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- // eslint-disable-next-line import/no-extraneous-dependencies
- import { loadEvaluator } from "langchain/evaluation";
- import { getLangchainCallbacks } from "../langchain.js";
- function isStringifiable(value) {
- return (typeof value === "string" ||
- typeof value === "number" ||
- typeof value === "boolean" ||
- typeof value === "bigint");
- }
- // utility methods for extracting stringified values
- // from unknown inputs and records
- function getPrimitiveValue(value) {
- if (isStringifiable(value))
- return String(value);
- if (!Array.isArray(value) && typeof value === "object" && value != null) {
- const values = Object.values(value);
- if (values.length === 1 && isStringifiable(values[0])) {
- return String(values[0]);
- }
- }
- return undefined;
- }
- /**
- * @deprecated Use `evaluate` instead.
- *
- * This utility function loads a LangChain string evaluator and returns a function
- * which can be used by newer `evaluate` function.
- *
- * @param type Type of string evaluator, one of "criteria" or "labeled_criteria
- * @param options Options for loading the evaluator
- * @returns Evaluator consumable by `evaluate`
- */
- export async function getLangchainStringEvaluator(type, options) {
- const evaluator = await loadEvaluator(type, options);
- const feedbackKey = getPrimitiveValue(options.criteria) ?? type;
- const formatEvaluatorInputs = options.formatEvaluatorInputs ??
- ((run, example) => {
- const prediction = getPrimitiveValue(run.outputs);
- const reference = getPrimitiveValue(example.outputs);
- const input = getPrimitiveValue(example.inputs);
- if (prediction == null)
- throw new Error("Missing prediction");
- if (type === "criteria")
- return { prediction, input };
- return { prediction, reference, input };
- });
- return async (run, example) => {
- const score = await evaluator.evaluateStrings(formatEvaluatorInputs(run, example), { callbacks: await getLangchainCallbacks() });
- return { key: feedbackKey, ...score };
- };
- }
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