forked from sagnik/Project_Velocity
Co-authored-by: Sagnik <sagnik7896@gmail.com> Reviewed-on: sagnik/Project_Velocity#23
101 lines
2.7 KiB
TypeScript
101 lines
2.7 KiB
TypeScript
import { useState, useEffect, useRef, useCallback } from 'react';
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import {
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FaceLandmarker,
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FilesetResolver,
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} from '@mediapipe/tasks-vision';
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export interface BlendShapeCategory {
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categoryName: string;
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score: number;
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displayName: string;
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index: number;
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}
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export interface FaceLandmarkerResult {
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faceBlendshapes: Array<{ categories: BlendShapeCategory[] }>;
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faceLandmarks: Array<Array<{ x: number; y: number; z: number }>>;
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}
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const MODEL_URL =
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import.meta.env.VITE_MEDIAPIPE_MODEL_URL ??
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'/mediapipe/assets/face_landmarker.task';
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const WASM_ROOT =
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import.meta.env.VITE_MEDIAPIPE_WASM_ROOT ??
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'/mediapipe/wasm';
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interface UseFaceLandmarkerReturn {
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isLoading: boolean;
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isReady: boolean;
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error: string | null;
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detectFrame: (
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videoElement: HTMLVideoElement,
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timestampMs: number,
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) => FaceLandmarkerResult | null;
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}
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export function useMediapipeFaceLandmarker(): UseFaceLandmarkerReturn {
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const landmarkerRef = useRef<FaceLandmarker | null>(null);
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const [isLoading, setIsLoading] = useState(true);
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const [isReady, setIsReady] = useState(false);
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const [error, setError] = useState<string | null>(null);
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useEffect(() => {
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let cancelled = false;
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async function init() {
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try {
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const filesetResolver = await FilesetResolver.forVisionTasks(WASM_ROOT);
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const landmarker = await FaceLandmarker.createFromOptions(filesetResolver, {
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baseOptions: {
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modelAssetPath: MODEL_URL,
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delegate: 'GPU',
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},
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outputFaceBlendshapes: true,
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runningMode: 'VIDEO',
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numFaces: 3,
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minFaceDetectionConfidence: 0.65,
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minFacePresenceConfidence: 0.6,
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minTrackingConfidence: 0.6,
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});
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if (cancelled) {
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landmarker.close();
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return;
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}
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landmarkerRef.current = landmarker;
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setIsLoading(false);
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setIsReady(true);
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} catch (err) {
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if (cancelled) return;
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console.error('[MediaPipe] Initialization failed:', err);
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setError(err instanceof Error ? err.message : 'MediaPipe failed to initialize.');
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setIsLoading(false);
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}
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}
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void init();
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return () => {
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cancelled = true;
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landmarkerRef.current?.close();
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landmarkerRef.current = null;
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};
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}, []);
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const detectFrame = useCallback(
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(videoElement: HTMLVideoElement, timestampMs: number): FaceLandmarkerResult | null => {
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if (!landmarkerRef.current || !isReady) return null;
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try {
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return landmarkerRef.current.detectForVideo(videoElement, timestampMs) as FaceLandmarkerResult;
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} catch {
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return null;
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}
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},
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[isReady],
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);
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return { isLoading, isReady, error, detectFrame };
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}
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