import {z} from 'zod' export type SearchType = 'dense' | 'sparse' | 'hybrid'; export type BodySearchApiKbSearchPost = {collection: string, query_text: string, embedding_model_id?: string | undefined, search_type?: (SearchType | null) | undefined, top_k?: (number | null) | undefined, filters?: ({[key: string]: unknown} | null) | undefined, fusion_config?: ({[key: string]: unknown} | null) | undefined, rerank_model_id?: (string | null) | undefined, rerank_top_k?: (number | null) | undefined, readonly?: (boolean | null) | undefined, nprobes?: (number | null) | undefined, refine_factor?: (number | null) | undefined, fallback_to_sparse?: (boolean | null) | undefined}; export type CreateApiApiKbSearchArgs = {body: BodySearchApiKbSearchPost}; export type CreateApiApiKbSearchOptions = {baseUrl: string, HTTPBearer?: string | undefined, fetch?: typeof fetch | undefined}; export const searchType = z.enum(["dense", "sparse", "hybrid"]); export const searchResult = z.object({doc_id: z.string(), chunk_id: z.string(), text: z.string(), score: z.number().gte(0).lte(1), parse_hash: z.string(), model_tag: z.string(), created_at: z.string().optional(), metadata: z.record(z.string(), z.unknown()).nullable().optional(), vector_score: z.number().nullable().optional(), fts_score: z.number().nullable().optional(), vector_rank: z.number().int().gte(1).nullable().optional(), fts_rank: z.number().int().gte(1).nullable().optional()}); export const searchPipelineResult = z.object({status: z.string(), search_type: searchType, results: z.array(searchResult).optional(), result_count: z.number().int(), warnings: z.array(z.string()).optional(), message: z.string(), used_rerank: z.boolean().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 * * POST /api/kb/search */ export const createApiApiKbSearch = async (args: CreateApiApiKbSearchArgs, options: CreateApiApiKbSearchOptions) => { const {baseUrl, fetch: fetchFn = fetch, HTTPBearer} = options ?? {} const query = new URLSearchParams() const headers = new Headers() headers.set('content-type', "application/x-www-form-urlencoded") headers.set('accept', "application/json") if (HTTPBearer !== undefined) headers.set('authorization', `Bearer ${HTTPBearer}`) const url = `${baseUrl.replace(/\/+$/, '')}/api/kb/search${query.size > 0 ? `?${query}` : ''}` const res = await fetchFn(url, {method: "POST", headers, body: new URLSearchParams(Object.entries(args.body).flatMap(([key, value]) => (value == null ? [] : [[key, String(value)]])))}) if (!res.ok) throw new Error(`Request failed with status ${res.status}`, {cause: {status: res.status, body: await res.text()}}) return validateResponse(searchPipelineResult, await res.json()) };