{
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    "title": "LLM Dataset Processor",
    "description": "Allows you to process output of other actors or stored dataset with single LLM prompt. It's useful if you need to enrich data, summarize content, extract specific information, or manipulate data in a structured way using AI.",
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  "components": {
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      "inputSchema": {
        "type": "object",
        "required": [
          "llmProviderApiKey",
          "prompt",
          "model",
          "temperature",
          "maxTokens"
        ],
        "properties": {
          "inputDatasetId": {
            "title": "Input Dataset ID",
            "type": "string",
            "description": "The ID of the dataset to process."
          },
          "model": {
            "title": "Large Language Model",
            "type": "string",
            "description": "The LLM to use for processing. Each model has different capabilities and pricing. GPT-4o-mini and Claude 3.5 Haiku are recommended for cost-effective processing, while models like Claude 3 Opus or GPT-4o offer higher quality but at a higher cost."
          },
          "llmProviderApiKey": {
            "title": "LLM Provider API Key",
            "type": "string",
            "description": "Your API key for the LLM Provider (e.g., OpenAI)."
          },
          "temperature": {
            "title": "Temperature",
            "type": "string",
            "description": "Sampling temperature for the LLM API (controls randomness). We recommend using a value closer to 0 for exact results. In case of more 'creative' results, we recommend to use a value closer to 1.",
            "default": "0.1"
          },
          "multipleColumns": {
            "title": "Multiple columns in output",
            "type": "boolean",
            "description": "When enabled, instructs the LLM to return responses as JSON objects, creating multiple columns in the output dataset. The columns need to be named and described in the prompt. If disabled, responses are stored in a single `llmresponse` column.",
            "default": false
          },
          "prompt": {
            "title": "Prompt Template",
            "minLength": 1,
            "type": "string",
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          },
          "skipItemIfEmpty": {
            "title": "Skip item if one or more ${fields} are empty",
            "type": "boolean",
            "description": "When enabled, items will be skipped if any ${field} referenced in the prompt is empty, null, undefined, or contains only whitespace. This helps prevent processing incomplete data.",
            "default": true
          },
          "maxTokens": {
            "title": "Max Tokens",
            "type": "integer",
            "description": "Maximum number of tokens in the LLM API response for each item.",
            "default": 300
          },
          "testPrompt": {
            "title": "Test Prompt Mode",
            "type": "boolean",
            "description": "Test mode that processes only a limited number of items (defined by `testItemsCount`). Use this to validate your prompt and configuration before running on the full dataset. We highly recommend enabling this option first to validate your prompt because of ambiguity of the LLM responses.",
            "default": true
          },
          "testItemsCount": {
            "title": "Test Items Count",
            "minimum": 1,
            "type": "integer",
            "description": "Number of items to process when `Test Prompt Mode` is enabled.",
            "default": 3
          },
          "preprocessingFunction": {
            "title": "Preprocessing function",
            "type": "string",
            "description": "Function to transform item before they are put into the promp."
          }
        }
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                "type": "string",
                "format": "date-time",
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                "type": "string",
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                "type": "object",
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                    "type": "string",
                    "example": "API"
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                  "userAgent": {
                    "type": "string"
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              },
              "stats": {
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                  "inputBodyLen": {
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                    "example": 0
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                  "computeUnits": {
                    "type": "integer",
                    "example": 0
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              },
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                "properties": {
                  "build": {
                    "type": "string",
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                  "timeoutSecs": {
                    "type": "integer",
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                  "memoryMbytes": {
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              },
              "buildId": {
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              "defaultKeyValueStoreId": {
                "type": "string"
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              "defaultDatasetId": {
                "type": "string"
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              "defaultRequestQueueId": {
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