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import Chat from "./components/Chat";
import ArrowRightIcon from "./components/icons/ArrowRightIcon";
import StopIcon from "./components/icons/StopIcon";
import Progress from "./components/Progress";
const IS_WEBGPU_AVAILABLE = !!navigator.gpu;
const STICKY_SCROLL_THRESHOLD = 120;
const EXAMPLES = [
"Find all complex solutions of z^3 + 2z^2 - z - 2 = 0",
"A train travels at 60 km/h for the first half of its journey and at 40 km/h for the second half. If the total journey is 300 km, how long does it take?",
"Write a Python function to check if a given string is a palindrome, ignoring spaces and punctuation.",
];
// Add gradient animation classes
const GRADIENT_CLASSES = "animate-gradient bg-gradient-to-r from-blue-500 via-purple-500 to-pink-500 bg-[length:200%_auto]";
const CARD_HOVER_CLASSES = "hover:scale-105 hover:shadow-xl hover:shadow-blue-500/20 dark:hover:shadow-blue-800/20";
function App() {
// Create a reference to the worker object.
const worker = useRef(null);
const textareaRef = useRef(null);
const chatContainerRef = useRef(null);
// Model loading and progress
const [status, setStatus] = useState(null);
const [error, setError] = useState(null);
const [loadingMessage, setLoadingMessage] = useState("");
const [progressItems, setProgressItems] = useState([]);
const [isRunning, setIsRunning] = useState(false);
// Inputs and outputs
const [input, setInput] = useState("");
const [messages, setMessages] = useState([]);
const [tps, setTps] = useState(null);
const [numTokens, setNumTokens] = useState(null);
function onEnter(message) {
setMessages((prev) => [...prev, { role: "user", content: message }]);
setTps(null);
setIsRunning(true);
setInput("");
}
function onInterrupt() {
// NOTE: We do not set isRunning to false here because the worker
// will send a 'complete' message when it is done.
worker.current.postMessage({ type: "interrupt" });
}
useEffect(() => {
resizeInput();
}, [input]);
function resizeInput() {
if (!textareaRef.current) return;
const target = textareaRef.current;
target.style.height = "auto";
const newHeight = Math.min(Math.max(target.scrollHeight, 24), 200);
target.style.height = `${newHeight}px`;
}
// We use the `useEffect` hook to setup the worker as soon as the `App` component is mounted.
useEffect(() => {
// Create the worker if it does not yet exist.
if (!worker.current) {
worker.current = new Worker(new URL("./worker.js", import.meta.url), {
type: "module",
});
worker.current.postMessage({ type: "check" }); // Do a feature check
}
// Create a callback function for messages from the worker thread.
const onMessageReceived = (e) => {
switch (e.data.status) {
case "loading":
// Model file start load: add a new progress item to the list.
setStatus("loading");
setLoadingMessage(e.data.data);
break;
case "initiate":
setProgressItems((prev) => [...prev, e.data]);
break;
case "progress":
// Model file progress: update one of the progress items.
setProgressItems((prev) =>
prev.map((item) => {
if (item.file === e.data.file) {
return { ...item, ...e.data };
}
return item;
}),
);
break;
case "done":
// Model file loaded: remove the progress item from the list.
setProgressItems((prev) =>
prev.filter((item) => item.file !== e.data.file),
);
break;
case "ready":
// Pipeline ready: the worker is ready to accept messages.
setStatus("ready");
break;
case "start":
{
// Start generation
setMessages((prev) => [
...prev,
{ role: "assistant", content: "" },
]);
}
break;
case "update":
{
// Generation update: update the output text.
// Parse messages
const { output, tps, numTokens, state } = e.data;
setTps(tps);
setNumTokens(numTokens);
setMessages((prev) => {
const cloned = [...prev];
const last = cloned.at(-1);
const data = {
...last,
content: last.content + output,
};
if (data.answerIndex === undefined && state === "answering") {
// When state changes to answering, we set the answerIndex
data.answerIndex = last.content.length;
}
cloned[cloned.length - 1] = data;
return cloned;
});
}
break;
case "complete":
// Generation complete: re-enable the "Generate" button
setIsRunning(false);
break;
case "error":
setError(e.data.data);
break;
}
};
const onErrorReceived = (e) => {
console.error("Worker error:", e);
};
// Attach the callback function as an event listener.
worker.current.addEventListener("message", onMessageReceived);
worker.current.addEventListener("error", onErrorReceived);
// Define a cleanup function for when the component is unmounted.
return () => {
worker.current.removeEventListener("message", onMessageReceived);
worker.current.removeEventListener("error", onErrorReceived);
};
}, []);
// Send the messages to the worker thread whenever the `messages` state changes.
useEffect(() => {
if (messages.filter((x) => x.role === "user").length === 0) {
// No user messages yet: do nothing.
return;
}
if (messages.at(-1).role === "assistant") {
// Do not update if the last message is from the assistant
return;
}
setTps(null);
worker.current.postMessage({ type: "generate", data: messages });
}, [messages, isRunning]);
useEffect(() => {
if (!chatContainerRef.current || !isRunning) return;
const element = chatContainerRef.current;
if (
element.scrollHeight - element.scrollTop - element.clientHeight <
STICKY_SCROLL_THRESHOLD
) {
element.scrollTop = element.scrollHeight;
}
}, [messages, isRunning]);
return IS_WEBGPU_AVAILABLE ? (
<div className="flex flex-col h-screen mx-auto items justify-end text-slate-800 dark:text-slate-200 bg-gradient-to-b from-slate-50 via-white to-blue-50 dark:from-gray-900 dark:via-gray-800 dark:to-blue-900/20 transition-colors duration-300">
{status === null && messages.length === 0 && (
<div className="h-full overflow-auto scrollbar-thin flex justify-center items-center flex-col relative bg-white/50 dark:bg-gray-900/50 backdrop-blur-sm">
<div className="flex flex-col items-center mb-1 max-w-[400px] text-center animate-fade-in">
<div className="text-7xl mb-4 flex items-center gap-3 animate-bounce-slow">
<span className="animate-pulse">π€</span>
<span className="animate-pulse animation-delay-200">π</span>
<span className="animate-pulse animation-delay-400">π§ </span>
</div>
<h1 className={`text-5xl font-bold mb-3 ${GRADIENT_CLASSES} bg-clip-text text-transparent transition-all duration-500`}>
DeepSeek-R1 WebGPU
</h1>
<div className="text-8xl mb-4 group perspective">
<div className="relative transform-gpu transition-all duration-500 animate-float group-hover:scale-110">
<span className="absolute inset-0 animate-shimmer-fast bg-gradient-to-r from-transparent via-white/30 to-transparent rounded-full blur-sm"></span>
<span className="relative inline-block animate-shimmer bg-gradient-to-r from-blue-400 via-cyan-300 to-blue-400 bg-clip-text text-transparent filter drop-shadow-glow hover:drop-shadow-glow-strong">
π³
</span>
<div className="absolute inset-0 bg-gradient-to-r from-blue-500/20 via-cyan-400/20 to-blue-500/20 rounded-full blur-md animate-pulse-slow"></div>
</div>
</div>
<h2 className="font-semibold text-slate-700 dark:text-slate-300">
A next-generation reasoning model that runs locally in your browser with WebGPU acceleration.
</h2>
<p className="text-sm mt-2 text-slate-500 dark:text-slate-400">
Forked from{" "}
<a
href="https://github.com/huggingface/transformers.js-examples/tree/main/deepseek-r1-webgpu"
target="_blank"
rel="noreferrer"
className="font-medium text-blue-500 dark:text-blue-400 hover:text-blue-600 dark:hover:text-blue-300 transition-colors"
>
Xenova & Deepseek-R1
</a>
{" "}- Frontend by{" "}
<a
href="https://github.com/Reidmen"
target="_blank"
rel="noreferrer"
className="font-medium text-blue-500 dark:text-blue-400 hover:text-blue-600 dark:hover:text-blue-300 transition-colors"
>
Reidmen
</a>
</p>
</div>
<div className="flex flex-col items-center px-4 animate-fade-in-up">
<p className="max-w-[510px] mb-4 text-slate-600 dark:text-slate-400">
<br />
You are about to load{" "}
<a
href="https://huggingface.co/onnx-community/DeepSeek-R1-Distill-Qwen-1.5B-ONNX"
target="_blank"
rel="noreferrer"
className="font-medium underline"
>
DeepSeek-R1-Distill-Qwen-1.5B
</a>
, a 1.5B parameter reasoning LLM.
Everything runs entirely in your browser with{" "}
</p>
{error && (
<div className="text-red-500 text-center mb-4 p-4 bg-red-50 dark:bg-red-900/20 rounded-xl animate-fade-in">
<p className="font-semibold mb-2">
Unable to load model due to the following error:
</p>
<p className="text-sm mb-3 font-mono bg-red-100/50 dark:bg-red-900/40 p-2 rounded">{error}</p>
<div className="text-sm text-red-600 dark:text-red-300">
{error.includes("WebGPU") ? (
<p>
π‘ This app requires WebGPU support. Please:
<ul className="list-disc list-inside mt-1">
<li>Enable WebGPU flags in your browser settings</li>
</ul>
</p>
) : error.includes("memory") ? (
<p>
π‘ Memory issue detected. Try:
<ul className="list-disc list-inside mt-1">
<li>Closing other browser tabs</li>
<li>Refreshing the page</li>
<li>Using a device with more available memory</li>
</ul>
</p>
) : error.includes("fetch") ? (
<p>
π‘ Network error detected. Please:
<ul className="list-disc list-inside mt-1">
<li>Check your internet connection</li>
<li>Verify if Hugging Face is accessible</li>
<li>Try refreshing the page</li>
</ul>
</p>
) : (
<p>
π‘ Try refreshing the page or check the browser console for more details.
If the issue persists, please report it on our{" "}
<a
href="https://github.com/huggingface/transformers.js-examples/issues"
target="_blank"
rel="noreferrer"
className="underline hover:text-red-400"
>
GitHub issues
</a>.
</p>
)}
</div>
</div>
)}
<button
className={`border px-8 py-3 rounded-2xl ${GRADIENT_CLASSES} text-white font-medium shadow-lg shadow-blue-500/30 dark:shadow-blue-800/30 hover:shadow-xl hover:shadow-blue-500/40 dark:hover:shadow-blue-800/40 disabled:from-slate-400 disabled:to-slate-500 disabled:shadow-none transition-all duration-300 transform hover:scale-105 disabled:hover:scale-100`}
onClick={() => {
worker.current.postMessage({ type: "load" });
setStatus("loading");
}}
disabled={status !== null || error !== null}
>
Load model
</button>
</div>
</div>
)}
{status === "loading" && (
<div className="w-full max-w-[500px] text-left mx-auto p-6 bottom-0 mt-auto bg-white/90 dark:bg-gray-800/90 backdrop-blur-md rounded-2xl shadow-xl animate-fade-in">
<p className="text-center mb-1 text-slate-700 dark:text-slate-300">{loadingMessage}</p>
{progressItems.map(({ file, progress, total }, i) => (
<Progress
key={i}
text={file}
percentage={progress}
total={total}
className="bg-gradient-to-r from-blue-500 to-indigo-500"
/>
))}
</div>
)}
{status === "ready" && (
<div
ref={chatContainerRef}
className="overflow-y-auto scrollbar-thin w-full flex flex-col items-center h-full bg-gradient-to-b from-transparent to-blue-50/30 dark:to-blue-900/20"
>
<Chat messages={messages} />
{messages.length === 0 && (
<div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-4 p-6 animate-fade-in-up">
{EXAMPLES.map((msg, i) => (
<div
key={i}
className={`border border-gray-200 dark:border-gray-700 rounded-xl p-4 bg-white/80 dark:bg-gray-800/80 backdrop-blur-sm cursor-pointer ${CARD_HOVER_CLASSES} transition-all duration-300`}
onClick={() => onEnter(msg)}
>
{msg}
</div>
))}
</div>
)}
<p className="text-center text-sm min-h-6 text-gray-500 dark:text-gray-300">
{tps && messages.length > 0 && (
<>
{!isRunning && (
<span>
Generated {numTokens} tokens in{" "}
{(numTokens / tps).toFixed(2)} seconds (
</span>
)}
{
<>
<span className="font-medium text-center mr-1 text-black dark:text-white">
{tps.toFixed(2)}
</span>
<span className="text-gray-500 dark:text-gray-300">
tokens/second
</span>
</>
}
{!isRunning && (
<>
<span className="mr-1">).</span>
<span
className="underline cursor-pointer"
onClick={() => {
worker.current.postMessage({ type: "reset" });
setMessages([]);
}}
>
Reset
</span>
</>
)}
</>
)}
</p>
</div>
)}
<div className="mt-4 border-0 rounded-2xl w-[700px] max-w-[90%] mx-auto relative mb-4 bg-white/90 dark:bg-gray-800/90 backdrop-blur-md shadow-lg hover:shadow-xl transition-all duration-300">
<div className="flex items-center w-full p-2">
<textarea
ref={textareaRef}
className="w-full px-4 py-3 rounded-xl bg-transparent border-none outline-none text-slate-800 dark:text-slate-200 placeholder-slate-400 dark:placeholder-slate-500 disabled:text-slate-400 disabled:placeholder-slate-300 resize-none disabled:cursor-not-allowed focus:ring-2 focus:ring-blue-500/50 transition-all duration-300"
placeholder="Type your message..."
type="text"
rows={1}
value={input}
disabled={status !== "ready"}
title={status === "ready" ? "Model is ready" : "Model not loaded yet"}
onKeyDown={(e) => {
if (input.length > 0 && !isRunning && e.key === "Enter" && !e.shiftKey) {
e.preventDefault();
onEnter(input);
}
}}
onInput={(e) => setInput(e.target.value)}
/>
<div className="flex-shrink-0 px-2">
{isRunning ? (
<button
onClick={onInterrupt}
className="p-2 rounded-lg hover:bg-red-50 dark:hover:bg-red-900/30 text-red-500 dark:text-red-400 transition-all duration-300 hover:scale-110"
title="Stop generating"
>
<StopIcon className="h-5 w-5" />
</button>
) : (
<button
onClick={() => input.length > 0 && onEnter(input)}
disabled={input.length === 0}
className={`p-2 rounded-lg transition-all duration-300 ${
input.length > 0
? `${GRADIENT_CLASSES} text-white shadow-md shadow-blue-500/30 dark:shadow-blue-800/30 hover:shadow-lg hover:scale-110`
: "bg-gray-100 dark:bg-gray-700 text-gray-400 dark:text-gray-600 cursor-not-allowed"
}`}
title={input.length > 0 ? "Send message" : "Please type a message"}
>
<ArrowRightIcon className="h-5 w-5" />
</button>
)}
</div>
</div>
</div>
<p className="text-xs text-slate-400 dark:text-slate-500 text-center mb-3 animate-pulse">
Disclaimer: Generated content may be inaccurate or false.
</p>
</div>
) : (
<div className="fixed w-screen h-screen bg-black z-10 bg-opacity-[92%] text-white text-2xl font-semibold flex justify-center items-center text-center">
WebGPU is not supported
<br />
by this browser :(
</div>
);
}
export default App;
|