import {z} from 'zod' export type DbDataSparseValues = {indices: Array, values: Array}; export type DbDataQueryVector = {values: Array, sparseValues?: DbDataSparseValues | undefined, topK?: number | undefined, namespace?: string | undefined, filter?: Record | undefined}; export type DbDataQueryRequest = {namespace?: string | undefined, topK: number, filter?: Record | undefined, includeValues?: boolean | undefined, includeMetadata?: boolean | undefined, queries?: Array | undefined, vector?: Array | undefined, sparseVector?: DbDataSparseValues | undefined, id?: string | undefined, scanFactor?: number | undefined, maxCandidates?: number | undefined}; export type CreateApiQueryArgs = {'X-Pinecone-Api-Version': string, body: DbDataQueryRequest}; export type CreateApiQueryOptions = {baseUrl?: string | undefined, ApiKeyAuth?: string | undefined, fetch?: typeof fetch | undefined}; export const dbDataSparseValues = z.object({indices: z.array(z.number().int()), values: z.array(z.number())}); export const dbDataScoredVector = z.object({id: z.string().min(1).max(512), score: z.number().optional(), values: z.array(z.number()).optional(), sparseValues: dbDataSparseValues.optional(), metadata: z.object({}).optional()}); export const dbDataSingleQueryResults = z.object({matches: z.array(dbDataScoredVector).optional(), namespace: z.string().optional()}); export const dbDataUsage = z.object({readUnits: z.number().int().optional()}); export const dbDataQueryResponse = z.object({results: z.array(dbDataSingleQueryResults).optional(), matches: z.array(dbDataScoredVector).optional(), namespace: z.string().optional(), usage: dbDataUsage.optional()}); 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: ${detail}`, { cause: { issues: result.issues } }) } return result.value }; /** * Search with a vector * * POST /query */ export const createApiQuery = async (args: CreateApiQueryArgs, options?: CreateApiQueryOptions) => { const {baseUrl = "https://api.pinecone.io", fetch: fetchFn = fetch, ApiKeyAuth} = options ?? {} const query = new URLSearchParams() const headers = new Headers() headers.set('content-type', "application/json") headers.set('accept', "application/json") if (args['X-Pinecone-Api-Version'] != null) headers.set("X-Pinecone-Api-Version", String(args['X-Pinecone-Api-Version'])) if (ApiKeyAuth !== undefined) headers.set("Api-Key", ApiKeyAuth) const url = `${baseUrl.replace(/\/+$/, '')}/query${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(dbDataQueryResponse, await res.json()) };