@arizeai/phoenix-evals
Version:
A library for running evaluations for AI use cases
44 lines • 2.46 kB
TypeScript
import type { CreateClassificationEvaluatorArgs } from "../types/evals";
import type { ClassificationEvaluator } from "./ClassificationEvaluator";
export interface DocumentRelevanceEvaluatorArgs<RecordType extends Record<string, unknown> = DocumentRelevanceEvaluationRecord> extends Omit<CreateClassificationEvaluatorArgs<RecordType>, "promptTemplate" | "choices" | "optimizationDirection" | "name"> {
optimizationDirection?: CreateClassificationEvaluatorArgs<RecordType>["optimizationDirection"];
name?: CreateClassificationEvaluatorArgs<RecordType>["name"];
choices?: CreateClassificationEvaluatorArgs<RecordType>["choices"];
promptTemplate?: CreateClassificationEvaluatorArgs<RecordType>["promptTemplate"];
}
/**
* A record to be evaluated by the document relevance evaluator.
*/
export interface DocumentRelevanceEvaluationRecord {
input: string;
documentText: string;
[key: string]: unknown;
}
/**
* Creates a document relevance evaluator function.
*
* This function returns an evaluator that determines whether a given document text
* is relevant to a provided input question. The evaluator uses a classification model
* and a prompt template to make its determination.
*
* @param args - The arguments for creating the document relevance evaluator.
* @param args.model - The model to use for classification.
* @param args.choices - The possible classification choices (defaults to DOCUMENT_RELEVANCE_CHOICES).
* @param args.promptTemplate - The prompt template to use (defaults to DOCUMENT_RELEVANCE_TEMPLATE).
* @param args.telemetry - The telemetry to use for the evaluator.
*
* @returns An evaluator function that takes a {@link DocumentRelevanceExample} and returns a classification result
* indicating whether the document is relevant to the input question.
*
* @example
* ```ts
* const evaluator = createDocumentRelevanceEvaluator({ model: openai("gpt-4o-mini") });
* const result = await evaluator.evaluate({
* input: "What is the capital of France?",
* documentText: "Paris is the capital and most populous city of France.",
* });
* console.log(result.label); // "relevant" or "unrelated"
* ```
*/
export declare function createDocumentRelevanceEvaluator<RecordType extends Record<string, unknown> = DocumentRelevanceEvaluationRecord>(args: DocumentRelevanceEvaluatorArgs<RecordType>): ClassificationEvaluator<RecordType>;
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