File size: 12,567 Bytes
d3c7f96
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
45f314a
d3c7f96
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
45f314a
d3c7f96
 
0c2fc21
c38a89e
 
 
 
 
 
 
 
d3c7f96
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
45f314a
 
 
d3c7f96
 
 
45f314a
d3c7f96
 
 
 
 
 
 
 
 
 
 
45f314a
d3c7f96
 
 
 
45f314a
 
d3c7f96
0c2fc21
d3c7f96
45f314a
d3c7f96
 
 
 
 
45f314a
d3c7f96
 
 
 
 
 
 
 
0c2fc21
d3c7f96
 
 
 
c38a89e
d3c7f96
 
 
 
 
 
 
c38a89e
d3c7f96
 
 
 
 
 
 
 
c38a89e
d3c7f96
 
c38a89e
d3c7f96
 
 
c38a89e
d3c7f96
 
 
 
 
c38a89e
0c2fc21
 
 
 
 
c38a89e
 
0c2fc21
 
 
 
 
 
d3c7f96
c38a89e
d3c7f96
 
c38a89e
d3c7f96
 
c38a89e
 
 
 
 
 
 
d3c7f96
 
 
 
 
 
 
 
c38a89e
 
d3c7f96
 
 
 
 
 
 
c38a89e
d3c7f96
 
 
 
 
c38a89e
 
d3c7f96
 
 
 
 
 
 
 
 
 
c38a89e
d3c7f96
 
 
 
 
 
c38a89e
d3c7f96
 
 
 
 
c38a89e
d3c7f96
 
c38a89e
d3c7f96
 
c38a89e
d3c7f96
 
 
 
 
45f314a
d3c7f96
 
 
 
 
 
c38a89e
d3c7f96
c38a89e
45f314a
d3c7f96
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
import { useState, useEffect, useRef, useCallback } from "react";
import { useModel } from "./hooks/useModel.js";
import InputBar from "./components/InputBar.jsx";
import MessageList from "./components/MessageList.jsx";
import LoadingBar from "./components/LoadingBar.jsx";
import OrbitalHero from "./components/OrbitalHero.jsx";

const SYSTEM_PROMPT = "You are a helpful assistant. When given images, describe and analyze them. When given audio, transcribe or describe it. Be concise and helpful.";

const EXAMPLE_IMAGE_URL = "https://upload.wikimedia.org/wikipedia/commons/thumb/1/16/Artemis_II_patch.svg/500px-Artemis_II_patch.svg.png";
const EXAMPLE_AUDIO_URL = "/neil-armstrong.oga";
const EXAMPLE_VIDEO_URL = "http://images-assets.nasa.gov/video/One_Small_Step_Comparison_720p/One_Small_Step_Comparison_720p~small.mp4";

const STARTER_PROMPTS = [
  { label: "Describe this patch", text: "What do you see in this image? Describe it in detail.", icon: "πŸ“·", imageUrl: EXAMPLE_IMAGE_URL },
  { label: "Transcribe audio", text: "Transcribe this audio recording.", icon: "🎀", audioUrl: EXAMPLE_AUDIO_URL },
  { label: "Analyze video*", text: "Describe what is happening in this video.", icon: "🎬", videoUrl: EXAMPLE_VIDEO_URL },
  { label: "Explain a concept", text: "Explain quantum entanglement in simple terms.", icon: "πŸ’‘" },
];

const HF_MODEL_URL = "https://huggingface.co/onnx-community/gemma-4-E2B-it-ONNX";
const GEMMA_GRADIENT = "bg-gradient-to-br from-[#3186FF] to-[#4FA0FF]";

function calcTokPerSec(text, startTime) {
  const tokens = text.split(/\s+/).length;
  const elapsed = (performance.now() - startTime) / 1000;
  return elapsed > 0.5 ? Math.round(tokens / elapsed * 10) / 10 : null;
}

function StatusScreen({ children }) {
  return (
    <div className="min-h-screen flex items-center justify-center px-4">
      <div className="text-center max-w-md">
        <h1 className="text-2xl font-bold mb-3">Gemma 4 WebGPU</h1>
        {children}
      </div>
    </div>
  );
}

export default function App() {
  const { status, loadProgress, error, checkWebGPU, loadModel, generate } = useModel();

  const [messages, setMessages] = useState([]);
  const [streamingText, setStreamingText] = useState("");
  const [isStreaming, setIsStreaming] = useState(false);
  const [processingStep, setProcessingStep] = useState(null); // null | "extracting frames" | "decoding audio" | "generating"
  const [tokPerSec, setTokPerSec] = useState(null);
  const [isCached, setIsCached] = useState(() => localStorage.getItem("gemma4-cached") === "true");
  const [enableThinking, setEnableThinking] = useState(false);
  const [theme, setTheme] = useState(() => localStorage.getItem("gemma4-theme") || "system");

  useEffect(() => {
    const root = document.documentElement;
    root.classList.remove("dark", "light");
    if (theme !== "system") root.classList.add(theme);
    localStorage.setItem("gemma4-theme", theme);
  }, [theme]);

  const messagesEndRef = useRef(null);
  const genStartRef = useRef(0);
  const scrollRafRef = useRef(0);

  useEffect(() => {
    checkWebGPU();
  }, [checkWebGPU]);

  // Throttled scroll-to-bottom via rAF
  useEffect(() => {
    cancelAnimationFrame(scrollRafRef.current);
    scrollRafRef.current = requestAnimationFrame(() => {
      messagesEndRef.current?.scrollIntoView({ behavior: "smooth" });
    });
  }, [messages, streamingText]);

  useEffect(() => {
    if (status === "ready") {
      setIsCached(true);
      localStorage.setItem("gemma4-cached", "true");
    }
  }, [status]);

  const handleSubmit = useCallback(async ({ imageUrl, audioUrl, videoUrl, text }) => {
    const userContent = [];
    if (imageUrl) userContent.push({ type: "image" });
    // Each video frame needs its own image token in the template
    if (videoUrl) for (let i = 0; i < 4; i++) userContent.push({ type: "image" });
    if (audioUrl) userContent.push({ type: "audio" });
    userContent.push({ type: "text", text: text || "Describe this." });

    const userMsg = { role: "user", content: userContent, imageUrl, audioUrl, videoUrl };
    const newMessages = [...messages, userMsg];
    setMessages(newMessages);

    const apiMessages = [
      { role: "system", content: SYSTEM_PROMPT },
      ...newMessages.map((m) => ({ role: m.role, content: m.content })),
    ];

    setStreamingText("");
    setIsStreaming(true);
    setTokPerSec(null);
    setProcessingStep(videoUrl ? "extracting frames" : audioUrl ? "decoding audio" : "generating");
    genStartRef.current = performance.now();

    generate({
      messages: apiMessages,
      imageUrl,
      videoUrl,
      audioUrl,
      enableThinking,
      onUpdate: (text) => {
        setProcessingStep(null);
        const tps = calcTokPerSec(text, genStartRef.current);
        if (tps !== null) setTokPerSec(tps);
        setStreamingText(text);
      },
      onComplete: (text, err) => {
        setProcessingStep(null);
        if (!err && text) {
          setTokPerSec(calcTokPerSec(text, genStartRef.current));
          setMessages((prev) => [...prev, { role: "assistant", content: text }]);
        }
        setStreamingText("");
        setIsStreaming(false);
      },
    });
  }, [messages, generate, enableThinking]);

  if (status === "webgpu-unavailable") {
    return (
      <StatusScreen>
        <p className="text-[var(--color-text-secondary)]">WebGPU is required. Use Chrome 113+ or Edge 113+.</p>
      </StatusScreen>
    );
  }

  if (error) {
    return (
      <StatusScreen>
        <p className="text-[var(--color-red)] text-sm font-mono">Error: {error}</p>
      </StatusScreen>
    );
  }

  const isLoading = status === "idle" || status === "webgpu-available" || status === "loading";

  return (
    <div className="min-h-screen flex flex-col max-w-3xl mx-auto">
      <header className="flex items-center justify-between px-4 py-3 border-b border-[var(--color-outline)]">
        <div className="flex items-center gap-2.5">
          <div className={`w-7 h-7 rounded-lg ${GEMMA_GRADIENT} flex items-center justify-center text-white text-xs font-bold`}>G</div>
          <a href={HF_MODEL_URL} target="_blank" rel="noopener" className="text-base font-medium hover:text-[var(--color-blue)] transition-colors">Gemma 4</a>
          {messages.length > 0 && !isStreaming && (
            <button
              onClick={() => { setMessages([]); setStreamingText(""); setTokPerSec(null); }}
              className="ml-2 px-2 py-0.5 text-[10px] text-[var(--color-text-secondary)] hover:text-[var(--color-text)] border border-[var(--color-outline)] rounded-lg transition-colors cursor-pointer"
            >
              New chat
            </button>
          )}
        </div>
        <div className="flex items-center gap-3 text-xs text-[var(--color-text-secondary)]">
          {!isLoading && (
            <button
              onClick={() => setEnableThinking((v) => !v)}
              className={`flex items-center gap-1.5 px-2 py-0.5 rounded-full border transition-colors cursor-pointer ${
                enableThinking
                  ? "border-[var(--color-blue)]/50 bg-[var(--color-blue)]/10 text-[var(--color-blue)]"
                  : "border-[var(--color-outline)] text-[var(--color-text-secondary)] hover:border-[var(--color-blue)]/30"
              }`}
              title={enableThinking ? "Thinking mode on" : "Thinking mode off"}
            >
              <span className="text-[10px] font-medium">πŸ’­ Think</span>
            </button>
          )}
          {tokPerSec != null && (
            <span className="font-mono text-[var(--color-green)]">{tokPerSec} tok/s</span>
          )}
          {isCached && !isLoading && (
            <span className="px-2 py-0.5 rounded-full bg-[var(--color-green)]/10 text-[var(--color-green)] text-[10px] font-medium">Cached</span>
          )}
          <span className="hidden sm:inline">In-Browser Β· WebGPU</span>
          <button
            onClick={() => setTheme((t) => t === "dark" ? "light" : t === "light" ? "system" : "dark")}
            className="p-1 rounded-full hover:bg-[var(--color-surface)] transition-colors cursor-pointer"
            title={`Theme: ${theme}`}
          >
            {theme === "dark" ? "πŸŒ™" : theme === "light" ? "β˜€οΈ" : "πŸ’»"}
          </button>
        </div>
      </header>

      {isLoading ? (
        <div className="flex-1 flex flex-col items-center justify-center gap-6 px-4">
          <OrbitalHero />

          <div className="text-center -mt-2">
            <h2 className="text-4xl font-bold mb-2 tracking-tight"><a href={HF_MODEL_URL} target="_blank" rel="noopener" className="hover:text-[var(--color-blue)] transition-colors">Gemma 4 E2B</a></h2>
            <p className="text-[var(--color-text-secondary)] text-sm">Multimodal AI running entirely in your browser via WebGPU</p>
          </div>

          {status === "loading" ? (
            <LoadingBar loadProgress={loadProgress} isCached={isCached} />
          ) : (
            <button
              onClick={loadModel}
              className="px-8 py-3 bg-[var(--color-blue)] hover:bg-[var(--color-blue)]/90 text-white text-sm font-medium rounded-xl transition-colors cursor-pointer"
            >
              {isCached ? "Load Model (cached)" : "Load Model"}
            </button>
          )}

          <footer className="mt-4 text-[10px] text-[var(--color-text-secondary)]/50">
            Powered by <a href="https://huggingface.co/docs/transformers.js" target="_blank" rel="noopener" className="underline hover:text-[var(--color-text-secondary)]">Transformers.js</a>
          </footer>
        </div>
      ) : (
        <>
          <div className="flex-1 overflow-y-auto">
            {messages.length === 0 && !isStreaming ? (
              <div className="flex flex-col items-center justify-center h-full gap-6 px-4 py-12">
                <div className="text-center">
                  <div className={`w-12 h-12 rounded-2xl ${GEMMA_GRADIENT} flex items-center justify-center text-white text-xl font-bold mx-auto mb-4`}>G</div>
                  <h2 className="text-xl font-medium mb-1">How can I help?</h2>
                  <p className="text-sm text-[var(--color-text-secondary)]">Send text, images, audio, or video β€” all processed locally.</p>
                </div>
                <div className="grid grid-cols-2 gap-2 max-w-md w-full">
                  {STARTER_PROMPTS.map((p) => (
                    <button
                      key={p.label}
                      onClick={() => handleSubmit({ imageUrl: p.imageUrl || null, audioUrl: p.audioUrl || null, videoUrl: p.videoUrl || null, text: p.text })}
                      className="text-left p-3 bg-[var(--color-surface)] hover:bg-[var(--color-surface-high)] border border-[var(--color-outline)] rounded-xl text-sm transition-colors cursor-pointer"
                    >
                      {p.imageUrl && (
                        <img src={p.imageUrl} alt="" className="w-full h-20 object-contain rounded-lg mb-2 bg-black/20" />
                      )}
                      {p.audioUrl && (
                        <div className="mb-2 text-[10px] text-[var(--color-text-secondary)]/60 truncate">🎀 Neil Armstrong β€” Apollo 11</div>
                      )}
                      {p.videoUrl && (
                        <div className="mb-2 text-[10px] text-[var(--color-text-secondary)]/60 truncate">🎬 One Small Step β€” NASA (0:56)</div>
                      )}
                      <span className="mr-1.5">{p.icon}</span>
                      <span className="text-[var(--color-text-secondary)]">{p.label}</span>
                    </button>
                  ))}
                </div>
              </div>
            ) : (
              <MessageList messages={messages} streamingText={streamingText} isStreaming={isStreaming} processingStep={processingStep} />
            )}
            <div ref={messagesEndRef} />
          </div>

          <InputBar onSubmit={handleSubmit} disabled={isStreaming} />

          <div className="text-center py-2 text-[10px] text-[var(--color-text-secondary)]/40">
            {isCached && <span>Cached Β· </span>}
            Powered by <a href="https://huggingface.co/docs/transformers.js" target="_blank" rel="noopener" className="underline hover:text-[var(--color-text-secondary)]">Transformers.js</a>
            <span className="block mt-0.5">*Video analyzes 4 sampled frames β€” a tradeoff between memory and processing speed</span>
          </div>
        </>
      )}
    </div>
  );
}