# encoding=utf-8 import time import cv2 import requests import numpy as np from towhee._types import Image from towhee.operator import PyOperator, SharedType from towhee.utils.log import engine_log class Timer: """ Timer """ def __init__(self, text: str = 'Elapsed time: {:0.4f} seconds'): self._text = text self._start_time = None def start(self): if self._start_time is not None: raise RuntimeError('Timer is running. Use .stop() to stop it') self._start_time = time.perf_counter() def stop(self): if self._start_time is None: raise RuntimeError('Timer is not running. Use .start() to start it') elapsed_time = time.perf_counter() - self._start_time self._start_time = None engine_log.error(self._text.format(elapsed_time)) return elapsed_time def __enter__(self): self.start() return self def __exit__(self, *exc_info): self.stop() class ImageDecoder(PyOperator): def __init__(self): super().__init__() def _load_from_remote(image_url: str) -> np.ndarray: try: with Timer("Image download time: {:0.4f} seconds"): r = requests.get(image_url, timeout=(20, 20)) if r.status_code // 100 != 2: engine_log.error('Download image from %s failed, error msg: %s, request code: %s ' % (image_url, r.text, r.status_code)) return None with Timer("Image decode time: {:0.4f} seconds"): arr = np.asarray(bytearray(r.content), dtype=np.uint8) return cv2.imdecode(arr, -1) except Exception as e: engine_log.error('Download image from %s failed, error msg: %s' % (image_url, str(e))) return False def _load_from_local(image_path: str) -> np.ndarray: return cv2.imread(image_path) def __call__(self, image_path: str): if image_path.startswith('http'): bgr_cv_image = ImageDecoder._load_from_remote(image_path) else: bgr_cv_image = ImageDecoder._load_from_local(image_path) if bgr_cv_image is None: err = 'Read image %s failed' % image_path engine_log.error(err) raise RuntimeError(err) rgb_cv_image = cv2.cvtColor(bgr_cv_image, cv2.COLOR_BGR2RGB) return Image(rgb_cv_image, 'RGB') def input_schema(self): return [(str, (1,))] def output_schema(self): return [(Image, (-1, -1, 3))] @property def shared_type(self): return SharedType.Shareable