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langsmith

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Client library to connect to the LangSmith Observability and Evaluation Platform.

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import { ROOT, traceable } from "../../../traceable.js"; import { testWrapperAsyncLocalStorageInstance, _logTestFeedback, trackingEnabled, } from "../globals.js"; import { v7 } from "uuid"; function isEvaluationResult(x) { return (x != null && typeof x === "object" && "key" in x && typeof x.key === "string" && "score" in x); } export function wrapEvaluator(evaluator) { return async (input, config) => { const context = testWrapperAsyncLocalStorageInstance.getStore(); if (context === undefined || context.currentExample === undefined) { throw new Error([ `Could not identify current LangSmith context.`, `Please ensure you are calling this matcher within "ls.test()"`, `See this page for more information: https://docs.smith.langchain.com/evaluation/how_to_guides/vitest_jest`, ].join("\n")); } let evalRunId = config?.runId ?? config?.id ?? v7(); let evalResult; if (trackingEnabled(context)) { const wrappedEvaluator = traceable(async (_runTree, params) => { return evaluator(params); }, { id: evalRunId, trace_id: evalRunId, on_end: (runTree) => { // If tracing with OTEL, setting run id manually does not work. // Instead get it at the end of the run. evalRunId = runTree.id; }, reference_example_id: context.currentExample.id, client: context.client, tracingEnabled: true, name: evaluator.name ?? "<evaluator>", project_name: "evaluators", ...config, extra: { ...config?.extra, ls_otel_root: true, }, }); evalResult = await wrappedEvaluator(ROOT, input); } else { evalResult = await evaluator(input); } let normalizedResult; if (!Array.isArray(evalResult)) { normalizedResult = [evalResult]; } else { normalizedResult = evalResult; } for (const result of normalizedResult) { if (isEvaluationResult(result)) { _logTestFeedback({ exampleId: context?.currentExample?.id, feedback: result, context, runTree: context.testRootRunTree, client: context.client, sourceRunId: evalRunId, }); } } return evalResult; }; } export async function evaluatedBy(outputs, evaluator) { const context = testWrapperAsyncLocalStorageInstance.getStore(); if (context === undefined || context.currentExample === undefined) { throw new Error([ `Could not identify current LangSmith context.`, `Please ensure you are calling this matcher within "ls.test()"`, `See this page for more information: https://docs.smith.langchain.com/evaluation/how_to_guides/vitest_jest`, ].join("\n")); } const wrappedEvaluator = wrapEvaluator(evaluator); const evalRunId = v7(); const evalResult = await wrappedEvaluator({ inputs: context.currentExample?.inputs ?? {}, referenceOutputs: context?.currentExample?.outputs ?? {}, outputs, }, { runId: evalRunId }); if (Array.isArray(evalResult)) { return evalResult.map((result) => result.score); } return evalResult.score; }