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snac_flattened (1).txt +1 -0
snac_flattened_stream.txt +1 -0

SNAC-Decoder-in-browser.html ADDED Viewed

	@@ -0,0 +1,389 @@

+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8" />
+<title>SNAC 24k — Click-free Streaming (Robust scheduler + Cache)</title>
+<meta name="viewport" content="width=device-width, initial-scale=1" />
+<style>
+  :root { color-scheme: dark light; }
+  body { font-family: system-ui, -apple-system, Segoe UI, Roboto, Ubuntu, Cantarell, "Helvetica Neue", Arial; margin:0 }
+  header { padding:16px 20px; background:#111827; color:#f9fafb }
+  main { padding:16px; display:grid; gap:16px; grid-template-columns:1fr 380px }
+  section { border:1px solid #e5e7eb20; border-radius:12px; padding:12px 14px; background:#0b1220; color:#e5e7eb }
+  h1{ margin:0 0 6px 0; font-size:20px } h2{ margin:8px 0; font-size:16px }
+  .row{ display:flex; gap:8px; align-items:center; flex-wrap:wrap }
+  .btn{ padding:8px 12px; border-radius:10px; border:1px solid #475569; background:#1f2937; color:#e5e7eb; cursor:pointer }
+  .btn:disabled{ opacity:.5; cursor:not-allowed }
+  .mono{ font-family: ui-monospace, SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", monospace }
+  textarea{ width:100%; min-height:160px; border-radius:10px; border:1px solid #334155; background:#0b1220; color:#e5e7eb; padding:10px }
+  input[type="number"],input[type="text"],select{ padding:6px 8px; border-radius:8px; border:1px solid #334155; background:#0b1220; color:#e5e7eb }
+  .grid{ display:grid; gap:10px; grid-template-columns:repeat(2,1fr) }
+  .log{ height:180px; overflow:auto; background:#0a0f1c; border-radius:8px; padding:8px; border:1px solid #1f2937 }
+  .small{ font-size:12px; opacity:.9 } .muted{ opacity:.7 }
+  .pill{ display:inline-block; padding:4px 8px; border-radius:999px; background:#0b132b; border:1px solid #334155; margin:2px }
+  .progress{ width:100%; height:8px; background:#111827; border-radius:999px; overflow:hidden; border:1px solid #374151 }
+  .progress>div{ height:100%; background:#22c55e; width:0% }
+  audio{ width:100%; margin-top:8px }
+</style>
+</head>
+<body>
+<header>
+  <h1>SNAC 24&nbsp;kHz — Click-free Streaming (Robust scheduler + Cache)</h1>
+  <div class="small muted">Streaming uses 48-frame windows, default hop 40, center-keep & equal-power crossfade. Preloads model into IndexedDB cache.</div>
+</header>
+<main>
+  <section>
+    <h2>1) Inputs</h2>
+    <div class="grid">
+      <div>
+        <div class="small muted">Model URL (int→wav ONNX)</div>
+        <input id="modelUrl" class="mono" type="text" style="width:100%"
+               value="https://huggingface.co/laion/SNAC-24khz-decoder-onnx/resolve/main/snac24_int2wav_static.onnx">
+      </div>
+      <div>
+        <div class="small muted">Codes URL (flattened JSON)</div>
+        <input id="codesUrl" class="mono" type="text" style="width:100%"
+               value="https://huggingface.co/laion/SNAC-24khz-decoder-onnx/resolve/main/snac_flattened_stream.txt">
+      </div>
+    </div>
+    <div class="row" style="margin-top:8px;gap:12px;">
+      <button id="preloadBtn" class="btn">Preload model (and cache)</button>
+      <button id="loadCodesBtn" class="btn">Load codes into textbox</button>
+      <button id="clearCacheBtn" class="btn">Clear cache</button>
+      <span id="preloadStatus" class="small pill">idle</span>
+    </div>
+    <div class="progress" style="margin:8px 0;"><div id="dlBar"></div></div>
+    <div class="small" id="dlText"></div>
+  </section>
+  <section>
+    <h2>2) Decode options</h2>
+    <div class="grid">
+      <div>
+        <div class="small muted">Execution Provider</div>
+        <select id="providerSel">
+          <option value="webgpu">webgpu (if available)</option>
+          <option value="wasm">wasm</option>
+        </select>
+      </div>
+      <div>
+        <div class="small muted">Streaming mode</div>
+        <select id="modeSel">
+          <option value="stream">Streaming (center-keep)</option>
+          <option value="whole">Whole file (assemble then play)</option>
+          <option value="fixed">Fixed windows (butt-join; for comparison)</option>
+        </select>
+      </div>
+      <div>
+        <div class="small muted">Hop (L2 frames)</div>
+        <input id="hopFrames" type="number" min="8" max="48" step="4" value="40">
+      </div>
+      <div>
+        <div class="small muted">Crossfade (ms)</div>
+        <input id="xfadeMs" type="number" min="0" max="40" step="2" value="12">
+      </div>
+      <div>
+        <div class="small muted">Keep center (L2 frames)</div>
+        <input id="keepFrames" type="number" min="8" max="48" step="4" value="40">
+      </div>
+      <div>
+        <div class="small muted">Window (L2 frames)</div>
+        <input id="winFrames" type="number" min="48" max="48" step="0" value="48" disabled>
+      </div>
+    </div>
+    <div class="row" style="margin-top:8px; gap:12px;">
+      <label class="small"><input id="sequentialChk" type="checkbox"> Sequential playback (no overlap)</label>
+      <span class="small muted">Sample rate 24,000 Hz</span>
+    </div>
+    <div class="row" style="margin-top:8px; gap:12px;">
+      <button id="generateBtn" class="btn">Generate</button>
+    </div>
+  </section>
+  <section style="grid-column:1 / span 2;">
+    <h2>3) Flattened SNAC JSON</h2>
+    <textarea id="snacIn" class="mono" spellcheck="false"
+      placeholder='Paste the single-line JSON (with "flattened","lengths", optional "streaming") here…'></textarea>
+  </section>
+  <section>
+    <h2>4) Output</h2>
+    <div class="small">Player</div>
+    <audio id="player" controls></audio>
+    <div class="small" style="margin-top:8px;">Metrics</div>
+    <pre id="metrics" class="log mono"></pre>
+  </section>
+  <section>
+    <h2>5) Logs & Info</h2>
+    <pre id="log" class="log mono"></pre>
+    <div class="small muted">
+      <p><b>WebGPU</b> runs operations on your GPU (fast when supported). <b>WASM</b> runs on CPU; SIMD is automatic; multithreading needs cross-origin isolation (COOP/COEP). Without COI, WASM uses 1 thread.</p>
+      <p>Streaming: 48-frame windows, hop 40, keep center 40. Equal-power crossfade removes seams. “Sequential” forces no overlap and starts each chunk only after the previous ended (sets crossfade to 0).</p>
+    </div>
+  </section>
+</main>
+<script src="https://cdn.jsdelivr.net/npm/onnxruntime-web/dist/ort.min.js"></script>
+<script>
+(async () => {
+  const el = id => document.getElementById(id);
+  const modelUrl = el('modelUrl'), codesUrl = el('codesUrl');
+  const preloadBtn = el('preloadBtn'), loadCodesBtn = el('loadCodesBtn'), clearCacheBtn = el('clearCacheBtn');
+  const preloadStatus = el('preloadStatus'), dlBar = el('dlBar'), dlText = el('dlText');
+  const providerSel = el('providerSel'), modeSel = el('modeSel');
+  const hopFrames = el('hopFrames'), keepFrames = el('keepFrames'), xfadeMs = el('xfadeMs'), winFrames = el('winFrames');
+  const sequentialChk = el('sequentialChk');
+  const snacIn = el('snacIn'), player = el('player'), metrics = el('metrics'), logbox = el('log');
+  const genBtn = el('generateBtn');
+  const log = (...a)=>{ console.log(...a); logbox.textContent += a.join(' ') + '\n'; logbox.scrollTop = logbox.scrollHeight; }
+  const fmt = o => JSON.stringify(o, null, 2);
+  // ===== IndexedDB tiny cache =====
+  const DB='snac-cache', STORE='files';
+  function idb(){ return new Promise((res,rej)=>{ const r=indexedDB.open(DB,1); r.onupgradeneeded=()=>r.result.createObjectStore(STORE); r.onsuccess=()=>res(r.result); r.onerror=()=>rej(r.error); }); }
+  async function idbGet(k){ const db=await idb(); return new Promise((res,rej)=>{ const tx=db.transaction(STORE,'readonly'); const rq=tx.objectStore(STORE).get(k); rq.onsuccess=()=>res(rq.result||null); rq.onerror=()=>rej(rq.error); }); }
+  async function idbSet(k,v){ const db=await idb(); return new Promise((res,rej)=>{ const tx=db.transaction(STORE,'readwrite'); tx.objectStore(STORE).put(v,k); tx.oncomplete=()=>res(true); tx.onerror=()=>rej(tx.error); }); }
+  async function idbDel(k){ const db=await idb(); return new Promise((res,rej)=>{ const tx=db.transaction(STORE,'readwrite'); tx.objectStore(STORE).delete(k); tx.oncomplete=()=>res(true); tx.onerror=()=>rej(tx.error); }); }
+  clearCacheBtn.onclick = async () => { await idbDel(modelUrl.value.trim()); log('Cache cleared for', modelUrl.value.trim()); };
+  // ===== network with progress =====
+  async function fetchWithProgress(url, onProg){
+    const r = await fetch(url); if(!r.ok) throw new Error(`HTTP ${r.status} for ${url}`);
+    const len = Number(r.headers.get('Content-Length'))||0;
+    if(!r.body || !window.ReadableStream){ const buf=await r.arrayBuffer(); onProg?.(buf.byteLength,len); return buf; }
+    const reader=r.body.getReader(); const chunks=[]; let got=0;
+    for(;;){ const {done,value}=await reader.read(); if(done) break; chunks.push(value); got+=value.byteLength; onProg?.(got,len); }
+    const out=new Uint8Array(got); let off=0; for(const c of chunks){ out.set(c,off); off+=c.byteLength; } return out.buffer;
+  }
+  // ===== ORT env =====
+  const coi = (typeof crossOriginIsolated!=='undefined') ? crossOriginIsolated : false;
+  ort.env.wasm.simd = true;
+  ort.env.wasm.numThreads = coi ? (navigator.hardwareConcurrency||4) : 1;
+  // ===== preload model (with cache) =====
+  let session=null, sessionEP=null;
+  async function preloadModel(){
+    try{
+      const url = modelUrl.value.trim();
+      preloadBtn.disabled = true; dlBar.style.width='0%'; dlText.textContent=''; preloadStatus.textContent='checking cache…';
+      let buf = await idbGet(url);
+      if(buf){ preloadStatus.textContent='cache hit'; dlBar.style.width='100%'; dlText.textContent='Loaded from IndexedDB'; }
+      else{
+        preloadStatus.textContent='downloading…';
+        buf = await fetchWithProgress(url, (got,total)=>{
+          const pct = total ? Math.round(100*got/total) : 0;
+          dlBar.style.width = `${pct}%`;
+          dlText.textContent = total ? `Downloading: ${pct}% (${(got/1e6).toFixed(1)} / ${(total/1e6).toFixed(1)} MB)` :
+                                       `Downloading: ${(got/1e6).toFixed(1)} MB`;
+        });
+        await idbSet(url, buf); log('Cached model to IndexedDB');
+      }
+      const want = (providerSel.value==='webgpu' && 'gpu' in navigator) ? ['webgpu','wasm'] : ['wasm'];
+      const t0=performance.now();
+      preloadStatus.textContent='compiling…';
+      session = await ort.InferenceSession.create(buf, { executionProviders: want, graphOptimizationLevel: 'all' });
+      const t1=performance.now(); sessionEP = session.executionProvider ?? want[0];
+      preloadStatus.textContent=`ready (${(t1-t0).toFixed(1)} ms) via ${sessionEP}`;
+      log('Session ready. EP:', sessionEP, 'compile_ms:', (t1-t0).toFixed(1));
+    }catch(e){ log('Preload error:', e); }
+    finally{ preloadBtn.disabled=false; }
+  }
+  preloadBtn.onclick = preloadModel;
+  window.addEventListener('load', ()=>preloadModel().catch(e=>log('Preload error:',e)));
+  // ===== load codes =====
+  loadCodesBtn.onclick = async ()=>{
+    try{ const r=await fetch(codesUrl.value.trim()); if(!r.ok) throw new Error(`HTTP ${r.status}`);
+      const txt=await r.text(); snacIn.value = txt.trim(); log('Loaded codes text.'); }
+    catch(e){ log('Load codes error:', e); }
+  };
+  // ===== SNAC helpers =====
+  const SPF = 512, SR = 24000;
+  function unflatten(flat,L0,A=0,K=4096){
+    const L1=2*L0, L2=4*L0;
+    const c0=new BigInt64Array(L0), c1=new BigInt64Array(L1), c2=new BigInt64Array(L2);
+    const bA=BigInt(A), bK=BigInt(K), mod=v=>((v%bK)+bK)%bK;
+    for(let i=0;i<L0;i++){
+      const v0=BigInt(flat[7*i+0])-(bA+0n*bK), v1=BigInt(flat[7*i+1])-(bA+1n*bK);
+      const v2=BigInt(flat[7*i+2])-(bA+2n*bK), v3=BigInt(flat[7*i+3])-(bA+3n*bK);
+      const v4=BigInt(flat[7*i+4])-(bA+4n*bK), v5=BigInt(flat[7*i+5])-(bA+5n*bK), v6=BigInt(flat[7*i+6])-(bA+6n*bK);
+      c0[i]=mod(v0); c1[2*i]=mod(v1); c2[4*i]=mod(v2); c2[4*i+1]=mod(v3);
+      c1[2*i+1]=mod(v4); c2[4*i+2]=mod(v5); c2[4*i+3]=mod(v6);
+    }
+    return {c0,c1,c2};
+  }
+  function sliceEdgePad(src,start,len){
+    const T=src.length, out=new BigInt64Array(len);
+    for(let i=0;i<len;i++){ let j=start+i; if(j<0) j=0; if(j>=T) j=T-1; out[i]=src[j]; }
+    return out;
+  }
+  function concatFloat32(a,b){ const out=new Float32Array(a.length+b.length); out.set(a,0); out.set(b,a.length); return out; }
+  // ===== robust scheduler: gain-node crossfades + safety headroom + detailed logging =====
+  async function generate(){
+    try{
+      genBtn.disabled=true; metrics.textContent=''; logbox.textContent='';
+      if(!session) await preloadModel();
+      const blob = JSON.parse(snacIn.value.trim());
+      const A = blob.audio_tokens_start ?? 0;
+      const K = blob.codebook_size ?? 4096;
+      const L0 = blob.lengths?.L0 ?? Math.floor((blob.flattened.length)/7);
+      const flat = blob.flattened; if(!Array.isArray(flat)) throw new Error("flattened missing");
+      const {c0,c1,c2} = unflatten(flat, L0, A, K);
+      const L2=c2.length, T_true=L2*SPF;
+      log(`Parsed L0/L1/L2 = ${L0}/${c1.length}/${L2}  -> true samples ${T_true}`);
+      // streaming params (with sane defaults)
+      const s = blob.streaming || {};
+      const K2 = Number(winFrames.value)||48;
+      const H2 = Number(hopFrames.value)||Number(s.hop_frames||40);
+      const keepF = Number(keepFrames.value)||Number(s.center_keep_frames||40);
+      const leftCtx = Number(s.left_ctx_frames ?? ((K2-keepF)/2));
+      const xfade = Number(xfadeMs.value ?? s.xfade_ms_default ?? 12);
+      const sequential = !!sequentialChk.checked;
+      const overlapSec = sequential ? 0 : (xfade/1000);
+      const SAFETY = 0.040; // 40 ms safety to avoid underschedule
+      const ctx = new (window.AudioContext||window.webkitAudioContext)({sampleRate: SR});
+      let playClock = ctx.currentTime + 0.10;  // first chunk start
+      let scheduledEnd = null;                 // end time of last scheduled chunk (audio time)
+      let windows=0, samples=0; const t0=performance.now();
+      async function runWindow(c0w,c1w,c2w, keepStart, keepEnd){
+        const feeds = {
+          codes0: new ort.Tensor('int64', c0w,[1,c0w.length]),
+          codes1: new ort.Tensor('int64', c1w,[1,c1w.length]),
+          codes2: new ort.Tensor('int64', c2w,[1,c2w.length]),
+        };
+        const tA=performance.now();
+        const out = await session.run(feeds);
+        const tB=performance.now();
+        const audio = out.audio.data; // Float32 [24576]
+        const kept  = audio.subarray(keepStart, keepEnd);
+        const segSec = kept.length / SR;
+        samples += kept.length;
+        // Build nodes
+        const buf = ctx.createBuffer(1, kept.length, SR);
+        buf.copyToChannel(kept, 0, 0);
+        const src = ctx.createBufferSource(); src.buffer = buf;
+        const g = ctx.createGain(); g.gain.setValueAtTime(1, ctx.currentTime);
+        src.connect(g).connect(ctx.destination);
+        // Decide start time
+        const desiredStart = (scheduledEnd==null) ? playClock : (sequential ? scheduledEnd : scheduledEnd - overlapSec);
+        const now = ctx.currentTime;
+        const startAt = Math.max(desiredStart, now + SAFETY);
+        const endAt   = startAt + segSec;
+        // Apply equal-power crossfade via gains (if overlapping)
+        if(!sequential && scheduledEnd!==null && overlapSec>0){
+          const prevDropStart = startAt;
+          const prevDropEnd   = Math.min(startAt + overlapSec, scheduledEnd);
+          // fade previous node down if we have a handle:
+          const prev = lastGainNode;
+          if(prev){
+            prev.gain.setValueAtTime(1, prevDropStart);
+            prev.gain.linearRampToValueAtTime(0, prevDropEnd);
+          }
+          // fade current node up
+          g.gain.setValueAtTime(0, startAt);
+          g.gain.linearRampToValueAtTime(1, startAt + overlapSec);
+        }
+        src.start(startAt);
+        windows += 1;
+        scheduledEnd = endAt;
+        lastGainNode = g;
+        const late = Math.max(0, (now + SAFETY) - desiredStart);
+        log(`win#${windows}  infer ${(tB-tA).toFixed(2)} ms  now ${now.toFixed(3)}  desired ${desiredStart.toFixed(3)}  start ${startAt.toFixed(3)}  end ${endAt.toFixed(3)}  overlap ${sequential?0:(overlapSec*1000)} ms  late ${ (late*1000).toFixed(1)} ms`);
+      }
+      // window generators
+      function* fixedWindows(){
+        const nWin=Math.ceil(L2/48);
+        for(let i=0;i<nWin;i++){
+          const s2=i*48,s1=i*24,s0=i*12;
+          yield { c0w:sliceEdgePad(c0,s0,12), c1w:sliceEdgePad(c1,s1,24), c2w:sliceEdgePad(c2,s2,48),
+                  keepStart:0, keepEnd:48*SPF };
+        }
+      }
+      function* slidingCenterWindows(){
+        let s2=0,i=0; const keepStart = ((K2-keepF)/2)*SPF, keepEnd=((K2-keepF)/2+keepF)*SPF;
+        while(s2 < L2 || i===0){
+          const s1=Math.floor(s2/2), s0=Math.floor(s2/4);
+          yield { c0w:sliceEdgePad(c0,s0,K2/4), c1w:sliceEdgePad(c1,s1,K2/2), c2w:sliceEdgePad(c2,s2,K2),
+                  keepStart, keepEnd };
+          s2 += (modeSel.value==='fixed'?48:H2); i++; if(s2>=L2 && modeSel.value!=='fixed') break;
+        }
+      }
+      // choose mode
+      const mode=modeSel.value;
+      let gen;
+      if(mode==='fixed') gen = fixedWindows;
+      else               gen = slidingCenterWindows;
+      // scheduling
+      let lastGainNode = null;
+      if(mode==='whole'){
+        // assemble then play (still center-keep in sliding path)
+        let full = new Float32Array(0);
+        for(const {c0w,c1w,c2w,keepStart,keepEnd} of slidingCenterWindows()){
+          const out = await session.run({
+            codes0:new ort.Tensor('int64', c0w,[1,c0w.length]),
+            codes1:new ort.Tensor('int64', c1w,[1,c1w.length]),
+            codes2:new ort.Tensor('int64', c2w,[1,c2w.length]),
+          });
+          const a = out.audio.data.subarray(keepStart, keepEnd);
+          full = concatFloat32(full, a);
+          windows++; samples += a.length;
+        }
+        full = full.subarray(0, T_true);
+        const wav = pcm16Wav(full, SR);
+        player.src = URL.createObjectURL(new Blob([wav], {type:'audio/wav'}));
+        await player.play().catch(()=>{});
+      } else {
+        for(const w of gen()){
+          await runWindow(w.c0w, w.c1w, w.c2w, w.keepStart, w.keepEnd);
+        }
+      }
+      const t1=performance.now();
+      const r = {
+        usedEP: sessionEP || providerSel.value,
+        threads: ort.env.wasm.numThreads||1,
+        simd: ort.env.wasm.simd===true,
+        coi, windows, samples,
+        audio_seconds: samples/SR,
+        inference_ms: (t1-t0),
+        rtf: ( (samples/SR) / ((t1-t0)/1000) ).toFixed(3)
+      };
+      metrics.textContent = fmt({env:{coi, hwc:navigator.hardwareConcurrency||1}, providers:['webgpu','wasm']}) + "\n" + fmt(r);
+      log('Done.', r);
+      function pcm16Wav(float32, sr){
+        const clamp=v=>Math.max(-1,Math.min(1,v));
+        const pcm=new Int16Array(float32.length); for(let i=0;i<float32.length;i++) pcm[i]=Math.round(clamp(float32[i])*32767);
+        const bytes=44+pcm.length*2, buf=new ArrayBuffer(bytes), dv=new DataView(buf); let p=0, w=s=>{ for(let i=0;i<s.length;i++) dv.setUint8(p++, s.charCodeAt(i)); };
+        w('RIFF'); dv.setUint32(p,bytes-8,true); p+=4; w('WAVE'); w('fmt '); dv.setUint32(p,16,true); p+=4;
+        dv.setUint16(p,1,true); p+=2; dv.setUint16(p,1,true); p+=2; dv.setUint32(p,sr,true); p+=4;
+        dv.setUint32(p,sr*2,true); p+=4; dv.setUint16(p,2,true); p+=2; dv.setUint16(p,16,true); p+=2;
+        w('data'); dv.setUint32(p, pcm.length*2, true); p+=4; new Uint8Array(buf).set(new Uint8Array(pcm.buffer),44); return new Uint8Array(buf);
+      }
+    }catch(e){ console.error(e); log('ERROR:', e.message||e); }
+    finally{ genBtn.disabled=false; }
+  }
+  genBtn.onclick = generate;
+})();
+</script>
+</body>
+</html>

snac_flattened (1).txt ADDED Viewed

	@@ -0,0 +1 @@

+ 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