diff --git a/tests/compare_results.py b/tests/compare_results.py new file mode 100644 index 00000000..1c3fe4ea --- /dev/null +++ b/tests/compare_results.py @@ -0,0 +1,133 @@ +import numpy as np +import os +import subprocess +import json +import argparse +import glob + + +def init_args(): + parser = argparse.ArgumentParser() + # params for testing assert allclose + parser.add_argument("--atol", type=float, default=1e-3) + parser.add_argument("--rtol", type=float, default=1e-3) + parser.add_argument("--gt_file", type=str, default="") + parser.add_argument("--log_file", type=str, default="") + parser.add_argument("--precision", type=str, default="fp32") + return parser + + +def parse_args(): + parser = init_args() + return parser.parse_args() + + +def run_shell_command(cmd): + p = subprocess.Popen( + cmd, stdout=subprocess.PIPE, stderr=subprocess.PIPE, shell=True) + out, err = p.communicate() + + if p.returncode == 0: + return out.decode('utf-8') + else: + return None + + +def parser_results_from_log_by_name(log_path, names_list): + if not os.path.exists(log_path): + raise ValueError("The log file {} does not exists!".format(log_path)) + + if names_list is None or len(names_list) < 1: + return [] + + parser_results = {} + for name in names_list: + cmd = "grep {} {}".format(name, log_path) + outs = run_shell_command(cmd) + outs = outs.split("\n")[0] + result = outs.split("{}".format(name))[-1] + result = json.loads(result) + parser_results[name] = result + return parser_results + + +def load_gt_from_file(gt_file): + if not os.path.exists(gt_file): + raise ValueError("The log file {} does not exists!".format(gt_file)) + with open(gt_file, 'r') as f: + data = f.readlines() + f.close() + parser_gt = {} + for line in data: + image_name, result = line.strip("\n").split("\t") + result = json.loads(result) + parser_gt[image_name] = result + return parser_gt + + +def load_gt_from_txts(gt_file): + gt_list = glob.glob(gt_file) + gt_collection = {} + for gt_f in gt_list: + gt_dict = load_gt_from_file(gt_f) + basename = os.path.basename(gt_f) + if "fp32" in basename: + gt_collection["fp32"] = [gt_dict, gt_f] + elif "fp16" in basename: + gt_collection["fp16"] = [gt_dict, gt_f] + elif "int8" in basename: + gt_collection["int8"] = [gt_dict, gt_f] + else: + continue + return gt_collection + + +def collect_predict_from_logs(log_path, key_list): + log_list = glob.glob(log_path) + pred_collection = {} + for log_f in log_list: + pred_dict = parser_results_from_log_by_name(log_f, key_list) + key = os.path.basename(log_f) + pred_collection[key] = pred_dict + + return pred_collection + + +def testing_assert_allclose(dict_x, dict_y, atol=1e-7, rtol=1e-7): + for k in dict_x: + np.testing.assert_allclose( + np.array(dict_x[k]), np.array(dict_y[k]), atol=atol, rtol=rtol) + + +if __name__ == "__main__": + # Usage: + # python3.7 tests/compare_results.py --gt_file=./tests/results/*.txt --log_file=./tests/output/infer_*.log + + args = parse_args() + + gt_collection = load_gt_from_txts(args.gt_file) + key_list = gt_collection["fp32"][0].keys() + + pred_collection = collect_predict_from_logs(args.log_file, key_list) + for filename in pred_collection.keys(): + if "fp32" in filename: + gt_dict, gt_filename = gt_collection["fp32"] + elif "fp16" in filename: + gt_dict, gt_filename = gt_collection["fp16"] + elif "int8" in filename: + gt_dict, gt_filename = gt_collection["int8"] + else: + continue + pred_dict = pred_collection[filename] + + try: + testing_assert_allclose( + gt_dict, pred_dict, atol=args.atol, rtol=args.rtol) + print( + "Assert allclose passed! The results of {} and {} are consistent!". + format(filename, gt_filename)) + except Exception as E: + print(E) + raise ValueError( + "The results of {} and the results of {} are inconsistent!". + format(filename, gt_filename)) diff --git a/tests/results/det_results_gpu_fp32.txt b/tests/results/det_results_gpu_fp32.txt new file mode 100644 index 00000000..28af26d0 --- /dev/null +++ b/tests/results/det_results_gpu_fp32.txt @@ -0,0 +1,49 @@ +00008790.jpg [[[209, 406], [280, 406], [280, 419], [209, 419]], [[60, 398], [105, 398], [105, 411], [60, 411]], [[198, 389], [291, 389], [291, 402], [198, 402]], [[162, 391], [173, 391], [173, 401], [162, 401]], [[35, 380], [133, 380], [133, 393], [35, 393]], [[199, 371], [292, 371], [292, 384], [199, 384]], [[218, 310], [272, 310], [272, 324], [218, 324]], [[162, 305], [172, 305], [172, 314], [162, 314]], [[371, 302], [436, 302], [436, 316], [371, 316]], [[31, 302], [134, 301], [134, 315], [31, 316]], [[223, 292], [269, 292], [269, 306], [223, 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543], [665, 543], [665, 553], [85, 553]], [[96, 522], [653, 522], [653, 535], [96, 535]], [[362, 449], [389, 449], [389, 460], [362, 460]], [[238, 376], [513, 376], [513, 389], [238, 389]], [[177, 356], [574, 356], [574, 368], [177, 368]], [[344, 281], [408, 283], [407, 297], [343, 294]], [[257, 205], [493, 205], [493, 219], [257, 219]]] diff --git a/tools/infer/predict_det.py b/tools/infer/predict_det.py index 5c75e0c4..6347ca6d 100755 --- a/tools/infer/predict_det.py +++ b/tools/infer/predict_det.py @@ -30,7 +30,7 @@ from ppocr.utils.logging import get_logger from ppocr.utils.utility import get_image_file_list, check_and_read_gif from ppocr.data import create_operators, transform from ppocr.postprocess import build_post_process - +import json logger = get_logger() @@ -243,6 +243,7 @@ if __name__ == "__main__": if not os.path.exists(draw_img_save): os.makedirs(draw_img_save) + save_results = [] for image_file in image_file_list: img, flag = check_and_read_gif(image_file) if not flag: @@ -256,8 +257,11 @@ if __name__ == "__main__": if count > 0: total_time += elapse count += 1 - - logger.info("Predict time of {}: {}".format(image_file, elapse)) + save_pred = os.path.basename(image_file) + "\t" + str( + json.dumps(np.array(dt_boxes).astype(np.int32).tolist())) + "\n" + save_results.append(save_pred) + logger.info(save_pred) + logger.info("The predict time of {}: {}".format(image_file, elapse)) src_im = utility.draw_text_det_res(dt_boxes, image_file) img_name_pure = os.path.split(image_file)[-1] img_path = os.path.join(draw_img_save, @@ -265,5 +269,8 @@ if __name__ == "__main__": cv2.imwrite(img_path, src_im) logger.info("The visualized image saved in {}".format(img_path)) + with open(os.path.join(draw_img_save, "det_results.txt"), 'w') as f: + f.writelines(save_results) + f.close() if args.benchmark: text_detector.autolog.report() diff --git a/tools/infer/utility.py b/tools/infer/utility.py index 707328f2..7f60773c 100755 --- a/tools/infer/utility.py +++ b/tools/infer/utility.py @@ -35,7 +35,7 @@ def init_args(): parser.add_argument("--use_gpu", type=str2bool, default=True) parser.add_argument("--ir_optim", type=str2bool, default=True) parser.add_argument("--use_tensorrt", type=str2bool, default=False) - parser.add_argument("--min_subgraph_size", type=int, default=10) + parser.add_argument("--min_subgraph_size", type=int, default=15) parser.add_argument("--precision", type=str, default="fp32") parser.add_argument("--gpu_mem", type=int, default=500)