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77 lines
2.2 KiB
Python

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()