mirror of
https://github.com/farcasclaudiu/Flowise.git
synced 2026-06-28 19:00:59 +03:00
Merge pull request #1611 from FlowiseAI/feature/LlamaIndex
Feature/llama index
This commit is contained in:
Henry Heng
@@ -0,0 +1,917 @@
|
||||
{
|
||||
"description": "Answer question based on retrieved documents (context) with built-in memory to remember conversation using LlamaIndex",
|
||||
"badge": "NEW",
|
||||
"nodes": [
|
||||
{
|
||||
"width": 300,
|
||||
"height": 438,
|
||||
"id": "textFile_0",
|
||||
"position": {
|
||||
"x": 221.215421786192,
|
||||
"y": 94.91489477412404
|
||||
},
|
||||
"type": "customNode",
|
||||
"data": {
|
||||
"id": "textFile_0",
|
||||
"label": "Text File",
|
||||
"version": 3,
|
||||
"name": "textFile",
|
||||
"type": "Document",
|
||||
"baseClasses": ["Document"],
|
||||
"category": "Document Loaders",
|
||||
"description": "Load data from text files",
|
||||
"inputParams": [
|
||||
{
|
||||
"label": "Txt File",
|
||||
"name": "txtFile",
|
||||
"type": "file",
|
||||
"fileType": ".txt, .html, .aspx, .asp, .cpp, .c, .cs, .css, .go, .h, .java, .js, .less, .ts, .php, .proto, .python, .py, .rst, .ruby, .rb, .rs, .scala, .sc, .scss, .sol, .sql, .swift, .markdown, .md, .tex, .ltx, .vb, .xml",
|
||||
"id": "textFile_0-input-txtFile-file"
|
||||
},
|
||||
{
|
||||
"label": "Metadata",
|
||||
"name": "metadata",
|
||||
"type": "json",
|
||||
"optional": true,
|
||||
"additionalParams": true,
|
||||
"id": "textFile_0-input-metadata-json"
|
||||
}
|
||||
],
|
||||
"inputAnchors": [
|
||||
{
|
||||
"label": "Text Splitter",
|
||||
"name": "textSplitter",
|
||||
"type": "TextSplitter",
|
||||
"optional": true,
|
||||
"id": "textFile_0-input-textSplitter-TextSplitter"
|
||||
}
|
||||
],
|
||||
"inputs": {
|
||||
"textSplitter": "{{recursiveCharacterTextSplitter_0.data.instance}}",
|
||||
"metadata": ""
|
||||
},
|
||||
"outputAnchors": [
|
||||
{
|
||||
"name": "output",
|
||||
"label": "Output",
|
||||
"type": "options",
|
||||
"options": [
|
||||
{
|
||||
"id": "textFile_0-output-document-Document",
|
||||
"name": "document",
|
||||
"label": "Document",
|
||||
"type": "Document"
|
||||
},
|
||||
{
|
||||
"id": "textFile_0-output-text-string|json",
|
||||
"name": "text",
|
||||
"label": "Text",
|
||||
"type": "string | json"
|
||||
}
|
||||
],
|
||||
"default": "document"
|
||||
}
|
||||
],
|
||||
"outputs": {
|
||||
"output": "document"
|
||||
},
|
||||
"selected": false
|
||||
},
|
||||
"selected": false,
|
||||
"positionAbsolute": {
|
||||
"x": 221.215421786192,
|
||||
"y": 94.91489477412404
|
||||
},
|
||||
"dragging": false
|
||||
},
|
||||
{
|
||||
"width": 300,
|
||||
"height": 429,
|
||||
"id": "recursiveCharacterTextSplitter_0",
|
||||
"position": {
|
||||
"x": -203.4868320229876,
|
||||
"y": 101.32475976329766
|
||||
},
|
||||
"type": "customNode",
|
||||
"data": {
|
||||
"id": "recursiveCharacterTextSplitter_0",
|
||||
"label": "Recursive Character Text Splitter",
|
||||
"version": 2,
|
||||
"name": "recursiveCharacterTextSplitter",
|
||||
"type": "RecursiveCharacterTextSplitter",
|
||||
"baseClasses": ["RecursiveCharacterTextSplitter", "TextSplitter", "BaseDocumentTransformer", "Runnable"],
|
||||
"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,
|
||||
"id": "recursiveCharacterTextSplitter_0-input-chunkSize-number"
|
||||
},
|
||||
{
|
||||
"label": "Chunk Overlap",
|
||||
"name": "chunkOverlap",
|
||||
"type": "number",
|
||||
"optional": true,
|
||||
"id": "recursiveCharacterTextSplitter_0-input-chunkOverlap-number"
|
||||
},
|
||||
{
|
||||
"label": "Custom Separators",
|
||||
"name": "separators",
|
||||
"type": "string",
|
||||
"rows": 4,
|
||||
"description": "Array of custom separators to determine when to split the text, will override the default separators",
|
||||
"placeholder": "[\"|\", \"##\", \">\", \"-\"]",
|
||||
"additionalParams": true,
|
||||
"optional": true,
|
||||
"id": "recursiveCharacterTextSplitter_0-input-separators-string"
|
||||
}
|
||||
],
|
||||
"inputAnchors": [],
|
||||
"inputs": {
|
||||
"chunkSize": 1000,
|
||||
"chunkOverlap": "",
|
||||
"separators": ""
|
||||
},
|
||||
"outputAnchors": [
|
||||
{
|
||||
"id": "recursiveCharacterTextSplitter_0-output-recursiveCharacterTextSplitter-RecursiveCharacterTextSplitter|TextSplitter|BaseDocumentTransformer|Runnable",
|
||||
"name": "recursiveCharacterTextSplitter",
|
||||
"label": "RecursiveCharacterTextSplitter",
|
||||
"type": "RecursiveCharacterTextSplitter | TextSplitter | BaseDocumentTransformer | Runnable"
|
||||
}
|
||||
],
|
||||
"outputs": {},
|
||||
"selected": false
|
||||
},
|
||||
"selected": false,
|
||||
"positionAbsolute": {
|
||||
"x": -203.4868320229876,
|
||||
"y": 101.32475976329766
|
||||
},
|
||||
"dragging": false
|
||||
},
|
||||
{
|
||||
"width": 300,
|
||||
"height": 334,
|
||||
"id": "openAIEmbedding_LlamaIndex_0",
|
||||
"position": {
|
||||
"x": 176.27434578083106,
|
||||
"y": 953.3664298122493
|
||||
},
|
||||
"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": 176.27434578083106,
|
||||
"y": 953.3664298122493
|
||||
},
|
||||
"dragging": false
|
||||
},
|
||||
{
|
||||
"width": 300,
|
||||
"height": 585,
|
||||
"id": "pineconeLlamaIndex_0",
|
||||
"position": {
|
||||
"x": 609.3087433345761,
|
||||
"y": 488.2141798951578
|
||||
},
|
||||
"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": ["{{textFile_0.data.instance}}"],
|
||||
"model": "{{chatOpenAI_LlamaIndex_1.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": 609.3087433345761,
|
||||
"y": 488.2141798951578
|
||||
},
|
||||
"dragging": false
|
||||
},
|
||||
{
|
||||
"width": 300,
|
||||
"height": 529,
|
||||
"id": "chatOpenAI_LlamaIndex_1",
|
||||
"position": {
|
||||
"x": -195.15244974578656,
|
||||
"y": 584.9467028201428
|
||||
},
|
||||
"type": "customNode",
|
||||
"data": {
|
||||
"id": "chatOpenAI_LlamaIndex_1",
|
||||
"label": "ChatOpenAI",
|
||||
"version": 1,
|
||||
"name": "chatOpenAI_LlamaIndex",
|
||||
"type": "ChatOpenAI",
|
||||
"baseClasses": ["ChatOpenAI", "BaseChatModel_LlamaIndex"],
|
||||
"tags": ["LlamaIndex"],
|
||||
"category": "Chat Models",
|
||||
"description": "Wrapper around OpenAI Chat LLM specific for LlamaIndex",
|
||||
"inputParams": [
|
||||
{
|
||||
"label": "Connect Credential",
|
||||
"name": "credential",
|
||||
"type": "credential",
|
||||
"credentialNames": ["openAIApi"],
|
||||
"id": "chatOpenAI_LlamaIndex_1-input-credential-credential"
|
||||
},
|
||||
{
|
||||
"label": "Model Name",
|
||||
"name": "modelName",
|
||||
"type": "options",
|
||||
"options": [
|
||||
{
|
||||
"label": "gpt-4",
|
||||
"name": "gpt-4"
|
||||
},
|
||||
{
|
||||
"label": "gpt-4-turbo-preview",
|
||||
"name": "gpt-4-turbo-preview"
|
||||
},
|
||||
{
|
||||
"label": "gpt-4-0125-preview",
|
||||
"name": "gpt-4-0125-preview"
|
||||
},
|
||||
{
|
||||
"label": "gpt-4-1106-preview",
|
||||
"name": "gpt-4-1106-preview"
|
||||
},
|
||||
{
|
||||
"label": "gpt-4-vision-preview",
|
||||
"name": "gpt-4-vision-preview"
|
||||
},
|
||||
{
|
||||
"label": "gpt-4-0613",
|
||||
"name": "gpt-4-0613"
|
||||
},
|
||||
{
|
||||
"label": "gpt-4-32k",
|
||||
"name": "gpt-4-32k"
|
||||
},
|
||||
{
|
||||
"label": "gpt-4-32k-0613",
|
||||
"name": "gpt-4-32k-0613"
|
||||
},
|
||||
{
|
||||
"label": "gpt-3.5-turbo",
|
||||
"name": "gpt-3.5-turbo"
|
||||
},
|
||||
{
|
||||
"label": "gpt-3.5-turbo-1106",
|
||||
"name": "gpt-3.5-turbo-1106"
|
||||
},
|
||||
{
|
||||
"label": "gpt-3.5-turbo-0613",
|
||||
"name": "gpt-3.5-turbo-0613"
|
||||
},
|
||||
{
|
||||
"label": "gpt-3.5-turbo-16k",
|
||||
"name": "gpt-3.5-turbo-16k"
|
||||
},
|
||||
{
|
||||
"label": "gpt-3.5-turbo-16k-0613",
|
||||
"name": "gpt-3.5-turbo-16k-0613"
|
||||
}
|
||||
],
|
||||
"default": "gpt-3.5-turbo",
|
||||
"optional": true,
|
||||
"id": "chatOpenAI_LlamaIndex_1-input-modelName-options"
|
||||
},
|
||||
{
|
||||
"label": "Temperature",
|
||||
"name": "temperature",
|
||||
"type": "number",
|
||||
"step": 0.1,
|
||||
"default": 0.9,
|
||||
"optional": true,
|
||||
"id": "chatOpenAI_LlamaIndex_1-input-temperature-number"
|
||||
},
|
||||
{
|
||||
"label": "Max Tokens",
|
||||
"name": "maxTokens",
|
||||
"type": "number",
|
||||
"step": 1,
|
||||
"optional": true,
|
||||
"additionalParams": true,
|
||||
"id": "chatOpenAI_LlamaIndex_1-input-maxTokens-number"
|
||||
},
|
||||
{
|
||||
"label": "Top Probability",
|
||||
"name": "topP",
|
||||
"type": "number",
|
||||
"step": 0.1,
|
||||
"optional": true,
|
||||
"additionalParams": true,
|
||||
"id": "chatOpenAI_LlamaIndex_1-input-topP-number"
|
||||
},
|
||||
{
|
||||
"label": "Timeout",
|
||||
"name": "timeout",
|
||||
"type": "number",
|
||||
"step": 1,
|
||||
"optional": true,
|
||||
"additionalParams": true,
|
||||
"id": "chatOpenAI_LlamaIndex_1-input-timeout-number"
|
||||
}
|
||||
],
|
||||
"inputAnchors": [],
|
||||
"inputs": {
|
||||
"modelName": "gpt-3.5-turbo-16k",
|
||||
"temperature": 0.9,
|
||||
"maxTokens": "",
|
||||
"topP": "",
|
||||
"timeout": ""
|
||||
},
|
||||
"outputAnchors": [
|
||||
{
|
||||
"id": "chatOpenAI_LlamaIndex_1-output-chatOpenAI_LlamaIndex-ChatOpenAI|BaseChatModel_LlamaIndex",
|
||||
"name": "chatOpenAI_LlamaIndex",
|
||||
"label": "ChatOpenAI",
|
||||
"type": "ChatOpenAI | BaseChatModel_LlamaIndex"
|
||||
}
|
||||
],
|
||||
"outputs": {},
|
||||
"selected": false
|
||||
},
|
||||
"selected": false,
|
||||
"positionAbsolute": {
|
||||
"x": -195.15244974578656,
|
||||
"y": 584.9467028201428
|
||||
},
|
||||
"dragging": false
|
||||
},
|
||||
{
|
||||
"width": 300,
|
||||
"height": 513,
|
||||
"id": "contextChatEngine_0",
|
||||
"position": {
|
||||
"x": 1550.2553933740128,
|
||||
"y": 270.7914631777829
|
||||
},
|
||||
"type": "customNode",
|
||||
"data": {
|
||||
"id": "contextChatEngine_0",
|
||||
"label": "Context Chat Engine",
|
||||
"version": 1,
|
||||
"name": "contextChatEngine",
|
||||
"type": "ContextChatEngine",
|
||||
"baseClasses": ["ContextChatEngine"],
|
||||
"tags": ["LlamaIndex"],
|
||||
"category": "Engine",
|
||||
"description": "Answer question based on retrieved documents (context) with built-in memory to remember conversation",
|
||||
"inputParams": [
|
||||
{
|
||||
"label": "Return Source Documents",
|
||||
"name": "returnSourceDocuments",
|
||||
"type": "boolean",
|
||||
"optional": true,
|
||||
"id": "contextChatEngine_0-input-returnSourceDocuments-boolean"
|
||||
},
|
||||
{
|
||||
"label": "System Message",
|
||||
"name": "systemMessagePrompt",
|
||||
"type": "string",
|
||||
"rows": 4,
|
||||
"optional": true,
|
||||
"placeholder": "I want you to act as a document that I am having a conversation with. Your name is \"AI Assistant\". You will provide me with answers from the given info. If the answer is not included, say exactly \"Hmm, I am not sure.\" and stop after that. Refuse to answer any question not about the info. Never break character.",
|
||||
"id": "contextChatEngine_0-input-systemMessagePrompt-string"
|
||||
}
|
||||
],
|
||||
"inputAnchors": [
|
||||
{
|
||||
"label": "Chat Model",
|
||||
"name": "model",
|
||||
"type": "BaseChatModel_LlamaIndex",
|
||||
"id": "contextChatEngine_0-input-model-BaseChatModel_LlamaIndex"
|
||||
},
|
||||
{
|
||||
"label": "Vector Store Retriever",
|
||||
"name": "vectorStoreRetriever",
|
||||
"type": "VectorIndexRetriever",
|
||||
"id": "contextChatEngine_0-input-vectorStoreRetriever-VectorIndexRetriever"
|
||||
},
|
||||
{
|
||||
"label": "Memory",
|
||||
"name": "memory",
|
||||
"type": "BaseChatMemory",
|
||||
"id": "contextChatEngine_0-input-memory-BaseChatMemory"
|
||||
}
|
||||
],
|
||||
"inputs": {
|
||||
"model": "{{chatOpenAI_LlamaIndex_2.data.instance}}",
|
||||
"vectorStoreRetriever": "{{pineconeLlamaIndex_0.data.instance}}",
|
||||
"memory": "{{RedisBackedChatMemory_0.data.instance}}",
|
||||
"systemMessagePrompt": "",
|
||||
"returnSourceDocuments": true
|
||||
},
|
||||
"outputAnchors": [
|
||||
{
|
||||
"id": "contextChatEngine_0-output-contextChatEngine-ContextChatEngine",
|
||||
"name": "contextChatEngine",
|
||||
"label": "ContextChatEngine",
|
||||
"type": "ContextChatEngine"
|
||||
}
|
||||
],
|
||||
"outputs": {},
|
||||
"selected": false
|
||||
},
|
||||
"selected": false,
|
||||
"positionAbsolute": {
|
||||
"x": 1550.2553933740128,
|
||||
"y": 270.7914631777829
|
||||
},
|
||||
"dragging": false
|
||||
},
|
||||
{
|
||||
"width": 300,
|
||||
"height": 329,
|
||||
"id": "RedisBackedChatMemory_0",
|
||||
"position": {
|
||||
"x": 1081.252815805786,
|
||||
"y": 990.1701092562037
|
||||
},
|
||||
"type": "customNode",
|
||||
"data": {
|
||||
"id": "RedisBackedChatMemory_0",
|
||||
"label": "Redis-Backed Chat Memory",
|
||||
"version": 2,
|
||||
"name": "RedisBackedChatMemory",
|
||||
"type": "RedisBackedChatMemory",
|
||||
"baseClasses": ["RedisBackedChatMemory", "BaseChatMemory", "BaseMemory"],
|
||||
"category": "Memory",
|
||||
"description": "Summarizes the conversation and stores the memory in Redis server",
|
||||
"inputParams": [
|
||||
{
|
||||
"label": "Connect Credential",
|
||||
"name": "credential",
|
||||
"type": "credential",
|
||||
"optional": true,
|
||||
"credentialNames": ["redisCacheApi", "redisCacheUrlApi"],
|
||||
"id": "RedisBackedChatMemory_0-input-credential-credential"
|
||||
},
|
||||
{
|
||||
"label": "Session Id",
|
||||
"name": "sessionId",
|
||||
"type": "string",
|
||||
"description": "If not specified, a random id will be used. Learn <a target=\"_blank\" href=\"https://docs.flowiseai.com/memory/long-term-memory#ui-and-embedded-chat\">more</a>",
|
||||
"default": "",
|
||||
"additionalParams": true,
|
||||
"optional": true,
|
||||
"id": "RedisBackedChatMemory_0-input-sessionId-string"
|
||||
},
|
||||
{
|
||||
"label": "Session Timeouts",
|
||||
"name": "sessionTTL",
|
||||
"type": "number",
|
||||
"description": "Omit this parameter to make sessions never expire",
|
||||
"additionalParams": true,
|
||||
"optional": true,
|
||||
"id": "RedisBackedChatMemory_0-input-sessionTTL-number"
|
||||
},
|
||||
{
|
||||
"label": "Memory Key",
|
||||
"name": "memoryKey",
|
||||
"type": "string",
|
||||
"default": "chat_history",
|
||||
"additionalParams": true,
|
||||
"id": "RedisBackedChatMemory_0-input-memoryKey-string"
|
||||
}
|
||||
],
|
||||
"inputAnchors": [],
|
||||
"inputs": {
|
||||
"sessionId": "",
|
||||
"sessionTTL": "",
|
||||
"memoryKey": "chat_history"
|
||||
},
|
||||
"outputAnchors": [
|
||||
{
|
||||
"id": "RedisBackedChatMemory_0-output-RedisBackedChatMemory-RedisBackedChatMemory|BaseChatMemory|BaseMemory",
|
||||
"name": "RedisBackedChatMemory",
|
||||
"label": "RedisBackedChatMemory",
|
||||
"type": "RedisBackedChatMemory | BaseChatMemory | BaseMemory"
|
||||
}
|
||||
],
|
||||
"outputs": {},
|
||||
"selected": false
|
||||
},
|
||||
"selected": false,
|
||||
"dragging": false,
|
||||
"positionAbsolute": {
|
||||
"x": 1081.252815805786,
|
||||
"y": 990.1701092562037
|
||||
}
|
||||
},
|
||||
{
|
||||
"width": 300,
|
||||
"height": 529,
|
||||
"id": "chatOpenAI_LlamaIndex_2",
|
||||
"position": {
|
||||
"x": 1015.1605888108386,
|
||||
"y": -38.31143117572401
|
||||
},
|
||||
"type": "customNode",
|
||||
"data": {
|
||||
"id": "chatOpenAI_LlamaIndex_2",
|
||||
"label": "ChatOpenAI",
|
||||
"version": 1,
|
||||
"name": "chatOpenAI_LlamaIndex",
|
||||
"type": "ChatOpenAI",
|
||||
"baseClasses": ["ChatOpenAI", "BaseChatModel_LlamaIndex"],
|
||||
"tags": ["LlamaIndex"],
|
||||
"category": "Chat Models",
|
||||
"description": "Wrapper around OpenAI Chat LLM specific for LlamaIndex",
|
||||
"inputParams": [
|
||||
{
|
||||
"label": "Connect Credential",
|
||||
"name": "credential",
|
||||
"type": "credential",
|
||||
"credentialNames": ["openAIApi"],
|
||||
"id": "chatOpenAI_LlamaIndex_2-input-credential-credential"
|
||||
},
|
||||
{
|
||||
"label": "Model Name",
|
||||
"name": "modelName",
|
||||
"type": "options",
|
||||
"options": [
|
||||
{
|
||||
"label": "gpt-4",
|
||||
"name": "gpt-4"
|
||||
},
|
||||
{
|
||||
"label": "gpt-4-turbo-preview",
|
||||
"name": "gpt-4-turbo-preview"
|
||||
},
|
||||
{
|
||||
"label": "gpt-4-0125-preview",
|
||||
"name": "gpt-4-0125-preview"
|
||||
},
|
||||
{
|
||||
"label": "gpt-4-1106-preview",
|
||||
"name": "gpt-4-1106-preview"
|
||||
},
|
||||
{
|
||||
"label": "gpt-4-vision-preview",
|
||||
"name": "gpt-4-vision-preview"
|
||||
},
|
||||
{
|
||||
"label": "gpt-4-0613",
|
||||
"name": "gpt-4-0613"
|
||||
},
|
||||
{
|
||||
"label": "gpt-4-32k",
|
||||
"name": "gpt-4-32k"
|
||||
},
|
||||
{
|
||||
"label": "gpt-4-32k-0613",
|
||||
"name": "gpt-4-32k-0613"
|
||||
},
|
||||
{
|
||||
"label": "gpt-3.5-turbo",
|
||||
"name": "gpt-3.5-turbo"
|
||||
},
|
||||
{
|
||||
"label": "gpt-3.5-turbo-1106",
|
||||
"name": "gpt-3.5-turbo-1106"
|
||||
},
|
||||
{
|
||||
"label": "gpt-3.5-turbo-0613",
|
||||
"name": "gpt-3.5-turbo-0613"
|
||||
},
|
||||
{
|
||||
"label": "gpt-3.5-turbo-16k",
|
||||
"name": "gpt-3.5-turbo-16k"
|
||||
},
|
||||
{
|
||||
"label": "gpt-3.5-turbo-16k-0613",
|
||||
"name": "gpt-3.5-turbo-16k-0613"
|
||||
}
|
||||
],
|
||||
"default": "gpt-3.5-turbo",
|
||||
"optional": true,
|
||||
"id": "chatOpenAI_LlamaIndex_2-input-modelName-options"
|
||||
},
|
||||
{
|
||||
"label": "Temperature",
|
||||
"name": "temperature",
|
||||
"type": "number",
|
||||
"step": 0.1,
|
||||
"default": 0.9,
|
||||
"optional": true,
|
||||
"id": "chatOpenAI_LlamaIndex_2-input-temperature-number"
|
||||
},
|
||||
{
|
||||
"label": "Max Tokens",
|
||||
"name": "maxTokens",
|
||||
"type": "number",
|
||||
"step": 1,
|
||||
"optional": true,
|
||||
"additionalParams": true,
|
||||
"id": "chatOpenAI_LlamaIndex_2-input-maxTokens-number"
|
||||
},
|
||||
{
|
||||
"label": "Top Probability",
|
||||
"name": "topP",
|
||||
"type": "number",
|
||||
"step": 0.1,
|
||||
"optional": true,
|
||||
"additionalParams": true,
|
||||
"id": "chatOpenAI_LlamaIndex_2-input-topP-number"
|
||||
},
|
||||
{
|
||||
"label": "Timeout",
|
||||
"name": "timeout",
|
||||
"type": "number",
|
||||
"step": 1,
|
||||
"optional": true,
|
||||
"additionalParams": true,
|
||||
"id": "chatOpenAI_LlamaIndex_2-input-timeout-number"
|
||||
}
|
||||
],
|
||||
"inputAnchors": [],
|
||||
"inputs": {
|
||||
"modelName": "gpt-3.5-turbo",
|
||||
"temperature": 0.9,
|
||||
"maxTokens": "",
|
||||
"topP": "",
|
||||
"timeout": ""
|
||||
},
|
||||
"outputAnchors": [
|
||||
{
|
||||
"id": "chatOpenAI_LlamaIndex_2-output-chatOpenAI_LlamaIndex-ChatOpenAI|BaseChatModel_LlamaIndex",
|
||||
"name": "chatOpenAI_LlamaIndex",
|
||||
"label": "ChatOpenAI",
|
||||
"type": "ChatOpenAI | BaseChatModel_LlamaIndex"
|
||||
}
|
||||
],
|
||||
"outputs": {},
|
||||
"selected": false
|
||||
},
|
||||
"selected": false,
|
||||
"positionAbsolute": {
|
||||
"x": 1015.1605888108386,
|
||||
"y": -38.31143117572401
|
||||
},
|
||||
"dragging": false
|
||||
}
|
||||
],
|
||||
"edges": [
|
||||
{
|
||||
"source": "recursiveCharacterTextSplitter_0",
|
||||
"sourceHandle": "recursiveCharacterTextSplitter_0-output-recursiveCharacterTextSplitter-RecursiveCharacterTextSplitter|TextSplitter|BaseDocumentTransformer|Runnable",
|
||||
"target": "textFile_0",
|
||||
"targetHandle": "textFile_0-input-textSplitter-TextSplitter",
|
||||
"type": "buttonedge",
|
||||
"id": "recursiveCharacterTextSplitter_0-recursiveCharacterTextSplitter_0-output-recursiveCharacterTextSplitter-RecursiveCharacterTextSplitter|TextSplitter|BaseDocumentTransformer|Runnable-textFile_0-textFile_0-input-textSplitter-TextSplitter",
|
||||
"data": {
|
||||
"label": ""
|
||||
}
|
||||
},
|
||||
{
|
||||
"source": "textFile_0",
|
||||
"sourceHandle": "textFile_0-output-document-Document",
|
||||
"target": "pineconeLlamaIndex_0",
|
||||
"targetHandle": "pineconeLlamaIndex_0-input-document-Document",
|
||||
"type": "buttonedge",
|
||||
"id": "textFile_0-textFile_0-output-document-Document-pineconeLlamaIndex_0-pineconeLlamaIndex_0-input-document-Document",
|
||||
"data": {
|
||||
"label": ""
|
||||
}
|
||||
},
|
||||
{
|
||||
"source": "chatOpenAI_LlamaIndex_1",
|
||||
"sourceHandle": "chatOpenAI_LlamaIndex_1-output-chatOpenAI_LlamaIndex-ChatOpenAI|BaseChatModel_LlamaIndex",
|
||||
"target": "pineconeLlamaIndex_0",
|
||||
"targetHandle": "pineconeLlamaIndex_0-input-model-BaseChatModel_LlamaIndex",
|
||||
"type": "buttonedge",
|
||||
"id": "chatOpenAI_LlamaIndex_1-chatOpenAI_LlamaIndex_1-output-chatOpenAI_LlamaIndex-ChatOpenAI|BaseChatModel_LlamaIndex-pineconeLlamaIndex_0-pineconeLlamaIndex_0-input-model-BaseChatModel_LlamaIndex",
|
||||
"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": "pineconeLlamaIndex_0",
|
||||
"sourceHandle": "pineconeLlamaIndex_0-output-pineconeLlamaIndex-Pinecone|VectorIndexRetriever",
|
||||
"target": "contextChatEngine_0",
|
||||
"targetHandle": "contextChatEngine_0-input-vectorStoreRetriever-VectorIndexRetriever",
|
||||
"type": "buttonedge",
|
||||
"id": "pineconeLlamaIndex_0-pineconeLlamaIndex_0-output-pineconeLlamaIndex-Pinecone|VectorIndexRetriever-contextChatEngine_0-contextChatEngine_0-input-vectorStoreRetriever-VectorIndexRetriever",
|
||||
"data": {
|
||||
"label": ""
|
||||
}
|
||||
},
|
||||
{
|
||||
"source": "RedisBackedChatMemory_0",
|
||||
"sourceHandle": "RedisBackedChatMemory_0-output-RedisBackedChatMemory-RedisBackedChatMemory|BaseChatMemory|BaseMemory",
|
||||
"target": "contextChatEngine_0",
|
||||
"targetHandle": "contextChatEngine_0-input-memory-BaseChatMemory",
|
||||
"type": "buttonedge",
|
||||
"id": "RedisBackedChatMemory_0-RedisBackedChatMemory_0-output-RedisBackedChatMemory-RedisBackedChatMemory|BaseChatMemory|BaseMemory-contextChatEngine_0-contextChatEngine_0-input-memory-BaseChatMemory",
|
||||
"data": {
|
||||
"label": ""
|
||||
}
|
||||
},
|
||||
{
|
||||
"source": "chatOpenAI_LlamaIndex_2",
|
||||
"sourceHandle": "chatOpenAI_LlamaIndex_2-output-chatOpenAI_LlamaIndex-ChatOpenAI|BaseChatModel_LlamaIndex",
|
||||
"target": "contextChatEngine_0",
|
||||
"targetHandle": "contextChatEngine_0-input-model-BaseChatModel_LlamaIndex",
|
||||
"type": "buttonedge",
|
||||
"id": "chatOpenAI_LlamaIndex_2-chatOpenAI_LlamaIndex_2-output-chatOpenAI_LlamaIndex-ChatOpenAI|BaseChatModel_LlamaIndex-contextChatEngine_0-contextChatEngine_0-input-model-BaseChatModel_LlamaIndex",
|
||||
"data": {
|
||||
"label": ""
|
||||
}
|
||||
}
|
||||
]
|
||||
}
|
||||
@@ -0,0 +1,547 @@
|
||||
{
|
||||
"description": "Stateless query engine designed to answer question over your data using LlamaIndex",
|
||||
"badge": "NEW",
|
||||
"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": 1,
|
||||
"name": "queryEngine",
|
||||
"type": "QueryEngine",
|
||||
"baseClasses": ["QueryEngine"],
|
||||
"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",
|
||||
"name": "queryEngine",
|
||||
"label": "QueryEngine",
|
||||
"type": "QueryEngine"
|
||||
}
|
||||
],
|
||||
"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-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": ""
|
||||
}
|
||||
}
|
||||
]
|
||||
}
|
||||
@@ -0,0 +1,270 @@
|
||||
{
|
||||
"description": "Simple chat engine to handle back and forth conversations using LlamaIndex",
|
||||
"badge": "NEW",
|
||||
"nodes": [
|
||||
{
|
||||
"width": 300,
|
||||
"height": 462,
|
||||
"id": "simpleChatEngine_0",
|
||||
"position": {
|
||||
"x": 1210.127368000538,
|
||||
"y": 324.98110560103896
|
||||
},
|
||||
"type": "customNode",
|
||||
"data": {
|
||||
"id": "simpleChatEngine_0",
|
||||
"label": "Simple Chat Engine",
|
||||
"version": 1,
|
||||
"name": "simpleChatEngine",
|
||||
"type": "SimpleChatEngine",
|
||||
"baseClasses": ["SimpleChatEngine"],
|
||||
"tags": ["LlamaIndex"],
|
||||
"category": "Engine",
|
||||
"description": "Simple engine to handle back and forth conversations",
|
||||
"inputParams": [
|
||||
{
|
||||
"label": "System Message",
|
||||
"name": "systemMessagePrompt",
|
||||
"type": "string",
|
||||
"rows": 4,
|
||||
"optional": true,
|
||||
"placeholder": "You are a helpful assistant",
|
||||
"id": "simpleChatEngine_0-input-systemMessagePrompt-string"
|
||||
}
|
||||
],
|
||||
"inputAnchors": [
|
||||
{
|
||||
"label": "Chat Model",
|
||||
"name": "model",
|
||||
"type": "BaseChatModel_LlamaIndex",
|
||||
"id": "simpleChatEngine_0-input-model-BaseChatModel_LlamaIndex"
|
||||
},
|
||||
{
|
||||
"label": "Memory",
|
||||
"name": "memory",
|
||||
"type": "BaseChatMemory",
|
||||
"id": "simpleChatEngine_0-input-memory-BaseChatMemory"
|
||||
}
|
||||
],
|
||||
"inputs": {
|
||||
"model": "{{azureChatOpenAI_LlamaIndex_0.data.instance}}",
|
||||
"memory": "{{bufferMemory_0.data.instance}}",
|
||||
"systemMessagePrompt": "You are a helpful assistant."
|
||||
},
|
||||
"outputAnchors": [
|
||||
{
|
||||
"id": "simpleChatEngine_0-output-simpleChatEngine-SimpleChatEngine",
|
||||
"name": "simpleChatEngine",
|
||||
"label": "SimpleChatEngine",
|
||||
"type": "SimpleChatEngine"
|
||||
}
|
||||
],
|
||||
"outputs": {},
|
||||
"selected": false
|
||||
},
|
||||
"selected": false,
|
||||
"dragging": false,
|
||||
"positionAbsolute": {
|
||||
"x": 1210.127368000538,
|
||||
"y": 324.98110560103896
|
||||
}
|
||||
},
|
||||
{
|
||||
"width": 300,
|
||||
"height": 376,
|
||||
"id": "bufferMemory_0",
|
||||
"position": {
|
||||
"x": 393.9823478014782,
|
||||
"y": 415.7414943210391
|
||||
},
|
||||
"type": "customNode",
|
||||
"data": {
|
||||
"id": "bufferMemory_0",
|
||||
"label": "Buffer Memory",
|
||||
"version": 1,
|
||||
"name": "bufferMemory",
|
||||
"type": "BufferMemory",
|
||||
"baseClasses": ["BufferMemory", "BaseChatMemory", "BaseMemory"],
|
||||
"category": "Memory",
|
||||
"description": "Remembers previous conversational back and forths directly",
|
||||
"inputParams": [
|
||||
{
|
||||
"label": "Memory Key",
|
||||
"name": "memoryKey",
|
||||
"type": "string",
|
||||
"default": "chat_history",
|
||||
"id": "bufferMemory_0-input-memoryKey-string"
|
||||
},
|
||||
{
|
||||
"label": "Input Key",
|
||||
"name": "inputKey",
|
||||
"type": "string",
|
||||
"default": "input",
|
||||
"id": "bufferMemory_0-input-inputKey-string"
|
||||
}
|
||||
],
|
||||
"inputAnchors": [],
|
||||
"inputs": {
|
||||
"memoryKey": "chat_history",
|
||||
"inputKey": "input"
|
||||
},
|
||||
"outputAnchors": [
|
||||
{
|
||||
"id": "bufferMemory_0-output-bufferMemory-BufferMemory|BaseChatMemory|BaseMemory",
|
||||
"name": "bufferMemory",
|
||||
"label": "BufferMemory",
|
||||
"type": "BufferMemory | BaseChatMemory | BaseMemory"
|
||||
}
|
||||
],
|
||||
"outputs": {},
|
||||
"selected": false
|
||||
},
|
||||
"selected": false,
|
||||
"positionAbsolute": {
|
||||
"x": 393.9823478014782,
|
||||
"y": 415.7414943210391
|
||||
},
|
||||
"dragging": false
|
||||
},
|
||||
{
|
||||
"width": 300,
|
||||
"height": 529,
|
||||
"id": "azureChatOpenAI_LlamaIndex_0",
|
||||
"position": {
|
||||
"x": 746.5530862509605,
|
||||
"y": -54.107978373323306
|
||||
},
|
||||
"type": "customNode",
|
||||
"data": {
|
||||
"id": "azureChatOpenAI_LlamaIndex_0",
|
||||
"label": "AzureChatOpenAI",
|
||||
"version": 1,
|
||||
"name": "azureChatOpenAI_LlamaIndex",
|
||||
"type": "AzureChatOpenAI",
|
||||
"baseClasses": ["AzureChatOpenAI", "BaseChatModel_LlamaIndex"],
|
||||
"tags": ["LlamaIndex"],
|
||||
"category": "Chat Models",
|
||||
"description": "Wrapper around Azure OpenAI Chat LLM specific for LlamaIndex",
|
||||
"inputParams": [
|
||||
{
|
||||
"label": "Connect Credential",
|
||||
"name": "credential",
|
||||
"type": "credential",
|
||||
"credentialNames": ["azureOpenAIApi"],
|
||||
"id": "azureChatOpenAI_LlamaIndex_0-input-credential-credential"
|
||||
},
|
||||
{
|
||||
"label": "Model Name",
|
||||
"name": "modelName",
|
||||
"type": "options",
|
||||
"options": [
|
||||
{
|
||||
"label": "gpt-4",
|
||||
"name": "gpt-4"
|
||||
},
|
||||
{
|
||||
"label": "gpt-4-32k",
|
||||
"name": "gpt-4-32k"
|
||||
},
|
||||
{
|
||||
"label": "gpt-3.5-turbo",
|
||||
"name": "gpt-3.5-turbo"
|
||||
},
|
||||
{
|
||||
"label": "gpt-3.5-turbo-16k",
|
||||
"name": "gpt-3.5-turbo-16k"
|
||||
}
|
||||
],
|
||||
"default": "gpt-3.5-turbo-16k",
|
||||
"optional": true,
|
||||
"id": "azureChatOpenAI_LlamaIndex_0-input-modelName-options"
|
||||
},
|
||||
{
|
||||
"label": "Temperature",
|
||||
"name": "temperature",
|
||||
"type": "number",
|
||||
"step": 0.1,
|
||||
"default": 0.9,
|
||||
"optional": true,
|
||||
"id": "azureChatOpenAI_LlamaIndex_0-input-temperature-number"
|
||||
},
|
||||
{
|
||||
"label": "Max Tokens",
|
||||
"name": "maxTokens",
|
||||
"type": "number",
|
||||
"step": 1,
|
||||
"optional": true,
|
||||
"additionalParams": true,
|
||||
"id": "azureChatOpenAI_LlamaIndex_0-input-maxTokens-number"
|
||||
},
|
||||
{
|
||||
"label": "Top Probability",
|
||||
"name": "topP",
|
||||
"type": "number",
|
||||
"step": 0.1,
|
||||
"optional": true,
|
||||
"additionalParams": true,
|
||||
"id": "azureChatOpenAI_LlamaIndex_0-input-topP-number"
|
||||
},
|
||||
{
|
||||
"label": "Timeout",
|
||||
"name": "timeout",
|
||||
"type": "number",
|
||||
"step": 1,
|
||||
"optional": true,
|
||||
"additionalParams": true,
|
||||
"id": "azureChatOpenAI_LlamaIndex_0-input-timeout-number"
|
||||
}
|
||||
],
|
||||
"inputAnchors": [],
|
||||
"inputs": {
|
||||
"modelName": "gpt-3.5-turbo-16k",
|
||||
"temperature": 0.9,
|
||||
"maxTokens": "",
|
||||
"topP": "",
|
||||
"timeout": ""
|
||||
},
|
||||
"outputAnchors": [
|
||||
{
|
||||
"id": "azureChatOpenAI_LlamaIndex_0-output-azureChatOpenAI_LlamaIndex-AzureChatOpenAI|BaseChatModel_LlamaIndex",
|
||||
"name": "azureChatOpenAI_LlamaIndex",
|
||||
"label": "AzureChatOpenAI",
|
||||
"type": "AzureChatOpenAI | BaseChatModel_LlamaIndex"
|
||||
}
|
||||
],
|
||||
"outputs": {},
|
||||
"selected": false
|
||||
},
|
||||
"selected": false,
|
||||
"positionAbsolute": {
|
||||
"x": 746.5530862509605,
|
||||
"y": -54.107978373323306
|
||||
},
|
||||
"dragging": false
|
||||
}
|
||||
],
|
||||
"edges": [
|
||||
{
|
||||
"source": "bufferMemory_0",
|
||||
"sourceHandle": "bufferMemory_0-output-bufferMemory-BufferMemory|BaseChatMemory|BaseMemory",
|
||||
"target": "simpleChatEngine_0",
|
||||
"targetHandle": "simpleChatEngine_0-input-memory-BaseChatMemory",
|
||||
"type": "buttonedge",
|
||||
"id": "bufferMemory_0-bufferMemory_0-output-bufferMemory-BufferMemory|BaseChatMemory|BaseMemory-simpleChatEngine_0-simpleChatEngine_0-input-memory-BaseChatMemory",
|
||||
"data": {
|
||||
"label": ""
|
||||
}
|
||||
},
|
||||
{
|
||||
"source": "azureChatOpenAI_LlamaIndex_0",
|
||||
"sourceHandle": "azureChatOpenAI_LlamaIndex_0-output-azureChatOpenAI_LlamaIndex-AzureChatOpenAI|BaseChatModel_LlamaIndex",
|
||||
"target": "simpleChatEngine_0",
|
||||
"targetHandle": "simpleChatEngine_0-input-model-BaseChatModel_LlamaIndex",
|
||||
"type": "buttonedge",
|
||||
"id": "azureChatOpenAI_LlamaIndex_0-azureChatOpenAI_LlamaIndex_0-output-azureChatOpenAI_LlamaIndex-AzureChatOpenAI|BaseChatModel_LlamaIndex-simpleChatEngine_0-simpleChatEngine_0-input-model-BaseChatModel_LlamaIndex",
|
||||
"data": {
|
||||
"label": ""
|
||||
}
|
||||
}
|
||||
]
|
||||
}
|
||||
Reference in New Issue
Block a user