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191 lines
5.5 KiB
TypeScript
191 lines
5.5 KiB
TypeScript
import { RecognizeResult, RecognizeResultBoundingBox, RecognizeResultLine, RecognizeResultWord } from '../utils/types';
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import { Worker, WorkerOptions, createWorker, RecognizeResult as TesseractRecognizeResult, OEM } from 'tesseract.js';
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import OcrDriverBase from '../OcrDriverBase';
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import { Minute } from '@joplin/utils/time';
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import shim from '../../../shim';
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import Logger from '@joplin/utils/Logger';
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import Setting from '../../../models/Setting';
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const logger = Logger.create('OcrDriverTesseract');
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interface Tesseract {
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createWorker: typeof createWorker;
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}
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interface WorkerWrapper {
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id: number;
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busy: boolean;
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instance: Worker;
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}
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let workerId_ = 1;
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const formatTesseractBoundingBox = (boundingBox: Tesseract.Bbox): RecognizeResultBoundingBox => {
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return [boundingBox.x0, boundingBox.x1, boundingBox.y0, boundingBox.y1];
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};
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// Empirically, it seems anything below 70 is not usable. Between 70 and 75 it's
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// hit and miss, but often it's good enough that we should keep the result.
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// Above this is usually reliable.
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const minConfidence = 70;
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export default class OcrDriverTesseract extends OcrDriverBase {
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private tesseract_: Tesseract = null;
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private workerPath_: string|null = null;
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private corePath_: string|null = null;
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private workers_: Record<string, WorkerWrapper[]> = {};
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public constructor(tesseract: Tesseract, workerPath: string|null = null, corePath: string|null = null) {
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super();
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this.tesseract_ = tesseract;
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this.workerPath_ = workerPath;
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this.corePath_ = corePath;
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}
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private async acquireWorker(language: string) {
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if (!this.workers_[language]) this.workers_[language] = [];
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const existingWorker = this.workers_[language].find(w => !w.busy);
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if (existingWorker) {
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existingWorker.busy = true;
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return existingWorker;
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}
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const createWorkerOptions: Partial<WorkerOptions> = {
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workerBlobURL: false,
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};
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if (this.workerPath_) createWorkerOptions.workerPath = this.workerPath_;
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if (this.corePath_) createWorkerOptions.corePath = this.corePath_;
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// Getting the language files seems to be broken but maybe only on dev, and this is fixed by
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// disabling the cache: https://github.com/naptha/tesseract.js/issues/901
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if (Setting.value('env') === 'dev') createWorkerOptions.cacheMethod = 'none';
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const worker = await this.tesseract_.createWorker(language, OEM.LSTM_ONLY, createWorkerOptions);
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const output: WorkerWrapper = {
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id: workerId_++,
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instance: worker,
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busy: true,
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};
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logger.info(`Created worker: ${output.id}`);
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this.workers_[language].push(output);
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return output;
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}
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public async dispose() {
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for (const [language, workers] of Object.entries(this.workers_)) {
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for (const w of workers) {
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await w.instance.terminate();
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}
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this.workers_[language] = [];
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}
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}
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private async terminateWorker(id: number) {
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for (const [, workers] of Object.entries(this.workers_)) {
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const idx = workers.findIndex(w => w.id === id);
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if (idx < 0) continue;
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await workers[idx].instance.terminate();
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workers.splice(idx, 1);
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break;
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}
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}
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private async releaseWorker(worker: WorkerWrapper) {
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worker.busy = false;
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}
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public async recognize(language: string, filePath: string): Promise<RecognizeResult> {
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// eslint-disable-next-line no-async-promise-executor -- can't think of any way to handle the timeout without using `new Promise`
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return new Promise(async (resolve, reject) => {
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const worker = await this.acquireWorker(language);
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let hasTimedOut = false;
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const terminateTimeout_ = shim.setTimeout(async () => {
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await this.terminateWorker(worker.id);
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hasTimedOut = true;
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reject(new Error(`Recognize operation timed out on: ${filePath}`));
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}, 10 * Minute);
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let result: TesseractRecognizeResult = null;
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try {
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result = await worker.instance.recognize(filePath, {}, {
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text: false,
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blocks: true,
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hocr: false,
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tsv: false,
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});
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} catch (e) {
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const error: Error = typeof e === 'string' ? new Error(e) : e;
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error.message = `Recognition failed on: ${filePath}: ${error.message}`;
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if (!hasTimedOut) reject(error);
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return;
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}
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if (hasTimedOut) return;
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shim.clearTimeout(terminateTimeout_);
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await this.releaseWorker(worker);
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interface GoodParagraph {
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text: string;
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}
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const goodParagraphs: GoodParagraph[] = [];
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let goodLines: RecognizeResultLine[] = [];
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for (const paragraph of result.data.paragraphs) {
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const lines: RecognizeResultLine[] = [];
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for (const line of paragraph.lines) {
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// If the line confidence is above the threshold we keep the
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// whole text. The confidence of individual words will vary and
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// may be below the treshold, but there's a chance they will
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// still be correct if the line as a whole is well recognised.
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if (line.confidence < minConfidence) continue;
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const goodWords: RecognizeResultWord[] = line.words.map(w => {
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const output: RecognizeResultWord = {
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t: w.text,
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bb: formatTesseractBoundingBox(w.bbox),
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};
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if (w.baseline && w.baseline.has_baseline) output.bl = formatTesseractBoundingBox(w.baseline);
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return output;
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});
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lines.push({
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words: goodWords,
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});
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}
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goodParagraphs.push({
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text: lines.map(l => l.words.map(w => w.t).join(' ')).join('\n'),
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});
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goodLines = goodLines.concat(lines);
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}
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resolve({
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// Note that Tesseract provides a `.text` property too, but it's the
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// concatenation of all lines, even those with a low confidence
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// score, so we recreate it here based on the good lines.
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text: goodParagraphs.map(p => p.text).join('\n'),
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lines: goodLines,
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});
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});
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}
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}
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