324 lines
8.8 KiB
TypeScript
324 lines
8.8 KiB
TypeScript
import type {
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RerankProvider,
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RerankProviderResult
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} from './types'
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const DEFAULT_ENDPOINT = 'https://api.cohere.com/v1/rerank'
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const DEFAULT_MODEL = 'rerank-v3.5'
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const DEFAULT_TIMEOUT_MS = 15_000
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const MAX_TIMEOUT_MS = 120_000
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const MAX_URL_LENGTH = 2_048
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const MAX_MODEL_LENGTH = 256
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const MAX_QUERY_LENGTH = 4_000
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const MAX_DOCUMENTS = 100
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const MAX_DOCUMENT_LENGTH = 8_000
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const MAX_BODY_BYTES = 1024 * 1024
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const MAX_RESPONSE_BYTES = 1024 * 1024
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export interface CohereRerankClientOptions {
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endpoint?: string
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model?: string
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apiKey?: string
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timeoutMs?: number
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fetch?: typeof fetch
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}
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function requiredString(value: string, field: string, maximum: number): string {
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if (typeof value !== 'string' || value.trim().length === 0) {
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throw new TypeError(`${field} must be a non-empty string`)
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}
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const normalized = value.trim()
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if (normalized.length > maximum) {
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throw new RangeError(`${field} must be at most ${maximum} characters`)
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}
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return normalized
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}
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function normalizedEndpoint(input: string): string {
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const value = requiredString(input, 'endpoint', MAX_URL_LENGTH)
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let url: URL
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try {
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url = new URL(value)
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} catch {
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throw new RangeError('endpoint must be a valid HTTP or HTTPS URL')
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}
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if (!['http:', 'https:'].includes(url.protocol)) {
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throw new RangeError('endpoint must use HTTP or HTTPS')
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}
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url.hash = ''
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return url.toString()
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}
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function timeoutValue(value: number): number {
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if (
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!Number.isSafeInteger(value) ||
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value < 1 ||
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value > MAX_TIMEOUT_MS
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) {
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throw new RangeError(
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`timeoutMs must be an integer between 1 and ${MAX_TIMEOUT_MS}`
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)
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}
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return value
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}
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function rerankAbortError(
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requestSignal: AbortSignal,
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timeoutError: Error
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): Error {
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if (requestSignal.reason === timeoutError) {
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return timeoutError
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}
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const error = new Error('Rerank request was cancelled')
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error.name = 'AbortError'
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return error
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}
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async function readBoundedJson(response: Response): Promise<unknown> {
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const declaredLength = response.headers.get('content-length')
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if (
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declaredLength !== null &&
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Number.isFinite(Number(declaredLength)) &&
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Number(declaredLength) > MAX_RESPONSE_BYTES
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) {
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throw new RangeError('Rerank response is too large')
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}
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if (!response.body) {
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throw new Error('Rerank response has no body')
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}
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const reader = response.body.getReader()
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const chunks: Uint8Array[] = []
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let length = 0
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while (true) {
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const result = await reader.read()
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if (result.done) {
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break
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}
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length += result.value.byteLength
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if (length > MAX_RESPONSE_BYTES) {
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await reader.cancel()
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throw new RangeError('Rerank response is too large')
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}
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chunks.push(result.value)
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}
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const bytes = new Uint8Array(length)
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let offset = 0
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for (const chunk of chunks) {
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bytes.set(chunk, offset)
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offset += chunk.byteLength
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}
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try {
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return JSON.parse(new TextDecoder().decode(bytes)) as unknown
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} catch {
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throw new Error('Rerank response is not valid JSON')
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}
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}
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function hasExactKeys(
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value: Record<string, unknown>,
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expected: readonly string[]
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): boolean {
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const keys = Object.keys(value)
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return (
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keys.length === expected.length &&
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expected.every((key) => Object.hasOwn(value, key))
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)
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}
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function validateResults(
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value: unknown,
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candidateCount: number,
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topN: number
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): RerankProviderResult[] {
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if (
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typeof value !== 'object' ||
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value === null ||
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Array.isArray(value) ||
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!hasExactKeys(value as Record<string, unknown>, ['results'])
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) {
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throw new Error('Rerank response has an invalid shape')
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}
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const rawResults = (value as { results: unknown }).results
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const expectedCount = Math.min(candidateCount, topN)
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if (!Array.isArray(rawResults) || rawResults.length !== expectedCount) {
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throw new Error(
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`Rerank response must contain exactly ${expectedCount} results`
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)
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}
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const indexes = new Set<number>()
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const results = rawResults.map((item, position) => {
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if (
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typeof item !== 'object' ||
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item === null ||
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Array.isArray(item) ||
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!hasExactKeys(item as Record<string, unknown>, [
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'index',
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'relevance_score'
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])
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) {
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throw new Error(`Rerank response item ${position} is invalid`)
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}
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const { index, relevance_score: relevanceScore } = item as {
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index: unknown
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relevance_score: unknown
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}
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if (
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!Number.isSafeInteger(index) ||
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(index as number) < 0 ||
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(index as number) >= candidateCount ||
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indexes.has(index as number)
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) {
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throw new Error('Rerank response contains invalid indexes')
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}
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if (
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typeof relevanceScore !== 'number' ||
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!Number.isFinite(relevanceScore) ||
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relevanceScore < 0 ||
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relevanceScore > 1
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) {
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throw new TypeError('Rerank response contains an invalid score')
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}
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indexes.add(index as number)
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return {
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index: index as number,
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relevanceScore
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}
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})
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return results.sort(
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(left, right) =>
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right.relevanceScore - left.relevanceScore ||
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left.index - right.index
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)
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}
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export class CohereRerankClient implements RerankProvider {
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readonly provider = 'cohere-compatible'
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readonly model: string
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readonly fingerprint: string
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private readonly endpoint: string
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private readonly apiKey?: string
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private readonly timeoutMs: number
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private readonly transport: typeof fetch
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constructor(options: CohereRerankClientOptions = {}) {
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this.endpoint = normalizedEndpoint(options.endpoint ?? DEFAULT_ENDPOINT)
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this.model = requiredString(
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options.model ?? DEFAULT_MODEL,
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'model',
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MAX_MODEL_LENGTH
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)
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this.apiKey = options.apiKey?.trim() || undefined
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this.fingerprint = `${this.provider}:${this.endpoint}:${this.model}`
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this.timeoutMs = timeoutValue(options.timeoutMs ?? DEFAULT_TIMEOUT_MS)
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this.transport = options.fetch ?? globalThis.fetch
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if (typeof this.transport !== 'function') {
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throw new Error('A Fetch API implementation is required')
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}
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}
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async rerank(
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query: string,
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documents: readonly string[],
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topN: number,
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signal?: AbortSignal
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): Promise<RerankProviderResult[]> {
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const normalizedQuery = requiredString(query, 'query', MAX_QUERY_LENGTH)
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if (
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!Array.isArray(documents) ||
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documents.length < 1 ||
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documents.length > MAX_DOCUMENTS
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) {
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throw new RangeError(
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`documents must contain between 1 and ${MAX_DOCUMENTS} items`
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)
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}
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const normalizedDocuments = documents.map((document, index) => {
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if (typeof document !== 'string' || document.length < 1) {
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throw new TypeError(`documents[${index}] must be a non-empty string`)
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}
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if (document.length > MAX_DOCUMENT_LENGTH) {
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throw new RangeError(
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`documents[${index}] must be at most ${MAX_DOCUMENT_LENGTH} characters`
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)
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}
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return document
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})
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if (
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!Number.isSafeInteger(topN) ||
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topN < 1 ||
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topN > normalizedDocuments.length
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) {
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throw new RangeError(
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'topN must be an integer between 1 and the document count'
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)
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}
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const body = JSON.stringify({
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model: this.model,
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query: normalizedQuery,
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documents: normalizedDocuments,
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top_n: topN,
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return_documents: false
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})
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if (new TextEncoder().encode(body).byteLength > MAX_BODY_BYTES) {
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throw new RangeError('Rerank request body is too large')
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}
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const timeoutError = new Error('Rerank request timed out')
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timeoutError.name = 'TimeoutError'
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const timeoutController = new AbortController()
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const timeoutId = setTimeout(
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() => timeoutController.abort(timeoutError),
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this.timeoutMs
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)
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const requestSignal = signal
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? AbortSignal.any([signal, timeoutController.signal])
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: timeoutController.signal
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if (requestSignal.aborted) {
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clearTimeout(timeoutId)
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throw rerankAbortError(requestSignal, timeoutError)
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}
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const headers: Record<string, string> = {
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accept: 'application/json',
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'content-type': 'application/json'
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}
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if (this.apiKey) {
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headers.authorization = `Bearer ${this.apiKey}`
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}
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let response: Response | undefined
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try {
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response = await this.transport(this.endpoint, {
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method: 'POST',
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headers,
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body,
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redirect: 'error',
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signal: requestSignal
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})
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if (!response.ok) {
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throw new Error(`Rerank request failed with HTTP ${response.status}`)
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}
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return validateResults(
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await readBoundedJson(response),
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normalizedDocuments.length,
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topN
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)
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} catch (error) {
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if (requestSignal.aborted) {
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throw rerankAbortError(requestSignal, timeoutError)
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}
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if (response) {
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throw error
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}
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throw new Error('Rerank request failed', { cause: error })
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} finally {
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clearTimeout(timeoutId)
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}
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}
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}
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