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README.md

@@ -5,9 +5,6 @@ colorFrom: blue
 colorTo: indigo
 sdk: static
 pinned: true
-models:
-  - onnx-community/gemma-4-E2B-it-ONNX
-  - google/gemma-4-E2B-it
 ---
 
 # Gemma 4 WebGPU

argo.config.mjs

@@ -23,7 +23,7 @@ export default defineConfig({
   export: {
     preset: "slow",
     crf: 18,
-    transition: { type: "fade-through-black", durationMs: 1500 },
+    // transition: { type: "fade-through-black", durationMs: 1500 },
     audio: { loudnorm: true },
     sharpen: true,
   },

assets/index-CX8KIudq.css

@@ -1,2 +0,0 @@
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5)}.text-center{text-align:center}.text-left{text-align:left}.align-text-bottom{vertical-align:text-bottom}.font-mono{font-family:var(--font-mono)}.text-2xl{font-size:var(--text-2xl);line-height:var(--tw-leading,var(--text-2xl--line-height))}.text-4xl{font-size:var(--text-4xl);line-height:var(--tw-leading,var(--text-4xl--line-height))}.text-base{font-size:var(--text-base);line-height:var(--tw-leading,var(--text-base--line-height))}.text-lg{font-size:var(--text-lg);line-height:var(--tw-leading,var(--text-lg--line-height))}.text-sm{font-size:var(--text-sm);line-height:var(--tw-leading,var(--text-sm--line-height))}.text-xl{font-size:var(--text-xl);line-height:var(--tw-leading,var(--text-xl--line-height))}.text-xs{font-size:var(--text-xs);line-height:var(--tw-leading,var(--text-xs--line-height))}.text-\[9px\]{font-size:9px}.text-\[10px\]{font-size:10px}.text-\[11px\]{font-size:11px}.text-\[13px\]{font-size:13px}.leading-none{--tw-leading:1;line-height:1}.leading-relaxed{--tw-leading:var(--leading-relaxed);line-height:var(--leading-relaxed)}.font-bold{--tw-font-weight:var(--font-weight-bold);font-weight:var(--font-weight-bold)}.font-medium{--tw-font-weight:var(--font-weight-medium);font-weight:var(--font-weight-medium)}.font-semibold{--tw-font-weight:var(--font-weight-semibold);font-weight:var(--font-weight-semibold)}.tracking-tight{--tw-tracking:var(--tracking-tight);letter-spacing:var(--tracking-tight)}.tracking-wider{--tw-tracking:var(--tracking-wider);letter-spacing:var(--tracking-wider)}.whitespace-pre-wrap{white-space:pre-wrap}.text-\[var\(--color-blue\)\]{color:var(--color-blue)}.text-\[var\(--color-green\)\]{color:var(--color-green)}.text-\[var\(--color-red\)\]{color:var(--color-red)}.text-\[var\(--color-text\)\]{color:var(--color-text)}.text-\[var\(--color-text-secondary\)\]{color:var(--color-text-secondary)}.text-\[var\(--color-text-secondary\)\]\/40{color:#b2bbc566}@supports (color:color-mix(in lab, red, red)){.text-\[var\(--color-text-secondary\)\]\/40{color:color-mix(in oklab, var(--color-text-secondary) 40%, transparent)}}.text-\[var\(--color-text-secondary\)\]\/50{color:#b2bbc580}@supports (color:color-mix(in lab, red, red)){.text-\[var\(--color-text-secondary\)\]\/50{color:color-mix(in oklab, var(--color-text-secondary) 50%, transparent)}}.text-\[var\(--color-text-secondary\)\]\/60{color:#b2bbc599}@supports (color:color-mix(in lab, red, red)){.text-\[var\(--color-text-secondary\)\]\/60{color:color-mix(in oklab, var(--color-text-secondary) 60%, transparent)}}.text-\[var\(--color-text-secondary\)\]\/80{color:#b2bbc5cc}@supports (color:color-mix(in lab, red, red)){.text-\[var\(--color-text-secondary\)\]\/80{color:color-mix(in oklab, var(--color-text-secondary) 80%, transparent)}}.text-white{color:var(--color-white)}.capitalize{text-transform:capitalize}.uppercase{text-transform:uppercase}.italic{font-style:italic}.underline{text-decoration-line:underline}.antialiased{-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale}.shadow-\[0_0_40px_rgba\(60\,144\,255\,0\.3\)\]{--tw-shadow:0 0 40px var(--tw-shadow-color,#3c90ff4d);box-shadow:var(--tw-inset-shadow), var(--tw-inset-ring-shadow), var(--tw-ring-offset-shadow), var(--tw-ring-shadow), var(--tw-shadow)}.backdrop-blur-sm{--tw-backdrop-blur:blur(var(--blur-sm));-webkit-backdrop-filter:var(--tw-backdrop-blur,) var(--tw-backdrop-brightness,) var(--tw-backdrop-contrast,) var(--tw-backdrop-grayscale,) var(--tw-backdrop-hue-rotate,) var(--tw-backdrop-invert,) var(--tw-backdrop-opacity,) var(--tw-backdrop-saturate,) var(--tw-backdrop-sepia,);backdrop-filter:var(--tw-backdrop-blur,) var(--tw-backdrop-brightness,) var(--tw-backdrop-contrast,) var(--tw-backdrop-grayscale,) var(--tw-backdrop-hue-rotate,) var(--tw-backdrop-invert,) var(--tw-backdrop-opacity,) var(--tw-backdrop-saturate,) var(--tw-backdrop-sepia,)}.transition{transition-property:color,background-color,border-color,outline-color,text-decoration-color,fill,stroke,--tw-gradient-from,--tw-gradient-via,--tw-gradient-to,opacity,box-shadow,transform,translate,scale,rotate,filter,-webkit-backdrop-filter,backdrop-filter,display,content-visibility,overlay,pointer-events;transition-timing-function:var(--tw-ease,var(--default-transition-timing-function));transition-duration:var(--tw-duration,var(--default-transition-duration))}.transition-all{transition-property:all;transition-timing-function:var(--tw-ease,var(--default-transition-timing-function));transition-duration:var(--tw-duration,var(--default-transition-duration))}.transition-colors{transition-property:color,background-color,border-color,outline-color,text-decoration-color,fill,stroke,--tw-gradient-from,--tw-gradient-via,--tw-gradient-to;transition-timing-function:var(--tw-ease,var(--default-transition-timing-function));transition-duration:var(--tw-duration,var(--default-transition-duration))}.transition-transform{transition-property:transform,translate,scale,rotate;transition-timing-function:var(--tw-ease,var(--default-transition-timing-function));transition-duration:var(--tw-duration,var(--default-transition-duration))}.duration-300{--tw-duration:.3s;transition-duration:.3s}.placeholder\:text-\[var\(--color-text-secondary\)\]\/50::placeholder{color:#b2bbc580}@supports (color:color-mix(in lab, red, red)){.placeholder\:text-\[var\(--color-text-secondary\)\]\/50::placeholder{color:color-mix(in oklab, var(--color-text-secondary) 50%, transparent)}}.last\:mb-0:last-child{margin-bottom:calc(var(--spacing) * 0)}@media (hover:hover){.hover\:border-\[var\(--color-blue\)\]\/30:hover{border-color:#3c90ff4d}@supports (color:color-mix(in lab, red, red)){.hover\:border-\[var\(--color-blue\)\]\/30:hover{border-color:color-mix(in oklab, var(--color-blue) 30%, transparent)}}.hover\:bg-\[var\(--color-blue\)\]\/90:hover{background-color:#3c90ffe6}@supports (color:color-mix(in lab, red, red)){.hover\:bg-\[var\(--color-blue\)\]\/90:hover{background-color:color-mix(in oklab, var(--color-blue) 90%, transparent)}}.hover\:bg-\[var\(--color-surface\)\]:hover{background-color:var(--color-surface)}.hover\:bg-\[var\(--color-surface-high\)\]:hover{background-color:var(--color-surface-high)}.hover\:text-\[var\(--color-blue\)\]:hover{color:var(--color-blue)}.hover\:text-\[var\(--color-text\)\]:hover{color:var(--color-text)}.hover\:text-\[var\(--color-text-secondary\)\]:hover{color:var(--color-text-secondary)}.hover\:underline:hover{text-decoration-line:underline}}.focus\:border-\[var\(--color-blue\)\]\/50:focus{border-color:#3c90ff80}@supports (color:color-mix(in lab, red, red)){.focus\:border-\[var\(--color-blue\)\]\/50:focus{border-color:color-mix(in oklab, var(--color-blue) 50%, transparent)}}.focus\:outline-none:focus{--tw-outline-style:none;outline-style:none}.disabled\:cursor-not-allowed:disabled{cursor:not-allowed}.disabled\:opacity-30:disabled{opacity:.3}.disabled\:opacity-50:disabled{opacity:.5}@media (width>=40rem){.sm\:inline{display:inline}}}@media (prefers-color-scheme:light){:root{--color-bg:#fff;--color-surface:#f1f3f4;--color-surface-high:#e8eaed;--color-text:#1f1f1f;--color-text-secondary:#5f6368;--color-outline:#dadce01f;--color-blue:#1a73e8;--color-green:#0d904f;--color-red:#d93025}}.dark{--color-bg:#121317;--color-surface:#212226;--color-surface-high:#2f3034;--color-text:#f8f9fc;--color-text-secondary:#b2bbc5;--color-outline:#e6eaf01f;--color-blue:#3c90ff;--color-green:#0ebc5f;--color-red:#ff4c45}.light{--color-bg:#fff;--color-surface:#f1f3f4;--color-surface-high:#e8eaed;--color-text:#1f1f1f;--color-text-secondary:#5f6368;--color-outline:#dadce01f;--color-blue:#1a73e8;--color-green:#0d904f;--color-red:#d93025}@property --tw-rotate-x{syntax:"*";inherits:false}@property --tw-rotate-y{syntax:"*";inherits:false}@property --tw-rotate-z{syntax:"*";inherits:false}@property --tw-skew-x{syntax:"*";inherits:false}@property --tw-skew-y{syntax:"*";inherits:false}@property --tw-space-y-reverse{syntax:"*";inherits:false;initial-value:0}@property --tw-border-style{syntax:"*";inherits:false;initial-value:solid}@property --tw-gradient-position{syntax:"*";inherits:false}@property --tw-gradient-from{syntax:"<color>";inherits:false;initial-value:#0000}@property --tw-gradient-via{syntax:"<color>";inherits:false;initial-value:#0000}@property --tw-gradient-to{syntax:"<color>";inherits:false;initial-value:#0000}@property --tw-gradient-stops{syntax:"*";inherits:false}@property --tw-gradient-via-stops{syntax:"*";inherits:false}@property --tw-gradient-from-position{syntax:"<length-percentage>";inherits:false;initial-value:0%}@property --tw-gradient-via-position{syntax:"<length-percentage>";inherits:false;initial-value:50%}@property --tw-gradient-to-position{syntax:"<length-percentage>";inherits:false;initial-value:100%}@property --tw-leading{syntax:"*";inherits:false}@property --tw-font-weight{syntax:"*";inherits:false}@property --tw-tracking{syntax:"*";inherits:false}@property --tw-shadow{syntax:"*";inherits:false;initial-value:0 0 #0000}@property --tw-shadow-color{syntax:"*";inherits:false}@property --tw-shadow-alpha{syntax:"<percentage>";inherits:false;initial-value:100%}@property --tw-inset-shadow{syntax:"*";inherits:false;initial-value:0 0 #0000}@property --tw-inset-shadow-color{syntax:"*";inherits:false}@property --tw-inset-shadow-alpha{syntax:"<percentage>";inherits:false;initial-value:100%}@property --tw-ring-color{syntax:"*";inherits:false}@property --tw-ring-shadow{syntax:"*";inherits:false;initial-value:0 0 #0000}@property --tw-inset-ring-color{syntax:"*";inherits:false}@property --tw-inset-ring-shadow{syntax:"*";inherits:false;initial-value:0 0 #0000}@property --tw-ring-inset{syntax:"*";inherits:false}@property --tw-ring-offset-width{syntax:"<length>";inherits:false;initial-value:0}@property --tw-ring-offset-color{syntax:"*";inherits:false;initial-value:#fff}@property --tw-ring-offset-shadow{syntax:"*";inherits:false;initial-value:0 0 #0000}@property --tw-backdrop-blur{syntax:"*";inherits:false}@property --tw-backdrop-brightness{syntax:"*";inherits:false}@property --tw-backdrop-contrast{syntax:"*";inherits:false}@property --tw-backdrop-grayscale{syntax:"*";inherits:false}@property --tw-backdrop-hue-rotate{syntax:"*";inherits:false}@property --tw-backdrop-invert{syntax:"*";inherits:false}@property --tw-backdrop-opacity{syntax:"*";inherits:false}@property --tw-backdrop-saturate{syntax:"*";inherits:false}@property --tw-backdrop-sepia{syntax:"*";inherits:false}@property --tw-duration{syntax:"*";inherits:false}@keyframes pulse{50%{opacity:.5}}

demos/gemma4.scenes.json

@@ -15,7 +15,7 @@
   },
   {
     "scene": "loading",
-    "text": "The model loads into your browser. After the first download, it's cached locally.",
+    "text": "",
     "speed": 1.0,
     "playbackSpeed": 25,
     "overlay": {

index.html

@@ -10,8 +10,8 @@
       href="https://fonts.googleapis.com/css2?family=Google+Sans:wght@400;500;700&display=swap"
       rel="stylesheet"
     />
-    <script type="module" crossorigin src="/assets/index-hkCqLHt-.js"></script>
-    <link rel="stylesheet" crossorigin href="/assets/index-CX8KIudq.css">
+    <script type="module" crossorigin src="/assets/index-CUcq9h-P.js"></script>
+    <link rel="stylesheet" crossorigin href="/assets/index-N-_-qSR5.css">
   </head>
   <body class="bg-[var(--color-bg)] text-[var(--color-text)] min-h-screen antialiased">
     <div id="root"></div>

src/App.jsx

@@ -4,7 +4,6 @@ import InputBar from "./components/InputBar.jsx";
 import MessageList from "./components/MessageList.jsx";
 import LoadingBar from "./components/LoadingBar.jsx";
 import OrbitalHero from "./components/OrbitalHero.jsx";
-import { extractFrames } from "./lib/extractFrames.js";
 
 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.";
 
@@ -15,7 +14,7 @@ const EXAMPLE_VIDEO_URL = "http://images-assets.nasa.gov/video/One_Small_Step_Co
 const STARTER_PROMPTS = [
   { label: "Describe this patch", text: "What do you see in this image? Describe it in detail.", icon: "📷", 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: "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: "💡" },
 ];
 
@@ -45,6 +44,7 @@ export default function App() {
   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);
@@ -81,25 +81,14 @@ export default function App() {
   }, [status]);
 
   const handleSubmit = useCallback(async ({ imageUrl, audioUrl, videoUrl, text }) => {
-    // Extract a representative frame from video if provided
-    let videoFrameUrl = null;
-    if (videoUrl) {
-      try {
-        const frames = await extractFrames(videoUrl);
-        videoFrameUrl = frames[0] ?? null;
-      } catch (err) {
-        console.error("Frame extraction failed:", err);
-      }
-    }
-
-    const effectiveImageUrl = imageUrl || videoFrameUrl;
-
     const userContent = [];
-    if (effectiveImageUrl) userContent.push({ type: "image" });
+    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: effectiveImageUrl, audioUrl, videoUrl };
+    const userMsg = { role: "user", content: userContent, imageUrl, audioUrl, videoUrl };
     const newMessages = [...messages, userMsg];
     setMessages(newMessages);
 
@@ -111,19 +100,23 @@ export default function App() {
     setStreamingText("");
     setIsStreaming(true);
     setTokPerSec(null);
+    setProcessingStep(videoUrl ? "extracting frames" : audioUrl ? "decoding audio" : "generating");
     genStartRef.current = performance.now();
 
     generate({
       messages: apiMessages,
-      imageUrl: effectiveImageUrl,
+      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 }]);
@@ -255,7 +248,7 @@ export default function App() {
                 </div>
               </div>
             ) : (
-              <MessageList messages={messages} streamingText={streamingText} isStreaming={isStreaming} />
+              <MessageList messages={messages} streamingText={streamingText} isStreaming={isStreaming} processingStep={processingStep} />
             )}
             <div ref={messagesEndRef} />
           </div>
@@ -265,6 +258,7 @@ export default function App() {
           <div className="text-center py-2 text-[10px] text-[var(--color-text-secondary)]/40">
             {isCached && <span>Cached · </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 — a tradeoff between memory and processing speed</span>
           </div>
         </>
       )}

src/components/MessageList.jsx

@@ -56,12 +56,23 @@ function AssistantContent({ text }) {
   );
 }
 
-export default function MessageList({ messages, streamingText, isStreaming }) {
+export default function MessageList({ messages, streamingText, isStreaming, processingStep }) {
   return (
     <div className="px-4 py-4 space-y-6">
       {messages.map((msg, i) => (
         <Message key={i} msg={msg} />
       ))}
+      {isStreaming && processingStep && !streamingText && (
+        <div className="flex gap-3">
+          <div className="w-7 h-7 rounded-lg bg-gradient-to-br from-[#3186FF] to-[#4FA0FF] flex items-center justify-center text-white text-xs font-bold shrink-0">
+            G
+          </div>
+          <div className="flex items-center gap-2 text-sm text-[var(--color-text-secondary)] pt-1">
+            <span className="inline-block w-1.5 h-1.5 rounded-full bg-[var(--color-blue)] animate-pulse" />
+            <span className="capitalize">{processingStep}...</span>
+          </div>
+        </div>
+      )}
       {isStreaming && streamingText && (
         <div className="flex gap-3">
           <div className="w-7 h-7 rounded-lg bg-gradient-to-br from-[#3186FF] to-[#4FA0FF] flex items-center justify-center text-white text-xs font-bold shrink-0">

src/hooks/useModel.js

@@ -1,7 +1,7 @@
 // web/src/hooks/useModel.js
 
 import { useState, useEffect, useRef, useCallback } from "react";
-import { read_audio } from "@huggingface/transformers";
+import { read_audio, load_video } from "@huggingface/transformers";
 
 export function useModel() {
   const [status, setStatus] = useState("idle"); // idle | webgpu-available | webgpu-unavailable | loading | ready | generating | error
@@ -55,7 +55,7 @@ export function useModel() {
     workerRef.current?.postMessage({ type: "load" });
   }, []);
 
-  const generate = useCallback(async ({ messages, imageUrl, audioUrl, enableThinking, onUpdate, onComplete }) => {
+  const generate = useCallback(async ({ messages, imageUrl, videoUrl, audioUrl, enableThinking, onUpdate, onComplete }) => {
     callbacksRef.current = { onUpdate, onComplete };
 
     let audioData = null;
@@ -67,14 +67,35 @@ export function useModel() {
       }
     }
 
+    // Extract video frames on main thread (load_video needs DOM)
+    let videoData = null;
+    const transferables = audioData ? [audioData.buffer] : [];
+    if (videoUrl) {
+      try {
+        const video = await load_video(videoUrl, { num_frames: 4 });
+        videoData = {
+          duration: video.duration,
+          frames: video.frames.map((f) => {
+            // Transfer raw pixel data as ArrayBuffer
+            const buf = f.image.data.buffer.slice(0);
+            transferables.push(buf);
+            return { data: buf, width: f.image.width, height: f.image.height, channels: f.image.channels, timestamp: f.timestamp };
+          }),
+        };
+      } catch (err) {
+        console.error("Video frame extraction failed:", err);
+      }
+    }
+
     const msg = {
       type: "generate",
       messages,
       imageUrl: imageUrl || null,
+      videoData,
       audioData,
       enableThinking: enableThinking || false,
     };
-    workerRef.current?.postMessage(msg, audioData ? [audioData.buffer] : []);
+    workerRef.current?.postMessage(msg, transferables);
   }, []);
 
   const interrupt = useCallback(() => {

src/lib/extractFrames.js

@@ -1,46 +0,0 @@
-/**
- * Extract a representative frame from a video URL using canvas.
- * Returns an array with a single blob URL (JPEG image) from the midpoint.
- * Multi-frame not yet supported in WebGPU ONNX runtime.
- */
-export async function extractFrames(videoUrl, { maxFrames = 1 } = {}) {
-  return new Promise((resolve, reject) => {
-    const video = document.createElement("video");
-    video.crossOrigin = "anonymous";
-    video.muted = true;
-    video.preload = "auto";
-
-    video.onloadedmetadata = async () => {
-      const duration = Math.min(video.duration, 60);
-      const frameCount = Math.min(Math.floor(duration), maxFrames);
-      const interval = duration / frameCount;
-
-      const canvas = document.createElement("canvas");
-      canvas.width = Math.min(video.videoWidth, 512);
-      canvas.height = Math.round(canvas.width * (video.videoHeight / video.videoWidth));
-      const ctx = canvas.getContext("2d");
-
-      const frames = [];
-
-      for (let i = 0; i < frameCount; i++) {
-        const time = i * interval;
-        await seekTo(video, time);
-        ctx.drawImage(video, 0, 0, canvas.width, canvas.height);
-        const blob = await new Promise((r) => canvas.toBlob(r, "image/jpeg", 0.8));
-        frames.push(URL.createObjectURL(blob));
-      }
-
-      resolve(frames);
-    };
-
-    video.onerror = () => reject(new Error("Failed to load video"));
-    video.src = videoUrl;
-  });
-}
-
-function seekTo(video, time) {
-  return new Promise((resolve) => {
-    video.currentTime = time;
-    video.onseeked = () => resolve();
-  });
-}

src/worker.js

@@ -6,6 +6,7 @@ import {
   TextStreamer,
   InterruptableStoppingCriteria,
   load_image,
+  RawImage,
 } from "@huggingface/transformers";
 
 const MODEL_ID = "onnx-community/gemma-4-E2B-it-ONNX";
@@ -59,7 +60,7 @@ async function loadModel() {
   }
 }
 
-async function generate({ messages, imageUrl, audioData, enableThinking }) {
+async function generate({ messages, imageUrl, videoData, audioData, enableThinking }) {
   if (!model || !processor) {
     self.postMessage({ type: "error", message: "Model not loaded" });
     return;
@@ -74,7 +75,15 @@ async function generate({ messages, imageUrl, audioData, enableThinking }) {
       add_generation_prompt: true,
     });
 
-    const image = imageUrl ? await load_image(imageUrl) : null;
+    // Gemma4ImageProcessor expects RawImage | RawImage[], not RawVideo
+    let image = null;
+    if (videoData) {
+      image = videoData.frames.map((f) =>
+        new RawImage(new Uint8ClampedArray(f.data), f.width, f.height, f.channels)
+      );
+    } else if (imageUrl) {
+      image = await load_image(imageUrl);
+    }
     const audio = audioData ?? null;
 
     const inputs = await processor(prompt, image, audio, {