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// the Hub, and run one token loop around the ring.
//
// The mesh (signaling, WebRTC, fragmentation, rooms, reconnect) is
// DaisyChain-Web's, because those are the parts already proven against real
// phones and real NATs. Everything from "the model" down is new.
"use strict";
const STUN = [
{ urls: "stun:stun.l.google.com:19302" },
{ urls: "turn:openrelay.metered.ca:80", username: "openrelayproject", credential: "openrelayproject" },
{ urls: "turn:openrelay.metered.ca:443", username: "openrelayproject", credential: "openrelayproject" },
{ urls: "turns:openrelay.metered.ca:443?transport=tcp", username: "openrelayproject", credential: "openrelayproject" },
];
let rtcConfig = { iceServers: STUN };
const ui = {};
for (const id of ["status", "backend", "me", "peers", "log", "requests", "roomInfo", "roomCode",
"copyLink", "model", "tokenizer", "plan", "myShard", "prompt", "genBtn",
"stopBtn", "out", "tps", "tokcount", "hops", "temp", "vtemp", "ntok", "vntok",
"seed", "verify", "verifyRow", "ringState", "repo", "revision", "loadRepo",
"modelState", "ctxLen", "vctxLen", "tokenState", "clearToken",
"tokModal", "tokInput", "tokOk", "tokCancel", "tokWhy",
"tokPasteRow", "tokSignIn", "tokSignInBtn",
"lobby", "createRoom", "joinRoom", "joinCode"])
ui[id] = document.getElementById(id);
function log(m) { ui.log.textContent = `${new Date().toLocaleTimeString()} ${redact(m)}\n` + ui.log.textContent; }
function setStatus(s) { ui.status.textContent = s; }
// ---- the token --------------------------------------------------------------
// Held in a closure variable and nowhere else. Not localStorage, not
// sessionStorage, not a cookie, not the URL, not the log, and never on the
// wire — each device authenticates itself, so a peer never needs anyone
// else's credentials. Reloading the page is meant to lose it.
let hfToken = null, tokenSource = "";
let oauthAvailable = false;
function redact(s) { return hfToken ? String(s).split(hfToken).join("hf_***") : String(s); }
function haveToken() { return !!hfToken; }
function setToken(t, source) {
hfToken = t || null;
tokenSource = t ? (source || "entered") : "";
ui.tokenState.textContent = hfToken
? `${tokenSource} · held in memory for this tab only`
: (oauthAvailable ? "not signed in" : "none");
ui.clearToken.style.display = hfToken ? "" : "none";
}
function clearToken() { setToken(null); log("token cleared from memory"); }
// A hosted deployment hands the OAuth token back in the URL *fragment*, which
// browsers never send to a server. Take it, then strip it from the address bar
// and from history immediately — a credential sitting in a visible URL is one
// screenshot away from being shared.
function adoptTokenFromFragment() {
if (!location.hash || location.hash.length < 2) return;
const h = new URLSearchParams(location.hash.slice(1));
const t = h.get("hf"), err = h.get("oauth_error");
if (t || err) history.replaceState(null, "", location.pathname + location.search);
if (err) { log(`sign-in failed: ${err}`); return; }
if (t) { setToken(t, "signed in with Hugging Face"); log("signed in with Hugging Face — token held in memory for this tab only"); }
}
// One-time prompt. Resolves to a token string, or null if the user declines.
// Deliberately a modal rather than a stored setting: the moment a credential
// becomes ambient, it becomes something you forget you granted.
// Where OAuth is available — a deployment the user does not control — the
// paste box is not offered at all. Asking someone to type a personal access
// token into a page served by a third party is a bad pattern even when the
// code is honest, because the user cannot verify that it is. Signing in hands
// over a scoped, expiring token instead, and it is the only path shown there.
let tokenPrompt = null;
function requestToken(why) {
if (tokenPrompt) return tokenPrompt;
ui.tokWhy.textContent = why || "This model needs a Hugging Face token to download.";
ui.tokPasteRow.style.display = oauthAvailable ? "none" : "";
ui.tokSignIn.style.display = oauthAvailable ? "" : "none";
ui.tokOk.style.display = oauthAvailable ? "none" : ""; // nothing to submit
ui.tokInput.value = "";
ui.tokModal.style.display = "flex";
if (!oauthAvailable) ui.tokInput.focus();
tokenPrompt = new Promise((resolve) => {
const done = (val) => {
ui.tokModal.style.display = "none";
ui.tokInput.value = ""; // do not leave it in the DOM
ui.tokOk.onclick = null; ui.tokCancel.onclick = null;
ui.tokInput.onkeydown = null; ui.tokSignInBtn.onclick = null;
tokenPrompt = null;
resolve(val);
};
ui.tokSignInBtn.onclick = () => {
// full-page redirect: we come back with the token in the fragment
log("redirecting to Hugging Face to sign in…");
location.href = "auth/login";
};
ui.tokOk.onclick = () => {
const v = ui.tokInput.value.trim();
if (!v) return done(null);
setToken(v, "entered by hand");
log("token accepted — kept in memory for this tab only, never sent to peers");
done(v);
};
ui.tokCancel.onclick = () => { log("token request declined"); done(null); };
ui.tokInput.onkeydown = (e) => { if (e.key === "Enter") ui.tokOk.onclick(); if (e.key === "Escape") ui.tokCancel.onclick(); };
});
return tokenPrompt;
}
// Run an HF call, and if it fails for want of credentials ask once, then retry.
async function withAuth(fn, what) {
try { return await fn(hfToken); }
catch (e) {
if (e && e.kind === "auth") {
const gated = e.status === 403 ? " It is gated or private" : "";
const t = await requestToken(oauthAvailable
? `${what} needs Hugging Face access.${gated}${gated ? " — for a gated model, accept its licence on the model page first." : ""}`
: `${what} needs a Hugging Face token.${gated}. Create a READ token at huggingface.co/settings/tokens.`);
if (!t) throw new Error(`${what}: cancelled — no token provided`);
return fn(t);
}
throw e;
}
}
// ---- identity ---------------------------------------------------------------
const ADJ = ["Frosted", "Silver", "Pale", "Winter", "Hollow", "Quiet", "Drifting", "Little",
"Glacier", "Misty", "Northern", "Still", "Brave", "Snowlit", "Amber"];
const NOUN = ["Fox", "Hare", "Owl", "Elk", "Marten", "Sparrow", "Otter", "Deer",
"Ptarmigan", "Pine", "Birch", "Wren", "Fawn", "Moth", "Lynx"];
const deviceName = ADJ[Math.floor(Math.random() * ADJ.length)] + " " +
NOUN[Math.floor(Math.random() * NOUN.length)];
let myId = null, compute = null, ws = null, L = null, wasDenied = false;
const pcs = new Map(), chans = new Map(), names = new Map();
const caps = new Map();
// ---- model state ------------------------------------------------------------
let repoInfo = null; // {repo, revision, spec, tensors, fingerprint} — head only
let spec = null, plan = null, myStage = null, stageObj = null;
let tok = null; // tokenizer, loaded from the same repo
let modelHash = 0;
let running = false, abortRun = false;
let probeHash = 0, auditFailure = null;
const readyStages = new Set();
function nmeOf(id) { return names.get(id) || id; }
function room() { return new URLSearchParams(location.search).get("room"); }
// ?relay=1 skips WebRTC entirely and routes through the server. It exists as a
// diagnostic: if a ring works with it and not without it, the problem is NAT
// traversal, not this code.
const forceRelay = new URLSearchParams(location.search).get("relay") === "1";
function updatePeers() {
if (!names.size) { ui.peers.textContent = "(none yet — you can still run solo)"; return; }
ui.peers.textContent = [...names.entries()].map(([id, n]) =>
`${n} ${chans.has(id) ? (relayed.has(id) ? "⇄ via server" : "✓") : "(connecting…)"}`).join(", ");
}
function ctxLen() { return +ui.ctxLen.value; }
// ---- signaling + WebRTC -----------------------------------------------------
function connectSignaling() {
const proto = location.protocol === "https:" ? "wss" : "ws";
const params = new URLSearchParams();
params.set("name", deviceName);
if (room()) params.set("room", room());
ws = new WebSocket(`${proto}://${location.host}/?${params}`);
ws.onopen = () => setStatus(room() ? `connected — private room "${room()}"` : "connected — grouping with devices on your network");
ws.onclose = () => {
if (wasDenied) return;
setStatus("signaling disconnected — reconnecting…");
setTimeout(connectSignaling, 3000);
};
ws.onmessage = async (ev) => {
const msg = JSON.parse(ev.data);
if (msg.type === "welcome") {
myId = msg.id;
if (msg.room) log(`group: ${msg.room.startsWith("net:") ? "your network" : "private room " + msg.room.replace("room:", "")}`);
if (msg.host) { log("you host this room — joiners wait for your approval"); setStatus(`hosting private room "${room()}"`); }
else if (room()) setStatus(`accepted into private room "${room()}"`);
for (const p of msg.peers) { names.set(p.id, p.name); if (!chans.has(p.id)) initiatePeer(p.id); }
updatePeers();
} else if (msg.type === "waiting") {
setStatus("knocking — waiting for the room's host to let you in…");
} else if (msg.type === "denied") {
wasDenied = true; setStatus("the host declined your request to join"); log("join request declined by the host");
} else if (msg.type === "host") {
log("the host left — you are now the host of this room"); setStatus(`hosting private room "${room()}"`);
} else if (msg.type === "join-request") {
addJoinRequest(msg.id, msg.name);
} else if (msg.type === "peer-joined") {
names.set(msg.id, msg.name); updatePeers(); log(`${msg.name} joined`);
// Only the NEWEST peer dials (so the two never collide with competing
// offers), which means this side is waiting to be called. It still needs
// a deadline: if the offer never arrives, or arrives and its ICE never
// completes, there is no connection object here to fail — and without a
// watchdog this side shows "(connecting…)" forever with nothing to
// recover from. That is the failure two separate machines actually hit.
if (forceRelay) useRelay(msg.id);
else if (!chans.has(msg.id)) armWatchdog(msg.id);
} else if (msg.type === "peer-left") {
log(`${nmeOf(msg.id)} left`); cleanupPeer(msg.id); names.delete(msg.id); caps.delete(msg.id); updatePeers(); renderPlan();
} else if (msg.type === "signal") {
await onSignal(msg.from, msg.data);
} else if (msg.type === "ping") {
ws.send(JSON.stringify({ type: "pong" }));
} else if (msg.type === "relay") {
onWire(msg.from, bufFromB64(msg.data));
}
};
}
function signal(to, data) { ws.send(JSON.stringify({ type: "signal", to, data })); }
function addJoinRequest(id, name) {
const row = document.createElement("div");
row.className = "joinrow";
const who = document.createElement("span");
who.textContent = `❄ ${name} wants to join`; // textContent: names come off the wire
const btn = (label, allow) => {
const b = document.createElement("button");
b.textContent = label;
b.className = allow ? "small" : "small danger";
b.onclick = () => {
ws.send(JSON.stringify({ type: "admit", id, allow }));
row.remove();
log(allow ? `you let ${name} in` : `you declined ${name}`);
};
return b;
};
row.append(who, btn("Accept", true), btn("Deny", false));
ui.requests.appendChild(row);
}
// ---- connection watchdog -----------------------------------------------------
// WebRTC can fail by never finishing. A peer whose ICE never completes sits in
// "checking" indefinitely: `dc.onclose` never fires because the channel never
// opened, and `connectionState` may never reach "failed" either. Without a
// timeout the UI shows "(connecting…)" forever, the relay fallback below is
// never reached, and nothing says why — which is exactly what happened on two
// real machines while two tabs on one machine worked fine, because same-host
// candidates always succeed.
//
// So: give each attempt a deadline, say what state it died in, retry once, then
// fall back to relaying through the server.
const CONNECT_TIMEOUT = 12000;
const MAX_DIRECT_ATTEMPTS = 2;
const watchdogs = new Map(); // peerId -> timer
const attempts = new Map(); // peerId -> count
const relayed = new Set(); // peers we reach via the server
function clearWatchdog(peerId) {
const t = watchdogs.get(peerId);
if (t) { clearTimeout(t); watchdogs.delete(peerId); }
}
function armWatchdog(peerId) {
clearWatchdog(peerId);
watchdogs.set(peerId, setTimeout(() => {
watchdogs.delete(peerId);
if (chans.has(peerId) || !names.has(peerId)) return;
const pc = pcs.get(peerId);
const n = (attempts.get(peerId) || 0) + 1;
attempts.set(peerId, n);
log(`no direct path to ${nmeOf(peerId)} after ${CONNECT_TIMEOUT / 1000}s — ` +
`ICE ${pc ? pc.iceConnectionState : "?"}, gathering ${pc ? pc.iceGatheringState : "?"} ` +
`(attempt ${n} of ${MAX_DIRECT_ATTEMPTS})`);
if (n < MAX_DIRECT_ATTEMPTS) {
// one side redials so the two do not collide (offer glare); the other
// just waits out another deadline
if (+myId.slice(1) > +peerId.slice(1)) { cleanupPeer(peerId); initiatePeer(peerId); }
else armWatchdog(peerId);
return;
}
useRelay(peerId); // symmetric: both sides install it
}, CONNECT_TIMEOUT));
}
// Relay through the signaling server. Both peers already hold a WebSocket to
// it, so this is a path that cannot fail for NAT reasons — but it means the
// server carries activations, which the direct path specifically avoids. That
// is a real change in what the server sees, so it is stated loudly rather than
// slipped in as a silent recovery.
function useRelay(peerId) {
if (chans.has(peerId) || !names.has(peerId)) return;
cleanupPeer(peerId);
chans.set(peerId, makeRelayChannel(peerId));
relayed.add(peerId);
log(`⚠ falling back to the SERVER RELAY for ${nmeOf(peerId)} — no direct WebRTC path could be ` +
`established. This works, but activations for that hop now pass through the server instead ` +
`of peer-to-peer. Supply a TURN server (DAISY_RTC_CONFIG) for a direct path.`);
// A relay channel is a plain object with no "open" event, so nothing here
// fires dc.onopen — and without this the capability exchange never happens,
// the peer never enters the plan, and the ring silently shrinks to whoever
// had a direct channel. Losing a stage quietly is worse than failing loudly.
sendHello(peerId);
updatePeers(); wake();
}
function newPC(peerId) {
const pc = new RTCPeerConnection(rtcConfig);
pc.onicecandidate = (e) => { if (e.candidate) signal(peerId, { candidate: e.candidate }); };
// Terse but real diagnostics: without these, a cross-machine failure is
// indistinguishable from a hang.
pc.oniceconnectionstatechange = () => {
const s = pc.iceConnectionState;
if (s === "failed" || s === "disconnected" || s === "connected" || s === "completed")
log(`${nmeOf(peerId)}: ICE ${s}`);
};
pc.onicegatheringstatechange = () => {
if (pc.iceGatheringState === "complete" && !chans.has(peerId))
log(`${nmeOf(peerId)}: finished gathering candidates, still no channel`);
};
pc.onconnectionstatechange = () => {
if (pc.connectionState === "failed") {
log(`${nmeOf(peerId)}: connection failed`);
clearWatchdog(peerId);
const n = (attempts.get(peerId) || 0) + 1;
attempts.set(peerId, n);
cleanupPeer(peerId);
if (n < MAX_DIRECT_ATTEMPTS) scheduleReconnect(peerId);
else useRelay(peerId);
}
if (pc.connectionState === "disconnected")
setTimeout(() => {
if (pcs.get(peerId) === pc && pc.connectionState === "disconnected") {
log(`${nmeOf(peerId)} connection did not recover — redialing`);
cleanupPeer(peerId); scheduleReconnect(peerId);
}
}, 4000);
};
pcs.set(peerId, pc);
return pc;
}
// Which path actually carried the connection — host, srflx (STUN) or relay
// (TURN). Printed on success because "it connected" and "it connected the way
// you think" are different facts.
async function logSelectedPath(peerId, pc) {
try {
const stats = await pc.getStats();
let pair = null;
stats.forEach(r => {
if (r.type === "candidate-pair" && r.state === "succeeded" && (r.selected || r.nominated)) pair = r;
});
if (!pair) return;
const loc = stats.get(pair.localCandidateId), rem = stats.get(pair.remoteCandidateId);
log(`${nmeOf(peerId)}: direct path via ${loc ? loc.candidateType : "?"} → ${rem ? rem.candidateType : "?"}`);
} catch (e) {}
}
function b64FromBuf(buf) {
const u = new Uint8Array(buf); let s = "";
for (let i = 0; i < u.length; i += 0x8000) s += String.fromCharCode(...u.subarray(i, i + 0x8000));
return btoa(s);
}
function bufFromB64(s) { return Uint8Array.from(atob(s), c => c.charCodeAt(0)).buffer; }
function makeRelayChannel(peerId) {
return {
isRelay: true,
get readyState() { return ws && ws.readyState === 1 && names.has(peerId) ? "open" : "closed"; },
get bufferedAmount() { return ws ? ws.bufferedAmount : 0; },
send(buf) { ws.send(JSON.stringify({ type: "relay", to: peerId, data: b64FromBuf(buf) })); },
close() { chans.delete(peerId); },
};
}
const reconnectTimers = new Map();
function scheduleReconnect(peerId, attempt = 0) {
if (!names.has(peerId) || chans.has(peerId) || reconnectTimers.has(peerId)) return;
if (attempt >= MAX_DIRECT_ATTEMPTS) return void useRelay(peerId);
const delay = 1500 * Math.pow(2, attempt);
reconnectTimers.set(peerId, setTimeout(() => {
reconnectTimers.delete(peerId);
if (!names.has(peerId) || chans.has(peerId)) return;
if (+myId.slice(1) > +peerId.slice(1)) {
log(`reconnecting to ${nmeOf(peerId)} (attempt ${attempt + 1})…`);
cleanupPeer(peerId); initiatePeer(peerId);
} else {
armWatchdog(peerId); // the other side dials; still deadline it
}
setTimeout(() => scheduleReconnect(peerId, attempt + 1), CONNECT_TIMEOUT + 2000);
}, delay));
}
function initiatePeer(peerId) {
if (forceRelay) return useRelay(peerId); // ?relay=1 — skip WebRTC entirely
const pc = newPC(peerId);
setupChannel(peerId, pc.createDataChannel("daisy"));
armWatchdog(peerId); // no silent forever-connecting
pc.createOffer().then(o => pc.setLocalDescription(o)).then(() => signal(peerId, { sdp: pc.localDescription }));
}
const pendingCand = new Map();
async function onSignal(from, data) {
let pc = pcs.get(from);
if (data.sdp) {
if (!pc) {
pc = newPC(from);
pc.ondatachannel = (e) => setupChannel(from, e.channel);
armWatchdog(from); // the answering side needs a deadline too
}
await pc.setRemoteDescription(data.sdp);
for (const c of pendingCand.get(from) || []) try { await pc.addIceCandidate(c); } catch (e) {}
pendingCand.delete(from);
if (data.sdp.type === "offer") {
const ans = await pc.createAnswer(); await pc.setLocalDescription(ans);
signal(from, { sdp: pc.localDescription });
}
} else if (data.candidate) {
if (pc && pc.remoteDescription) { try { await pc.addIceCandidate(data.candidate); } catch (e) {} }
else { if (!pendingCand.has(from)) pendingCand.set(from, []); pendingCand.get(from).push(data.candidate); }
}
}
function setupChannel(peerId, dc) {
dc.binaryType = "arraybuffer";
dc.onopen = () => {
clearWatchdog(peerId);
attempts.delete(peerId);
relayed.delete(peerId);
chans.set(peerId, dc); updatePeers();
log(`connected to ${nmeOf(peerId)}`);
const pc = pcs.get(peerId);
if (pc) logSelectedPath(peerId, pc);
sendHello(peerId);
};
dc.onclose = () => { chans.delete(peerId); updatePeers(); wake(); scheduleReconnect(peerId); };
dc.onmessage = (e) => onWire(peerId, e.data);
}
function cleanupPeer(id) {
clearWatchdog(id);
const pc = pcs.get(id); if (pc) pc.close();
pcs.delete(id); pendingCand.delete(id);
const dc = chans.get(id);
if (dc && !dc.isRelay) chans.delete(id); // keep a working relay channel
for (const k of fragIn.keys()) if (k.startsWith(id + ":")) fragIn.delete(k);
wake();
}
// ---- fragmentation ----------------------------------------------------------
const FRAG_SENTINEL = Wire.FRAG, FRAG_CHUNK = 48 * 1024, DC_MAXBUF = 4 * 1024 * 1024;
let fragSeq = 1;
const fragIn = new Map();
function dcDrain(dc) {
return new Promise((res) => {
if (dc.bufferedAmount <= DC_MAXBUF || dc.readyState !== "open") return res();
const t = setInterval(() => {
if (dc.bufferedAmount <= DC_MAXBUF || dc.readyState !== "open") { clearInterval(t); res(); }
}, 50);
});
}
async function dcSend(dc, buf) {
if (buf.byteLength <= FRAG_CHUNK) {
await dcDrain(dc);
if (dc.readyState === "open") dc.send(buf);
return;
}
const id = fragSeq++, src = new Uint8Array(buf);
const total = Math.ceil(src.length / FRAG_CHUNK);
for (let s = 0; s < total; s++) {
await dcDrain(dc);
if (dc.readyState !== "open") return;
const part = src.subarray(s * FRAG_CHUNK, Math.min((s + 1) * FRAG_CHUNK, src.length));
const msg = new ArrayBuffer(16 + part.length);
new Int32Array(msg, 0, 4).set([FRAG_SENTINEL, id, s, total]);
new Uint8Array(msg, 16).set(part);
dc.send(msg);
}
}
function onFragment(peerId, buf) {
const [, id, seq, total] = new Int32Array(buf, 0, 4);
const key = peerId + ":" + id;
let st = fragIn.get(key);
if (!st) { st = { id, parts: [], got: 0, total }; fragIn.set(key, st); }
st.parts[seq] = new Uint8Array(buf, 16).slice(0);
st.got++;
if (st.got < st.total) return null;
fragIn.delete(key);
let len = 0; for (const p of st.parts) len += p.length;
const out = new Uint8Array(len);
let off = 0; for (const p of st.parts) { out.set(p, off); off += p.length; }
return out.buffer;
}
function sendTo(peerId, buf) {
const dc = chans.get(peerId);
if (!dc || dc.readyState !== "open") return Promise.resolve(false);
return dcSend(dc, buf).then(() => true);
}
function broadcast(buf) {
return Promise.all([...chans.values()].filter(dc => dc.readyState === "open").map(dc => dcSend(dc, buf)));
}
// ---- hello / capability -----------------------------------------------------
function sendHello(peerId) {
return sendTo(peerId, Wire.packHello(myCapacity, probeHash, compute ? compute.backend : "?"));
}
function onHello(peerId, buf) {
let h;
try { h = Wire.unpackHello(buf); } catch (e) { log(`bad hello from ${nmeOf(peerId)}: ${e.message}`); return; }
caps.set(peerId, { capacity: h.capacity, backend: h.backend, probe: h.probeHash });
// The kernel probe matters MORE in a pipeline than in the trainer. There,
// every peer computes the same thing, so bad arithmetic shows up as a
// diverging replica. Here each stage computes something different and nobody
// repeats it — a broken middle stage would corrupt every token invisibly.
// The probe is the one value that stays comparable when the work is not.
if (probeHash && h.probeHash && h.probeHash !== probeHash)
log(`⚠ ${nmeOf(peerId)} disagrees with this device's kernel probe (${h.probeHash} vs ${probeHash}). ` +
`Their arithmetic differs from ours — do not put them in the ring.`);
renderPlan();
}
// ---- capacity ---------------------------------------------------------------
let myCapacity = 1;
async function measureCapacity() {
const m = 32, k = 64, n = 64;
const X = new Float32Array(m * k), W = new Float32Array(k * n);
for (let i = 0; i < X.length; i++) X[i] = Math.sin(i) * 0.5;
for (let i = 0; i < W.length; i++) W[i] = Math.cos(i) * 0.5;
await Verified.vgemmBlock(X, W, { m, k, n, batch: 1 }, L, compute.bgemm, null);
const t0 = performance.now();
let it = 0;
while (performance.now() - t0 < 300) { await Verified.vgemmBlock(X, W, { m, k, n, batch: 1 }, L, compute.bgemm, null); it++; }
myCapacity = it / ((performance.now() - t0) / 1000);
return myCapacity;
}
// ---- loading a model from the Hub -------------------------------------------
// Only the header and config are read here: a few tens of KB, regardless of how
// large the model is. Weights are fetched per stage, later, by each device.
async function loadRepo() {
const repo = ui.repo.value.trim();
const revision = (ui.revision.value.trim() || "main");
if (!/^[\w.-]+\/[\w.-]+$/.test(repo)) { log(`"${repo}" is not a valid repo id (expected owner/name)`); return; }
ui.loadRepo.disabled = true;
ui.modelState.textContent = "reading config…";
try {
const cfg = await withAuth((t) => HF.getJSON(repo, "config.json", revision, t), `${repo}/config.json`);
const s = Arch.fromConfig(cfg);
ui.modelState.textContent = "reading tokenizer…";
const tokJson = await withAuth((t) => HF.getJSON(repo, "tokenizer.json", revision, t), `${repo}/tokenizer.json`);
tok = Tokenizer.build(tokJson);
ui.tokenizer.textContent = tok.name;
ui.modelState.textContent = "reading weight index…";
const { tensors } = await withAuth((t) => HF.readIndex(repo, revision, t, (m) => { ui.modelState.textContent = m; }),
`${repo} weights`);
const fingerprint = Shard.modelFingerprint(repo, revision, tensors);
repoInfo = { repo, revision, spec: s, tensors, fingerprint };
spec = s; modelHash = fingerprint;
const totalMB = [...tensors.values()].reduce((a, t) => a + t.elems * 4, 0) / 1048576;
ui.model.textContent =
`${repo} · ${s.family}-style · ${s.layers} layers · hidden ${s.hidden} · ` +
`heads ${s.heads}${s.kvHeads !== s.heads ? "/" + s.kvHeads + " kv" : ""} · vocab ${s.vocab}`;
ui.modelState.textContent = `${totalMB.toFixed(0)} MB in f32 · fingerprint ${fingerprint.toString(16)}`;
log(`model ready: ${repo}@${revision} — ${s.layers} layers, ${totalMB.toFixed(0)} MB total in f32. ` +
`Nothing has been downloaded yet beyond headers; each device will fetch only its own layers.`);
if (s.maxPos < ctxLen()) log(`⚠ this model's max position is ${s.maxPos} — lower the context length`);
ui.genBtn.disabled = false;
ui.verifyRow.style.display = "";
renderPlan();
} catch (e) {
ui.modelState.textContent = "failed";
log(`could not load ${repo}: ${redact(e.message)}`);
}
ui.loadRepo.disabled = false;
}
function buildPlan() {
if (!repoInfo) return null;
const list = [{ id: myId, capacity: myCapacity, backend: compute.backend }];
for (const id of [...chans.keys()].sort((a, b) => +a.slice(1) - +b.slice(1))) {
const c = caps.get(id);
if (c) list.push({ id, capacity: c.capacity, backend: c.backend });
}
return Shard.planStages(repoInfo.spec, list);
}
function renderPlan() {
if (!plan) {
const known = 1 + [...chans.keys()].filter(id => caps.has(id)).length;
ui.plan.textContent = repoInfo ? `${known} device(s) ready — press Generate to shard and run`
: "load a model to see how it would be split";
return;
}
ui.plan.textContent = plan.map(s => {
const who = s.id === myId ? "me" : nmeOf(s.id);
const part = s.hi > s.lo ? `layers ${s.lo}–${s.hi - 1}` : "—";
let mb = "";
if (repoInfo) mb = " · " + (Shard.stageBytes(repoInfo.spec, repoInfo.tensors, s, Arch) / 1048576).toFixed(0) + " MB";
return `${s.index}. ${who}${s.head ? " (head: embed + lm_head)" : ""} · ${part}${mb}` +
(readyStages.has(s.index) ? " ✓" : "");
}).join("\n");
}
// Fetch this device's own layers. This is the only place weight bytes move,
// and they move from the Hub to here — never from a peer.
async function loadMyStage(assign, st) {
const s = assign.spec;
ui.myShard.textContent = "reading index…";
const { tensors } = await withAuth((t) => HF.readIndex(assign.repo, assign.revision, t), `${assign.repo} weights`);
const want = Arch.tensorsFor(s, tensors, st).map(n => tensors.get(n));
const mb = want.reduce((a, t) => a + t.elems * 4, 0) / 1048576;
log(`fetching my slice from the Hub: ${want.length} tensors, ${mb.toFixed(0)} MB ` +
`(the other ${s.layers - (st.hi - st.lo)} layers are never downloaded here)`);
const got = await withAuth((t) => HF.fetchTensors(assign.repo, assign.revision, t, want,
(p) => { ui.myShard.textContent = `downloading ${p}`; }),
`${assign.repo} weights`);
const w = Shard.stageWeights(s, st, got, Arch);
stageObj = Infer.makeStage(s, st, w, kernelCtx(), assign.ctx || ctxLen());
spec = s;
ui.myShard.textContent = `${st.head ? "head + " : ""}layers ${st.lo}–${st.hi - 1} · ${mb.toFixed(0)} MB resident`;
return stageObj;
}
async function onAssign(peerId, buf) {
if (running) { log(`ignored an assignment from ${nmeOf(peerId)} mid-run`); return; }
let a;
try { a = Wire.unpackAssign(buf); } catch (e) { log(`REFUSED assignment from ${nmeOf(peerId)}: ${e.message}`); return; }
plan = a.plan; spec = a.spec; modelHash = a.fingerprint;
myStage = plan[a.mine];
log(`assigned by ${nmeOf(peerId)}: ${a.repo}@${a.revision}, layers ${myStage.lo}–${myStage.hi - 1} ` +
`of ${a.spec.layers} (stage ${a.mine} of ${plan.length})`);
renderPlan();
try {
// tokenizer only matters on the head, but loading it is cheap and lets a
// middle stage show the token stream
if (!tok) {
try { tok = Tokenizer.build(await withAuth((t) => HF.getJSON(a.repo, "tokenizer.json", a.revision, t), "tokenizer")); }
catch (e) { log(`(no tokenizer here: ${redact(e.message)} — this stage will show ids, not text)`); }
}
await loadMyStage(a, myStage);
await sendTo(peerId, Wire.packReady(a.mine, true, "loaded"));
log(`ready — holding layers ${myStage.lo}–${myStage.hi - 1}. The rest of the model is not on this device.`);
setStatus("in the ring — waiting for work");
} catch (e) {
await sendTo(peerId, Wire.packReady(a.mine, false, redact(e.message)));
log(`could not take my slice: ${redact(e.message)}`);
}
}
function onReady(peerId, buf) {
const r = Wire.unpackReady(buf);
if (r.ok) { readyStages.add(r.stageIndex); log(`${nmeOf(peerId)} is ready (stage ${r.stageIndex})`); }
else log(`${nmeOf(peerId)} could not load stage ${r.stageIndex}: ${r.note}`);
renderPlan(); wake();
}
// ---- the ring ---------------------------------------------------------------
// One token = one lap. The head embeds the window and hands the hidden state
// to stage 1; each stage runs its own layers and hands the result on; the last
// stage returns it to the head, which turns it into a token.
//
// The payload is T x hidden floats — tens of KB. The weights it stands in for
// are hundreds of megabytes. That asymmetry is the whole reason this works,
// and it makes a run latency-bound rather than bandwidth-bound.
let runSeq = 0;
const waiters = new Set();
function wake() { for (const w of waiters) w(); }
function waitFor(pred, timeoutMs) {
return new Promise((resolve) => {
const t0 = Date.now();
let timer = null;
const check = () => {
const ok = pred();
if (ok || Date.now() - t0 > timeoutMs) { waiters.delete(check); clearInterval(timer); resolve(!!ok); }
};
waiters.add(check);
timer = setInterval(check, 200);
check();
});
}
const actIn = new Map();
function packAct(seq, tokenIdx, nextIndex, hidden) {
return Wire.packAct(seq, tokenIdx, nextIndex, hidden, Shard.hashF32, modelHash);
}
async function onAct(peerId, buf) {
let a;
try { a = Wire.unpackAct(buf, Shard.hashF32); }
catch (e) { log(`activation from ${nmeOf(peerId)} rejected: ${e.message}`); return; }
const { seq, tokenIdx, nextIndex, modelHash: mh, hidden } = a;
if (mh !== modelHash) {
log(`REFUSED activation from ${nmeOf(peerId)}: it belongs to model ${mh.toString(16)}, this device ` +
`holds a slice of ${modelHash.toString(16)}. Mixing two models would produce confident nonsense.`);
return;
}
const me = plan && plan.find(s => s.id === myId);
const kind = Wire.classifyAct(nextIndex, me ? me.index : -99);
if (kind === "return") { actIn.set(`${seq}:${tokenIdx}`, hidden); wake(); return; }
if (kind === "other" || !me || !stageObj) return;
const t0 = performance.now();
let x;
try { x = await Infer.runLayers(stageObj, hidden); }
catch (e) { log(`stage failed: ${redact(e.message)}`); return; }
if (auditFailure) { log("KERNEL AUDIT FAILED mid-hop — refusing to pass on a value I cannot vouch for"); return; }
const hop = Wire.routeAfter(plan, me.index);
ui.ringState.textContent = `layers ${me.lo}–${me.hi - 1} in ${(performance.now() - t0).toFixed(0)} ms → ` +
`${hop.to === myId ? "me" : nmeOf(hop.to)}${hop.isReturn ? " (return)" : ""}`;
await sendTo(hop.to, packAct(seq, tokenIdx, hop.address, x));
}
async function generate() {
if (running) return;
if (!repoInfo) { log("load a model first — the device that loads it drives the ring"); return; }
if (!tok) { log("no tokenizer loaded"); return; }
running = true; abortRun = false; auditFailure = null;
ui.genBtn.disabled = true; ui.stopBtn.disabled = false;
readyStages.clear();
try {
const T = Math.min(ctxLen(), repoInfo.spec.maxPos);
plan = buildPlan(); modelHash = repoInfo.fingerprint; spec = repoInfo.spec;
renderPlan();
if (plan.length > 1) {
log(`plan: ${spec.layers} layers over ${plan.length} device(s) — ` +
plan.map(s => `${s.id === myId ? "me" : nmeOf(s.id)}:${s.hi - s.lo}`).join(", "));
for (let i = 1; i < plan.length; i++)
await sendTo(plan[i].id, Wire.packAssign({
repo: repoInfo.repo, revision: repoInfo.revision, spec, plan,
mine: i, fingerprint: repoInfo.fingerprint, ctx: T,
}));
log("waiting for every stage to fetch its layers…");
const ok = await waitFor(() => readyStages.size >= plan.length - 1, 600000);
if (!ok) { log("not every stage reported ready — generating anyway will stall, so stopping here."); throw new Error("stages not ready"); }
} else {
log(`solo run — this device will hold all ${spec.layers} layers`);
}
myStage = plan[0];
ui.myShard.textContent = "loading my slice…";
await loadMyStage({ repo: repoInfo.repo, revision: repoInfo.revision, spec, ctx: T }, myStage);
const seq = ++runSeq;
const nTok = +ui.ntok.value, temp = +ui.temp.value / 100;
const opts = { temperature: temp, topK: 40, rng: Infer.mulberry32(+ui.seed.value | 0) };
let ids = [...Tokenizer.encode(tok, ui.prompt.value || "The")];
if (!ids.length) ids = [0];
const promptLen = ids.length;
ui.out.textContent = ui.prompt.value;
const tStart = performance.now();
let hops = 0;
for (let n = 0; n < nTok && !abortRun; n++) {
const win = new Int32Array(T);
const tail = ids.slice(-T);
for (let i = 0; i < tail.length; i++) win[T - tail.length + i] = tail[i];
let x = Infer.embed(stageObj, win);
x = await Infer.runLayers(stageObj, x);
if (auditFailure) { log(`KERNEL AUDIT FAILED: ${auditFailure} — stopping`); break; }
if (plan.length > 1) {
await sendTo(plan[1].id, packAct(seq, n, plan[1].index, x));
hops += plan.length;
const key = `${seq}:${n}`;
const ok = await waitFor(() => actIn.has(key), 60000);
if (!ok) { log(`the ring stalled at token ${n + 1}: no activation came back. Press Generate again to re-plan.`); break; }
x = actIn.get(key); actIn.delete(key);
}
const id = Infer.pickToken(await Infer.readout(stageObj, x), opts);
ids.push(id);
ui.out.textContent = Tokenizer.decode(tok, ids);
ui.tokcount.textContent = String(n + 1);
ui.hops.textContent = String(hops);
ui.tps.textContent = ((n + 1) / ((performance.now() - tStart) / 1000)).toFixed(2);
broadcast(Wire.packToken(seq, id, ids.length));
await new Promise(r => setTimeout(r, 0));
}
// The differential check. In a pipeline nothing recomputes anything, so
// this is the only instrument that can show a distributed answer is RIGHT
// rather than merely self-consistent. It costs a full local run, which is
// only possible when this device can hold the whole model — so it is
// offered, not assumed.
if (ui.verify.checked && !abortRun && plan.length > 1) {
log("verifying: fetching the whole model here and re-running the same prompt…");
const all = { id: myId, index: 0, lo: 0, hi: spec.layers, head: true };
const solo = await loadMyStage({ repo: repoInfo.repo, revision: repoInfo.revision, spec, ctx: T }, all);
const ref = await Infer.generateLocal([solo], Tokenizer.encode(tok, ui.prompt.value || "The"), nTok,
{ temperature: temp, topK: 40, rng: Infer.mulberry32(+ui.seed.value | 0) });
const same = ref.length === ids.length && ref.every((v, i) => v === ids[i]);
log(same ? "VERIFIED: the distributed run and the single-device run produced identical token ids."
: `MISMATCH: the ring and this device disagree. Distributed "${Tokenizer.decode(tok, ids).slice(0, 60)}" ` +
`vs local "${Tokenizer.decode(tok, ref).slice(0, 60)}". Check the log for probe warnings.`);
}
if (!abortRun) log(`done — ${ids.length - promptLen} token(s) in ${((performance.now() - tStart) / 1000).toFixed(1)} s ` +
`over ${plan.length} stage(s)`);
broadcast(Wire.packDone(seq));
} catch (e) {
log(`run failed: ${redact(e.message)}`);
console.error(e);
}
running = false;
ui.genBtn.disabled = false; ui.stopBtn.disabled = true;
ui.ringState.textContent = "idle";
}
function onToken(peerId, buf) {
const { id } = Wire.unpackToken(buf);
if (tok) ui.out.textContent += Tokenizer.decode(tok, [id]);
else ui.out.textContent += ` ${id}`;
ui.tokcount.textContent = String(+(ui.tokcount.textContent || 0) + 1);
}
function onWire(peerId, buf) {
const tag = Wire.tagOf(buf);
if (tag === Wire.FRAG) { const whole = onFragment(peerId, buf); if (whole) onWire(peerId, whole); return; }
if (tag === Wire.HELLO) return onHello(peerId, buf);
if (tag === Wire.ASSIGN) return void onAssign(peerId, buf);
if (tag === Wire.READY) return onReady(peerId, buf);
if (tag === Wire.ACT) return void onAct(peerId, buf);
if (tag === Wire.TOKEN) return onToken(peerId, buf);
if (tag === Wire.DONE) { ui.ringState.textContent = "idle"; return; }
}
// ---- kernels ----------------------------------------------------------------
const gemmAudit = {
cells: 12,
due: () => true,
fail: (msg) => { if (!auditFailure) { auditFailure = msg; log(`KERNEL AUDIT FAILED: ${msg}`); } },
};
function kernelCtx() {
return { L, bgemm: compute.bgemm || null, att: compute.att || null,
mlp: compute.mlp || null, audit: gemmAudit };
}
// ---- boot -------------------------------------------------------------------
(async function () {
try {
const mode = await (await fetch("mode")).json();
if (mode.rtc) rtcConfig = mode.rtc;
oauthAvailable = !!mode.oauth;
// Room-first deployments (the hosted Space sets DAISY_FORCE_ROOMS): there
// is no LAN auto-grouping between strangers. Two people behind the same
// CGNAT or on the same campus network share a public IP, and without this
// they would be dropped into one ring together — able to see each other's
// addresses and each other's activations. So a visitor with no room code
// chooses: create their own room, or join one by code.
if (mode.forceRooms && !room()) {
for (const c of document.querySelectorAll(".card")) if (c !== ui.lobby) c.style.display = "none";
ui.lobby.style.display = "";
ui.createRoom.onclick = () => {
const code = (ADJ[Math.floor(Math.random() * ADJ.length)] + "-" +
NOUN[Math.floor(Math.random() * NOUN.length)] + "-" +
(100 + Math.floor(Math.random() * 900))).toLowerCase();
location.href = "?room=" + code;
};
const join = () => {
const code = ui.joinCode.value.trim().toLowerCase();
if (code) location.href = "?room=" + encodeURIComponent(code);
};
ui.joinRoom.onclick = join;
ui.joinCode.onkeydown = (e) => { if (e.key === "Enter") join(); };
return; // wait for the choice
}
} catch (e) {} // no /mode: local defaults
adoptTokenFromFragment(); // returning from an OAuth sign-in
// Same rule as the trainer: the verified units are mandatory. No float path.
try {
L = await Compute.loadLUTs();
if (!(L.mul instanceof Int16Array) || L.mul.length !== 65536) throw new Error("mul8 LUT malformed");
if (L.mul[((7 & 0xFF) * 256) + (-3 & 0xFF)] !== -21) throw new Error("mul8 LUT self-test failed (7 × -3 ≠ -21)");
compute = await Compute.initCompute(L);
} catch (e) {
setStatus("NEURAL UNITS UNAVAILABLE — inference disabled");
ui.backend.textContent = "unavailable";
log(`FATAL: verified neural units failed to load (${e.message}). This build only computes through the units.`);
return;
}
ui.backend.textContent = `${compute.backend.toUpperCase()} — ${compute.label}`;
probeHash = await Compute.kernelProbe(compute, L);
log(`kernel probe: ${probeHash} — every honest device gets this same number, on any backend`);
await measureCapacity();
log(`measured capacity: ${myCapacity.toFixed(0)} verified GEMMs/sec — this decides how many layers this device takes`);
ui.me.textContent = deviceName;
if (!hfToken) setToken(null); // keep a token adopted from the fragment
if (oauthAvailable) log("this deployment uses Hugging Face sign-in for gated models — no token is ever typed into this page");
for (const [el, out] of [[ui.temp, ui.vtemp], [ui.ntok, ui.vntok], [ui.ctxLen, ui.vctxLen]])
el.oninput = () => out.textContent = el.value;
ui.temp.oninput(); ui.ntok.oninput(); ui.ctxLen.oninput();
if (room()) {
ui.roomInfo.style.display = "";
ui.roomCode.textContent = room();
ui.copyLink.onclick = async () => {
try { await navigator.clipboard.writeText(location.href); ui.copyLink.textContent = "Copied!"; }
catch { ui.copyLink.textContent = location.href; }
setTimeout(() => ui.copyLink.textContent = "Copy invite link", 2000);
};
}
ui.loadRepo.onclick = loadRepo;
ui.repo.onkeydown = (e) => { if (e.key === "Enter") loadRepo(); };
ui.clearToken.onclick = clearToken;
ui.genBtn.onclick = generate;
ui.stopBtn.onclick = () => { abortRun = true; log("stopping after the current token"); };
updatePeers(); renderPlan();
connectSignaling();
document.addEventListener("visibilitychange", () => {
if (!document.hidden && (!ws || ws.readyState > 1)) { log("page woke — reconnecting"); connectSignaling(); }
});
if (navigator.connection && navigator.connection.addEventListener)
navigator.connection.addEventListener("change", () => {
if (!ws || ws.readyState > 1) { log("network changed — reconnecting"); connectSignaling(); }
});
setStatus("ready — load a model to drive, or wait to be given a slice");
log(`ready — this device is "${deviceName}", computing through verified units on ${compute.backend.toUpperCase()}`);
})();
|