Built the Sentinel Tab
This commit is contained in:
133
app/src/hooks/useMediapipeFaceLandmarker.ts
Normal file
133
app/src/hooks/useMediapipeFaceLandmarker.ts
Normal file
@@ -0,0 +1,133 @@
|
||||
/**
|
||||
* useMediapipeFaceLandmarker — Custom hook that initialises the MediaPipe
|
||||
* FaceLandmarker WASM task and exposes a frame-processing callback.
|
||||
*
|
||||
* The model file must be hosted at VITE_MEDIAPIPE_MODEL_URL (or the default
|
||||
* CDN path). Initialization is async; `isReady` is false until complete.
|
||||
*
|
||||
* Usage:
|
||||
* const { isReady, isLoading, detectFrame, error } = useMediapipeFaceLandmarker();
|
||||
* // In rAF loop:
|
||||
* const result = detectFrame(videoElement, performance.now());
|
||||
*/
|
||||
|
||||
import { useState, useEffect, useRef, useCallback } from 'react';
|
||||
|
||||
// MediaPipe tasks-vision is loaded dynamically to avoid SSR issues.
|
||||
// Types are inlined below so we don't need @types/mediapipe
|
||||
type FaceLandmarker = {
|
||||
detectForVideo: (
|
||||
videoElement: HTMLVideoElement,
|
||||
timestamp: number,
|
||||
) => FaceLandmarkerResult;
|
||||
close: () => void;
|
||||
};
|
||||
|
||||
export interface BlendShapeCategory {
|
||||
categoryName: string;
|
||||
score: number;
|
||||
displayName: string;
|
||||
index: number;
|
||||
}
|
||||
|
||||
export interface FaceLandmarkerResult {
|
||||
faceBlendshapes: Array<{ categories: BlendShapeCategory[] }>;
|
||||
faceLandmarks: Array<Array<{ x: number; y: number; z: number }>>;
|
||||
}
|
||||
|
||||
const MODEL_URL =
|
||||
import.meta.env.VITE_MEDIAPIPE_MODEL_URL ??
|
||||
'https://storage.googleapis.com/mediapipe-models/face_landmarker/face_landmarker/float16/1/face_landmarker.task';
|
||||
|
||||
interface UseFaceLandmarkerReturn {
|
||||
isLoading: boolean;
|
||||
isReady: boolean;
|
||||
error: string | null;
|
||||
detectFrame: (
|
||||
videoElement: HTMLVideoElement,
|
||||
timestampMs: number,
|
||||
) => FaceLandmarkerResult | null;
|
||||
}
|
||||
|
||||
export function useMediapipeFaceLandmarker(): UseFaceLandmarkerReturn {
|
||||
const landmarkerRef = useRef<FaceLandmarker | null>(null);
|
||||
const [isLoading, setIsLoading] = useState(true);
|
||||
const [isReady, setIsReady] = useState(false);
|
||||
const [error, setError] = useState<string | null>(null);
|
||||
|
||||
useEffect(() => {
|
||||
let cancelled = false;
|
||||
|
||||
async function init() {
|
||||
try {
|
||||
// Dynamic import — avoids pulling the WASM runtime into the main bundle
|
||||
const vision = await import(
|
||||
/* @vite-ignore */
|
||||
'https://cdn.jsdelivr.net/npm/@mediapipe/tasks-vision@0.10.22/vision_bundle.mjs'
|
||||
);
|
||||
|
||||
const { FaceLandmarker, FilesetResolver } = vision as {
|
||||
FaceLandmarker: {
|
||||
createFromOptions: (
|
||||
resolver: unknown,
|
||||
options: unknown,
|
||||
) => Promise<FaceLandmarker>;
|
||||
};
|
||||
FilesetResolver: { forVisionTasks: (path: string) => Promise<unknown> };
|
||||
};
|
||||
|
||||
const filesetResolver = await FilesetResolver.forVisionTasks(
|
||||
'https://cdn.jsdelivr.net/npm/@mediapipe/tasks-vision@0.10.22/wasm',
|
||||
);
|
||||
|
||||
const landmarker = await FaceLandmarker.createFromOptions(filesetResolver, {
|
||||
baseOptions: {
|
||||
modelAssetPath: MODEL_URL,
|
||||
delegate: 'GPU',
|
||||
},
|
||||
outputFaceBlendshapes: true,
|
||||
runningMode: 'VIDEO',
|
||||
numFaces: 1,
|
||||
});
|
||||
|
||||
if (!cancelled) {
|
||||
landmarkerRef.current = landmarker;
|
||||
setIsLoading(false);
|
||||
setIsReady(true);
|
||||
} else {
|
||||
landmarker.close();
|
||||
}
|
||||
} catch (err) {
|
||||
if (!cancelled) {
|
||||
console.error('[MediaPipe] Initialization failed:', err);
|
||||
setError(
|
||||
err instanceof Error ? err.message : 'MediaPipe failed to initialize.',
|
||||
);
|
||||
setIsLoading(false);
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
void init();
|
||||
|
||||
return () => {
|
||||
cancelled = true;
|
||||
landmarkerRef.current?.close();
|
||||
landmarkerRef.current = null;
|
||||
};
|
||||
}, []);
|
||||
|
||||
const detectFrame = useCallback(
|
||||
(videoElement: HTMLVideoElement, timestampMs: number): FaceLandmarkerResult | null => {
|
||||
if (!landmarkerRef.current || !isReady) return null;
|
||||
try {
|
||||
return landmarkerRef.current.detectForVideo(videoElement, timestampMs);
|
||||
} catch {
|
||||
return null;
|
||||
}
|
||||
},
|
||||
[isReady],
|
||||
);
|
||||
|
||||
return { isLoading, isReady, error, detectFrame };
|
||||
}
|
||||
Reference in New Issue
Block a user