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Upload LFM2.5 WebGPU static app

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Replace the default Static Space template with the Transformers.js WebGPU app.

Files changed (14) hide show
  1. .gitignore +2 -0
  2. AGENTS.md +37 -0
  3. README.md +43 -4
  4. index.html +14 -17
  5. package-lock.json +2112 -0
  6. package.json +18 -0
  7. src/main.ts +272 -0
  8. src/messages.ts +44 -0
  9. src/model.ts +44 -0
  10. src/styles.css +419 -0
  11. src/worker.ts +162 -0
  12. style.css +0 -28
  13. tsconfig.json +20 -0
  14. vite.config.ts +10 -0
.gitignore ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ node_modules/
2
+ dist/
AGENTS.md ADDED
@@ -0,0 +1,37 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # AGENTS.md - LFM2.5 230M WebGPU Space
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+
3
+ ## Scope
4
+
5
+ This folder is a Hugging Face Static Space for running `LiquidAI/LFM2.5-230M-ONNX` in the browser with Transformers.js and WebGPU.
6
+
7
+ ## Key Constraints
8
+
9
+ - Keep this as a static app unless there is a deliberate reason to move inference server-side.
10
+ - Do not add Gradio/Python runtime files for the normal browser demo path.
11
+ - Default to `device: "webgpu"` and `dtype: "q4"` for the model.
12
+ - Only expose WebGPU-supported model precisions in the UI (`q4` and `fp16` for this model).
13
+ - Keep model loading and generation in a Web Worker so the UI thread remains responsive.
14
+ - Do not commit downloaded model weights; Transformers.js fetches them from Hugging Face at runtime.
15
+
16
+ ## Hugging Face Space Metadata
17
+
18
+ The Space config lives in `README.md` front matter:
19
+
20
+ ```yaml
21
+ sdk: static
22
+ app_build_command: npm run build
23
+ app_file: dist/index.html
24
+ models:
25
+ - LiquidAI/LFM2.5-230M-ONNX
26
+ ```
27
+
28
+ ## Verification
29
+
30
+ Preferred local checks:
31
+
32
+ ```bash
33
+ npm run build
34
+ npm run preview
35
+ ```
36
+
37
+ Manual browser check should use Chrome or Edge with WebGPU available. Verify model load progress, streamed output, and the WebGPU-unavailable failure state when applicable.
README.md CHANGED
@@ -1,10 +1,49 @@
1
  ---
2
- title: Lfm25 230m Webgpu
3
- emoji: 😻
4
- colorFrom: purple
5
  colorTo: blue
6
  sdk: static
 
 
7
  pinned: false
 
 
8
  ---
9
 
10
- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  ---
2
+ title: LFM2.5 230M WebGPU
3
+ colorFrom: gray
 
4
  colorTo: blue
5
  sdk: static
6
+ app_build_command: npm run build
7
+ app_file: dist/index.html
8
  pinned: false
9
+ models:
10
+ - LiquidAI/LFM2.5-230M-ONNX
11
  ---
12
 
13
+ # LFM2.5 230M WebGPU
14
+
15
+ Browser-only text generation demo for `LiquidAI/LFM2.5-230M-ONNX` using Transformers.js and WebGPU.
16
+
17
+ The app runs inference in the visitor's browser. The Space only serves the static application files; model weights are fetched by Transformers.js from the Hugging Face Hub and cached by the browser.
18
+
19
+ ## Local development
20
+
21
+ ```bash
22
+ npm install
23
+ npm run dev
24
+ ```
25
+
26
+ Open the local Vite URL in Chrome or Edge with WebGPU support enabled.
27
+
28
+ ## Build
29
+
30
+ ```bash
31
+ npm run build
32
+ npm run preview
33
+ ```
34
+
35
+ ## Deployment
36
+
37
+ Create a Static Space, then upload this directory as the Space repository root:
38
+
39
+ ```bash
40
+ huggingface-cli repo create <owner>/lfm25-230m-webgpu --type space --space_sdk static
41
+ huggingface-cli upload <owner>/lfm25-230m-webgpu . . --repo-type space
42
+ ```
43
+
44
+ ## Notes
45
+
46
+ - Default precision is Q4, which is the recommended WebGPU variant for this model.
47
+ - FP16 is available as a quality-oriented option with a larger initial download.
48
+ - Q4F32 and Q8 are not exposed in the UI because the model card marks them as server-only for this export.
49
+ - The base model card recommends this model for data extraction and lightweight on-device agentic workflows, not reasoning-heavy workloads.
index.html CHANGED
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  <!doctype html>
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- <html>
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- <head>
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- <meta charset="utf-8" />
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- <meta name="viewport" content="width=device-width" />
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- <title>My static Space</title>
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- <link rel="stylesheet" href="style.css" />
8
- </head>
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- <body>
10
- <div class="card">
11
- <h1>Welcome to your static Space!</h1>
12
- <p>You can modify this app directly by editing <i>index.html</i> in the Files and versions tab.</p>
13
- <p>
14
- Also don't forget to check the
15
- <a href="https://huggingface.co/docs/hub/spaces" target="_blank">Spaces documentation</a>.
16
- </p>
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- </div>
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- </body>
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  </html>
 
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  <!doctype html>
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+ <html lang="en">
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+ <head>
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+ <meta charset="UTF-8" />
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+ <meta name="viewport" content="width=device-width, initial-scale=1.0" />
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+ <meta
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+ name="description"
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+ content="Run LiquidAI LFM2.5 230M locally in your browser with Transformers.js and WebGPU."
9
+ />
10
+ <title>LFM2.5 230M WebGPU</title>
11
+ </head>
12
+ <body>
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+ <div id="app"></div>
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+ <script type="module" src="/src/main.ts"></script>
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+ </body>
 
 
 
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  </html>
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+ "dependencies": {
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+ "license": "(MIT OR CC0-1.0)",
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+ },
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+ "funding": {
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+ "license": "Apache-2.0",
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+ "bin": {
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+ "tsc": "bin/tsc",
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+ "tsserver": "bin/tsserver"
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+ },
2032
+ "engines": {
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+ "node": ">=14.17"
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+ }
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+ "node_modules/undici-types": {
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+ "license": "MIT"
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+ },
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+ "node_modules/vite": {
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+ "resolved": "https://registry.npmjs.org/vite/-/vite-5.4.21.tgz",
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+ "dev": true,
2047
+ "license": "MIT",
2048
+ "dependencies": {
2049
+ "esbuild": "^0.21.3",
2050
+ "postcss": "^8.4.43",
2051
+ "rollup": "^4.20.0"
2052
+ },
2053
+ "bin": {
2054
+ "vite": "bin/vite.js"
2055
+ },
2056
+ "engines": {
2057
+ "node": "^18.0.0 || >=20.0.0"
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+ },
2059
+ "funding": {
2060
+ "url": "https://github.com/vitejs/vite?sponsor=1"
2061
+ },
2062
+ "optionalDependencies": {
2063
+ "fsevents": "~2.3.3"
2064
+ },
2065
+ "peerDependencies": {
2066
+ "@types/node": "^18.0.0 || >=20.0.0",
2067
+ "less": "*",
2068
+ "lightningcss": "^1.21.0",
2069
+ "sass": "*",
2070
+ "sass-embedded": "*",
2071
+ "stylus": "*",
2072
+ "sugarss": "*",
2073
+ "terser": "^5.4.0"
2074
+ },
2075
+ "peerDependenciesMeta": {
2076
+ "@types/node": {
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+ "optional": true
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+ },
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+ "less": {
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+ "optional": true
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+ "lightningcss": {
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+ "optional": true
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+ "optional": true
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+ "optional": true
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+ "stylus": {
2092
+ "optional": true
2093
+ },
2094
+ "sugarss": {
2095
+ "optional": true
2096
+ },
2097
+ "terser": {
2098
+ "optional": true
2099
+ }
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+ }
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+ },
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2106
+ "license": "BlueOak-1.0.0",
2107
+ "engines": {
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+ "node": ">=18"
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+ }
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+ }
2111
+ }
2112
+ }
package.json ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "name": "lfm25-230m-webgpu-space",
3
+ "version": "0.1.0",
4
+ "private": true,
5
+ "type": "module",
6
+ "scripts": {
7
+ "dev": "vite --host 0.0.0.0",
8
+ "build": "tsc --noEmit && vite build",
9
+ "preview": "vite preview --host 0.0.0.0"
10
+ },
11
+ "dependencies": {
12
+ "@huggingface/transformers": "^3.8.1"
13
+ },
14
+ "devDependencies": {
15
+ "typescript": "^5.5.4",
16
+ "vite": "^5.4.11"
17
+ }
18
+ }
src/main.ts ADDED
@@ -0,0 +1,272 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import "./styles.css";
2
+ import {
3
+ DEFAULT_PROMPT,
4
+ DEFAULT_SETTINGS,
5
+ DEFAULT_SYSTEM_PROMPT,
6
+ MODEL_ID,
7
+ PRESETS,
8
+ type GenerationSettings,
9
+ type Precision,
10
+ } from "./model";
11
+ import type { WorkerRequest, WorkerResponse } from "./messages";
12
+
13
+ const app = document.querySelector<HTMLDivElement>("#app");
14
+
15
+ if (!app) {
16
+ throw new Error("Missing #app root");
17
+ }
18
+
19
+ let jobId = 0;
20
+ let isGenerating = false;
21
+ let generatedText = "";
22
+ const worker = new Worker(new URL("./worker.ts", import.meta.url), { type: "module" });
23
+
24
+ app.innerHTML = `
25
+ <main class="shell">
26
+ <section class="console" aria-labelledby="app-title">
27
+ <header class="topbar">
28
+ <div>
29
+ <p class="eyebrow">Transformers.js / WebGPU</p>
30
+ <h1 id="app-title">LFM2.5 230M</h1>
31
+ </div>
32
+ <div class="runtime" id="runtime-status">
33
+ <span class="runtime-dot" aria-hidden="true"></span>
34
+ <span id="runtime-label">Checking WebGPU</span>
35
+ </div>
36
+ </header>
37
+
38
+ <div class="workbench">
39
+ <form class="controls" id="generation-form">
40
+ <label class="field field-block">
41
+ <span>System</span>
42
+ <textarea id="system-prompt" rows="3" spellcheck="true"></textarea>
43
+ </label>
44
+
45
+ <div class="preset-row" role="group" aria-label="Prompt presets">
46
+ ${PRESETS.map(
47
+ (preset) =>
48
+ `<button class="preset" type="button" data-preset="${preset.id}">${preset.label}</button>`,
49
+ ).join("")}
50
+ </div>
51
+
52
+ <label class="field field-block prompt-field">
53
+ <span>Prompt</span>
54
+ <textarea id="prompt" rows="9" spellcheck="true"></textarea>
55
+ </label>
56
+
57
+ <div class="setting-grid">
58
+ <label class="field">
59
+ <span>Precision</span>
60
+ <select id="precision">
61
+ <option value="q4">Q4</option>
62
+ <option value="fp16">FP16</option>
63
+ </select>
64
+ </label>
65
+
66
+ <label class="field">
67
+ <span>Max tokens</span>
68
+ <input id="max-new-tokens" type="number" min="16" max="1024" step="8" />
69
+ </label>
70
+
71
+ <label class="field">
72
+ <span>Temperature</span>
73
+ <input id="temperature" type="number" min="0" max="1.5" step="0.05" />
74
+ </label>
75
+
76
+ <label class="field">
77
+ <span>Top K</span>
78
+ <input id="top-k" type="number" min="1" max="200" step="1" />
79
+ </label>
80
+
81
+ <label class="field">
82
+ <span>Penalty</span>
83
+ <input id="repetition-penalty" type="number" min="1" max="2" step="0.01" />
84
+ </label>
85
+ </div>
86
+
87
+ <div class="actions">
88
+ <button class="primary" id="generate" type="submit">Generate</button>
89
+ <button class="secondary" id="stop" type="button">Stop</button>
90
+ <button class="secondary" id="clear" type="button">Clear</button>
91
+ </div>
92
+ </form>
93
+
94
+ <section class="output-panel" aria-label="Generation output">
95
+ <div class="output-header">
96
+ <div>
97
+ <p class="eyebrow">Local output</p>
98
+ <h2>Response</h2>
99
+ </div>
100
+ <div class="metric" id="metric">Idle</div>
101
+ </div>
102
+ <div class="progress-shell" aria-hidden="true">
103
+ <div class="progress-bar" id="progress-bar"></div>
104
+ </div>
105
+ <pre class="output" id="output" tabindex="0"></pre>
106
+ <div class="token-rail" id="token-rail" aria-hidden="true"></div>
107
+ </section>
108
+ </div>
109
+ </section>
110
+ </main>
111
+ `;
112
+
113
+ const runtimeStatus = element<HTMLDivElement>("#runtime-status");
114
+ const runtimeLabel = element<HTMLSpanElement>("#runtime-label");
115
+ const form = element<HTMLFormElement>("#generation-form");
116
+ const systemPrompt = element<HTMLTextAreaElement>("#system-prompt");
117
+ const promptInput = element<HTMLTextAreaElement>("#prompt");
118
+ const precision = element<HTMLSelectElement>("#precision");
119
+ const maxNewTokens = element<HTMLInputElement>("#max-new-tokens");
120
+ const temperature = element<HTMLInputElement>("#temperature");
121
+ const topK = element<HTMLInputElement>("#top-k");
122
+ const repetitionPenalty = element<HTMLInputElement>("#repetition-penalty");
123
+ const generateButton = element<HTMLButtonElement>("#generate");
124
+ const stopButton = element<HTMLButtonElement>("#stop");
125
+ const clearButton = element<HTMLButtonElement>("#clear");
126
+ const output = element<HTMLPreElement>("#output");
127
+ const metric = element<HTMLDivElement>("#metric");
128
+ const progressBar = element<HTMLDivElement>("#progress-bar");
129
+ const tokenRail = element<HTMLDivElement>("#token-rail");
130
+
131
+ systemPrompt.value = DEFAULT_SYSTEM_PROMPT;
132
+ promptInput.value = DEFAULT_PROMPT;
133
+ precision.value = DEFAULT_SETTINGS.precision;
134
+ maxNewTokens.value = String(DEFAULT_SETTINGS.maxNewTokens);
135
+ temperature.value = String(DEFAULT_SETTINGS.temperature);
136
+ topK.value = String(DEFAULT_SETTINGS.topK);
137
+ repetitionPenalty.value = String(DEFAULT_SETTINGS.repetitionPenalty);
138
+
139
+ updateWebGpuStatus();
140
+ setBusy(false);
141
+
142
+ form.addEventListener("submit", (event) => {
143
+ event.preventDefault();
144
+ startGeneration();
145
+ });
146
+
147
+ stopButton.addEventListener("click", () => {
148
+ jobId += 1;
149
+ const request: WorkerRequest = { type: "reset", jobId };
150
+ worker.postMessage(request);
151
+ setBusy(false);
152
+ metric.textContent = "Stopped";
153
+ });
154
+
155
+ clearButton.addEventListener("click", () => {
156
+ generatedText = "";
157
+ output.textContent = "";
158
+ tokenRail.innerHTML = "";
159
+ metric.textContent = "Idle";
160
+ progressBar.style.width = "0%";
161
+ });
162
+
163
+ for (const button of document.querySelectorAll<HTMLButtonElement>(".preset")) {
164
+ button.addEventListener("click", () => {
165
+ const preset = PRESETS.find((item) => item.id === button.dataset.preset);
166
+ if (preset) promptInput.value = preset.prompt;
167
+ });
168
+ }
169
+
170
+ worker.addEventListener("message", (event: MessageEvent<WorkerResponse>) => {
171
+ const message = event.data;
172
+ if (message.jobId !== jobId) return;
173
+
174
+ switch (message.type) {
175
+ case "status":
176
+ metric.textContent = message.message;
177
+ break;
178
+ case "progress":
179
+ progressBar.style.width = `${message.progress}%`;
180
+ metric.textContent =
181
+ message.progress > 0
182
+ ? `${message.status}: ${message.progress.toFixed(0)}%`
183
+ : `${message.status}: ${message.file}`;
184
+ break;
185
+ case "token":
186
+ generatedText += message.text;
187
+ output.textContent = generatedText;
188
+ appendTokenMark(message.text);
189
+ output.scrollTop = output.scrollHeight;
190
+ break;
191
+ case "complete":
192
+ generatedText = message.text || generatedText;
193
+ output.textContent = generatedText;
194
+ metric.textContent = `${Math.max(0.1, message.elapsedMs / 1000).toFixed(1)}s`;
195
+ progressBar.style.width = "100%";
196
+ setBusy(false);
197
+ break;
198
+ case "error":
199
+ metric.textContent = "Error";
200
+ output.textContent = message.message;
201
+ runtimeStatus.classList.add("runtime-error");
202
+ setBusy(false);
203
+ break;
204
+ }
205
+ });
206
+
207
+ function element<T extends Element>(selector: string) {
208
+ const found = document.querySelector<T>(selector);
209
+ if (!found) throw new Error(`Missing element: ${selector}`);
210
+ return found;
211
+ }
212
+
213
+ function readSettings(): GenerationSettings {
214
+ return {
215
+ precision: precision.value as Precision,
216
+ maxNewTokens: readNumber(maxNewTokens, DEFAULT_SETTINGS.maxNewTokens),
217
+ temperature: readNumber(temperature, DEFAULT_SETTINGS.temperature),
218
+ topK: readNumber(topK, DEFAULT_SETTINGS.topK),
219
+ repetitionPenalty: readNumber(repetitionPenalty, DEFAULT_SETTINGS.repetitionPenalty),
220
+ };
221
+ }
222
+
223
+ function readNumber(input: HTMLInputElement, fallback: number) {
224
+ const value = Number(input.value);
225
+ return Number.isFinite(value) ? value : fallback;
226
+ }
227
+
228
+ function startGeneration() {
229
+ if (isGenerating) return;
230
+
231
+ generatedText = "";
232
+ output.textContent = "";
233
+ tokenRail.innerHTML = "";
234
+ progressBar.style.width = "0%";
235
+ metric.textContent = "Queueing";
236
+ setBusy(true);
237
+ jobId += 1;
238
+
239
+ const request: WorkerRequest = {
240
+ type: "generate",
241
+ jobId,
242
+ systemPrompt: systemPrompt.value.trim() || DEFAULT_SYSTEM_PROMPT,
243
+ prompt: promptInput.value.trim(),
244
+ settings: readSettings(),
245
+ };
246
+
247
+ worker.postMessage(request);
248
+ }
249
+
250
+ function setBusy(nextBusy: boolean) {
251
+ isGenerating = nextBusy;
252
+ generateButton.disabled = nextBusy;
253
+ stopButton.disabled = !nextBusy;
254
+ generateButton.textContent = nextBusy ? "Generating" : "Generate";
255
+ }
256
+
257
+ function appendTokenMark(text: string) {
258
+ const mark = document.createElement("span");
259
+ mark.className = "token-mark";
260
+ mark.style.setProperty("--token-size", `${Math.min(42, Math.max(8, text.length * 3))}px`);
261
+ tokenRail.append(mark);
262
+ while (tokenRail.childElementCount > 56) {
263
+ tokenRail.firstElementChild?.remove();
264
+ }
265
+ }
266
+
267
+ function updateWebGpuStatus() {
268
+ const hasWebGpu = "gpu" in navigator;
269
+ runtimeStatus.classList.toggle("runtime-ready", hasWebGpu);
270
+ runtimeStatus.classList.toggle("runtime-error", !hasWebGpu);
271
+ runtimeLabel.textContent = hasWebGpu ? `WebGPU ready / ${MODEL_ID}` : "WebGPU unavailable";
272
+ }
src/messages.ts ADDED
@@ -0,0 +1,44 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import type { GenerationSettings } from "./model";
2
+
3
+ export type WorkerRequest =
4
+ | {
5
+ type: "generate";
6
+ jobId: number;
7
+ systemPrompt: string;
8
+ prompt: string;
9
+ settings: GenerationSettings;
10
+ }
11
+ | {
12
+ type: "reset";
13
+ jobId: number;
14
+ };
15
+
16
+ export type WorkerResponse =
17
+ | {
18
+ type: "status";
19
+ jobId: number;
20
+ message: string;
21
+ }
22
+ | {
23
+ type: "progress";
24
+ jobId: number;
25
+ file: string;
26
+ progress: number;
27
+ status: string;
28
+ }
29
+ | {
30
+ type: "token";
31
+ jobId: number;
32
+ text: string;
33
+ }
34
+ | {
35
+ type: "complete";
36
+ jobId: number;
37
+ text: string;
38
+ elapsedMs: number;
39
+ }
40
+ | {
41
+ type: "error";
42
+ jobId: number;
43
+ message: string;
44
+ };
src/model.ts ADDED
@@ -0,0 +1,44 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ export const MODEL_ID = "LiquidAI/LFM2.5-230M-ONNX";
2
+
3
+ export const DEFAULT_SYSTEM_PROMPT =
4
+ "You are a concise assistant trained by Liquid AI. Prefer direct answers and preserve structured output when requested.";
5
+
6
+ export const DEFAULT_PROMPT =
7
+ "Extract the candidate name, current status, role, and interview date from this note as JSON:\n\nCandidate ID 12345 is currently in the Interview Scheduled stage for the Clinical Research Associate position, with an interview date set for 2023-11-20.";
8
+
9
+ export const PRESETS = [
10
+ {
11
+ id: "extract",
12
+ label: "Extract JSON",
13
+ prompt: DEFAULT_PROMPT,
14
+ },
15
+ {
16
+ id: "brief",
17
+ label: "Brief Answer",
18
+ prompt: "What is WebGPU useful for in browser-based machine learning?",
19
+ },
20
+ {
21
+ id: "agent",
22
+ label: "Tool Call",
23
+ prompt:
24
+ "A user asks: What is the current status of candidate ID 12345? Return the most likely tool call in a compact Pythonic function-call style.",
25
+ },
26
+ ] as const;
27
+
28
+ export type Precision = "q4" | "fp16";
29
+
30
+ export type GenerationSettings = {
31
+ precision: Precision;
32
+ maxNewTokens: number;
33
+ temperature: number;
34
+ topK: number;
35
+ repetitionPenalty: number;
36
+ };
37
+
38
+ export const DEFAULT_SETTINGS: GenerationSettings = {
39
+ precision: "q4",
40
+ maxNewTokens: 220,
41
+ temperature: 0.1,
42
+ topK: 50,
43
+ repetitionPenalty: 1.05,
44
+ };
src/styles.css ADDED
@@ -0,0 +1,419 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ :root {
2
+ color-scheme: light;
3
+ --paper: #f7f7f4;
4
+ --panel: #ffffff;
5
+ --ink: #171a1f;
6
+ --muted: #626a73;
7
+ --line: #d9ded8;
8
+ --field: #f1f3f0;
9
+ --copper: #b85f37;
10
+ --signal: #1d7f6e;
11
+ --violet: #4f46a7;
12
+ --shadow: 0 24px 80px rgba(23, 26, 31, 0.14);
13
+ font-family:
14
+ Inter, ui-sans-serif, system-ui, -apple-system, BlinkMacSystemFont, "Segoe UI", sans-serif;
15
+ }
16
+
17
+ * {
18
+ box-sizing: border-box;
19
+ }
20
+
21
+ html {
22
+ min-height: 100%;
23
+ background:
24
+ linear-gradient(90deg, rgba(23, 26, 31, 0.035) 1px, transparent 1px) 0 0 / 42px 42px,
25
+ linear-gradient(rgba(23, 26, 31, 0.035) 1px, transparent 1px) 0 0 / 42px 42px,
26
+ var(--paper);
27
+ color: var(--ink);
28
+ }
29
+
30
+ body {
31
+ min-width: 320px;
32
+ min-height: 100vh;
33
+ margin: 0;
34
+ }
35
+
36
+ button,
37
+ input,
38
+ select,
39
+ textarea {
40
+ font: inherit;
41
+ }
42
+
43
+ button {
44
+ cursor: pointer;
45
+ }
46
+
47
+ button:disabled {
48
+ cursor: not-allowed;
49
+ opacity: 0.62;
50
+ }
51
+
52
+ .shell {
53
+ width: min(1420px, calc(100vw - 32px));
54
+ min-height: 100vh;
55
+ margin: 0 auto;
56
+ padding: 28px 0;
57
+ display: grid;
58
+ align-items: center;
59
+ }
60
+
61
+ .console {
62
+ min-height: min(860px, calc(100vh - 56px));
63
+ padding: 18px;
64
+ border: 1px solid var(--line);
65
+ border-radius: 8px;
66
+ background: rgba(255, 255, 255, 0.78);
67
+ box-shadow: var(--shadow);
68
+ backdrop-filter: blur(14px);
69
+ }
70
+
71
+ .topbar,
72
+ .output-header,
73
+ .actions,
74
+ .preset-row {
75
+ display: flex;
76
+ align-items: center;
77
+ }
78
+
79
+ .topbar {
80
+ justify-content: space-between;
81
+ gap: 16px;
82
+ padding: 4px 4px 18px;
83
+ border-bottom: 1px solid var(--line);
84
+ }
85
+
86
+ .eyebrow {
87
+ margin: 0 0 5px;
88
+ color: var(--muted);
89
+ font-size: 0.72rem;
90
+ font-weight: 760;
91
+ letter-spacing: 0;
92
+ text-transform: uppercase;
93
+ }
94
+
95
+ h1,
96
+ h2 {
97
+ margin: 0;
98
+ letter-spacing: 0;
99
+ }
100
+
101
+ h1 {
102
+ font-family: ui-serif, Georgia, Cambria, "Times New Roman", serif;
103
+ font-size: clamp(2.2rem, 5vw, 5.4rem);
104
+ line-height: 0.92;
105
+ font-weight: 680;
106
+ }
107
+
108
+ h2 {
109
+ font-size: 1.05rem;
110
+ line-height: 1.1;
111
+ }
112
+
113
+ .runtime {
114
+ min-height: 40px;
115
+ max-width: 520px;
116
+ padding: 9px 12px;
117
+ border: 1px solid var(--line);
118
+ border-radius: 999px;
119
+ display: flex;
120
+ align-items: center;
121
+ gap: 9px;
122
+ color: var(--muted);
123
+ background: var(--panel);
124
+ font-size: 0.82rem;
125
+ line-height: 1.2;
126
+ }
127
+
128
+ .runtime-dot {
129
+ width: 10px;
130
+ height: 10px;
131
+ flex: 0 0 auto;
132
+ border-radius: 50%;
133
+ background: var(--muted);
134
+ }
135
+
136
+ .runtime-ready .runtime-dot {
137
+ background: var(--signal);
138
+ }
139
+
140
+ .runtime-error .runtime-dot {
141
+ background: var(--copper);
142
+ }
143
+
144
+ .workbench {
145
+ display: grid;
146
+ grid-template-columns: minmax(340px, 0.78fr) minmax(420px, 1.22fr);
147
+ gap: 18px;
148
+ padding-top: 18px;
149
+ }
150
+
151
+ .controls,
152
+ .output-panel {
153
+ min-width: 0;
154
+ border: 1px solid var(--line);
155
+ border-radius: 8px;
156
+ background: var(--panel);
157
+ }
158
+
159
+ .controls {
160
+ padding: 16px;
161
+ }
162
+
163
+ .field {
164
+ display: grid;
165
+ gap: 7px;
166
+ }
167
+
168
+ .field span {
169
+ color: var(--muted);
170
+ font-size: 0.76rem;
171
+ font-weight: 720;
172
+ text-transform: uppercase;
173
+ }
174
+
175
+ textarea,
176
+ input,
177
+ select {
178
+ width: 100%;
179
+ border: 1px solid var(--line);
180
+ border-radius: 6px;
181
+ background: var(--field);
182
+ color: var(--ink);
183
+ outline: none;
184
+ }
185
+
186
+ textarea {
187
+ resize: vertical;
188
+ min-height: 82px;
189
+ padding: 11px 12px;
190
+ line-height: 1.42;
191
+ }
192
+
193
+ textarea:focus,
194
+ input:focus,
195
+ select:focus,
196
+ button:focus-visible,
197
+ .output:focus {
198
+ border-color: var(--violet);
199
+ box-shadow: 0 0 0 3px rgba(79, 70, 167, 0.16);
200
+ }
201
+
202
+ .prompt-field {
203
+ margin-top: 12px;
204
+ }
205
+
206
+ .preset-row {
207
+ flex-wrap: wrap;
208
+ gap: 8px;
209
+ margin: 12px 0 0;
210
+ }
211
+
212
+ .preset,
213
+ .secondary,
214
+ .primary {
215
+ min-height: 38px;
216
+ border: 1px solid var(--line);
217
+ border-radius: 6px;
218
+ padding: 0 13px;
219
+ color: var(--ink);
220
+ background: var(--panel);
221
+ font-weight: 720;
222
+ }
223
+
224
+ .preset:hover,
225
+ .secondary:hover {
226
+ border-color: var(--muted);
227
+ }
228
+
229
+ .setting-grid {
230
+ display: grid;
231
+ grid-template-columns: repeat(5, minmax(0, 1fr));
232
+ gap: 10px;
233
+ margin-top: 14px;
234
+ }
235
+
236
+ input,
237
+ select {
238
+ height: 38px;
239
+ padding: 0 10px;
240
+ }
241
+
242
+ .actions {
243
+ justify-content: flex-end;
244
+ gap: 8px;
245
+ margin-top: 16px;
246
+ }
247
+
248
+ .primary {
249
+ min-width: 132px;
250
+ border-color: var(--ink);
251
+ background: var(--ink);
252
+ color: #fff;
253
+ }
254
+
255
+ .primary:hover {
256
+ background: #000;
257
+ }
258
+
259
+ .output-panel {
260
+ position: relative;
261
+ display: grid;
262
+ grid-template-rows: auto auto minmax(360px, 1fr) auto;
263
+ overflow: hidden;
264
+ }
265
+
266
+ .output-header {
267
+ justify-content: space-between;
268
+ gap: 16px;
269
+ padding: 16px;
270
+ }
271
+
272
+ .metric {
273
+ min-width: 96px;
274
+ padding: 8px 10px;
275
+ border: 1px solid var(--line);
276
+ border-radius: 6px;
277
+ color: var(--muted);
278
+ text-align: center;
279
+ font-size: 0.82rem;
280
+ font-weight: 720;
281
+ }
282
+
283
+ .progress-shell {
284
+ height: 3px;
285
+ background: var(--field);
286
+ }
287
+
288
+ .progress-bar {
289
+ width: 0%;
290
+ height: 100%;
291
+ background: linear-gradient(90deg, var(--signal), var(--violet), var(--copper));
292
+ transition: width 180ms ease;
293
+ }
294
+
295
+ .output {
296
+ margin: 0;
297
+ padding: 20px;
298
+ overflow: auto;
299
+ white-space: pre-wrap;
300
+ word-break: break-word;
301
+ outline: none;
302
+ color: var(--ink);
303
+ font-family: "SFMono-Regular", Consolas, "Liberation Mono", monospace;
304
+ font-size: 0.96rem;
305
+ line-height: 1.55;
306
+ }
307
+
308
+ .output:empty::before {
309
+ color: var(--muted);
310
+ content: "Model output will appear here.";
311
+ }
312
+
313
+ .token-rail {
314
+ min-height: 34px;
315
+ padding: 8px 12px 12px;
316
+ display: flex;
317
+ align-items: flex-end;
318
+ gap: 4px;
319
+ border-top: 1px solid var(--line);
320
+ background: #fbfbfa;
321
+ }
322
+
323
+ .token-mark {
324
+ width: var(--token-size);
325
+ height: 9px;
326
+ border-radius: 999px;
327
+ background: var(--signal);
328
+ opacity: 0.42;
329
+ animation: token-rise 360ms ease-out both;
330
+ }
331
+
332
+ .token-mark:nth-child(3n) {
333
+ background: var(--violet);
334
+ }
335
+
336
+ .token-mark:nth-child(5n) {
337
+ background: var(--copper);
338
+ }
339
+
340
+ @keyframes token-rise {
341
+ from {
342
+ transform: translateY(7px);
343
+ opacity: 0;
344
+ }
345
+ }
346
+
347
+ @media (max-width: 980px) {
348
+ .shell {
349
+ width: min(100vw - 20px, 760px);
350
+ align-items: start;
351
+ padding: 10px 0;
352
+ }
353
+
354
+ .console {
355
+ min-height: calc(100vh - 20px);
356
+ padding: 12px;
357
+ }
358
+
359
+ .topbar {
360
+ align-items: flex-start;
361
+ flex-direction: column;
362
+ }
363
+
364
+ .runtime {
365
+ width: 100%;
366
+ max-width: none;
367
+ border-radius: 6px;
368
+ }
369
+
370
+ .workbench {
371
+ grid-template-columns: 1fr;
372
+ }
373
+
374
+ .setting-grid {
375
+ grid-template-columns: repeat(2, minmax(0, 1fr));
376
+ }
377
+
378
+ .output-panel {
379
+ grid-template-rows: auto auto minmax(280px, 48vh) auto;
380
+ }
381
+ }
382
+
383
+ @media (max-width: 560px) {
384
+ .shell {
385
+ width: 100%;
386
+ padding: 0;
387
+ }
388
+
389
+ .console {
390
+ min-height: 100vh;
391
+ border: 0;
392
+ border-radius: 0;
393
+ }
394
+
395
+ .setting-grid {
396
+ grid-template-columns: 1fr;
397
+ }
398
+
399
+ .actions {
400
+ align-items: stretch;
401
+ flex-direction: column;
402
+ }
403
+
404
+ .primary,
405
+ .secondary {
406
+ width: 100%;
407
+ }
408
+ }
409
+
410
+ @media (prefers-reduced-motion: reduce) {
411
+ *,
412
+ *::before,
413
+ *::after {
414
+ scroll-behavior: auto !important;
415
+ transition-duration: 0.01ms !important;
416
+ animation-duration: 0.01ms !important;
417
+ animation-iteration-count: 1 !important;
418
+ }
419
+ }
src/worker.ts ADDED
@@ -0,0 +1,162 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import {
2
+ InterruptableStoppingCriteria,
3
+ pipeline,
4
+ TextStreamer,
5
+ } from "@huggingface/transformers";
6
+ import { MODEL_ID, type Precision, type GenerationSettings } from "./model";
7
+ import type { WorkerRequest, WorkerResponse } from "./messages";
8
+
9
+ type ChatMessage = {
10
+ role: "system" | "user";
11
+ content: string;
12
+ };
13
+
14
+ type TextGenerationPipeline = {
15
+ tokenizer: ConstructorParameters<typeof TextStreamer>[0];
16
+ (input: ChatMessage[], options: Record<string, unknown>): Promise<unknown>;
17
+ };
18
+
19
+ const instances = new Map<Precision, Promise<TextGenerationPipeline>>();
20
+ let activeJobId = 0;
21
+ let stoppingCriteria: InstanceType<typeof InterruptableStoppingCriteria> | null = null;
22
+
23
+ function post(message: WorkerResponse) {
24
+ self.postMessage(message);
25
+ }
26
+
27
+ function getProgressName(progress: unknown) {
28
+ if (!progress || typeof progress !== "object") return "model files";
29
+ const record = progress as Record<string, unknown>;
30
+ return String(record.file ?? record.name ?? record.url ?? "model files");
31
+ }
32
+
33
+ function getProgressPercent(progress: unknown) {
34
+ if (!progress || typeof progress !== "object") return 0;
35
+ const record = progress as Record<string, unknown>;
36
+ const raw = record.progress;
37
+ return typeof raw === "number" && Number.isFinite(raw) ? Math.max(0, Math.min(100, raw)) : 0;
38
+ }
39
+
40
+ function getProgressStatus(progress: unknown) {
41
+ if (!progress || typeof progress !== "object") return "loading";
42
+ const record = progress as Record<string, unknown>;
43
+ return String(record.status ?? "loading");
44
+ }
45
+
46
+ async function getGenerator(settings: GenerationSettings, jobId: number) {
47
+ const existing = instances.get(settings.precision);
48
+ if (existing) return existing;
49
+
50
+ post({
51
+ type: "status",
52
+ jobId,
53
+ message: `Loading ${MODEL_ID} (${settings.precision.toUpperCase()})`,
54
+ });
55
+
56
+ const instancePromise = pipeline(
57
+ "text-generation",
58
+ MODEL_ID,
59
+ {
60
+ device: "webgpu",
61
+ dtype: settings.precision,
62
+ progress_callback: (progress: unknown) => {
63
+ if (jobId !== activeJobId) return;
64
+ post({
65
+ type: "progress",
66
+ jobId,
67
+ file: getProgressName(progress),
68
+ progress: getProgressPercent(progress),
69
+ status: getProgressStatus(progress),
70
+ });
71
+ },
72
+ },
73
+ ) as Promise<TextGenerationPipeline>;
74
+
75
+ instances.set(settings.precision, instancePromise);
76
+ return instancePromise;
77
+ }
78
+
79
+ async function generate(request: Extract<WorkerRequest, { type: "generate" }>) {
80
+ activeJobId = request.jobId;
81
+ const started = performance.now();
82
+
83
+ if (!("gpu" in navigator)) {
84
+ post({
85
+ type: "error",
86
+ jobId: request.jobId,
87
+ message: "WebGPU is not available in this browser. Use a recent Chrome or Edge build.",
88
+ });
89
+ return;
90
+ }
91
+
92
+ const generator = await getGenerator(request.settings, request.jobId);
93
+ if (request.jobId !== activeJobId) return;
94
+
95
+ stoppingCriteria = new InterruptableStoppingCriteria();
96
+ stoppingCriteria.reset();
97
+
98
+ post({
99
+ type: "status",
100
+ jobId: request.jobId,
101
+ message: "Generating",
102
+ });
103
+
104
+ let streamedText = "";
105
+ const streamer = new TextStreamer(generator.tokenizer, {
106
+ skip_prompt: true,
107
+ skip_special_tokens: true,
108
+ callback_function: (text: string) => {
109
+ if (request.jobId !== activeJobId) return;
110
+ streamedText += text;
111
+ post({ type: "token", jobId: request.jobId, text });
112
+ },
113
+ });
114
+
115
+ const messages: ChatMessage[] = [
116
+ { role: "system", content: request.systemPrompt },
117
+ { role: "user", content: request.prompt },
118
+ ];
119
+
120
+ const result = await generator(messages, {
121
+ max_new_tokens: request.settings.maxNewTokens,
122
+ temperature: request.settings.temperature,
123
+ top_k: request.settings.topK,
124
+ repetition_penalty: request.settings.repetitionPenalty,
125
+ do_sample: request.settings.temperature > 0,
126
+ streamer,
127
+ stopping_criteria: stoppingCriteria,
128
+ return_full_text: false,
129
+ });
130
+
131
+ if (request.jobId !== activeJobId) return;
132
+
133
+ const fallbackText =
134
+ Array.isArray(result) && result[0] && typeof result[0] === "object"
135
+ ? String((result[0] as Record<string, unknown>).generated_text ?? "")
136
+ : "";
137
+
138
+ post({
139
+ type: "complete",
140
+ jobId: request.jobId,
141
+ text: streamedText || fallbackText,
142
+ elapsedMs: performance.now() - started,
143
+ });
144
+ }
145
+
146
+ self.addEventListener("message", (event: MessageEvent<WorkerRequest>) => {
147
+ const request = event.data;
148
+ if (request.type === "reset") {
149
+ activeJobId = request.jobId;
150
+ stoppingCriteria?.interrupt();
151
+ post({ type: "status", jobId: request.jobId, message: "Stopped" });
152
+ return;
153
+ }
154
+
155
+ generate(request).catch((error: unknown) => {
156
+ post({
157
+ type: "error",
158
+ jobId: request.jobId,
159
+ message: error instanceof Error ? error.message : String(error),
160
+ });
161
+ });
162
+ });
style.css DELETED
@@ -1,28 +0,0 @@
1
- body {
2
- padding: 2rem;
3
- font-family: -apple-system, BlinkMacSystemFont, "Arial", sans-serif;
4
- }
5
-
6
- h1 {
7
- font-size: 16px;
8
- margin-top: 0;
9
- }
10
-
11
- p {
12
- color: rgb(107, 114, 128);
13
- font-size: 15px;
14
- margin-bottom: 10px;
15
- margin-top: 5px;
16
- }
17
-
18
- .card {
19
- max-width: 620px;
20
- margin: 0 auto;
21
- padding: 16px;
22
- border: 1px solid lightgray;
23
- border-radius: 16px;
24
- }
25
-
26
- .card p:last-child {
27
- margin-bottom: 0;
28
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
tsconfig.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "compilerOptions": {
3
+ "target": "ES2022",
4
+ "useDefineForClassFields": true,
5
+ "module": "ESNext",
6
+ "lib": ["ES2022", "DOM", "DOM.Iterable", "WebWorker"],
7
+ "types": ["vite/client"],
8
+ "skipLibCheck": true,
9
+ "moduleResolution": "Bundler",
10
+ "allowImportingTsExtensions": true,
11
+ "isolatedModules": true,
12
+ "moduleDetection": "force",
13
+ "noEmit": true,
14
+ "strict": true,
15
+ "noUnusedLocals": true,
16
+ "noUnusedParameters": true,
17
+ "noFallthroughCasesInSwitch": true
18
+ },
19
+ "include": ["src"]
20
+ }
vite.config.ts ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ import { defineConfig } from "vite";
2
+
3
+ export default defineConfig({
4
+ build: {
5
+ target: "es2022",
6
+ },
7
+ worker: {
8
+ format: "es",
9
+ },
10
+ });