react-native-executorch
Version:
An easy way to run AI models in React Native with ExecuTorch
77 lines (72 loc) • 3.38 kB
JavaScript
;
import { Logger } from '../../common/Logger';
import { VerticalOCRController } from '../../controllers/VerticalOCRController';
import { parseUnknownError } from '../../errors/errorUtils';
/**
* Module for Vertical Optical Character Recognition (Vertical OCR) tasks.
* @category Typescript API
*/
export class VerticalOCRModule {
constructor(controller) {
this.controller = controller;
}
/**
* Creates a Vertical OCR instance for a built-in model.
* @param namedSources - An object specifying the model name, detector source, recognizer source, language, and optional independent characters flag.
* @param onDownloadProgress - Optional callback to monitor download progress, receiving a value between 0 and 1.
* @returns A Promise resolving to a `VerticalOCRModule` instance.
* @example
* ```ts
* import { VerticalOCRModule, OCR_JAPANESE } from 'react-native-executorch';
* const ocr = await VerticalOCRModule.fromModelName({ ...OCR_JAPANESE, independentCharacters: true });
* ```
*/
static async fromModelName(namedSources, onDownloadProgress = () => {}) {
try {
const controller = new VerticalOCRController();
await controller.load(namedSources.detectorSource, namedSources.recognizerSource, namedSources.language, namedSources.independentCharacters ?? false, onDownloadProgress);
return new VerticalOCRModule(controller);
} catch (error) {
Logger.error('Load failed:', error);
throw parseUnknownError(error);
}
}
/**
* Creates a Vertical OCR instance with a user-provided model binary.
* Use this when working with a custom-exported Vertical OCR model.
* Internally uses `'custom'` as the model name for telemetry.
* @remarks The native model contract for this method is not formally defined and may change
* between releases. Refer to the native source code for the current expected tensor interface.
* @param detectorSource - A fetchable resource pointing to the text detector model binary.
* @param recognizerSource - A fetchable resource pointing to the text recognizer model binary.
* @param language - The language for the OCR model.
* @param independentCharacters - Whether to treat characters independently during recognition.
* @param onDownloadProgress - Optional callback to monitor download progress, receiving a value between 0 and 1.
* @returns A Promise resolving to a `VerticalOCRModule` instance.
*/
static fromCustomModel(detectorSource, recognizerSource, language, independentCharacters = false, onDownloadProgress = () => {}) {
return VerticalOCRModule.fromModelName({
modelName: `ocr-${language}`,
detectorSource,
recognizerSource,
language,
independentCharacters
}, onDownloadProgress);
}
/**
* Executes the model's forward pass, where `imageSource` can be a fetchable resource or a Base64-encoded string.
* @param imageSource - The image source to be processed.
* @returns The OCR result as a `OCRDetection[]`.
*/
async forward(imageSource) {
return await this.controller.forward(imageSource);
}
/**
* Release the memory held by the module. Calling `forward` afterwards is invalid.
* Note that you cannot delete model while it's generating.
*/
delete() {
this.controller.delete();
}
}
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