import os import sys import json import argparse import traceback os.environ['DJANGO_SETTINGS_MODULE'] = 'cvat.settings.production' import django django.setup() import numpy as np import cv2 from cvat.apps.auto_annotation.model_manager import run_inference_engine_annotation def _get_kwargs(): parser = argparse.ArgumentParser() parser.add_argument('--py', required=True, help='Path to the python interpt file') parser.add_argument('--xml', required=True, help='Path to the xml file') parser.add_argument('--bin', required=True, help='Path to the bin file') parser.add_argument('--json', required=True, help='Path to the JSON mapping file') parser.add_argument('--restricted', dest='restricted', action='store_true') parser.add_argument('--unrestricted', dest='restricted', action='store_false') parser.add_argument('--image-files', nargs='*', help='Paths to image files you want to test') return vars(parser.parse_args()) class InterpreterError(Exception): pass def main(): kwargs = _get_kwargs() py_file = kwargs['py'] bin_file = kwargs['bin'] mapping_file = kwargs['json'] xml_file = kwargs['xml'] if not os.path.isfile(py_file): print('Py file not found! Check the path') return if not os.path.isfile(bin_file): print('Bin file is not found! Check path!') return if not os.path.isfile(xml_file): print('XML File not found! Check path!') return if not os.path.isfile(mapping_file): print('JSON file is not found! Check path!') return with open(mapping_file) as json_file: mapping = json.load(json_file) restricted = kwargs['restricted'] image_files = kwargs.get('image_files') print(image_files, kwargs.keys()) if image_files: image_data = [cv2.imread(f) for f in image_files] else: test_image = np.ones((1024, 1980, 3), np.uint8) * 255 image_data = [test_image,] attribute_spec = {} results = run_inference_engine_annotation(image_data, xml_file, bin_file,mapping, attribute_spec, py_file, restricted=restricted) print('Program Worked!') if __name__ == '__main__': main()