Download lib/studio/engine.ts from Reubencf/Kiku-AI: direct link, hf CLI and curl.
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https://huggingface.co/spaces/Reubencf/Kiku-AI/resolve/main/lib/studio/engine.ts
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curl -L -o engine.ts https://huggingface.co/spaces/Reubencf/Kiku-AI/resolve/main/lib/studio/engine.ts
14.1 kB
| import type {Client} from '@gradio/client'; | |
| import type {Download} from '@/lib/types'; | |
| import {YUE2,JOBS,type Engine,type Input,type Job,asFile,explain,route} from '@/lib/jobs'; | |
| import {encodeWav} from './audio'; | |
| /** Raised when the session has lapsed, so the studio can show sign-in without losing the project. */ | |
| export class SignedOut extends Error{} | |
| /** How far a job has got: the engine's own fraction when it reports one, and the queue's estimate of the time left. */ | |
| export type Progress={fraction:number|null;eta:number|null;queue:number|null;running:boolean}; | |
| /** | |
| * `job` hears the server's ID for a Modal job as soon as it exists, so the | |
| * caller can keep it and pick the job up again after a refresh (resumeJob). | |
| * Jobs on the Hugging Face Spaces run in the page itself and have no such ID. | |
| */ | |
| type Call={signal:AbortSignal;status:(text:string)=>void;progress?:(p:Progress)=>void;job?:(id:string)=>void}; | |
| /** | |
| * Abort with this reason when the page is going away rather than the user | |
| * stopping the job: a Modal job then keeps running, to be picked up again. | |
| */ | |
| export const LEAVING='leaving'; | |
| let cached:{token:string;expires:number}|null=null; | |
| /** | |
| * The signed-in user's Hugging Face token. The browser calls the engines | |
| * itself, so each user's requests come from their own connection and count | |
| * against their own GPU allowance. | |
| */ | |
| export async function hfToken(){ | |
| if(cached&&cached.expires-60000>Date.now())return cached.token; | |
| const response=await fetch('/api/auth/token',{cache:'no-store'}); | |
| const data=await response.json().catch(()=>({})); | |
| if(response.status===401){cached=null;throw new SignedOut(data.error||'Sign in again to continue.');} | |
| if(!response.ok||typeof data.token!=='string')throw new Error('Could not reach Kiku AI. Check your connection and try again.'); | |
| cached={token:data.token,expires:Number(data.expires)||Date.now()+600000}; | |
| return cached.token; | |
| } | |
| /** Drop the cached token, after the user signs in again (perhaps with more permissions). */ | |
| export function forgetToken(){cached=null;} | |
| const pause=(ms:number,signal:AbortSignal)=>new Promise<void>(done=>{ | |
| const timer=setTimeout(done,ms); | |
| signal.addEventListener('abort',()=>{clearTimeout(timer);done();},{once:true}); | |
| }); | |
| /** | |
| * Failures that are Hugging Face's gateway or a Space waking up, not the job: | |
| * rate limits, 5xx answers (often as an HTML error page) and dropped | |
| * connections. These are worth retrying; anything else is a real error. | |
| */ | |
| const PASSING=/\b(429|50[0234])\b|too many requests|starting|bad gateway|<!doctype html|<html|fetch failed|failed to fetch|network/i; | |
| /** Connect to a Space by its own URL, riding out short gateway refusals with a jittered backoff. */ | |
| async function connect(engine:Engine,token:string,status:(text:string)=>void,signal:AbortSignal){ | |
| const {Client}=await import('@gradio/client'); | |
| const waits=[3000,6000,12000,24000]; | |
| for(let attempt=0;;attempt++){ | |
| try{return await Client.connect(engine.origin,{events:['status','data'],token:token as `hf_${string}`});} | |
| catch(error){ | |
| const message=error instanceof Error?error.message:String(error); | |
| if(!PASSING.test(message)||attempt>=waits.length||signal.aborted)throw error; | |
| status('Hugging Face is busy. Trying again in a moment…'); | |
| await pause(waits[attempt]+Math.random()*2000,signal); | |
| if(signal.aborted)throw error; | |
| } | |
| } | |
| } | |
| /** Seconds of audio in a 16-bit WAV, read from its header; null for other formats. */ | |
| async function wavSeconds(file:Blob){ | |
| const head=new DataView(await file.slice(0,44).arrayBuffer()); | |
| if(head.byteLength<44||head.getUint32(0)!==0x52494646||head.getUint32(8)!==0x57415645)return null; | |
| const rate=head.getUint32(24,true),channels=head.getUint16(22,true); | |
| return rate&&channels?(file.size-44)/(rate*channels*2):null; | |
| } | |
| const offline=()=>typeof navigator!=='undefined'&&navigator.onLine===false; | |
| /** Resolves when the browser is back online, or the job is stopped. */ | |
| const backOnline=(signal:AbortSignal)=>new Promise<void>(done=>{ | |
| if(!offline()){done();return;} | |
| const finish=()=>{window.removeEventListener('online',finish);signal.removeEventListener('abort',finish);done();}; | |
| window.addEventListener('online',finish);signal.addEventListener('abort',finish,{once:true}); | |
| }); | |
| /** | |
| * YuE2-Turbo runs on our private Modal GPU through the authenticated | |
| * app server. The job lives on the server, not in this connection: when | |
| * Hugging Face's proxy drops the stream, or the browser goes offline, this | |
| * reattaches and carries on from the last event it saw instead of losing the | |
| * generation. | |
| */ | |
| async function runModal<T>(name:Job,input:Input,call:Call):Promise<T>{ | |
| const {signal,status}=call; | |
| const form=input instanceof FormData?input:new FormData(); | |
| if(!(input instanceof FormData))for(const [key,value] of Object.entries(input))if(value!==undefined&&value!==null)form.append(key,String(value)); | |
| status('Starting Modal GPU…'); | |
| const response=await fetch('/api/modal/jobs?job='+encodeURIComponent(name),{method:'POST',body:form,signal}).catch(error=>{ | |
| if(signal.aborted)throw error;throw new Error('Could not reach Kiku. Check your connection and try again; nothing was started.');}); | |
| if(!response.ok){ | |
| const data=await response.json().catch(()=>({})); | |
| if(response.status===401)throw new SignedOut(data.error||'Sign in again to continue.'); | |
| // A 502-504 with no message is Hugging Face's proxy answering while Kiku itself restarts (a new deployment). | |
| throw new Error(data.error||(response.status>=502&&response.status<=504?'Kiku is restarting. Try again in a minute; nothing was started.' | |
| :'Could not reach the Modal GPU. Try again.')); | |
| } | |
| return followModal<T>(response,'',call); | |
| } | |
| /** Pick up a Modal job started before a refresh, by the ID `job` heard, and follow it to its result. */ | |
| export function resumeJob<T>(id:string,call:Call):Promise<T>{ | |
| call.status('Picking up where this left off…'); | |
| return followModal<T>(null,id,call); | |
| } | |
| async function followModal<T>(response:Response|null,id:string,{signal,status,progress,job}:Call):Promise<T>{ | |
| let seq=0,result:T|undefined,failure:string|null=null; | |
| const receive=(line:string)=>{ | |
| if(!line.trim())return; | |
| const event=JSON.parse(line); | |
| if(event.type==='job'){if(!id){id=event.id;job?.(id);}return;} | |
| if(typeof event.seq==='number'){if(event.seq<=seq)return;seq=event.seq;} | |
| if(event.type==='error')failure=String(event.error||'The Modal generation could not finish.'); | |
| if(event.type==='status'){status(event.message);if(event.progress)progress?.(event.progress);} | |
| if(event.type==='result')result=event.data as T; | |
| }; | |
| const read=async(response:Response)=>{ | |
| if(!response.body)return; | |
| const reader=response.body.getReader(),decoder=new TextDecoder();let pending=''; | |
| try{ | |
| for(;;){ | |
| const {done,value}=await reader.read();signal.throwIfAborted(); | |
| pending+=decoder.decode(value,{stream:!done}); | |
| let newline:number;while((newline=pending.indexOf('\n'))>=0){receive(pending.slice(0,newline));pending=pending.slice(newline+1);} | |
| if(done){receive(pending);return;} | |
| } | |
| }finally{await reader.cancel().catch(()=>{});reader.releaseLock();} | |
| }; | |
| // Stopping a job in the studio stops it on the GPU too; leaving the page does not. | |
| const cancel=()=>{if(id&&signal.reason!==LEAVING&&result===undefined&&failure===null)void fetch('/api/modal/jobs?id='+encodeURIComponent(id),{method:'DELETE',keepalive:true}).catch(()=>{});}; | |
| signal.addEventListener('abort',cancel,{once:true}); | |
| // Before reattaching, wait until the browser is back online, or back off after a | |
| // dropped connection. Only dropped connections count against the retries. | |
| let drops=0; | |
| const wait=async()=>{ | |
| if(offline()){status('You are offline. This carries on by itself when you are back online…');await backOnline(signal);} | |
| else{ | |
| if(drops>=8)throw new Error('The connection to Kiku dropped and could not be restored. Try again; your project is safe.'); | |
| status('Connection dropped. Reconnecting…');await pause(Math.min(15000,1000*2**drops++),signal); | |
| } | |
| signal.throwIfAborted(); | |
| }; | |
| try{ | |
| for(;;){ | |
| if(response){ | |
| await read(response).catch(error=>{if(signal.aborted)throw error;}); | |
| if(failure!==null)throw new Error(failure); | |
| if(result!==undefined)break; | |
| if(!id)throw new Error('The connection to Kiku dropped before the job started. Try again; your project is safe.'); | |
| await wait(); | |
| } | |
| response=await fetch('/api/modal/jobs?id='+encodeURIComponent(id)+'&after='+seq,{signal,cache:'no-store'}).catch(error=>{if(signal.aborted)throw error;return null;}); | |
| if(response?.status===401)throw new SignedOut('Sign in again to continue.'); | |
| if(response?.status===404)throw new Error('Kiku restarted, or this finished too long ago, so the result was lost. Try again; your project is safe.'); | |
| if(response?.ok)drops=0;else{response=null;await wait();} | |
| } | |
| }finally{signal.removeEventListener('abort',cancel);} | |
| progress?.({fraction:1,eta:0,queue:null,running:true}); | |
| return result as T; | |
| } | |
| /** | |
| * Run a job on its Space and follow it to the result. | |
| * | |
| * A job that never reached the queue (the upload or queue join hit a gateway | |
| * error) is sent again. Once it is queued it is never resent, so a user is | |
| * never charged GPU time twice for one click. | |
| */ | |
| export async function runJob<T>(name:Job,input:Input,{signal,status,progress,job}:Call):Promise<T>{ | |
| const spec=JOBS[name],picked=route(spec,input); | |
| if('error' in picked)throw new Error(picked.error); | |
| const {engine,model}=picked,built=spec.build(input,model); | |
| if('error' in built)throw new Error(built.error); | |
| const file=input instanceof FormData?input.get('audio'):null,audio=file instanceof Blob&&file.size?file:null; | |
| if(!audio&&(spec.audio??'required')==='required')throw new Error('There was no audio to send.'); | |
| if(audio){ | |
| const limits=spec.limits||{min:3,max:240},seconds=await wavSeconds(audio); | |
| if(audio.size>100*1024*1024)throw new Error('Select less audio. Uploads are limited to 100 MB.'); | |
| if(seconds!==null&&seconds<limits.min-0.05)throw new Error(`Use at least ${limits.min} seconds of audio.`); | |
| if(seconds!==null&&seconds>limits.max+0.05)throw new Error(`The engine takes up to ${limits.max/60} minutes at once. Select a shorter part; nothing was submitted.`); | |
| } | |
| if(engine===YUE2)return runModal<T>(name,input,{signal,status,progress,job}); | |
| const endpoint=typeof spec.endpoint==='function'?spec.endpoint(model):spec.endpoint; | |
| const token=await hfToken(); | |
| const {handle_file}=await import('@gradio/client'); | |
| const args=built.args(audio?handle_file(audio):null); | |
| let client:Client|undefined,result:unknown=null,received=false; | |
| try{ | |
| for(let attempt=0;;attempt++){ | |
| status(attempt?'Hugging Face hiccuped. Sending it again…':audio?'Sending your audio…':'Connecting to the studio…'); | |
| client=await connect(engine,token,status,signal); | |
| signal.throwIfAborted(); | |
| const job=client.submit(endpoint,args); | |
| const stop=()=>{void job.cancel();}; | |
| signal.addEventListener('abort',stop,{once:true}); | |
| let queued=false; | |
| try{ | |
| for await(const event of job){ | |
| if(signal.aborted)break; | |
| if(event.type==='status'){ | |
| if(event.stage==='error')throw new Error(typeof event.message==='string'?event.message:'Generation failed.'); | |
| queued=true; | |
| const step=event.progress_data?.find(p=>p.desc||p.progress!==null||p.length); | |
| const fraction=step?.progress??(step?.index!=null&&step.length?(step.index+1)/step.length:null); | |
| // Gradio says "pending" both while queued and while running; process_starts marks the switch. | |
| const running=(event as {original_msg?:string}).original_msg==='process_starts'||!!step||event.stage==='generating'; | |
| progress?.({fraction:typeof fraction==='number'&&Number.isFinite(fraction)?Math.min(1,Math.max(0,fraction)):null, | |
| eta:typeof event.eta==='number'&&event.eta>0?event.eta:null,queue:!running&&typeof event.position==='number'?event.position:null,running}); | |
| status(step?.desc||(event.stage==='pending'?(spec.waiting||'Waiting for an available GPU…'):'Working on your music…')); | |
| } | |
| if(event.type==='data'){received=true;result=spec.shape(event.data as unknown[],value=>asFile(engine,value),model);} | |
| } | |
| break; | |
| }catch(error){ | |
| const message=error instanceof Error?error.message:String(error); | |
| if(queued||attempt>=2||signal.aborted||!PASSING.test(message))throw error; | |
| client.close(); | |
| await pause(4000*(attempt+1),signal); | |
| }finally{signal.removeEventListener('abort',stop);} | |
| } | |
| signal.throwIfAborted(); | |
| if(!received||!result)throw new Error('The engine returned nothing. Please try again.'); | |
| progress?.({fraction:1,eta:0,queue:null,running:true}); | |
| return result as T; | |
| }catch(error){ | |
| if(signal.aborted||error instanceof SignedOut)throw error; | |
| const message=error instanceof Error?error.message:'Generation could not finish.'; | |
| if(/\b401\b|unauthori[sz]ed|invalid.*token/i.test(message)){cached=null;throw new SignedOut('Sign in again to continue.');} | |
| throw new Error(explain(message).slice(0,600)); | |
| }finally{client?.close();} | |
| } | |
| /** | |
| * Fetch a result file straight from the Space that made it. Hugging Face's | |
| * gateway drops some requests with a 5xx, so those are retried; the finished | |
| * job is not lost. | |
| */ | |
| export async function fetchResult(file:Download,signal:AbortSignal){ | |
| for(let attempt=0;attempt<5;attempt++){ | |
| if(attempt)await pause(2000*attempt,signal); | |
| signal.throwIfAborted(); | |
| const response=await fetch(file.url,{signal}).catch(error=>{if(signal.aborted)throw error;return null;}); | |
| // A download cut off partway ("network error") is fetched again from the start. | |
| if(response?.ok)try{return await response.arrayBuffer();}catch(error){if(signal.aborted)throw error;continue;} | |
| if(response?.status===404||response?.status===403)throw new Error('That file has expired. Run the step again.'); | |
| } | |
| throw new Error('The result could not be downloaded. Try again; your project is safe.'); | |
| } | |
| export function wavFile(buffer:AudioBuffer,name='selection.wav'){ | |
| return new File([encodeWav(buffer)],name,{type:'audio/wav'}); | |
| } | |