12144405808692
|
|
},
|
|
"type": "customNode",
|
|
"data": {
|
|
"id": "queryEngine_0",
|
|
"label": "Query Engine",
|
|
"version": 2,
|
|
"name": "queryEngine",
|
|
"type": "QueryEngine",
|
|
"baseClasses": ["QueryEngine", "BaseQueryEngine"],
|
|
"tags": ["LlamaIndex"],
|
|
"category": "Engine",
|
|
"description": "Simple query engine built to answer question over your data, without memory",
|
|
"inputParams": [
|
|
{
|
|
"label": "Return Source Documents",
|
|
"name": "returnSourceDocuments",
|
|
"type": "boolean",
|
|
"optional": true,
|
|
"id": "queryEngine_0-input-returnSourceDocuments-boolean"
|
|
}
|
|
],
|
|
"inputAnchors": [
|
|
{
|
|
"label": "Vector Store Retriever",
|
|
"name": "vectorStoreRetriever",
|
|
"type": "VectorIndexRetriever",
|
|
"id": "queryEngine_0-input-vectorStoreRetriever-VectorIndexRetriever"
|
|
},
|
|
{
|
|
"label": "Response Synthesizer",
|
|
"name": "responseSynthesizer",
|
|
"type": "ResponseSynthesizer",
|
|
"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>",
|
|
"optional": true,
|
|
"id": "queryEngine_0-input-responseSynthesizer-ResponseSynthesizer"
|
|
}
|
|
],
|
|
"inputs": {
|
|
"vectorStoreRetriever": "{{pineconeLlamaIndex_0.data.instance}}",
|
|
"responseSynthesizer": "{{compactrefineLlamaIndex_0.data.instance}}",
|
|
"returnSourceDocuments": true
|
|
},
|
|
"outputAnchors": [
|
|
{
|
|
"id": "queryEngine_0-output-queryEngine-QueryEngine|BaseQueryEngine",
|
|
"name": "queryEngine",
|
|
"label": "QueryEngine",
|
|
"type": "QueryEngine | BaseQueryEngine"
|
|
}
|
|
],
|
|
"outputs": {},
|
|
"selected": false
|
|
},
|
|
"selected": false,
|
|
"positionAbsolute": {
|
|
"x": 1407.9610494306783,
|
|
"y": 241.12144405808692
|
|
},
|
|
"dragging": false
|
|
},
|
|
{
|
|
"width": 300,
|
|
"height": 585,
|
|
"id": "pineconeLlamaIndex_0",
|
|
"position": {
|
|
"x": 977.3886641397302,
|
|
"y": -261.2253031641797
|
|
},
|
|
"type": "customNode",
|
|
"data": {
|
|
"id": "pineconeLlamaIndex_0",
|
|
"label": "Pinecone",
|
|
"version": 1,
|
|
"name": "pineconeLlamaIndex",
|
|
"type": "Pinecone",
|
|
"baseClasses": ["Pinecone", "VectorIndexRetriever"],
|
|
"tags": ["LlamaIndex"],
|
|
"category": "Vector Stores",
|
|
"description": "Upsert embedded data and perform similarity search upon query using Pinecone, a leading fully managed hosted vector database",
|
|
"inputParams": [
|
|
{
|
|
"label": "Connect Credential",
|
|
"name": "credential",
|
|
"type": "credential",
|
|
"credentialNames": ["pineconeApi"],
|
|
"id": "pineconeLlamaIndex_0-input-credential-credential"
|
|
},
|
|
{
|
|
"label": "Pinecone Index",
|
|
"name": "pineconeIndex",
|
|
"type": "string",
|
|
"id": "pineconeLlamaIndex_0-input-pineconeIndex-string"
|
|
},
|
|
{
|
|
"label": "Pinecone Namespace",
|
|
"name": "pineconeNamespace",
|
|
"type": "string",
|
|
"placeholder": "my-first-namespace",
|
|
"additionalParams": true,
|
|
"optional": true,
|
|
"id": "pineconeLlamaIndex_0-input-pineconeNamespace-string"
|
|
},
|
|
{
|
|
"label": "Pinecone Metadata Filter",
|
|
"name": "pineconeMetadataFilter",
|
|
"type": "json",
|
|
"optional": true,
|
|
"additionalParams": true,
|
|
"id": "pineconeLlamaIndex_0-input-pineconeMetadataFilter-json"
|
|
},
|
|
{
|
|
"label": "Top K",
|
|
"name": "topK",
|
|
"description": "Number of top results to fetch. Default to 4",
|
|
"placeholder": "4",
|
|
"type": "number",
|
|
"additionalParams": true,
|
|
"optional": true,
|
|
"id": "pineconeLlamaIndex_0-input-topK-number"
|
|
}
|
|
],
|
|
"inputAnchors": [
|
|
{
|
|
"label": "Document",
|
|
"name": "document",
|
|
"type": "Document",
|
|
"list": true,
|
|
"optional": true,
|
|
"id": "pineconeLlamaIndex_0-input-document-Document"
|
|
},
|
|
{
|
|
"label": "Chat Model",
|
|
"name": "model",
|
|
"type": "BaseChatModel_LlamaIndex",
|
|
"id": "pineconeLlamaIndex_0-input-model-BaseChatModel_LlamaIndex"
|
|
},
|
|
{
|
|
"label": "Embeddings",
|
|
"name": "embeddings",
|
|
"type": "BaseEmbedding_LlamaIndex",
|
|
"id": "pineconeLlamaIndex_0-input-embeddings-BaseEmbedding_LlamaIndex"
|
|
}
|
|
],
|
|
"inputs": {
|
|
"document": "",
|
|
"model": "{{chatAnthropic_LlamaIndex_0.data.instance}}",
|
|
"embeddings": "{{openAIEmbedding_LlamaIndex_0.data.instance}}",
|
|
"pineconeIndex": "",
|
|
"pineconeNamespace": "",
|
|
"pineconeMetadataFilter": "",
|
|
"topK": ""
|
|
},
|
|
"outputAnchors": [
|
|
{
|
|
"name": "output",
|
|
"label": "Output",
|
|
"type": "options",
|
|
"options": [
|
|
{
|
|
"id": "pineconeLlamaIndex_0-output-retriever-Pinecone|VectorIndexRetriever",
|
|
"name": "retriever",
|
|
"label": "Pinecone Retriever",
|
|
"type": "Pinecone | VectorIndexRetriever"
|
|
},
|
|
{
|
|
"id": "pineconeLlamaIndex_0-output-retriever-Pinecone|VectorStoreIndex",
|
|
"name": "vectorStore",
|
|
"label": "Pinecone Vector Store Index",
|
|
"type": "Pinecone | VectorStoreIndex"
|
|
}
|
|
],
|
|
"default": "retriever"
|
|
}
|
|
],
|
|
"outputs": {
|
|
"output": "retriever"
|
|
},
|
|
"selected": false
|
|
},
|
|
"selected": false,
|
|
"positionAbsolute": {
|
|
"x": 977.3886641397302,
|
|
"y": -261.2253031641797
|
|
},
|
|
"dragging": false
|
|
},
|
|
{
|
|
"width": 300,
|
|
"height": 334,
|
|
"id": "openAIEmbedding_LlamaIndex_0",
|
|
"position": {
|
|
"x": 529.8690713844503,
|
|
"y": -18.955726653613254
|
|
},
|
|
"type": "customNode",
|
|
"data": {
|
|
"id": "openAIEmbedding_LlamaIndex_0",
|
|
"label": "OpenAI Embedding",
|
|
"version": 1,
|
|
"name": "openAIEmbedding_LlamaIndex",
|
|
"type": "OpenAIEmbedding",
|
|
"baseClasses": ["OpenAIEmbedding", "BaseEmbedding_LlamaIndex", "BaseEmbedding"],
|
|
"tags": ["LlamaIndex"],
|
|
"category": "Embeddings",
|
|
"description": "OpenAI Embedding specific for LlamaIndex",
|
|
"inputParams": [
|
|
{
|
|
"label": "Connect Credential",
|
|
"name": "credential",
|
|
"type": "credential",
|
|
"credentialNames": ["openAIApi"],
|
|
"id": "openAIEmbedding_LlamaIndex_0-input-credential-credential"
|
|
},
|
|
{
|
|
"label": "Model Name",
|
|
"name": "modelName",
|
|
"type": "options",
|
|
"options": [
|
|
{
|
|
"label": "text-embedding-3-large",
|
|
"name": "text-embedding-3-large"
|
|
},
|
|
{
|
|
"label": "text-embedding-3-small",
|
|
"name": "text-embedding-3-small"
|
|
},
|
|
{
|
|
"label": "text-embedding-ada-002",
|
|
"name": "text-embedding-ada-002"
|
|
}
|
|
],
|
|
"default": "text-embedding-ada-002",
|
|
"optional": true,
|
|
"id": "openAIEmbedding_LlamaIndex_0-input-modelName-options"
|
|
},
|
|
{
|
|
"label": "Timeout",
|
|
"name": "timeout",
|
|
"type": "number",
|
|
"optional": true,
|
|
"additionalParams": true,
|
|
"id": "openAIEmbedding_LlamaIndex_0-input-timeout-number"
|
|
},
|
|
{
|
|
"label": "BasePath",
|
|
"name": "basepath",
|
|
"type": "string",
|
|
"optional": true,
|
|
"additionalParams": true,
|
|
"id": "openAIEmbedding_LlamaIndex_0-input-basepath-string"
|
|
}
|
|
],
|
|
"inputAnchors": [],
|
|
"inputs": {
|
|
"timeout": "",
|
|
"basepath": ""
|
|
},
|
|
"outputAnchors": [
|
|
{
|
|
"id": "openAIEmbedding_LlamaIndex_0-output-openAIEmbedding_LlamaIndex-OpenAIEmbedding|BaseEmbedding_LlamaIndex|BaseEmbedding",
|
|
"name": "openAIEmbedding_LlamaIndex",
|
|
"label": "OpenAIEmbedding",
|
|
"type": "OpenAIEmbedding | BaseEmbedding_LlamaIndex | BaseEmbedding"
|
|
}
|
|
],
|
|
"outputs": {},
|
|
"selected": false
|
|
},
|
|
"selected": false,
|
|
"positionAbsolute": {
|
|
"x": 529.8690713844503,
|
|
"y": -18.955726653613254
|
|
},
|
|
"dragging": false
|
|
},
|
|
{
|
|
"width": 300,
|
|
"height": 749,
|
|
"id": "compactrefineLlamaIndex_0",
|
|
"position": {
|
|
"x": 170.71031618977543,
|
|
"y": -33.83233752386292
|
|
},
|
|
"type": "customNode",
|
|
"data": {
|
|
"id": "compactrefineLlamaIndex_0",
|
|
"label": "Compact and Refine",
|
|
"version": 1,
|
|
"name": "compactrefineLlamaIndex",
|
|
"type": "CompactRefine",
|
|
"baseClasses": ["CompactRefine", "ResponseSynthesizer"],
|
|
"tags": ["LlamaIndex"],
|
|
"category": "Response Synthesizer",
|
|
"description": "CompactRefine is a slight variation of Refine that first compacts the text chunks into the smallest possible number of chunks.",
|
|
"inputParams": [
|
|
{
|
|
"label": "Refine Prompt",
|
|
"name": "refinePrompt",
|
|
"type": "string",
|
|
"rows": 4,
|
|
"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. If the context isn't useful, return the original answer.\nRefined Answer:",
|
|
"warning": "Prompt can contains no variables, or up to 3 variables. Variables must be {existingAnswer}, {context} and {query}",
|
|
"optional": true,
|
|
"id": "compactrefineLlamaIndex_0-input-refinePrompt-string"
|
|
},
|
|
{
|
|
"label": "Text QA Prompt",
|
|
"name": "textQAPrompt",
|
|
"type": "string",
|
|
"rows": 4,
|
|
"default": "Context information is below.\n---------------------\n{context}\n---------------------\nGiven the context information and not prior knowledge, answer the query.\nQuery: {query}\nAnswer:",
|
|
"warning": "Prompt can contains no variables, or up to 2 variables. Variables must be {context} and {query}",
|
|
"optional": true,
|
|
"id": "compactrefineLlamaIndex_0-input-textQAPrompt-string"
|
|
}
|
|
],
|
|
"inputAnchors": [],
|
|
"inputs": {
|
|
"refinePrompt": "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. If the context isn't useful, return the original answer.\nRefined Answer:",
|
|
"textQAPrompt": "Context information:\n<context>\n{context}\n</context>\nGiven the context information and not prior knowledge, answer the query.\nQuery: {query}"
|
|
},
|
|
"outputAnchors": [
|
|
{
|
|
"id": "compactrefineLlamaIndex_0-output-compactrefineLlamaIndex-CompactRefine|ResponseSynthesizer",
|
|
"name": "compactrefineLlamaIndex",
|
|
"label": "CompactRefine",
|
|
"type": "CompactRefine | ResponseSynthesizer"
|
|
}
|
|
],
|
|
"outputs": {},
|
|
"selected": false
|
|
},
|
|
"selected": false,
|
|
"positionAbsolute": {
|
|
"x": 170.71031618977543,
|
|
"y": -33.83233752386292
|
|
},
|
|
"dragging": false
|
|
},
|
|
{
|
|
"width": 300,
|
|
"height": 529,
|
|
"id": "chatAnthropic_LlamaIndex_0",
|
|
"position": {
|
|
"x": 521.3530883359147,
|
|
"y": -584.8241219614786
|
|
},
|
|
"type": "customNode",
|
|
"data": {
|
|
"id": "chatAnthropic_LlamaIndex_0",
|
|
"label": "ChatAnthropic",
|
|
"version": 1,
|
|
"name": "chatAnthropic_LlamaIndex",
|
|
"type": "ChatAnthropic",
|
|
"baseClasses": ["ChatAnthropic", "BaseChatModel_LlamaIndex"],
|
|
"tags": ["LlamaIndex"],
|
|
"category": "Chat Models",
|
|
"description": "Wrapper around ChatAnthropic LLM specific for LlamaIndex",
|
|
"inputParams": [
|
|
{
|
|
"label": "Connect Credential",
|
|
"name": "credential",
|
|
"type": "credential",
|
|
"credentialNames": ["anthropicApi"],
|
|
"id": "chatAnthropic_LlamaIndex_0-input-credential-credential"
|
|
},
|
|
{
|
|
"label": "Model Name",
|
|
"name": "modelName",
|
|
"type": "options",
|
|
"options": [
|
|
{
|
|
"label": "claude-3-opus",
|
|
"name": "claude-3-opus-20240229",
|
|
"description": "Most powerful model for highly complex tasks"
|
|
},
|
|
{
|
|
"label": "claude-3-sonnet",
|
|
"name": "claude-3-sonnet-20240229",
|
|
"description": "Ideal balance of intelligence and speed for enterprise workloads"
|
|
},
|
|
{
|
|
"label": "claude-2",
|
|
"name": "claude-2",
|
|
"description": "Claude 2 latest major version, automatically get updates to the model as they are released"
|
|
},
|
|
{
|
|
"label": "claude-2.1",
|
|
"name": "claude-2.1",
|
|
"description": "Claude 2 latest full version"
|
|
},
|
|
{
|
|
"label": "claude-instant-1",
|
|
"name": "claude-instant-1",
|
|
"description": "Claude Instant latest major version, automatically get updates to the model as they are released"
|
|
},
|
|
{
|
|
"label": "claude-v1",
|
|
"name": "claude-v1"
|
|
},
|
|
{
|
|
"label": "claude-v1-100k",
|
|
"name": "claude-v1-100k"
|
|
},
|
|
{
|
|
"label": "claude-v1.0",
|
|
"name": "claude-v1.0"
|
|
},
|
|
{
|
|
"label": "claude-v1.2",
|
|
"name": "claude-v1.2"
|
|
},
|
|
{
|
|
"label": "claude-v1.3",
|
|
"name": "claude-v1.3"
|
|
},
|
|
{
|
|
"label": "claude-v1.3-100k",
|
|
"name": "claude-v1.3-100k"
|
|
},
|
|
{
|
|
"label": "claude-instant-v1",
|
|
"name": "claude-instant-v1"
|
|
},
|
|
{
|
|
"label": "claude-instant-v1-100k",
|
|
"name": "claude-instant-v1-100k"
|
|
},
|
|
{
|
|
"label": "claude-instant-v1.0",
|
|
"name": "claude-instant-v1.0"
|
|
},
|
|
{
|
|
"label": "claude-instant-v1.1",
|
|
"name": "claude-instant-v1.1"
|
|
},
|
|
{
|
|
"label": "claude-instant-v1.1-100k",
|
|
"name": "claude-instant-v1.1-100k"
|
|
}
|
|
],
|
|
"default": "claude-2",
|
|
"optional": true,
|
|
"id": "chatAnthropic_LlamaIndex_0-input-modelName-options"
|
|
},
|
|
{
|
|
"label": "Temperature",
|
|
"name": "temperature",
|
|
"type": "number",
|
|
"step": 0.1,
|
|
"default": 0.9,
|
|
"optional": true,
|
|
"id": "chatAnthropic_LlamaIndex_0-input-temperature-number"
|
|
},
|
|
{
|
|
"label": "Max Tokens",
|
|
"name": "maxTokensToSample",
|
|
"type": "number",
|
|
"step": 1,
|
|
"optional": true,
|
|
"additionalParams": true,
|
|
"id": "chatAnthropic_LlamaIndex_0-input-maxTokensToSample-number"
|
|
},
|
|
{
|
|
"label": "Top P",
|
|
"name": "topP",
|
|
"type": "number",
|
|
"step": 0.1,
|
|
"optional": true,
|
|
"additionalParams": true,
|
|
"id": "chatAnthropic_LlamaIndex_0-input-topP-number"
|
|
}
|
|
],
|
|
"inputAnchors": [],
|
|
"inputs": {
|
|
"modelName": "claude-2",
|
|
"temperature": 0.9,
|
|
"maxTokensToSample": "",
|
|
"topP": ""
|
|
},
|
|
"outputAnchors": [
|
|
{
|
|
"id": "chatAnthropic_LlamaIndex_0-output-chatAnthropic_LlamaIndex-ChatAnthropic|BaseChatModel_LlamaIndex",
|
|
"name": "chatAnthropic_LlamaIndex",
|
|
"label": "ChatAnthropic",
|
|
"type": "ChatAnthropic | BaseChatModel_LlamaIndex"
|
|
}
|
|
],
|
|
"outputs": {},
|
|
"selected": false
|
|
},
|
|
"selected": false,
|
|
"positionAbsolute": {
|
|
"x": 521.3530883359147,
|
|
"y": -584.8241219614786
|
|
},
|
|
"dragging": false
|
|
}
|
|
],
|
|
"edges": [
|
|
{
|
|
"source": "pineconeLlamaIndex_0",
|
|
"sourceHandle": "pineconeLlamaIndex_0-output-pineconeLlamaIndex-Pinecone|VectorIndexRetriever",
|
|
"target": "queryEngine_0",
|
|
"targetHandle": "queryEngine_0-input-vectorStoreRetriever-VectorIndexRetriever",
|
|
"type": "buttonedge",
|
|
"id": "pineconeLlamaIndex_0-pineconeLlamaIndex_0-output-pineconeLlamaIndex-Pinecone|VectorIndexRetriever-queryEngine_0-queryEngine_0-input-vectorStoreRetriever-VectorIndexRetriever",
|
|
"data": {
|
|
"label": ""
|
|
}
|
|
},
|
|
{
|
|
"source": "openAIEmbedding_LlamaIndex_0",
|
|
"sourceHandle": "openAIEmbedding_LlamaIndex_0-output-openAIEmbedding_LlamaIndex-OpenAIEmbedding|BaseEmbedding_LlamaIndex|BaseEmbedding",
|
|
"target": "pineconeLlamaIndex_0",
|
|
"targetHandle": "pineconeLlamaIndex_0-input-embeddings-BaseEmbedding_LlamaIndex",
|
|
"type": "buttonedge",
|
|
"id": "openAIEmbedding_LlamaIndex_0-openAIEmbedding_LlamaIndex_0-output-openAIEmbedding_LlamaIndex-OpenAIEmbedding|BaseEmbedding_LlamaIndex|BaseEmbedding-pineconeLlamaIndex_0-pineconeLlamaIndex_0-input-embeddings-BaseEmbedding_LlamaIndex",
|
|
"data": {
|
|
"label": ""
|
|
}
|
|
},
|
|
{
|
|
"source": "compactrefineLlamaIndex_0",
|
|
"sourceHandle": "compactrefineLlamaIndex_0-output-compactrefineLlamaIndex-CompactRefine|ResponseSynthesizer",
|
|
"target": "queryEngine_0",
|
|
"targetHandle": "queryEngine_0-input-responseSynthesizer-ResponseSynthesizer",
|
|
"type": "buttonedge",
|
|
"id": "compactrefineLlamaIndex_0-compactrefineLlamaIndex_0-output-compactrefineLlamaIndex-CompactRefine|ResponseSynthesizer-queryEngine_0-queryEngine_0-input-responseSynthesizer-ResponseSynthesizer",
|
|
"data": {
|
|
"label": ""
|
|
}
|
|
},
|
|
{
|
|
"source": "chatAnthropic_LlamaIndex_0",
|
|
"sourceHandle": "chatAnthropic_LlamaIndex_0-output-chatAnthropic_LlamaIndex-ChatAnthropic|BaseChatModel_LlamaIndex",
|
|
"target": "pineconeLlamaIndex_0",
|
|
"targetHandle": "pineconeLlamaIndex_0-input-model-BaseChatModel_LlamaIndex",
|
|
"type": "buttonedge",
|
|
"id": "chatAnthropic_LlamaIndex_0-chatAnthropic_LlamaIndex_0-output-chatAnthropic_LlamaIndex-ChatAnthropic|BaseChatModel_LlamaIndex-pineconeLlamaIndex_0-pineconeLlamaIndex_0-input-model-BaseChatModel_LlamaIndex",
|
|
"data": {
|
|
"label": ""
|
|
}
|
|
}
|
|
]
|
|
}
|