Spaces:
Running
Running
File size: 20,342 Bytes
24b9788 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 | import { useState } from "react";
import { useModel } from "./hooks/useModel";
import Waveform from "./components/Waveform";
import PulseBars from "./components/PulseBars";
const PRESETS = [
{
name: "Pop Ballad",
emoji: "💗",
duration: 60,
caption: "A gentle pop ballad with piano and soft vocals, key of C major, 80 BPM, emotional and dreamy",
lyrics: "[verse]\nUnderneath the stars tonight\nWe dance beneath the pale moonlight\nEvery moment feels so right\nHolding you so close and tight\n\n[chorus]\nThis is where I want to be\nRight here with you next to me\nLet the world just fade away\nIn your arms I want to stay",
},
{
name: "Rock Anthem",
emoji: "🎸",
duration: 60,
caption: "An energetic rock anthem with electric guitars and powerful drums, key of E minor, 140 BPM, aggressive and intense",
lyrics: "[verse]\nFire burning in my veins\nBreaking free from all these chains\nNothing left to hold me back\nRiding down the beaten track\n\n[chorus]\nWe are the ones who rise\nWith thunder in our eyes\nWe'll never be denied\nWe're burning up the sky",
},
{
name: "Lo-fi Chill",
emoji: "☕",
duration: 20,
caption: "A relaxing lo-fi hip hop beat with jazz piano samples and vinyl crackle, key of F major, 75 BPM, mellow and nostalgic",
lyrics: "[instrumental]",
},
];
function WebGPUGate({ children }) {
const supported = typeof navigator !== "undefined" && !!navigator.gpu;
if (supported) return children;
return (
<div className="fixed inset-0 flex items-center justify-center z-50" style={{ background: "var(--bg)" }}>
<div className="text-center max-w-md px-6">
<div className="text-5xl mb-4">🎹</div>
<h1 className="text-2xl font-semibold mb-3" style={{ color: "var(--text)" }}>
WebGPU not available
</h1>
<p style={{ color: "var(--text-muted)" }}>
This demo needs WebGPU to run ACE-Step in your browser. Try Chrome 113+, Edge 113+, or Safari 26+ on desktop.
</p>
</div>
</div>
);
}
function ProgressBar({ progress }) {
if (!progress) return null;
const pct = Math.max(0, Math.min(100, progress.percent || 0));
return (
<div className="w-full">
<div className="flex justify-between text-[11px] mb-1.5" style={{ color: "var(--text-muted)" }}>
<span>{progress.label}</span>
<span className="font-mono">
{progress.total > 1 && `${(progress.loaded / 1e6).toFixed(0)} / ${(progress.total / 1e6).toFixed(0)} MB · `}
{pct.toFixed(0)}%
</span>
</div>
<div className="h-1 rounded-full overflow-hidden" style={{ background: "var(--border)" }}>
<div
className="h-full rounded-full transition-all duration-300"
style={{ width: `${pct}%`, background: "var(--accent)" }}
/>
</div>
</div>
);
}
function LoadGate({ onLoad, status, message, progress, error }) {
const loading = status === "loading";
return (
<div
className="rounded-2xl p-8 fade-in"
style={{ background: "var(--bg-elev)", border: "1px solid var(--border)" }}
>
<div className="flex flex-col items-center text-center">
<div className="text-4xl mb-3">🎹</div>
<h2 className="text-xl font-semibold mb-2" style={{ color: "var(--text)" }}>
Load models
</h2>
<p className="text-sm max-w-sm mb-5" style={{ color: "var(--text-muted)" }}>
Loads ~8 GB of ONNX models. Everything runs in your browser — your prompts never leave this device.
Built with{" "}
<a href="https://huggingface.co/docs/transformers.js" target="_blank" rel="noreferrer" className="underline" style={{ color: "var(--accent)" }}>
🤗 Transformers.js
</a>
{" + "}
<a href="https://onnxruntime.ai/docs/tutorials/web/" target="_blank" rel="noreferrer" className="underline" style={{ color: "var(--accent)" }}>
ONNX Runtime Web
</a>.
</p>
{error ? (
<div className="w-full text-sm mb-4 p-3 rounded-lg text-left" style={{ background: "oklch(0.25 0.08 22 / 0.3)", color: "var(--danger)" }}>
{error}
</div>
) : loading ? (
<div className="w-full space-y-3">
{message && (
<p className="text-xs" style={{ color: "var(--text-muted)" }}>
{message}
</p>
)}
{progress && <ProgressBar progress={progress} />}
</div>
) : (
<button
onClick={onLoad}
disabled={loading}
className="px-8 py-2.5 rounded-full font-medium transition hover:scale-[1.02] cursor-pointer"
style={{
background: "var(--accent)",
color: "var(--bg)",
letterSpacing: "-0.01em",
}}
>
Load models
</button>
)}
</div>
</div>
);
}
function PresetCard({ preset, active, onClick }) {
return (
<button
onClick={onClick}
className="flex-1 min-w-0 p-3 rounded-xl text-left transition-all cursor-pointer hover:scale-[1.02]"
style={{
background: active ? "var(--accent-soft)" : "var(--bg-elev)",
border: `1px solid ${active ? "var(--accent)" : "var(--border)"}`,
}}
>
<div className="text-xl mb-1">{preset.emoji}</div>
<div className="text-sm font-medium truncate" style={{ color: "var(--text)" }}>
{preset.name}
</div>
<div className="text-[10px] uppercase tracking-wider mt-0.5" style={{ color: "var(--text-dim)" }}>
{preset.duration}s · {preset.lyrics === "[instrumental]" ? "instrumental" : "vocal"}
</div>
</button>
);
}
function GenerationStatus({ status, message }) {
if (status !== "generating") return null;
return (
<div
className="rounded-2xl p-5 fade-in"
style={{ background: "var(--bg-elev)", border: "1px solid var(--border)" }}
>
<PulseBars count={60} />
<div className="mt-3 flex items-center justify-between text-xs">
<span style={{ color: "var(--text)" }}>{message || "Generating…"}</span>
<span className="font-mono" style={{ color: "var(--text-muted)" }}>
this takes 1–4 min
</span>
</div>
</div>
);
}
function OutputCard({ audioUrl, audioInfo }) {
if (!audioUrl) return null;
return (
<div
className="rounded-2xl p-5 fade-in space-y-3"
style={{ background: "var(--bg-elev)", border: "1px solid var(--border)" }}
>
<Waveform src={audioUrl} duration={audioInfo?.duration} />
<div className="flex items-center justify-between text-xs pt-2" style={{ borderTop: "1px solid var(--border)" }}>
<div className="font-mono" style={{ color: "var(--text-muted)" }}>
48 kHz · stereo
{audioInfo?.totalTime && ` · ${audioInfo.totalTime}s gen`}
</div>
<a
href={audioUrl}
download={audioInfo?.filename || "ace-step.wav"}
className="px-3 py-1.5 rounded-md text-xs font-medium transition hover:opacity-80 cursor-pointer"
style={{ background: "var(--surface)", color: "var(--text)" }}
>
⬇ Download WAV
</a>
</div>
</div>
);
}
export default function App() {
const { status, message, progress, audioUrl, audioInfo, error, isLoaded, loadModel, generate } = useModel();
const [activeIdx, setActiveIdx] = useState(0);
const [caption, setCaption] = useState(PRESETS[0].caption);
const [lyrics, setLyrics] = useState(PRESETS[0].lyrics);
const [duration, setDuration] = useState(PRESETS[0].duration);
const [shift, setShift] = useState(3.0);
const [numSteps, setNumSteps] = useState(8);
const isWorking = status === "loading" || status === "generating";
const applyPreset = (i) => {
setActiveIdx(i);
setCaption(PRESETS[i].caption);
setLyrics(PRESETS[i].lyrics);
setDuration(PRESETS[i].duration);
};
return (
<WebGPUGate>
<div className="min-h-screen flex flex-col items-center px-4 py-10" style={{ background: "var(--bg)" }}>
{/* Hero */}
<header className="mb-10 w-full max-w-2xl fade-in">
<h1 className="leading-none mb-2 flex items-baseline gap-3 flex-wrap" style={{
fontSize: "clamp(2.5rem, 5vw, 3.5rem)",
color: "var(--text)",
}}>
<span style={{ fontFamily: "'Dancing Script', cursive", fontWeight: 600 }}>
ACE-Step
</span>
<span style={{ fontWeight: 600, letterSpacing: "-0.03em" }}>
WebGPU
</span>
</h1>
<p className="text-lg" style={{ color: "var(--text-muted)" }}>
Describe any song. AI writes & produces it.
</p>
</header>
<main className="w-full max-w-2xl space-y-4">
{!isLoaded ? (
<LoadGate onLoad={loadModel} status={status} message={message} progress={progress} error={error} />
) : (
<>
{/* Presets */}
<div className="flex gap-2">
{PRESETS.map((p, i) => (
<PresetCard key={p.name} preset={p} active={i === activeIdx} onClick={() => applyPreset(i)} />
))}
</div>
{/* Caption */}
<div className="rounded-2xl p-4" style={{ background: "var(--bg-elev)", border: "1px solid var(--border)" }}>
<label className="text-[10px] uppercase tracking-widest mb-2 block" style={{ color: "var(--text-dim)" }}>
Description
</label>
<textarea
value={caption}
onChange={(e) => setCaption(e.target.value)}
onInput={() => setActiveIdx(-1)}
rows={2}
className="w-full bg-transparent text-sm resize-none outline-none"
style={{ color: "var(--text)" }}
placeholder="Describe the music — style, instruments, key, BPM, mood…"
/>
</div>
{/* Lyrics */}
<div className="rounded-2xl p-4" style={{ background: "var(--bg-elev)", border: "1px solid var(--border)" }}>
<label className="text-[10px] uppercase tracking-widest mb-2 block" style={{ color: "var(--text-dim)" }}>
Lyrics (use [verse] / [chorus] tags, or [instrumental])
</label>
<textarea
value={lyrics}
onChange={(e) => setLyrics(e.target.value)}
onInput={() => setActiveIdx(-1)}
rows={6}
className="w-full bg-transparent text-sm resize-none outline-none font-mono"
style={{ color: "var(--text)" }}
/>
</div>
{/* Controls — pill row */}
<div className="flex items-center gap-3 flex-wrap">
<div className="flex items-center gap-2 px-3 py-1.5 rounded-full text-xs"
style={{ background: "var(--bg-elev)", border: "1px solid var(--border)" }}>
<span style={{ color: "var(--text-muted)" }}>Duration</span>
<input
type="range"
min={10}
max={90}
step={10}
value={duration}
onChange={(e) => setDuration(Number(e.target.value))}
className="w-24"
/>
<span className="font-mono w-8 text-right" style={{ color: "var(--text)" }}>{duration}s</span>
</div>
<div className="flex items-center gap-2 px-3 py-1.5 rounded-full text-xs"
style={{ background: "var(--bg-elev)", border: "1px solid var(--border)" }}>
<span style={{ color: "var(--text-muted)" }}>Steps</span>
<select
value={numSteps}
onChange={(e) => setNumSteps(Number(e.target.value))}
className="bg-transparent outline-none cursor-pointer"
style={{ color: "var(--text)" }}
>
<option value={8}>8 (turbo)</option>
</select>
</div>
<div className="flex items-center gap-2 px-3 py-1.5 rounded-full text-xs"
style={{ background: "var(--bg-elev)", border: "1px solid var(--border)" }}>
<span style={{ color: "var(--text-muted)" }}>Shift</span>
<select
value={shift}
onChange={(e) => setShift(Number(e.target.value))}
className="bg-transparent outline-none cursor-pointer"
style={{ color: "var(--text)" }}
>
<option value={1.0}>1.0</option>
<option value={2.0}>2.0</option>
<option value={3.0}>3.0</option>
</select>
</div>
</div>
{/* Generate */}
<button
onClick={() => generate({ caption, lyrics, duration, shift, numSteps })}
disabled={isWorking}
className="w-full py-3.5 rounded-full font-medium text-base transition disabled:opacity-50 disabled:cursor-not-allowed hover:scale-[1.01] cursor-pointer"
style={{
background: "var(--accent)",
color: "var(--bg)",
letterSpacing: "-0.01em",
boxShadow: "0 0 40px oklch(0.72 0.17 305 / 0.25)",
}}
>
{status === "generating" ? "Generating music…" : "Generate"}
</button>
<GenerationStatus status={status} message={message} />
<OutputCard audioUrl={audioUrl} audioInfo={audioInfo} />
{error && (
<div className="rounded-lg p-3 text-sm" style={{ background: "oklch(0.25 0.08 22 / 0.3)", color: "var(--danger)" }}>
{error}
</div>
)}
</>
)}
</main>
{/* About / methodology */}
<section className="w-full max-w-2xl mt-12 text-sm" style={{ color: "var(--text-muted)" }}>
<details className="rounded-xl px-4 py-3"
style={{ background: "var(--bg-elev)", border: "1px solid var(--border)" }}>
<summary className="cursor-pointer font-medium select-none" style={{ color: "var(--text)" }}>
How it works & known limitations
</summary>
<div className="mt-4 space-y-4 leading-relaxed">
<div>
<h3 className="text-[13px] uppercase tracking-widest mb-2" style={{ color: "var(--text-dim)" }}>Pipeline</h3>
<ol className="list-decimal list-inside space-y-1">
<li><span style={{ color: "var(--text)" }}>Text encoder</span> (Qwen3-Embedding-0.6B, fp16) turns the caption into conditioning hidden states; the same model provides token embeddings for the lyric path.</li>
<li><span style={{ color: "var(--text)" }}>5 Hz LM</span> (ACE-Step acestep-5Hz-lm-0.6B, 4-bit MatMulNBits) writes a short chain-of-thought, then emits ~50 audio codes per 10 s of output.</li>
<li><span style={{ color: "var(--text)" }}>FSQ → detokenizer</span> expands the codes into 25 Hz acoustic features used as cross-attention hints.</li>
<li><span style={{ color: "var(--text)" }}>DiT decoder</span> (2B parameters, fp16) runs 8 Euler flow-matching steps (shift=3.0) over a random latent conditioned on text, lyrics, and hints.</li>
<li><span style={{ color: "var(--text)" }}>Oobleck VAE</span> (fp16) decodes the 25 Hz latent into stereo 48 kHz audio.</li>
</ol>
</div>
<div>
<h3 className="text-[13px] uppercase tracking-widest mb-2" style={{ color: "var(--text-dim)" }}>Why it runs in the browser</h3>
<p>
Everything executes on-device via <code className="font-mono text-xs">onnxruntime-web</code> with the WebGPU execution provider. Two Web Workers keep the LM and the diffusion+VAE graphs in separate WASM heaps so neither hits the 4 GB single-heap limit. Total download is ~2 GB (cached in the browser after the first load).
</p>
</div>
<div>
<h3 className="text-[13px] uppercase tracking-widest mb-2" style={{ color: "var(--text-dim)" }}>Methodology notes</h3>
<ul className="list-disc list-inside space-y-1">
<li>Compared stage-by-stage against the PyTorch fp32 reference: every tensor agrees to within 0.2% relative L2, and the generated waveforms sound identical.</li>
<li>FP16 DiT is exported natively (<code className="font-mono text-xs">model.half()</code> + dynamo). An earlier fp32→fp16 conversion with post-hoc Cast insertion produced a 25 Hz helicopter artifact, now resolved.</li>
<li>4-bit quantization is MatMulNBits with <code className="font-mono text-xs">block_size=64</code>, asymmetric, <code className="font-mono text-xs">accuracy_level=1</code> (fp32 accumulate).</li>
</ul>
</div>
<div>
<h3 className="text-[13px] uppercase tracking-widest mb-2" style={{ color: "var(--text-dim)" }}>Known limitations</h3>
<ul className="list-disc list-inside space-y-1">
<li><span style={{ color: "var(--text)" }}>First load is slow.</span> ~2 GB of weights must be fetched and cached; subsequent runs start fast.</li>
<li><span style={{ color: "var(--text)" }}>Vocals need ≥60 s.</span> The 0.6B LM often refuses to emit lyric-aligned audio codes for short durations — instrumentals work at any length.</li>
<li><span style={{ color: "var(--text)" }}>Turbo quality ceiling.</span> We run 8 diffusion steps (shift=3.0). More steps nudge quality up but aren't supported by the turbo weights we ship.</li>
<li><span style={{ color: "var(--text)" }}>Condition-encoder drift.</span> The ONNX condition_encoder has a small drift (~0.4 max_diff) vs PyTorch on real inputs — inaudible today but a known residual we haven’t closed.</li>
<li><span style={{ color: "var(--text)" }}>WebGPU only.</span> No fallback path; the demo gates on WebGPU support (Chrome/Edge 113+, Safari 26+ desktop).</li>
<li><span style={{ color: "var(--text)" }}>Memory.</span> Two workers each hold ~1–2 GB; low-RAM devices may hit <code className="font-mono text-xs">std::bad_alloc</code> during model creation.</li>
<li><span style={{ color: "var(--text)" }}>No seed control.</span> Each generation uses a fresh RNG, so re-runs with the same prompt will differ.</li>
</ul>
</div>
</div>
</details>
</section>
{/* Footer */}
<footer className="mt-12 mb-6 text-center text-xs space-y-2" style={{ color: "var(--text-dim)" }}>
<div>
<a href="https://huggingface.co/shreyask/ACE-Step-v1.5-ONNX" target="_blank" rel="noreferrer" className="hover:opacity-80 transition" style={{ color: "var(--text-muted)" }}>
shreyask/ACE-Step-v1.5-ONNX
</a>
<span className="mx-2">·</span>
<a href="https://huggingface.co/ACE-Step/Ace-Step1.5" target="_blank" rel="noreferrer" className="hover:opacity-80 transition" style={{ color: "var(--text-muted)" }}>
ACE-Step 1.5
</a>
<span className="mx-2">·</span>
<span>Apache 2.0</span>
</div>
<div>
Made with <a href="https://huggingface.co/docs/transformers.js" target="_blank" rel="noreferrer" className="underline" style={{ color: "var(--text-muted)" }}>🤗 Transformers.js</a>
</div>
</footer>
</div>
</WebGPUGate>
);
}
|