Spaces:
Build error
Build error
import { HF_ACCESS_TOKEN, MESSAGES_BEFORE_LOGIN, RATE_LIMIT } from "$env/static/private"; | |
import { buildPrompt } from "$lib/buildPrompt"; | |
import { PUBLIC_SEP_TOKEN } from "$lib/constants/publicSepToken"; | |
import { authCondition, requiresUser } from "$lib/server/auth"; | |
import { collections } from "$lib/server/database"; | |
import { modelEndpoint } from "$lib/server/modelEndpoint"; | |
import { models } from "$lib/server/models"; | |
import { ERROR_MESSAGES } from "$lib/stores/errors"; | |
import type { Message } from "$lib/types/Message"; | |
import { trimPrefix } from "$lib/utils/trimPrefix"; | |
import { trimSuffix } from "$lib/utils/trimSuffix"; | |
import { textGenerationStream } from "@huggingface/inference"; | |
import { error } from "@sveltejs/kit"; | |
import { ObjectId } from "mongodb"; | |
import { z } from "zod"; | |
import { AwsClient } from "aws4fetch"; | |
import type { MessageUpdate } from "$lib/types/MessageUpdate"; | |
import { runWebSearch } from "$lib/server/websearch/runWebSearch"; | |
import type { WebSearch } from "$lib/types/WebSearch"; | |
import { abortedGenerations } from "$lib/server/abortedGenerations"; | |
import { summarize } from "$lib/server/summarize"; | |
export async function POST({ request, fetch, locals, params, getClientAddress }) { | |
const id = z.string().parse(params.id); | |
const convId = new ObjectId(id); | |
const promptedAt = new Date(); | |
const userId = locals.user?._id ?? locals.sessionId; | |
// check user | |
if (!userId) { | |
throw error(401, "Unauthorized"); | |
} | |
// check if the user has access to the conversation | |
const conv = await collections.conversations.findOne({ | |
_id: convId, | |
...authCondition(locals), | |
}); | |
if (!conv) { | |
throw error(404, "Conversation not found"); | |
} | |
// register the event for ratelimiting | |
await collections.messageEvents.insertOne({ | |
userId: userId, | |
createdAt: new Date(), | |
ip: getClientAddress(), | |
}); | |
// make sure an anonymous user can't post more than one message | |
if ( | |
!locals.user?._id && | |
requiresUser && | |
conv.messages.length > (MESSAGES_BEFORE_LOGIN ? parseInt(MESSAGES_BEFORE_LOGIN) : 0) | |
) { | |
throw error(429, "Exceeded number of messages before login"); | |
} | |
// check if the user is rate limited | |
const nEvents = Math.max( | |
await collections.messageEvents.countDocuments({ userId }), | |
await collections.messageEvents.countDocuments({ ip: getClientAddress() }) | |
); | |
if (RATE_LIMIT != "" && nEvents > parseInt(RATE_LIMIT)) { | |
throw error(429, ERROR_MESSAGES.rateLimited); | |
} | |
// fetch the model | |
const model = models.find((m) => m.id === conv.model); | |
const settings = await collections.settings.findOne(authCondition(locals)); | |
if (!model) { | |
throw error(410, "Model not available anymore"); | |
} | |
// finally parse the content of the request | |
const json = await request.json(); | |
const { | |
inputs: newPrompt, | |
response_id: responseId, | |
id: messageId, | |
is_retry, | |
web_search: webSearch, | |
} = z | |
.object({ | |
inputs: z.string().trim().min(1), | |
id: z.optional(z.string().uuid()), | |
response_id: z.optional(z.string().uuid()), | |
is_retry: z.optional(z.boolean()), | |
web_search: z.optional(z.boolean()), | |
}) | |
.parse(json); | |
// get the list of messages | |
// while checking for retries | |
let messages = (() => { | |
if (is_retry && messageId) { | |
// if the message is a retry, replace the message and remove the messages after it | |
let retryMessageIdx = conv.messages.findIndex((message) => message.id === messageId); | |
if (retryMessageIdx === -1) { | |
retryMessageIdx = conv.messages.length; | |
} | |
return [ | |
...conv.messages.slice(0, retryMessageIdx), | |
{ content: newPrompt, from: "user", id: messageId as Message["id"], updatedAt: new Date() }, | |
]; | |
} // else append the message at the bottom | |
return [ | |
...conv.messages, | |
{ | |
content: newPrompt, | |
from: "user", | |
id: (messageId as Message["id"]) || crypto.randomUUID(), | |
createdAt: new Date(), | |
updatedAt: new Date(), | |
}, | |
]; | |
})() satisfies Message[]; | |
if (conv.title.startsWith("Untitled")) { | |
try { | |
conv.title = (await summarize(newPrompt)) ?? conv.title; | |
} catch (e) { | |
console.error(e); | |
} | |
} | |
// we now build the stream | |
const stream = new ReadableStream({ | |
async start(controller) { | |
const updates: MessageUpdate[] = []; | |
function update(newUpdate: MessageUpdate) { | |
if (newUpdate.type !== "stream") { | |
updates.push(newUpdate); | |
} | |
controller.enqueue(JSON.stringify(newUpdate) + "\n"); | |
} | |
update({ type: "status", status: "started" }); | |
let webSearchResults: WebSearch | undefined; | |
if (webSearch) { | |
webSearchResults = await runWebSearch(conv, newPrompt, update); | |
} | |
// we can now build the prompt using the messages | |
const prompt = await buildPrompt({ | |
messages, | |
model, | |
webSearch: webSearchResults, | |
preprompt: settings?.customPrompts?.[model.id] ?? model.preprompt, | |
locals: locals, | |
}); | |
// fetch the endpoint | |
const randomEndpoint = modelEndpoint(model); | |
let usedFetch = fetch; | |
if (randomEndpoint.host === "sagemaker") { | |
const aws = new AwsClient({ | |
accessKeyId: randomEndpoint.accessKey, | |
secretAccessKey: randomEndpoint.secretKey, | |
sessionToken: randomEndpoint.sessionToken, | |
service: "sagemaker", | |
}); | |
usedFetch = aws.fetch.bind(aws) as typeof fetch; | |
} | |
async function saveLast(generated_text: string) { | |
if (!conv) { | |
throw error(404, "Conversation not found"); | |
} | |
const lastMessage = messages[messages.length - 1]; | |
if (lastMessage) { | |
// We could also check if PUBLIC_ASSISTANT_MESSAGE_TOKEN is present and use it to slice the text | |
if (generated_text.startsWith(prompt)) { | |
generated_text = generated_text.slice(prompt.length); | |
} | |
generated_text = trimSuffix( | |
trimPrefix(generated_text, "<|startoftext|>"), | |
PUBLIC_SEP_TOKEN | |
).trimEnd(); | |
// remove the stop tokens | |
for (const stop of [...(model?.parameters?.stop ?? []), "<|endoftext|>"]) { | |
if (generated_text.endsWith(stop)) { | |
generated_text = generated_text.slice(0, -stop.length).trimEnd(); | |
} | |
} | |
lastMessage.content = generated_text; | |
await collections.conversations.updateOne( | |
{ | |
_id: convId, | |
}, | |
{ | |
$set: { | |
messages, | |
title: conv.title, | |
updatedAt: new Date(), | |
}, | |
} | |
); | |
update({ | |
type: "finalAnswer", | |
text: generated_text, | |
}); | |
} | |
} | |
const tokenStream = textGenerationStream( | |
{ | |
parameters: { | |
...models.find((m) => m.id === conv.model)?.parameters, | |
return_full_text: false, | |
}, | |
model: randomEndpoint.url, | |
inputs: prompt, | |
accessToken: randomEndpoint.host === "sagemaker" ? undefined : HF_ACCESS_TOKEN, | |
}, | |
{ | |
use_cache: false, | |
fetch: usedFetch, | |
} | |
); | |
for await (const output of tokenStream) { | |
// if not generated_text is here it means the generation is not done | |
if (!output.generated_text) { | |
// else we get the next token | |
if (!output.token.special) { | |
const lastMessage = messages[messages.length - 1]; | |
update({ | |
type: "stream", | |
token: output.token.text, | |
}); | |
// if the last message is not from assistant, it means this is the first token | |
if (lastMessage?.from !== "assistant") { | |
// so we create a new message | |
messages = [ | |
...messages, | |
// id doesn't match the backend id but it's not important for assistant messages | |
// First token has a space at the beginning, trim it | |
{ | |
from: "assistant", | |
content: output.token.text.trimStart(), | |
webSearch: webSearchResults, | |
updates: updates, | |
id: (responseId as Message["id"]) || crypto.randomUUID(), | |
createdAt: new Date(), | |
updatedAt: new Date(), | |
}, | |
]; | |
} else { | |
const date = abortedGenerations.get(convId.toString()); | |
if (date && date > promptedAt) { | |
saveLast(lastMessage.content); | |
} | |
if (!output) { | |
break; | |
} | |
// otherwise we just concatenate tokens | |
lastMessage.content += output.token.text; | |
} | |
} | |
} else { | |
saveLast(output.generated_text); | |
} | |
} | |
}, | |
async cancel() { | |
await collections.conversations.updateOne( | |
{ | |
_id: convId, | |
}, | |
{ | |
$set: { | |
messages, | |
title: conv.title, | |
updatedAt: new Date(), | |
}, | |
} | |
); | |
}, | |
}); | |
// Todo: maybe we should wait for the message to be saved before ending the response - in case of errors | |
return new Response(stream); | |
} | |
export async function DELETE({ locals, params }) { | |
const convId = new ObjectId(params.id); | |
const conv = await collections.conversations.findOne({ | |
_id: convId, | |
...authCondition(locals), | |
}); | |
if (!conv) { | |
throw error(404, "Conversation not found"); | |
} | |
await collections.conversations.deleteOne({ _id: conv._id }); | |
return new Response(); | |
} | |
export async function PATCH({ request, locals, params }) { | |
const { title } = z | |
.object({ title: z.string().trim().min(1).max(100) }) | |
.parse(await request.json()); | |
const convId = new ObjectId(params.id); | |
const conv = await collections.conversations.findOne({ | |
_id: convId, | |
...authCondition(locals), | |
}); | |
if (!conv) { | |
throw error(404, "Conversation not found"); | |
} | |
await collections.conversations.updateOne( | |
{ | |
_id: convId, | |
}, | |
{ | |
$set: { | |
title, | |
}, | |
} | |
); | |
return new Response(); | |
} | |