Spaces:
Running
Running
File size: 17,448 Bytes
d6ad5d9 1a9c884 5bcc8b4 1a9c884 5bcc8b4 1a9c884 5bcc8b4 5a03d8c 1a9c884 5bcc8b4 1a9c884 5bcc8b4 1a9c884 bf84bd5 1a9c884 bf84bd5 1a9c884 5bcc8b4 1a9c884 bf84bd5 1a9c884 bf84bd5 1a9c884 bf84bd5 1a9c884 5bcc8b4 1a9c884 bf84bd5 1a9c884 bf84bd5 1a9c884 bf84bd5 1a9c884 5a03d8c 5bcc8b4 5a03d8c 5bcc8b4 5a03d8c 5bcc8b4 5a03d8c 5bcc8b4 5a03d8c 5bcc8b4 5a03d8c 5bcc8b4 5a03d8c 5bcc8b4 5a03d8c 5bcc8b4 1a9c884 5bcc8b4 5a03d8c 5bcc8b4 5a03d8c 5bcc8b4 1a9c884 |
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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 |
import { useState, useRef, useEffect } from "react";
import { useVLMContext } from "../context/useVLMContext";
import { extractJsonFromMarkdown, drawBoundingBoxesOnCanvas } from "./BoxAnnotator";
const MODES = ["Webcam", "URL", "File"] as const;
type Mode = typeof MODES[number];
const EXAMPLE_VIDEO_URL =
"https://dm0qx8t0i9gc9.cloudfront.net/watermarks/video/47Fj2US_gijjhliil/large-group-of-people-walking-at-city_rpem-bqvu__f51e7e41cf28b832502c9709c8eb2fd8__P360.mp4";
const EXAMPLE_PROMPT = "Find as many objects in the video and box them.";
function isImageFile(file: File) {
return file.type.startsWith("image/");
}
function isVideoFile(file: File) {
return file.type.startsWith("video/");
}
export default function MultiSourceCaptioningView() {
const [mode, setMode] = useState<Mode>("File");
const [videoUrl, setVideoUrl] = useState<string>(EXAMPLE_VIDEO_URL);
const [inputUrl, setInputUrl] = useState<string>(EXAMPLE_VIDEO_URL);
const [prompt, setPrompt] = useState<string>(EXAMPLE_PROMPT);
const [processing, setProcessing] = useState(false);
const [error, setError] = useState<string | null>(null);
const [webcamActive, setWebcamActive] = useState(false);
const [uploadedFile, setUploadedFile] = useState<File | null>(null);
const [uploadedUrl, setUploadedUrl] = useState<string>("");
const [videoProcessing, setVideoProcessing] = useState(false);
const [imageProcessed, setImageProcessed] = useState(false);
const videoRef = useRef<HTMLVideoElement | null>(null);
const canvasRef = useRef<HTMLCanvasElement | null>(null);
const imageRef = useRef<HTMLImageElement | null>(null);
const webcamStreamRef = useRef<MediaStream | null>(null);
const { isLoaded, runInference } = useVLMContext();
// Webcam setup and teardown (unchanged)
useEffect(() => {
if (mode !== "Webcam") {
if (webcamStreamRef.current) {
webcamStreamRef.current.getTracks().forEach((track: MediaStreamTrack) => track.stop());
webcamStreamRef.current = null;
}
setWebcamActive(false);
return;
}
const setupWebcam = async () => {
try {
setError(null);
const stream = await navigator.mediaDevices.getUserMedia({ video: true });
webcamStreamRef.current = stream;
if (videoRef.current) {
videoRef.current.srcObject = stream;
setWebcamActive(true);
}
} catch (e) {
setError("Could not access webcam: " + (e instanceof Error ? e.message : String(e)));
setWebcamActive(false);
}
};
setupWebcam();
return () => {
if (webcamStreamRef.current) {
webcamStreamRef.current.getTracks().forEach((track: MediaStreamTrack) => track.stop());
webcamStreamRef.current = null;
}
setWebcamActive(false);
};
}, [mode]);
// Process webcam frames (unchanged)
useEffect(() => {
if (mode !== "Webcam" || !isLoaded || !webcamActive) return;
let interval: ReturnType<typeof setInterval> | null = null;
const processFrame = async () => {
if (!videoRef.current || !canvasRef.current) return;
const video = videoRef.current;
const canvas = canvasRef.current;
if (video.videoWidth === 0) return;
canvas.width = video.videoWidth;
canvas.height = video.videoHeight;
const ctx = canvas.getContext("2d");
if (!ctx) return;
ctx.drawImage(video, 0, 0, canvas.width, canvas.height);
try {
setProcessing(true);
setError(null);
const fakeVideo = {
videoWidth: canvas.width,
videoHeight: canvas.height,
getContext: () => ctx,
} as unknown as HTMLVideoElement;
const result = await runInference(fakeVideo, prompt);
ctx.drawImage(video, 0, 0, canvas.width, canvas.height);
const boxes = extractJsonFromMarkdown(result) || [];
drawBoundingBoxesOnCanvas(ctx, boxes);
} catch (e) {
setError(e instanceof Error ? e.message : String(e));
} finally {
setProcessing(false);
}
};
interval = setInterval(() => {
processFrame();
}, 1000);
return () => {
if (interval) clearInterval(interval);
};
}, [mode, isLoaded, prompt, runInference, webcamActive]);
// Process video frames for URL mode (unchanged)
useEffect(() => {
if (mode !== "URL" || !isLoaded) return;
let interval: ReturnType<typeof setInterval> | null = null;
const processFrame = async () => {
if (!videoRef.current || !canvasRef.current) return;
const video = videoRef.current;
const canvas = canvasRef.current;
if (video.paused || video.ended || video.videoWidth === 0) return;
canvas.width = video.videoWidth;
canvas.height = video.videoHeight;
const ctx = canvas.getContext("2d");
if (!ctx) return;
ctx.drawImage(video, 0, 0, canvas.width, canvas.height);
try {
setProcessing(true);
setError(null);
const fakeVideo = {
videoWidth: canvas.width,
videoHeight: canvas.height,
getContext: () => ctx,
} as unknown as HTMLVideoElement;
const result = await runInference(fakeVideo, prompt);
ctx.drawImage(video, 0, 0, canvas.width, canvas.height);
const boxes = extractJsonFromMarkdown(result) || [];
drawBoundingBoxesOnCanvas(ctx, boxes);
} catch (e) {
setError(e instanceof Error ? e.message : String(e));
} finally {
setProcessing(false);
}
};
interval = setInterval(() => {
processFrame();
}, 1000);
return () => {
if (interval) clearInterval(interval);
};
}, [mode, isLoaded, prompt, runInference]);
// File mode: process uploaded image (only on button click)
const handleProcessImage = async () => {
if (!isLoaded || !uploadedFile || !isImageFile(uploadedFile) || !imageRef.current || !canvasRef.current) return;
const img = imageRef.current;
const canvas = canvasRef.current;
canvas.width = img.naturalWidth;
canvas.height = img.naturalHeight;
const ctx = canvas.getContext("2d");
if (!ctx) return;
ctx.drawImage(img, 0, 0, canvas.width, canvas.height);
try {
setProcessing(true);
setError(null);
const fakeVideo = {
videoWidth: canvas.width,
videoHeight: canvas.height,
getContext: () => ctx,
} as unknown as HTMLVideoElement;
const result = await runInference(fakeVideo, prompt);
ctx.drawImage(img, 0, 0, canvas.width, canvas.height);
const boxes = extractJsonFromMarkdown(result) || [];
drawBoundingBoxesOnCanvas(ctx, boxes);
setImageProcessed(true);
} catch (e) {
setError(e instanceof Error ? e.message : String(e));
} finally {
setProcessing(false);
}
};
// File mode: process uploaded video frames (start/stop)
useEffect(() => {
if (mode !== "File" || !isLoaded || !uploadedFile || !isVideoFile(uploadedFile) || !videoProcessing) return;
let interval: ReturnType<typeof setInterval> | null = null;
const processFrame = async () => {
if (!videoRef.current || !canvasRef.current) return;
const video = videoRef.current;
const canvas = canvasRef.current;
if (video.paused || video.ended || video.videoWidth === 0) return;
canvas.width = video.videoWidth;
canvas.height = video.videoHeight;
const ctx = canvas.getContext("2d");
if (!ctx) return;
ctx.drawImage(video, 0, 0, canvas.width, canvas.height);
try {
setProcessing(true);
setError(null);
const fakeVideo = {
videoWidth: canvas.width,
videoHeight: canvas.height,
getContext: () => ctx,
} as unknown as HTMLVideoElement;
const result = await runInference(fakeVideo, prompt);
ctx.drawImage(video, 0, 0, canvas.width, canvas.height);
const boxes = extractJsonFromMarkdown(result) || [];
drawBoundingBoxesOnCanvas(ctx, boxes);
} catch (e) {
setError(e instanceof Error ? e.message : String(e));
} finally {
setProcessing(false);
}
};
interval = setInterval(() => {
processFrame();
}, 1000);
return () => {
if (interval) clearInterval(interval);
};
}, [mode, isLoaded, prompt, runInference, uploadedFile, videoProcessing]);
// Handle file upload
const handleFileChange = (e: any) => {
const file = e.target.files?.[0] || null;
setUploadedFile(file);
setUploadedUrl(file ? URL.createObjectURL(file) : "");
setError(null);
setImageProcessed(false);
setVideoProcessing(false);
};
// Handle start/stop for video processing
const handleToggleVideoProcessing = () => {
setVideoProcessing((prev) => !prev);
};
return (
<div className="absolute inset-0 text-white">
<div className="flex flex-col items-center justify-center h-full w-full">
{/* Mode Selector */}
<div className="mb-6">
<div className="flex space-x-4">
{MODES.map((m) => (
<button
key={m}
className={`px-6 py-2 rounded-lg font-semibold transition-all duration-200 ${
mode === m ? "bg-blue-600 text-white" : "bg-gray-700 text-gray-300 hover:bg-blue-500"
}`}
onClick={() => setMode(m)}
>
{m}
</button>
))}
</div>
</div>
{/* Mode Content */}
<div className="w-full max-w-2xl flex-1 flex flex-col items-center justify-center">
{mode === "Webcam" && (
<div className="w-full text-center flex flex-col items-center">
<div className="mb-4 w-full max-w-xl">
<label className="block text-left mb-2 font-medium">Detection Prompt:</label>
<textarea
className="w-full p-2 rounded-lg text-black"
rows={3}
value={prompt}
onChange={(e) => setPrompt(e.target.value)}
/>
</div>
<div className="relative w-full max-w-xl">
<video
ref={videoRef}
autoPlay
muted
playsInline
className="w-full rounded-lg shadow-lg mb-2"
style={{ background: "#222" }}
/>
<canvas
ref={canvasRef}
className="absolute top-0 left-0 w-full h-full pointer-events-none"
style={{ zIndex: 10, pointerEvents: "none" }}
/>
</div>
{processing && <div className="text-blue-400 mt-2">Processing frame...</div>}
{error && <div className="text-red-400 mt-2">Error: {error}</div>}
</div>
)}
{mode === "URL" && (
<div className="w-full text-center flex flex-col items-center">
<p className="mb-4">Enter a video stream URL (e.g., HTTP MP4, MJPEG, HLS, etc.):</p>
<div className="flex w-full max-w-xl mb-4">
<input
type="text"
className="flex-1 px-4 py-2 rounded-l-lg text-black"
value={inputUrl}
onChange={(e) => setInputUrl(e.target.value)}
placeholder="Paste video URL here"
/>
<button
className="px-4 py-2 rounded-r-lg bg-blue-600 text-white font-semibold"
onClick={() => setVideoUrl(inputUrl)}
>
Load
</button>
</div>
<div className="mb-4 w-full max-w-xl">
<label className="block text-left mb-2 font-medium">Detection Prompt:</label>
<textarea
className="w-full p-2 rounded-lg text-black"
rows={3}
value={prompt}
onChange={(e) => setPrompt(e.target.value)}
/>
</div>
<div className="relative w-full max-w-xl">
<video
ref={videoRef}
src={videoUrl}
controls
autoPlay
loop
className="w-full rounded-lg shadow-lg mb-2"
style={{ background: "#222" }}
/>
<canvas
ref={canvasRef}
className="absolute top-0 left-0 w-full h-full pointer-events-none"
style={{ zIndex: 10, pointerEvents: "none" }}
/>
</div>
{processing && <div className="text-blue-400 mt-2">Processing frame...</div>}
{error && <div className="text-red-400 mt-2">Error: {error}</div>}
</div>
)}
{mode === "File" && (
<div className="w-full text-center flex flex-col items-center">
<div className="mb-4 w-full max-w-xl">
<label className="block text-left mb-2 font-medium">Detection Prompt:</label>
<textarea
className="w-full p-2 rounded-lg text-black"
rows={3}
value={prompt}
onChange={(e) => setPrompt(e.target.value)}
/>
</div>
<div className="mb-4 w-full max-w-xl">
<input
type="file"
accept="image/*,video/*"
onChange={handleFileChange}
className="block w-full text-sm text-gray-300 file:mr-4 file:py-2 file:px-4 file:rounded-lg file:border-0 file:text-sm file:font-semibold file:bg-blue-600 file:text-white hover:file:bg-blue-700"
/>
</div>
{/* Show uploaded image */}
{uploadedFile && isImageFile(uploadedFile) && (
<div className="relative w-full max-w-xl">
<img
ref={imageRef}
src={uploadedUrl}
alt="Uploaded"
className="w-full rounded-lg shadow-lg mb-2"
style={{ background: "#222" }}
/>
<canvas
ref={canvasRef}
className="absolute top-0 left-0 w-full h-full pointer-events-none"
style={{ zIndex: 10, pointerEvents: "none" }}
/>
<button
className="mt-4 px-6 py-2 rounded-lg bg-blue-600 text-white font-semibold"
onClick={handleProcessImage}
disabled={processing}
>
{processing ? "Processing..." : imageProcessed ? "Reprocess Image" : "Process Image"}
</button>
</div>
)}
{/* Show uploaded video */}
{uploadedFile && isVideoFile(uploadedFile) && (
<div className="relative w-full max-w-xl">
<video
ref={videoRef}
src={uploadedUrl}
controls
autoPlay
loop
className="w-full rounded-lg shadow-lg mb-2"
style={{ background: "#222" }}
/>
<canvas
ref={canvasRef}
className="absolute top-0 left-0 w-full h-full pointer-events-none"
style={{ zIndex: 10, pointerEvents: "none" }}
/>
<button
className="mt-4 px-6 py-2 rounded-lg bg-blue-600 text-white font-semibold"
onClick={handleToggleVideoProcessing}
>
{videoProcessing ? "Stop Processing" : "Start Processing"}
</button>
</div>
)}
{/* Show example video if no file uploaded */}
{!uploadedFile && (
<div className="relative w-full max-w-xl">
<video
ref={videoRef}
src={EXAMPLE_VIDEO_URL}
controls
autoPlay
loop
className="w-full rounded-lg shadow-lg mb-2"
style={{ background: "#222" }}
/>
<canvas
ref={canvasRef}
className="absolute top-0 left-0 w-full h-full pointer-events-none"
style={{ zIndex: 10, pointerEvents: "none" }}
/>
</div>
)}
{processing && <div className="text-blue-400 mt-2">Processing frame...</div>}
{error && <div className="text-red-400 mt-2">Error: {error}</div>}
</div>
)}
</div>
</div>
</div>
);
} |