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react-native-executorch

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An easy way to run AI models in React Native with ExecuTorch

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import { symbols } from '../constants/ocr/symbols'; import { ETError, getError } from '../Error'; import { VerticalOCRNativeModule } from '../native/RnExecutorchModules'; import { ResourceFetcher } from '../utils/ResourceFetcher'; export class VerticalOCRController { ocrNativeModule; isReady = false; isGenerating = false; error = null; modelDownloadProgressCallback; isReadyCallback; isGeneratingCallback; errorCallback; constructor({ modelDownloadProgressCallback = (_downloadProgress) => { }, isReadyCallback = (_isReady) => { }, isGeneratingCallback = (_isGenerating) => { }, errorCallback = (_error) => { }, }) { this.ocrNativeModule = VerticalOCRNativeModule; this.modelDownloadProgressCallback = modelDownloadProgressCallback; this.isReadyCallback = isReadyCallback; this.isGeneratingCallback = isGeneratingCallback; this.errorCallback = errorCallback; } loadModel = async (detectorSources, recognizerSources, language, independentCharacters) => { try { if (Object.keys(detectorSources).length !== 2 || Object.keys(recognizerSources).length !== 2) return; if (!symbols[language]) { throw new Error(getError(ETError.LanguageNotSupported)); } this.isReady = false; this.isReadyCallback(this.isReady); const paths = await ResourceFetcher.fetch(this.modelDownloadProgressCallback, detectorSources.detectorLarge, detectorSources.detectorNarrow, independentCharacters ? recognizerSources.recognizerSmall : recognizerSources.recognizerLarge); if (paths === null || paths.length < 3) { throw new Error('Download interrupted'); } await this.ocrNativeModule.loadModule(paths[0], paths[1], paths[2], symbols[language], independentCharacters); this.isReady = true; this.isReadyCallback(this.isReady); } catch (e) { if (this.errorCallback) { this.errorCallback(getError(e)); } else { throw new Error(getError(e)); } } }; forward = async (input) => { if (!this.isReady) { throw new Error(getError(ETError.ModuleNotLoaded)); } if (this.isGenerating) { throw new Error(getError(ETError.ModelGenerating)); } try { this.isGenerating = true; this.isGeneratingCallback(this.isGenerating); return await this.ocrNativeModule.forward(input); } catch (e) { throw new Error(getError(e)); } finally { this.isGenerating = false; this.isGeneratingCallback(this.isGenerating); } }; }