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useOCR.ts
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70 lines (64 loc) · 1.75 KB
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import { useEffect, useMemo, useState } from 'react';
import { ResourceSource } from '../../types/common';
import { OCRDetection, OCRLanguage } from '../../types/ocr';
import { OCRController } from '../../controllers/OCRController';
interface OCRModule {
error: string | null;
isReady: boolean;
isGenerating: boolean;
forward: (input: string) => Promise<OCRDetection[]>;
downloadProgress: number;
}
export const useOCR = ({
detectorSource,
recognizerSources,
language = 'en',
preventLoad = false,
}: {
detectorSource: ResourceSource;
recognizerSources: {
recognizerLarge: ResourceSource;
recognizerMedium: ResourceSource;
recognizerSmall: ResourceSource;
};
language?: OCRLanguage;
preventLoad?: boolean;
}): OCRModule => {
const [error, setError] = useState<string | null>(null);
const [isReady, setIsReady] = useState(false);
const [isGenerating, setIsGenerating] = useState(false);
const [downloadProgress, setDownloadProgress] = useState(0);
const model = useMemo(
() =>
new OCRController({
modelDownloadProgressCallback: setDownloadProgress,
isReadyCallback: setIsReady,
isGeneratingCallback: setIsGenerating,
errorCallback: setError,
}),
[]
);
useEffect(() => {
const loadModel = async () => {
await model.loadModel(detectorSource, recognizerSources, language);
};
if (!preventLoad) {
loadModel();
}
// eslint-disable-next-line react-hooks/exhaustive-deps
}, [
model,
detectorSource,
language,
// eslint-disable-next-line react-hooks/exhaustive-deps
JSON.stringify(recognizerSources),
preventLoad,
]);
return {
error,
isReady,
isGenerating,
forward: model.forward,
downloadProgress,
};
};