Spaces:
Running
Running
File size: 9,711 Bytes
b162b24 1e8447a b162b24 1e8447a b162b24 173eaab afe69d1 b162b24 e5bdbf7 1e8447a b162b24 fa7e161 b162b24 fa7e161 b162b24 173eaab b162b24 173eaab b162b24 173eaab b162b24 ca868cb 8cf3257 b162b24 a7f8fd9 b162b24 a7f8fd9 afe69d1 b162b24 a7f8fd9 b162b24 4ea2502 b162b24 4ea2502 b162b24 1e8447a 07f23b6 1e8447a 8cf3257 1e8447a 8cf3257 1e8447a 8cf3257 1e8447a 8cf3257 1e8447a b162b24 96c69bb b162b24 d603624 b162b24 8bce18e b162b24 |
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 |
"use client";
import Image from "next/image";
import {
AutoTokenizer,
MusicgenForConditionalGeneration,
BaseStreamer,
} from "@xenova/transformers";
import { Prompt } from "@/components/prompt";
import { Length } from "@/components/length";
import { Styles } from "@/components/styles";
import { Moods } from "@/components/moods";
import { useGeneration } from "@/components/hooks/useGeneration";
import { useState, useRef, useEffect, useMemo } from "react";
import { encodeWAV, MODEL_ID, share } from "@/utils";
import classNames from "classnames";
class CallbackStreamer extends BaseStreamer {
[x: string]: any;
constructor(callback_fn: any) {
super();
this.callback_fn = callback_fn;
}
put(value: any) {
return this.callback_fn(value);
}
end() {
return this.callback_fn();
}
}
export const Form = ({ children }: { children: React.ReactNode }) => {
const [modelLoaded, setModelLoaded] = useState(false);
const [progress, setProgress] = useState(0);
const [statusText, setStatusText] = useState("Loading model (656MB)...");
const [loadProgress, setLoadProgress] = useState({});
const [track, setTrack] = useState("");
const [shareLoading, setShareLoading] = useState(false);
const {
form,
setForm,
formattedPrompt,
generate,
results,
loading,
randomize,
setResults,
} = useGeneration();
const modelPromise = useRef(null);
const tokenizerPromise = useRef(null);
const SHARING_ENABLED = true;
useEffect(() => {
modelPromise.current ??= MusicgenForConditionalGeneration.from_pretrained(
MODEL_ID,
{
progress_callback: (data: any) => {
if (data.status !== "progress") return;
setLoadProgress((prev) => ({ ...prev, [data.file]: data }));
},
dtype: {
text_encoder: "q8",
decoder_model_merged: "q8",
encodec_decode: "fp32",
},
device: "wasm",
}
);
//@ts-ignore
tokenizerPromise.current ??= AutoTokenizer.from_pretrained(MODEL_ID);
}, []);
useEffect(() => {
const items = Object.values(loadProgress);
if (items.length !== 5) return; // 5 files to load
let loaded = 0;
let total = 0;
for (const data of Object.values(loadProgress)) {
// @ts-ignore
loaded += data.loaded;
// @ts-ignore
total += data.total;
}
const progress = loaded / total;
setProgress(progress);
setStatusText(
progress === 1
? "Ready!"
: `Loading In-Browser model (${(
progress * 100
).toFixed()}% of 656MB)...`
);
if (progress === 1) {
setTimeout(() => setModelLoaded(true), 1500);
}
}, [loadProgress]);
const generateMusic = async () => {
const tokenizer: any = await tokenizerPromise.current;
const model: any = await modelPromise.current;
if (!tokenizer || !model) return null;
const max_length = Math.min(
Math.max(Math.floor(form.length * 50), 1) + 4,
model?.generation_config?.max_length ?? 1500
);
const streamer = new CallbackStreamer((value: string) => {
const percent = value === undefined ? 1 : value[0].length / max_length;
setStatusText(`Generating (${(percent * 100).toFixed()}%)...`);
setProgress(percent);
});
const inputs = tokenizer(formattedPrompt);
const audio_values = await model.generate({
...inputs,
max_length,
streamer,
});
setStatusText("Encoding audio...");
const sampling_rate = model.config.audio_encoder.sampling_rate;
const wav = encodeWAV(audio_values.data, sampling_rate);
const blob = new Blob([wav], { type: "audio/wav" });
setTrack(URL.createObjectURL(blob));
setStatusText("Done!");
};
return (
<main className="grid grid-cols-1 gap-20 lg:grid-cols-2 lg:gap-20 relative">
<div className="grid grid-cols-1 gap-10">
{children}
<Prompt
value={form.prompt}
onChange={(value) => setForm({ ...form, prompt: value })}
onRandomize={randomize}
/>
<Length
value={form.length}
onChange={(value) => setForm({ ...form, length: value })}
/>
<Styles
value={form.style}
onChange={(value) => setForm({ ...form, style: value })}
/>
<Moods
value={form.mood}
onChange={(value) => setForm({ ...form, mood: value })}
/>
</div>
<div className="max-lg:pb-16">
<div
className={classNames("w-full", {
"sticky top-0": !track,
})}
>
<div className="border rounded-xl p-6 bg-stone-900/40 border-white/5">
<p className="text-amber-200 font-semibold text-xs uppercase mb-3">
Generated prompt
</p>
<p className="text-white text-xl font-semibold">
"{formattedPrompt}"
</p>
</div>
<button
className={classNames(
"rounded-xl bg-stone-900/90 border-white/5 border px-6 py-3 font-semibold text-base text-white mt-6 hover:brightness-125 transition-all duration-200",
{
"animate-pulse": loading,
"opacity-50 !cursor-not-allowed": !modelLoaded,
}
)}
disabled={loading || !modelLoaded}
onClick={() => {
if (loading || !modelLoaded) return;
setResults({ cover: null, title: null });
setTrack("");
generate();
generateMusic();
}}
>
{!modelLoaded ? "Waiting for model loaded" : "Generate music"}
</button>
{(loading || results?.title || results?.cover) && (
<div className="mt-6 space-y-6 flex flex-col">
{results.cover ? (
<Image
src={results.cover}
alt="Cover art"
className="w-[300px] h-[300px] object-contain bg-amber-950 rounded-xl mx-auto"
width={300}
height={300}
/>
) : (
<div className="w-[300px] h-[300px] bg-stone-900 animate-pulse rounded-xl mx-auto"></div>
)}
{results.title ? (
<p className="text-center text-white font-bold text-3xl">
{results.title}
</p>
) : (
<div className="w-[450px] h-8 bg-stone-900 animate-pulse rounded-xl mx-auto"></div>
)}
{modelLoaded &&
(track !== "" ? (
<div className="mx-auto flex flex-col gap-5 justify-center">
<audio controls src={track} />
{SHARING_ENABLED && (
<button
className={classNames(
"rounded-xl bg-amber-500/10 border-amber-500 border px-6 py-3 font-semibold text-base text-amber-500 mt-6 hover:bg-amber-500 hover:text-white transition-all duration-200 relative",
{
"animate-pulse": shareLoading,
}
)}
onClick={async () => {
if (shareLoading) return;
setShareLoading(true);
await share(
track,
{
mood: form.mood,
style: form.style,
duration: form.length,
prompt: form.prompt,
formatted_prompt: formattedPrompt,
},
results
);
setShareLoading(false);
}}
>
{shareLoading ? "Sharing..." : "Share my song"}
</button>
)}
</div>
) : (
<div className="mx-auto w-full max-w-sm border rounded-xl p-6 bg-amber-900/10 border-white/10 overflow-hidden transition-all duration-200">
<p className="text-sm text-left mb-4 uppercase font-medium text-white">
{statusText}
</p>
<div className="bg-gray-200 h-2.5 w-full rounded-full overflow-hidden">
<div
className="from-amber-500 to-orange-500 bg-gradient-to-r h-full"
style={{ width: `${100 * progress}%` }}
></div>
</div>
</div>
))}
</div>
)}
</div>
</div>
<div
className={classNames(
"fixed lg:right-10 w-[calc(100%-24px)] max-lg:top-6 lg:bottom-10 max-lg:left-1/2 max-lg:-translate-x-1/2 z-20 lg:w-full max-w-sm border rounded-xl p-6 bg-stone-950 lg:bg-amber-900/10 border-white/10 overflow-hidden transition-all duration-200",
{
"opacity-0 pointer-events-none translate-y-full": modelLoaded,
}
)}
>
<p className="text-sm text-left mb-4 uppercase font-medium text-white">
{statusText}
</p>
<div className="bg-gray-200 h-2.5 w-full rounded-full overflow-hidden">
<div
className="from-amber-500 to-orange-500 bg-gradient-to-r h-full"
style={{ width: `${100 * progress}%` }}
></div>
</div>
</div>
</main>
);
};
|