diff --git a/zyphra-zr1-webgpu/.gitignore b/zyphra-zr1-webgpu/.gitignore
new file mode 100644
index 00000000..a547bf36
--- /dev/null
+++ b/zyphra-zr1-webgpu/.gitignore
@@ -0,0 +1,24 @@
+# Logs
+logs
+*.log
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+pnpm-debug.log*
+lerna-debug.log*
+
+node_modules
+dist
+dist-ssr
+*.local
+
+# Editor directories and files
+.vscode/*
+!.vscode/extensions.json
+.idea
+.DS_Store
+*.suo
+*.ntvs*
+*.njsproj
+*.sln
+*.sw?
diff --git a/zyphra-zr1-webgpu/README.md b/zyphra-zr1-webgpu/README.md
new file mode 100644
index 00000000..345345a6
--- /dev/null
+++ b/zyphra-zr1-webgpu/README.md
@@ -0,0 +1,52 @@
+---
+title: Zyphra-ZR1 WebGPU
+emoji: ðŸ§
+colorFrom: blue
+colorTo: red
+sdk: static
+pinned: false
+license: apache-2.0
+short_description: Small reasoning model that runs locally in-browser
+thumbnail: >-
+ https://huggingface.co/spaces/webml-community/zyphra-zr1-webgpu/resolve/main/banner.png
+---
+
+# Zyphra-ZR1 WebGPU
+
+## Getting Started
+
+Follow the steps below to set up and run the application.
+
+### 1. Clone the Repository
+
+Clone the examples repository from GitHub:
+
+```sh
+git clone https://github.com/huggingface/transformers.js-examples.git
+```
+
+### 2. Navigate to the Project Directory
+
+Change your working directory to the `zyphra-zr1-webgpu` folder:
+
+```sh
+cd transformers.js-examples/zyphra-zr1-webgpu
+```
+
+### 3. Install Dependencies
+
+Install the necessary dependencies using npm:
+
+```sh
+npm i
+```
+
+### 4. Run the Development Server
+
+Start the development server:
+
+```sh
+npm run dev
+```
+
+The application should now be running locally. Open your browser and go to `http://localhost:5173` to see it in action.
diff --git a/zyphra-zr1-webgpu/eslint.config.js b/zyphra-zr1-webgpu/eslint.config.js
new file mode 100644
index 00000000..2cf9713f
--- /dev/null
+++ b/zyphra-zr1-webgpu/eslint.config.js
@@ -0,0 +1,38 @@
+import js from "@eslint/js";
+import globals from "globals";
+import react from "eslint-plugin-react";
+import reactHooks from "eslint-plugin-react-hooks";
+import reactRefresh from "eslint-plugin-react-refresh";
+
+export default [
+ { ignores: ["dist"] },
+ {
+ files: ["**/*.{js,jsx}"],
+ languageOptions: {
+ ecmaVersion: 2020,
+ globals: globals.browser,
+ parserOptions: {
+ ecmaVersion: "latest",
+ ecmaFeatures: { jsx: true },
+ sourceType: "module",
+ },
+ },
+ settings: { react: { version: "18.3" } },
+ plugins: {
+ react,
+ "react-hooks": reactHooks,
+ "react-refresh": reactRefresh,
+ },
+ rules: {
+ ...js.configs.recommended.rules,
+ ...react.configs.recommended.rules,
+ ...react.configs["jsx-runtime"].rules,
+ ...reactHooks.configs.recommended.rules,
+ "react/jsx-no-target-blank": "off",
+ "react-refresh/only-export-components": [
+ "warn",
+ { allowConstantExport: true },
+ ],
+ },
+ },
+];
diff --git a/zyphra-zr1-webgpu/index.html b/zyphra-zr1-webgpu/index.html
new file mode 100644
index 00000000..f13e66e5
--- /dev/null
+++ b/zyphra-zr1-webgpu/index.html
@@ -0,0 +1,14 @@
+
+
+
+
+
+
+ Zyphra-ZR1 WebGPU
+
+
+
+
+
+
+
diff --git a/zyphra-zr1-webgpu/package-lock.json b/zyphra-zr1-webgpu/package-lock.json
new file mode 100644
index 00000000..c209d298
--- /dev/null
+++ b/zyphra-zr1-webgpu/package-lock.json
@@ -0,0 +1,5619 @@
+{
+ "name": "zyphra-zr1-webgpu",
+ "version": "0.0.0",
+ "lockfileVersion": 3,
+ "requires": true,
+ "packages": {
+ "": {
+ "name": "zyphra-zr1-webgpu",
+ "version": "0.0.0",
+ "dependencies": {
+ "@huggingface/transformers": "^3.5.0",
+ "@tailwindcss/vite": "^4.0.0-beta.8",
+ "better-react-mathjax": "^2.0.3",
+ "dompurify": "^3.2.3",
+ "marked": "^15.0.5",
+ "react": "^18.3.1",
+ "react-dom": "^18.3.1",
+ "tailwindcss": "^4.0.0-beta.8"
+ },
+ "devDependencies": {
+ "@eslint/js": "^9.17.0",
+ "@types/react": "^18.3.17",
+ "@types/react-dom": "^18.3.5",
+ "@vitejs/plugin-react": "^4.3.4",
+ "eslint": "^9.17.0",
+ "eslint-plugin-react": "^7.37.2",
+ "eslint-plugin-react-hooks": "^5.0.0",
+ "eslint-plugin-react-refresh": "^0.4.16",
+ "globals": "^15.13.0",
+ "vite": "^6.0.3"
+ }
+ },
+ "node_modules/@ampproject/remapping": {
+ "version": "2.3.0",
+ "resolved": "https://registry.npmjs.org/@ampproject/remapping/-/remapping-2.3.0.tgz",
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+ "dev": true,
+ "dependencies": {
+ "@jridgewell/gen-mapping": "^0.3.5",
+ "@jridgewell/trace-mapping": "^0.3.24"
+ },
+ "engines": {
+ "node": ">=6.0.0"
+ }
+ },
+ "node_modules/@babel/code-frame": {
+ "version": "7.26.2",
+ "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.26.2.tgz",
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+ "dev": true,
+ "dependencies": {
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+ "js-tokens": "^4.0.0",
+ "picocolors": "^1.0.0"
+ },
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+ }
+ },
+ "node_modules/@babel/compat-data": {
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+ "debug": "^4.1.0",
+ "gensync": "^1.0.0-beta.2",
+ "json5": "^2.2.3",
+ "semver": "^6.3.1"
+ },
+ "engines": {
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+ },
+ "funding": {
+ "type": "opencollective",
+ "url": "https://opencollective.com/babel"
+ }
+ },
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new file mode 100644
index 00000000..05f346a1
Binary files /dev/null and b/zyphra-zr1-webgpu/public/logo.png differ
diff --git a/zyphra-zr1-webgpu/src/App.jsx b/zyphra-zr1-webgpu/src/App.jsx
new file mode 100644
index 00000000..7cf8e191
--- /dev/null
+++ b/zyphra-zr1-webgpu/src/App.jsx
@@ -0,0 +1,399 @@
+import { useEffect, useState, useRef } from "react";
+
+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 = [
+ "Solve the equation x^2 - 3x + 2 = 0",
+ "Lily is three times older than her son. In 15 years, she will be twice as old as him. How old is she now?",
+ "Write python code to compute the nth fibonacci number.",
+];
+
+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 ? (
+
+ {status === null && messages.length === 0 && (
+
+
+
+
Zyphra-ZR1 WebGPU
+
+ A small reasoning model that runs locally in your browser with
+ WebGPU acceleration.
+
+
+
+
+
+
+ You are about to load{" "}
+
+ ZR1-1.5B
+
+ , a 1.5B parameter reasoning LLM optimized for in-browser
+ inference. Everything runs entirely in your browser with{" "}
+
+ 🤗 Transformers.js
+ {" "}
+ and ONNX Runtime Web, meaning no data is sent to a server. Once
+ loaded, it can even be used offline. The source code for the demo
+ is available on{" "}
+
+ GitHub
+
+ .
+
+
+ {error && (
+
+
+ Unable to load model due to the following error:
+
+
{error}
+
+ )}
+
+
{
+ worker.current.postMessage({ type: "load" });
+ setStatus("loading");
+ }}
+ disabled={status !== null || error !== null}
+ >
+ Load model
+
+
+
+ )}
+ {status === "loading" && (
+ <>
+
+
{loadingMessage}
+ {progressItems.map(({ file, progress, total }, i) => (
+
+ ))}
+
+ >
+ )}
+
+ {status === "ready" && (
+
+
+ {messages.length === 0 && (
+
+ {EXAMPLES.map((msg, i) => (
+
onEnter(msg)}
+ >
+ {msg}
+
+ ))}
+
+ )}
+
+ {tps && messages.length > 0 && (
+ <>
+ {!isRunning && (
+
+ Generated {numTokens} tokens in{" "}
+ {(numTokens / tps).toFixed(2)} seconds (
+
+ )}
+ {
+ <>
+
+ {tps.toFixed(2)}
+
+
+ tokens/second
+
+ >
+ }
+ {!isRunning && (
+ <>
+ ).
+ {
+ worker.current.postMessage({ type: "reset" });
+ setMessages([]);
+ }}
+ >
+ Reset
+
+ >
+ )}
+ >
+ )}
+
+
+ )}
+
+
+
+
+ Disclaimer: Generated content may be inaccurate or false.
+
+
+ ) : (
+
+ WebGPU is not supported
+
+ by this browser :(
+
+ );
+}
+
+export default App;
diff --git a/zyphra-zr1-webgpu/src/components/Chat.css b/zyphra-zr1-webgpu/src/components/Chat.css
new file mode 100644
index 00000000..68c7e4e2
--- /dev/null
+++ b/zyphra-zr1-webgpu/src/components/Chat.css
@@ -0,0 +1,129 @@
+@scope (.markdown) {
+ /* Code blocks */
+ pre {
+ margin: 0.5rem 0;
+ white-space: break-spaces;
+ }
+
+ code {
+ padding: 0.2em 0.4em;
+ border-radius: 4px;
+ font-family: Consolas, Monaco, "Andale Mono", "Ubuntu Mono", monospace;
+ font-size: 0.9em;
+ }
+
+ pre,
+ code {
+ background-color: #f2f2f2;
+ }
+
+ @media (prefers-color-scheme: dark) {
+ pre,
+ code {
+ background-color: #333;
+ }
+ }
+
+ pre:has(code) {
+ padding: 1rem 0.5rem;
+ }
+
+ pre > code {
+ padding: 0;
+ }
+
+ /* Headings */
+ h1,
+ h2,
+ h3,
+ h4,
+ h5,
+ h6 {
+ font-weight: 600;
+ line-height: 1.2;
+ }
+
+ h1 {
+ font-size: 2em;
+ margin: 1rem 0;
+ }
+
+ h2 {
+ font-size: 1.5em;
+ margin: 0.83rem 0;
+ }
+
+ h3 {
+ font-size: 1.25em;
+ margin: 0.67rem 0;
+ }
+
+ h4 {
+ font-size: 1em;
+ margin: 0.5rem 0;
+ }
+
+ h5 {
+ font-size: 0.875em;
+ margin: 0.33rem 0;
+ }
+
+ h6 {
+ font-size: 0.75em;
+ margin: 0.25rem 0;
+ }
+
+ h1,
+ h2,
+ h3,
+ h4,
+ h5,
+ h6:first-child {
+ margin-top: 0;
+ }
+
+ /* Unordered List */
+ ul {
+ list-style-type: disc;
+ margin-left: 1.5rem;
+ }
+
+ /* Ordered List */
+ ol {
+ list-style-type: decimal;
+ margin-left: 1.5rem;
+ }
+
+ /* List Items */
+ li {
+ margin: 0.25rem 0;
+ }
+
+ p:not(:first-child) {
+ margin-top: 0.75rem;
+ }
+
+ p:not(:last-child) {
+ margin-bottom: 0.75rem;
+ }
+
+ ul > li {
+ margin-left: 1rem;
+ }
+
+ /* Table */
+ table,
+ th,
+ td {
+ border: 1px solid lightgray;
+ padding: 0.25rem;
+ }
+
+ @media (prefers-color-scheme: dark) {
+ table,
+ th,
+ td {
+ border: 1px solid #f2f2f2;
+ }
+ }
+}
diff --git a/zyphra-zr1-webgpu/src/components/Chat.jsx b/zyphra-zr1-webgpu/src/components/Chat.jsx
new file mode 100644
index 00000000..e555fd2a
--- /dev/null
+++ b/zyphra-zr1-webgpu/src/components/Chat.jsx
@@ -0,0 +1,121 @@
+import { useState } from "react";
+import { marked } from "marked";
+import DOMPurify from "dompurify";
+
+import BotIcon from "./icons/BotIcon";
+import BrainIcon from "./icons/BrainIcon";
+import UserIcon from "./icons/UserIcon";
+
+import { MathJaxContext, MathJax } from "better-react-mathjax";
+import "./Chat.css";
+
+function render(text) {
+ // Replace all instances of single backslashes before brackets with double backslashes
+ // See https://github.com/markedjs/marked/issues/546 for more information.
+ text = text.replace(/\\([\[\]\(\)])/g, "\\\\$1");
+
+ const result = DOMPurify.sanitize(
+ marked.parse(text, {
+ async: false,
+ breaks: true,
+ }),
+ );
+ return result;
+}
+function Message({ role, content, answerIndex }) {
+ const thinking = answerIndex ? content.slice(0, answerIndex) : content;
+ const answer = answerIndex ? content.slice(answerIndex) : "";
+
+ const [showThinking, setShowThinking] = useState(false);
+
+ const doneThinking = answer.length > 0;
+
+ return (
+
+ {role === "assistant" ? (
+ <>
+
+
+
+ {thinking.length > 0 ? (
+ <>
+
+ setShowThinking((prev) => !prev)}
+ style={{ width: showThinking ? "100%" : "auto" }}
+ >
+
+
+ {doneThinking ? "View reasoning." : "Thinking..."}
+
+
+ {showThinking ? "â–²" : "â–¼"}
+
+
+ {showThinking && (
+
+
+
+ )}
+
+ {doneThinking && (
+
+
+
+ )}
+ >
+ ) : (
+
+
+
+
+
+ )}
+
+
+ >
+ ) : (
+ <>
+
+
+ >
+ )}
+
+ );
+}
+
+export default function Chat({ messages }) {
+ const empty = messages.length === 0;
+
+ return (
+
+
+ {empty ? (
+ Ready!
+ ) : (
+ messages.map((msg, i) => )
+ )}
+
+
+ );
+}
diff --git a/zyphra-zr1-webgpu/src/components/Progress.jsx b/zyphra-zr1-webgpu/src/components/Progress.jsx
new file mode 100644
index 00000000..fe157760
--- /dev/null
+++ b/zyphra-zr1-webgpu/src/components/Progress.jsx
@@ -0,0 +1,22 @@
+function formatBytes(size) {
+ const i = size == 0 ? 0 : Math.floor(Math.log(size) / Math.log(1024));
+ return (
+ +(size / Math.pow(1024, i)).toFixed(2) * 1 +
+ ["B", "kB", "MB", "GB", "TB"][i]
+ );
+}
+
+export default function Progress({ text, percentage, total }) {
+ percentage ??= 0;
+ return (
+
+
+ {text} ({percentage.toFixed(2)}%
+ {isNaN(total) ? "" : ` of ${formatBytes(total)}`})
+
+
+ );
+}
diff --git a/zyphra-zr1-webgpu/src/components/icons/ArrowRightIcon.jsx b/zyphra-zr1-webgpu/src/components/icons/ArrowRightIcon.jsx
new file mode 100644
index 00000000..1c85df7e
--- /dev/null
+++ b/zyphra-zr1-webgpu/src/components/icons/ArrowRightIcon.jsx
@@ -0,0 +1,19 @@
+export default function ArrowRightIcon(props) {
+ return (
+
+
+
+
+ );
+}
diff --git a/zyphra-zr1-webgpu/src/components/icons/BotIcon.jsx b/zyphra-zr1-webgpu/src/components/icons/BotIcon.jsx
new file mode 100644
index 00000000..a11dc64f
--- /dev/null
+++ b/zyphra-zr1-webgpu/src/components/icons/BotIcon.jsx
@@ -0,0 +1,23 @@
+export default function BotIcon(props) {
+ return (
+
+
+
+
+
+
+
+
+ );
+}
diff --git a/zyphra-zr1-webgpu/src/components/icons/BrainIcon.jsx b/zyphra-zr1-webgpu/src/components/icons/BrainIcon.jsx
new file mode 100644
index 00000000..e39642cd
--- /dev/null
+++ b/zyphra-zr1-webgpu/src/components/icons/BrainIcon.jsx
@@ -0,0 +1,21 @@
+export default function BotIcon(props) {
+ return (
+
+
+
+ );
+}
diff --git a/zyphra-zr1-webgpu/src/components/icons/StopIcon.jsx b/zyphra-zr1-webgpu/src/components/icons/StopIcon.jsx
new file mode 100644
index 00000000..d22a7125
--- /dev/null
+++ b/zyphra-zr1-webgpu/src/components/icons/StopIcon.jsx
@@ -0,0 +1,22 @@
+export default function StopIcon(props) {
+ return (
+
+
+
+
+ );
+}
diff --git a/zyphra-zr1-webgpu/src/components/icons/UserIcon.jsx b/zyphra-zr1-webgpu/src/components/icons/UserIcon.jsx
new file mode 100644
index 00000000..2d1e7ae7
--- /dev/null
+++ b/zyphra-zr1-webgpu/src/components/icons/UserIcon.jsx
@@ -0,0 +1,19 @@
+export default function UserIcon(props) {
+ return (
+
+
+
+
+ );
+}
diff --git a/zyphra-zr1-webgpu/src/index.css b/zyphra-zr1-webgpu/src/index.css
new file mode 100644
index 00000000..ba7dc922
--- /dev/null
+++ b/zyphra-zr1-webgpu/src/index.css
@@ -0,0 +1,38 @@
+@import "tailwindcss";
+
+/* Custom scrollbar styles */
+.scrollbar-thin::-webkit-scrollbar {
+ width: 0.5rem; /* Equivalent to w-2 in Tailwind */
+}
+
+.scrollbar-thin::-webkit-scrollbar-track {
+ border-radius: 9999px; /* Equivalent to rounded-full in Tailwind */
+ background-color: #f3f4f6; /* Equivalent to bg-gray-100 in Tailwind */
+}
+
+.scrollbar-thin::-webkit-scrollbar-track.dark {
+ background-color: #374151; /* Equivalent to dark:bg-gray-700 in Tailwind */
+}
+
+.scrollbar-thin::-webkit-scrollbar-thumb {
+ border-radius: 9999px; /* Equivalent to rounded-full in Tailwind */
+ background-color: #d1d5db; /* Equivalent to bg-gray-300 in Tailwind */
+}
+
+.scrollbar-thin::-webkit-scrollbar-thumb:hover {
+ background-color: #6b7280; /* Equivalent to bg-gray-500 in Tailwind */
+}
+
+/* Animation delay classes */
+.animation-delay-200 {
+ animation-delay: 200ms;
+}
+
+.animation-delay-400 {
+ animation-delay: 400ms;
+}
+
+/* Overflow wrap class */
+.overflow-wrap-anywhere {
+ overflow-wrap: anywhere;
+}
diff --git a/zyphra-zr1-webgpu/src/main.jsx b/zyphra-zr1-webgpu/src/main.jsx
new file mode 100644
index 00000000..fdce2565
--- /dev/null
+++ b/zyphra-zr1-webgpu/src/main.jsx
@@ -0,0 +1,10 @@
+import { StrictMode } from "react";
+import { createRoot } from "react-dom/client";
+import "./index.css";
+import App from "./App.jsx";
+
+createRoot(document.getElementById("root")).render(
+
+
+ ,
+);
diff --git a/zyphra-zr1-webgpu/src/worker.js b/zyphra-zr1-webgpu/src/worker.js
new file mode 100644
index 00000000..dc72605e
--- /dev/null
+++ b/zyphra-zr1-webgpu/src/worker.js
@@ -0,0 +1,180 @@
+import {
+ AutoTokenizer,
+ AutoModelForCausalLM,
+ TextStreamer,
+ InterruptableStoppingCriteria,
+} from "@huggingface/transformers";
+
+/**
+ * Helper function to perform feature detection for WebGPU
+ */
+// let fp16_supported = false;
+async function check() {
+ try {
+ const adapter = await navigator.gpu.requestAdapter();
+ if (!adapter) {
+ throw new Error("WebGPU is not supported (no adapter found)");
+ }
+ // fp16_supported = adapter.features.has("shader-f16")
+ } catch (e) {
+ self.postMessage({
+ status: "error",
+ data: e.toString(),
+ });
+ }
+}
+
+/**
+ * This class uses the Singleton pattern to enable lazy-loading of the pipeline
+ */
+class TextGenerationPipeline {
+ static model_id = "onnx-community/ZR1-1.5B-ONNX";
+
+ static async getInstance(progress_callback = null) {
+ this.tokenizer ??= AutoTokenizer.from_pretrained(this.model_id, {
+ progress_callback,
+ });
+
+ this.model ??= AutoModelForCausalLM.from_pretrained(this.model_id, {
+ dtype: "q4f16",
+ device: "webgpu",
+ progress_callback,
+ });
+
+ return Promise.all([this.tokenizer, this.model]);
+ }
+}
+
+const stopping_criteria = new InterruptableStoppingCriteria();
+
+let past_key_values_cache = null;
+async function generate(messages) {
+ // Retrieve the text-generation pipeline.
+ const [tokenizer, model] = await TextGenerationPipeline.getInstance();
+
+ const inputs = tokenizer.apply_chat_template(messages, {
+ add_generation_prompt: true,
+ return_dict: true,
+ });
+
+ // 151648:
+ // 151649:
+ const [START_THINKING_TOKEN_ID, END_THINKING_TOKEN_ID] = tokenizer.encode(
+ " ",
+ { add_special_tokens: false },
+ );
+
+ let state = "thinking"; // 'thinking' or 'answering'
+ let startTime;
+ let numTokens = 0;
+ let tps;
+ const token_callback_function = (tokens) => {
+ startTime ??= performance.now();
+
+ if (numTokens++ > 0) {
+ tps = (numTokens / (performance.now() - startTime)) * 1000;
+ }
+ if (tokens[0] == END_THINKING_TOKEN_ID) {
+ state = "answering";
+ }
+ };
+ const callback_function = (output) => {
+ self.postMessage({
+ status: "update",
+ output,
+ tps,
+ numTokens,
+ state,
+ });
+ };
+
+ const streamer = new TextStreamer(tokenizer, {
+ skip_prompt: true,
+ skip_special_tokens: true,
+ callback_function,
+ token_callback_function,
+ });
+
+ // Tell the main thread we are starting
+ self.postMessage({ status: "start" });
+
+ const { past_key_values, sequences } = await model.generate({
+ ...inputs,
+ // TODO: Add back when fixed
+ // past_key_values: past_key_values_cache,
+
+ // Sampling
+ do_sample: false,
+ // repetition_penalty: 1.1,
+ // top_k: 3,
+ // temperature: 0.2,
+
+ max_new_tokens: 2048,
+ streamer,
+ stopping_criteria,
+ return_dict_in_generate: true,
+ });
+ past_key_values_cache = past_key_values;
+
+ const decoded = tokenizer.batch_decode(sequences, {
+ skip_special_tokens: true,
+ });
+
+ // Send the output back to the main thread
+ self.postMessage({
+ status: "complete",
+ output: decoded,
+ });
+}
+
+async function load() {
+ self.postMessage({
+ status: "loading",
+ data: "Loading model...",
+ });
+
+ // Load the pipeline and save it for future use.
+ const [tokenizer, model] = await TextGenerationPipeline.getInstance((x) => {
+ // We also add a progress callback to the pipeline so that we can
+ // track model loading.
+ self.postMessage(x);
+ });
+
+ self.postMessage({
+ status: "loading",
+ data: "Compiling shaders and warming up model...",
+ });
+
+ // Run model with dummy input to compile shaders
+ const inputs = tokenizer("a");
+ await model.generate({ ...inputs, max_new_tokens: 1 });
+ self.postMessage({ status: "ready" });
+}
+// Listen for messages from the main thread
+self.addEventListener("message", async (e) => {
+ const { type, data } = e.data;
+
+ switch (type) {
+ case "check":
+ check();
+ break;
+
+ case "load":
+ load();
+ break;
+
+ case "generate":
+ stopping_criteria.reset();
+ generate(data);
+ break;
+
+ case "interrupt":
+ stopping_criteria.interrupt();
+ break;
+
+ case "reset":
+ past_key_values_cache = null;
+ stopping_criteria.reset();
+ break;
+ }
+});
diff --git a/zyphra-zr1-webgpu/vite.config.js b/zyphra-zr1-webgpu/vite.config.js
new file mode 100644
index 00000000..19eb8c04
--- /dev/null
+++ b/zyphra-zr1-webgpu/vite.config.js
@@ -0,0 +1,8 @@
+import { defineConfig } from "vite";
+import tailwindcss from "@tailwindcss/vite";
+import react from "@vitejs/plugin-react";
+
+// https://vite.dev/config/
+export default defineConfig({
+ plugins: [tailwindcss(), react()],
+});