import {z} from 'zod' export type AssistantEvaluationAlignmentRequest = {question: string, answer: string, ground_truth_answer: string}; export type CreateApiEvaluationMetricsAlignmentArgs = {'X-Pinecone-Api-Version': string, body: AssistantEvaluationAlignmentRequest}; export type CreateApiEvaluationMetricsAlignmentOptions = {baseUrl?: string | undefined, ApiKeyAuth?: string | undefined, fetch?: typeof fetch | undefined}; export const assistantEvaluationMetrics = z.object({correctness: z.number(), completeness: z.number(), alignment: z.number()}); export const assistantEvaluationFact = z.object({content: z.string()}); export const assistantEvaluationEntailment = z.string(); export const assistantEvaluationEvaluatedFact = z.object({fact: assistantEvaluationFact, entailment: assistantEvaluationEntailment}); export const assistantEvaluationReasoning = z.object({evaluated_facts: z.array(assistantEvaluationEvaluatedFact)}); export const assistantEvaluationTokenCounts = z.object({prompt_tokens: z.number().int(), completion_tokens: z.number().int(), total_tokens: z.number().int()}); export const assistantEvaluationAlignmentResponse = z.object({metrics: assistantEvaluationMetrics, reasoning: assistantEvaluationReasoning, usage: assistantEvaluationTokenCounts}); export const validateResponse = async ( schema: { readonly '~standard': { readonly validate: (value: unknown) => ({ readonly value: Output; readonly issues?: undefined } | { readonly issues: ReadonlyArray<{ readonly message: string; readonly path?: ReadonlyArray | undefined }> }) | Promise<{ readonly value: Output; readonly issues?: undefined } | { readonly issues: ReadonlyArray<{ readonly message: string; readonly path?: ReadonlyArray | undefined }> }> } }, value: unknown ): Promise => { const result = await schema['~standard'].validate(value) if (result.issues !== undefined) { const detail = result.issues .map(({ message, path }) => path?.length ? `${path.map((segment) => String(typeof segment === 'object' ? segment.key : segment)).join('.')}: ${message}` : message ) .join('; ') throw new Error(`Response does not match the schema: ${detail}`, { cause: { issues: result.issues } }) } return result.value }; /** * Evaluate an answer * * POST /evaluation/metrics/alignment */ export const createApiEvaluationMetricsAlignment = async (args: CreateApiEvaluationMetricsAlignmentArgs, options?: CreateApiEvaluationMetricsAlignmentOptions) => { const {baseUrl = "https://api.pinecone.io", fetch: fetchFn = fetch, ApiKeyAuth} = options ?? {} const query = new URLSearchParams() const headers = new Headers() headers.set('content-type', "application/json") headers.set('accept', "application/json") if (args['X-Pinecone-Api-Version'] != null) headers.set("X-Pinecone-Api-Version", String(args['X-Pinecone-Api-Version'])) if (ApiKeyAuth !== undefined) headers.set("Api-Key", ApiKeyAuth) const url = `${baseUrl.replace(/\/+$/, '')}/evaluation/metrics/alignment${query.size > 0 ? `?${query}` : ''}` const res = await fetchFn(url, {method: "POST", headers, body: JSON.stringify(args.body)}) if (!res.ok) throw new Error(`Request failed with status ${res.status}`, {cause: {status: res.status, body: await res.text()}}) return validateResponse(assistantEvaluationAlignmentResponse, await res.json()) };