import platform if platform.system() == 'Darwin' and platform.mac_ver()[0] >= '10.15': from typing import Tuple, List import numpy as np from PIL import Image from io import BytesIO import Vision import objc from .base import register_OCR, OCRBase, TextBlock, LOGGER def get_revision_level(): with objc.autorelease_pool(): ver = platform.mac_ver()[0] if ver >= '13': revision = Vision.VNRecognizeTextRequestRevision3 # python might return 10.16 instead of 11.0 for Big Sur and above elif ver >= '10.16': # ver[0] >= '11' revision = Vision.VNRecognizeTextRequestRevision2 elif ver >= '10.15': revision = Vision.VNRecognizeTextRequestRevision1 return revision def get_supported_languages(recognition_level='accurate', revision=get_revision_level()) -> Tuple[Tuple[str], Tuple[str]]: """Get supported languages for text detection from Vision framework. Returns: Tuple of ((language code), (error)) """ if recognition_level == 'fast': recognition_level = 1 else: recognition_level = 0 return Vision.VNRecognizeTextRequest.supportedRecognitionLanguagesForTextRecognitionLevel_revision_error_( recognition_level, revision, None ) def text_from_image(image: np.ndarray, language_preference=None, recognition_level='accurate'): recognition_level = recognition_level.lower() if language_preference == 'Auto': language_preference = None img_buf = BytesIO() Image.fromarray(image).save(img_buf, format='PNG') with objc.autorelease_pool(): req = Vision.VNRecognizeTextRequest.alloc().init() if recognition_level == 'fast': req.setRecognitionLevel_(1) else: req.setRecognitionLevel_(0) if language_preference is not None: req.setRecognitionLanguages_(language_preference) handler = Vision.VNImageRequestHandler.alloc().initWithData_options_( img_buf.getvalue(), None ) success = handler.performRequests_error_([req], None) res = [] if success: for result in req.results(): # bbox = result.boundingBox() # w, h = bbox.size.width, bbox.size.height # x, y = bbox.origin.x, bbox.origin.y res.append((result.text(), result.confidence())) #, [x, y, w, h])) req.dealloc() handler.dealloc() return res class AppleOCR: def __init__(self, lang=[], recog_level='accurate', min_confidence='0.1'): self.lang = lang self.recog_level = recog_level self.min_confidence = min_confidence def __call__(self, img: np.ndarray) -> str: result = [] results = text_from_image(img, self.lang, self.recog_level) for res in results: if res[1] >= float(self.min_confidence): result.append(res[0]) return '\n'.join(result) macos_ocr_supported_languages = get_supported_languages() if len(macos_ocr_supported_languages) > 0: @register_OCR('macos_ocr') class OCRApple(OCRBase): params = { 'language': { 'type':'selector', 'options': list(get_supported_languages()[0]), 'value': 'en-US', }, # While this does appear # it doesn't update the languages available # different recog level, different available langs # 'recognition_level': { # 'type': 'selector', # 'options': [ # 'accurate', # 'fast', # ], # 'value': 'accurate', # }, 'confidence_level': '0.1', } language = 'en-US' recognition = 'accurate' confidence = '0.1' def __init__(self, **params) -> None: super().__init__(**params) self.model = AppleOCR(lang=[self.language]) def ocr_img(self, img: np.ndarray) -> str: return self.model(img) def _ocr_blk_list(self, img: np.ndarray, blk_list: List[TextBlock], *args, **kwargs): im_h, im_w = img.shape[:2] for blk in blk_list: x1, y1, x2, y2 = blk.xyxy if y2 < im_h and x2 < im_w and \ x1 > 0 and y1 > 0 and x1 < x2 and y1 < y2: blk.text = self.model(img[y1:y2, x1:x2]) else: self.logger.warning('invalid textbbox to target img') blk.text = [''] def updateParam(self, param_key: str, param_content): super().updateParam(param_key, param_content) self.language = self.params['language']['value'] self.model.lang = [self.language] # self.recognition = self.params['recognition_level']['value'] # self.model.recog_level = self.recognition # self.params['language']['options'] = list(get_supported_languages(self.recognition)[0]) self.confidence = self.params['confidence_level'] self.model.min_confidence = self.confidence else: LOGGER.warning(f'No supported language packs found for MacOS, MacOS OCR will be unavailable.')