| | import { z } from "zod"; |
| | import type { Endpoint } from "../endpoints"; |
| | import type { TextGenerationStreamOutput } from "@huggingface/inference"; |
| | import { env } from "$env/dynamic/private"; |
| | import { logger } from "$lib/server/logger"; |
| |
|
| | export const endpointCloudflareParametersSchema = z.object({ |
| | weight: z.number().int().positive().default(1), |
| | model: z.any(), |
| | type: z.literal("cloudflare"), |
| | accountId: z.string().default(env.CLOUDFLARE_ACCOUNT_ID), |
| | apiToken: z.string().default(env.CLOUDFLARE_API_TOKEN), |
| | }); |
| |
|
| | export async function endpointCloudflare( |
| | input: z.input<typeof endpointCloudflareParametersSchema> |
| | ): Promise<Endpoint> { |
| | const { accountId, apiToken, model } = endpointCloudflareParametersSchema.parse(input); |
| |
|
| | if (!model.id.startsWith("@")) { |
| | model.id = "@hf/" + model.id; |
| | } |
| |
|
| | const apiURL = `https://api.cloudflare.com/client/v4/accounts/${accountId}/ai/run/${model.id}`; |
| |
|
| | return async ({ messages, preprompt, generateSettings }) => { |
| | let messagesFormatted = messages.map((message) => ({ |
| | role: message.from, |
| | content: message.content, |
| | })); |
| |
|
| | if (messagesFormatted?.[0]?.role !== "system") { |
| | messagesFormatted = [{ role: "system", content: preprompt ?? "" }, ...messagesFormatted]; |
| | } |
| |
|
| | const parameters = { ...model.parameters, ...generateSettings }; |
| |
|
| | const payload = JSON.stringify({ |
| | messages: messagesFormatted, |
| | stream: true, |
| | max_tokens: parameters?.max_new_tokens, |
| | temperature: parameters?.temperature, |
| | top_p: parameters?.top_p, |
| | top_k: parameters?.top_k, |
| | repetition_penalty: parameters?.repetition_penalty, |
| | }); |
| |
|
| | const res = await fetch(apiURL, { |
| | method: "POST", |
| | headers: { |
| | Authorization: `Bearer ${apiToken}`, |
| | "Content-Type": "application/json", |
| | }, |
| | body: payload, |
| | }); |
| |
|
| | if (!res.ok) { |
| | throw new Error(`Failed to generate text: ${await res.text()}`); |
| | } |
| |
|
| | const encoder = new TextDecoderStream(); |
| | const reader = res.body?.pipeThrough(encoder).getReader(); |
| |
|
| | return (async function* () { |
| | let stop = false; |
| | let generatedText = ""; |
| | let tokenId = 0; |
| | let accumulatedData = ""; |
| |
|
| | while (!stop) { |
| | const out = await reader?.read(); |
| |
|
| | |
| | if (out?.done) { |
| | reader?.cancel(); |
| | return; |
| | } |
| |
|
| | if (!out?.value) { |
| | return; |
| | } |
| |
|
| | |
| | accumulatedData += out.value; |
| |
|
| | |
| | while (accumulatedData.includes("\n")) { |
| | |
| | const endIndex = accumulatedData.indexOf("\n"); |
| | let jsonString = accumulatedData.substring(0, endIndex).trim(); |
| |
|
| | |
| | accumulatedData = accumulatedData.substring(endIndex + 1); |
| |
|
| | if (jsonString.startsWith("data: ")) { |
| | jsonString = jsonString.slice(6); |
| | let data = null; |
| |
|
| | if (jsonString === "[DONE]") { |
| | stop = true; |
| |
|
| | yield { |
| | token: { |
| | id: tokenId++, |
| | text: "", |
| | logprob: 0, |
| | special: true, |
| | }, |
| | generated_text: generatedText, |
| | details: null, |
| | } satisfies TextGenerationStreamOutput; |
| | reader?.cancel(); |
| |
|
| | continue; |
| | } |
| |
|
| | try { |
| | data = JSON.parse(jsonString); |
| | } catch (e) { |
| | logger.error(e, "Failed to parse JSON"); |
| | logger.error(jsonString, "Problematic JSON string:"); |
| | continue; |
| | } |
| |
|
| | |
| | if (data.response) { |
| | generatedText += data.response ?? ""; |
| | const output: TextGenerationStreamOutput = { |
| | token: { |
| | id: tokenId++, |
| | text: data.response ?? "", |
| | logprob: 0, |
| | special: false, |
| | }, |
| | generated_text: null, |
| | details: null, |
| | }; |
| | yield output; |
| | } |
| | } |
| | } |
| | } |
| | })(); |
| | }; |
| | } |
| |
|
| | export default endpointCloudflare; |
| |
|