{
    "description": "Breaks down query into sub questions for each relevant data source, then combine into final response",
    "usecases": ["SQL"],
    "framework": ["LlamaIndex"],
    "nodes": [
        {
            "width": 300,
            "height": 749,
            "id": "compactrefineLlamaIndex_0",
            "position": {
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            "type": "customNode",
            "data": {
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                "label": "Compact and Refine",
                "version": 1,
                "name": "compactrefineLlamaIndex",
                "type": "CompactRefine",
                "baseClasses": ["CompactRefine", "ResponseSynthesizer"],
                "tags": ["LlamaIndex"],
                "category": "Response Synthesizer",
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                "inputParams": [
                    {
                        "label": "Refine Prompt",
                        "name": "refinePrompt",
                        "type": "string",
                        "rows": 4,
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                        "optional": true,
                        "id": "compactrefineLlamaIndex_0-input-refinePrompt-string"
                    },
                    {
                        "label": "Text QA Prompt",
                        "name": "textQAPrompt",
                        "type": "string",
                        "rows": 4,
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                        "optional": true,
                        "id": "compactrefineLlamaIndex_0-input-textQAPrompt-string"
                    }
                ],
                "inputAnchors": [],
                "inputs": {
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                "outputAnchors": [
                    {
                        "id": "compactrefineLlamaIndex_0-output-compactrefineLlamaIndex-CompactRefine|ResponseSynthesizer",
                        "name": "compactrefineLlamaIndex",
                        "label": "CompactRefine",
                        "type": "CompactRefine | ResponseSynthesizer"
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                ],
                "outputs": {},
                "selected": false
            },
            "selected": false,
            "positionAbsolute": {
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            "dragging": false
        },
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            "width": 300,
            "height": 611,
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            "position": {
                "x": 35.45798119088212,
                "y": -132.1789597307308
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            "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": [
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                        "label": "Connect Credential",
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                        "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"
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                ],
                "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": "{{chatOpenAI_LlamaIndex_0.data.instance}}",
                    "embeddings": "{{openAIEmbedding_LlamaIndex_0.data.instance}}",
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                    "pineconeNamespace": "pinecone-form10k",
                    "pineconeMetadataFilter": "{\"source\":\"tesla\"}",
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                },
                "outputAnchors": [
                    {
                        "name": "output",
                        "label": "Output",
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                                "id": "pineconeLlamaIndex_0-output-retriever-Pinecone|VectorIndexRetriever",
                                "name": "retriever",
                                "label": "Pinecone Retriever",
                                "type": "Pinecone | VectorIndexRetriever"
                            },
                            {
                                "id": "pineconeLlamaIndex_0-output-vectorStore-Pinecone|VectorStoreIndex",
                                "name": "vectorStore",
                                "label": "Pinecone Vector Store Index",
                                "type": "Pinecone | VectorStoreIndex"
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                        ],
                        "default": "retriever"
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                ],
                "outputs": {
                    "output": "retriever"
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                "selected": false
            },
            "selected": false,
            "positionAbsolute": {
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            "height": 529,
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            "type": "customNode",
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                "baseClasses": ["ChatOpenAI", "BaseChatModel_LlamaIndex", "BaseLLM"],
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                "category": "Chat Models",
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                    },
                    {
                        "label": "Model Name",
                        "name": "modelName",
                        "type": "asyncOptions",
                        "loadMethod": "listModels",
                        "default": "gpt-3.5-turbo",
                        "id": "chatOpenAI_LlamaIndex_0-input-modelName-options"
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                        "optional": true,
                        "id": "chatOpenAI_LlamaIndex_0-input-temperature-number"
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                        "step": 1,
                        "optional": true,
                        "additionalParams": true,
                        "id": "chatOpenAI_LlamaIndex_0-input-maxTokens-number"
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                        "label": "Top Probability",
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                        "step": 0.1,
                        "optional": true,
                        "additionalParams": true,
                        "id": "chatOpenAI_LlamaIndex_0-input-topP-number"
                    },
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                        "step": 1,
                        "optional": true,
                        "additionalParams": true,
                        "id": "chatOpenAI_LlamaIndex_0-input-timeout-number"
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                ],
                "inputAnchors": [],
                "inputs": {
                    "modelName": "gpt-3.5-turbo-16k",
                    "temperature": "0",
                    "maxTokens": "",
                    "topP": "",
                    "timeout": ""
                },
                "outputAnchors": [
                    {
                        "id": "chatOpenAI_LlamaIndex_0-output-chatOpenAI_LlamaIndex-ChatOpenAI|BaseChatModel_LlamaIndex|BaseLLM",
                        "name": "chatOpenAI_LlamaIndex",
                        "label": "ChatOpenAI",
                        "type": "ChatOpenAI | BaseChatModel_LlamaIndex | BaseLLM"
                    }
                ],
                "outputs": {},
                "selected": false
            },
            "selected": false,
            "positionAbsolute": {
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            "dragging": false
        },
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            "width": 300,
            "height": 334,
            "id": "openAIEmbedding_LlamaIndex_0",
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            "type": "customNode",
            "data": {
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                "label": "OpenAI Embedding",
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                "type": "OpenAIEmbedding",
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                "category": "Embeddings",
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                    {
                        "label": "Model Name",
                        "name": "modelName",
                        "type": "asyncOptions",
                        "loadMethod": "listModels",
                        "default": "text-embedding-ada-002",
                        "id": "openAIEmbedding_LlamaIndex_0-input-modelName-options"
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                        "optional": true,
                        "additionalParams": true,
                        "id": "openAIEmbedding_LlamaIndex_0-input-timeout-number"
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                        "label": "BasePath",
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                        "optional": true,
                        "additionalParams": true,
                        "id": "openAIEmbedding_LlamaIndex_0-input-basepath-string"
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                ],
                "inputAnchors": [],
                "inputs": {
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                    "basepath": "",
                    "modelName": "text-embedding-ada-002"
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                "outputAnchors": [
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                        "label": "OpenAIEmbedding",
                        "type": "OpenAIEmbedding | BaseEmbedding_LlamaIndex | BaseEmbedding"
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                ],
                "outputs": {},
                "selected": false
            },
            "selected": false,
            "dragging": false,
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            "width": 300,
            "height": 611,
            "id": "pineconeLlamaIndex_1",
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                "y": -783.0024679245387
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            "type": "customNode",
            "data": {
                "id": "pineconeLlamaIndex_1",
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                    },
                    {
                        "label": "Pinecone Index",
                        "name": "pineconeIndex",
                        "type": "string",
                        "id": "pineconeLlamaIndex_1-input-pineconeIndex-string"
                    },
                    {
                        "label": "Pinecone Namespace",
                        "name": "pineconeNamespace",
                        "type": "string",
                        "placeholder": "my-first-namespace",
                        "additionalParams": true,
                        "optional": true,
                        "id": "pineconeLlamaIndex_1-input-pineconeNamespace-string"
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                    {
                        "label": "Pinecone Metadata Filter",
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                        "type": "json",
                        "optional": true,
                        "additionalParams": true,
                        "id": "pineconeLlamaIndex_1-input-pineconeMetadataFilter-json"
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                    {
                        "label": "Top K",
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                        "description": "Number of top results to fetch. Default to 4",
                        "placeholder": "4",
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                        "additionalParams": true,
                        "optional": true,
                        "id": "pineconeLlamaIndex_1-input-topK-number"
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                "inputAnchors": [
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                        "type": "Document",
                        "list": true,
                        "optional": true,
                        "id": "pineconeLlamaIndex_1-input-document-Document"
                    },
                    {
                        "label": "Chat Model",
                        "name": "model",
                        "type": "BaseChatModel_LlamaIndex",
                        "id": "pineconeLlamaIndex_1-input-model-BaseChatModel_LlamaIndex"
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                    {
                        "label": "Embeddings",
                        "name": "embeddings",
                        "type": "BaseEmbedding_LlamaIndex",
                        "id": "pineconeLlamaIndex_1-input-embeddings-BaseEmbedding_LlamaIndex"
                    }
                ],
                "inputs": {
                    "document": [],
                    "model": "{{chatOpenAI_LlamaIndex_0.data.instance}}",
                    "embeddings": "{{openAIEmbedding_LlamaIndex_0.data.instance}}",
                    "pineconeIndex": "flowiseindex",
                    "pineconeNamespace": "pinecone-form10k",
                    "pineconeMetadataFilter": "{\"source\":\"apple\"}",
                    "topK": ""
                },
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                        "type": "options",
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                                "id": "pineconeLlamaIndex_1-output-retriever-Pinecone|VectorIndexRetriever",
                                "name": "retriever",
                                "label": "Pinecone Retriever",
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                            },
                            {
                                "id": "pineconeLlamaIndex_1-output-vectorStore-Pinecone|VectorStoreIndex",
                                "name": "vectorStore",
                                "label": "Pinecone Vector Store Index",
                                "type": "Pinecone | VectorStoreIndex"
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                        "default": "retriever"
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                "selected": false
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                "type": "ChatOpenAI",
                "baseClasses": ["ChatOpenAI", "BaseChatModel_LlamaIndex", "BaseLLM"],
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                "category": "Chat Models",
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                    {
                        "label": "Response Synthesizer",
                        "name": "responseSynthesizer",
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                    "vectorStoreRetriever": "{{pineconeLlamaIndex_1.data.instance}}",
                    "responseSynthesizer": "",
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