LLM Dataset Processor
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Allows you to process whole 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.
Large Language Model
modelEnumRequired
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.
Value options:
"gpt-4o-mini": string"gpt-4o": string"claude-3-5-haiku-latest": string"claude-3-5-sonnet-latest": string"claude-3-opus-latest": string"gemini-1.5-flash": string"gemini-1.5-flash-8b": string"gemini-1.5-pro": stringTemperature
temperaturestringRequired
Sampling temperature for the LLM API (controls randomness). We recommend to use a value closer to 0 for exact results. In case of more 'creative' results, we recommend to use a value closer to 1.
Default value of this property is "0.1"
Multiple columns in output
multipleColumnsbooleanOptional
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 value of this property is false
Prompt
promptstringRequired
The prompt template to send to the LLM API.
Use {{fieldName}} placeholders to insert values from the input dataset (e.g., Summarize this text: {{content.text}}). For multiple columns output, ensure your prompt contains the names and descriptions of the desired columns in output.
See README for more details.
Skip item if one or more {{field}} are empty
skipItemIfEmptybooleanOptional
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 value of this property is true
Max Tokens
maxTokensintegerRequired
Maximum number of tokens in the LLM API response.
Default value of this property is 150
Test Prompt Mode
testPromptbooleanOptional
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 value of this property is true
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Created in Dec 2024
Modified 2 days ago
