File size: 106,131 Bytes
c6b353a |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771 772 773 774 775 776 777 778 779 780 781 782 783 784 785 786 787 788 789 790 791 792 793 794 795 796 797 798 799 800 801 802 803 804 805 806 807 808 809 810 811 812 813 814 815 816 817 818 819 820 821 822 823 824 825 826 827 828 829 830 831 832 833 834 835 836 837 838 839 840 841 842 843 844 845 846 847 848 849 850 851 852 853 854 855 856 857 858 859 860 861 862 863 864 865 866 867 868 869 870 871 872 873 874 875 876 877 878 879 880 881 882 883 884 885 886 887 888 889 890 891 892 893 894 895 896 897 898 899 900 901 902 903 904 905 906 907 908 909 910 911 912 913 914 915 916 917 918 919 920 921 922 923 924 925 926 927 928 929 930 931 932 933 934 935 936 937 938 939 940 941 942 943 944 945 946 947 948 949 950 951 952 953 954 955 956 957 958 959 960 961 962 963 964 965 966 967 968 969 970 971 972 973 974 975 976 977 978 979 980 981 982 983 984 985 986 987 988 989 990 991 992 993 994 995 996 997 998 999 1000 1001 1002 1003 1004 1005 1006 1007 1008 1009 1010 1011 1012 1013 1014 1015 1016 1017 1018 1019 1020 1021 1022 1023 1024 1025 1026 1027 1028 1029 1030 1031 1032 1033 1034 1035 1036 1037 1038 1039 1040 1041 1042 1043 1044 1045 1046 1047 1048 1049 1050 1051 1052 1053 1054 1055 1056 1057 1058 1059 1060 1061 1062 1063 1064 1065 1066 1067 1068 1069 1070 1071 1072 1073 1074 1075 1076 1077 1078 1079 1080 1081 1082 1083 1084 1085 1086 1087 1088 1089 1090 1091 1092 1093 1094 1095 1096 1097 1098 1099 1100 1101 1102 1103 1104 1105 1106 1107 1108 1109 1110 1111 1112 1113 1114 1115 1116 1117 1118 1119 1120 1121 1122 1123 1124 1125 1126 1127 1128 1129 1130 1131 1132 1133 1134 1135 1136 1137 1138 1139 1140 1141 1142 1143 1144 1145 1146 1147 1148 1149 1150 1151 1152 1153 1154 1155 1156 1157 1158 1159 1160 1161 1162 1163 1164 1165 1166 1167 1168 1169 1170 1171 1172 1173 1174 1175 1176 1177 1178 1179 1180 1181 1182 1183 1184 1185 1186 1187 1188 1189 1190 1191 1192 1193 1194 1195 1196 1197 1198 1199 1200 1201 1202 1203 1204 1205 1206 1207 1208 1209 1210 1211 1212 1213 1214 1215 1216 1217 1218 1219 1220 1221 1222 1223 1224 1225 1226 1227 1228 1229 1230 1231 1232 1233 1234 1235 1236 1237 1238 1239 1240 1241 1242 1243 1244 1245 1246 1247 1248 1249 1250 1251 1252 1253 1254 1255 1256 1257 1258 1259 1260 1261 1262 1263 1264 1265 1266 1267 1268 1269 1270 1271 1272 1273 1274 1275 1276 1277 1278 1279 1280 1281 1282 1283 1284 1285 1286 1287 1288 1289 1290 1291 1292 1293 1294 1295 1296 1297 1298 1299 1300 1301 1302 1303 1304 1305 1306 1307 1308 1309 1310 1311 1312 1313 1314 1315 1316 1317 1318 1319 1320 1321 1322 1323 1324 1325 1326 1327 1328 1329 1330 1331 1332 1333 1334 1335 1336 1337 1338 1339 1340 1341 1342 1343 1344 1345 1346 1347 1348 1349 1350 1351 1352 1353 1354 1355 1356 1357 1358 1359 1360 1361 1362 1363 1364 1365 1366 1367 1368 1369 1370 1371 1372 1373 1374 1375 1376 1377 1378 1379 1380 1381 1382 1383 1384 1385 1386 1387 1388 1389 1390 1391 1392 1393 1394 1395 1396 1397 1398 1399 1400 1401 1402 1403 1404 1405 |
--------- config parameters ----------
{
"checkpoint_params": {
"load_checkpoint": null,
"schema": null
},
"training_hyperparams": {
"lr_warmup_epochs": 3,
"lr_warmup_steps": 1000,
"lr_cooldown_epochs": 0,
"warmup_initial_lr": 1e-06,
"cosine_final_lr_ratio": 0.1,
"optimizer": "AdamW",
"optimizer_params": {
"weight_decay": 0.0001
},
"criterion_params": {
"use_static_assigner": false,
"num_classes": 7,
"reg_max": 16
},
"ema": true,
"batch_accumulate": 1,
"ema_params": {
"decay": 0.9,
"decay_type": "threshold",
"beta": 15
},
"zero_weight_decay_on_bias_and_bn": true,
"load_opt_params": true,
"run_validation_freq": 1,
"run_test_freq": 1,
"save_model": true,
"metric_to_watch": "[email protected]",
"launch_tensorboard": false,
"tb_files_user_prompt": false,
"silent_mode": false,
"mixed_precision": true,
"tensorboard_port": null,
"save_ckpt_epoch_list": [
100,
200,
250
],
"average_best_models": true,
"dataset_statistics": false,
"save_tensorboard_to_s3": false,
"lr_schedule_function": null,
"train_metrics_list": [],
"valid_metrics_list": [
{
"DetectionMetrics_050": {
"score_thres": 0.1,
"top_k_predictions": 300,
"num_cls": 7,
"normalize_targets": true,
"post_prediction_callback": "PPYoloEPostPredictionCallback()"
}
}
],
"greater_metric_to_watch_is_better": true,
"precise_bn": false,
"precise_bn_batch_size": null,
"seed": 42,
"lr_mode": "CosineLRScheduler",
"phase_callbacks": [],
"log_installed_packages": true,
"sg_logger": "base_sg_logger",
"sg_logger_params": {
"tb_files_user_prompt": false,
"project_name": "",
"launch_tensorboard": false,
"tensorboard_port": null,
"save_checkpoints_remote": false,
"save_tensorboard_remote": false,
"save_logs_remote": false,
"monitor_system": true
},
"warmup_mode": "LinearEpochLRWarmup",
"step_lr_update_freq": null,
"lr_updates": [],
"initial_lr": 0.0004,
"clip_grad_norm": null,
"pre_prediction_callback": null,
"ckpt_best_name": "ckpt_best.pth",
"enable_qat": false,
"resume": null,
"resume_path": null,
"ckpt_name": "ckpt_latest.pth",
"resume_strict_load": false,
"sync_bn": true,
"kill_ddp_pgroup_on_end": true,
"max_train_batches": null,
"max_valid_batches": null,
"resume_from_remote_sg_logger": false,
"torch_compile": false,
"torch_compile_loss": false,
"torch_compile_options": {
"mode": "reduce-overhead",
"fullgraph": false,
"dynamic": false,
"backend": "inductor",
"options": null,
"disable": false
},
"finetune": false,
"schema": {
"type": "object",
"properties": {
"max_epochs": {
"type": "number",
"minimum": 1
},
"lr_decay_factor": {
"type": "number",
"minimum": 0,
"maximum": 1
},
"lr_warmup_epochs": {
"type": "number",
"minimum": 0,
"maximum": 10
},
"initial_lr": {
"anyOf": [
{
"type": [
"number",
"string",
"boolean",
"null"
]
},
{
"type": "object",
"patternProperties": {
"^[a-zA-Z0-9_.]+$": {
"type": "number"
}
},
"additionalProperties": false
}
]
}
},
"if": {
"properties": {
"lr_mode": {
"const": "StepLRScheduler"
}
}
},
"then": {
"required": [
"lr_updates",
"lr_decay_factor"
]
},
"required": [
"max_epochs",
"lr_mode",
"initial_lr",
"loss"
]
},
"run_id": null,
"loss": "PPYoloELoss",
"_convert_": "all",
"max_epochs": 100
},
"dataset_params": {
"train_dataset_params": "{'data_dir': '/workspace/final-final-3', 'dataset_name': 'final-final-c2j0n-mdjfm/3', 'split': 'train', 'input_dim': [640, 640], 'cache_annotations': True, 'ignore_empty_annotations': False, 'transforms': [{'DetectionMosaic': {'input_dim': [640, 640], 'prob': 1.0}}, {'DetectionRandomAffine': {'degrees': 0.0, 'translate': 0.1, 'scales': [0.5, 1.5], 'shear': 0.0, 'target_size': [640, 640], 'filter_box_candidates': False, 'wh_thr': 2, 'area_thr': 0.1, 'ar_thr': 20, 'border_value': 128}}, {'DetectionHSV': {'prob': 1.0, 'hgain': 5, 'sgain': 30, 'vgain': 30}}, {'DetectionHorizontalFlip': {'prob': 0.5}}, {'DetectionPaddedRescale': {'input_dim': [640, 640]}}, {'DetectionStandardize': {'max_value': 255.0}}, {'DetectionTargetsFormatTransform': {'input_dim': [640, 640], 'output_format': 'LABEL_CXCYWH'}}], 'class_inclusion_list': None, 'max_num_samples': None, 'with_crowd': False, 'verbose': 0}",
"train_dataloader_params": "{'shuffle': True, 'batch_size': 12, 'num_workers': 4, 'drop_last': False, 'pin_memory': True, 'worker_init_fn': <function worker_init_reset_seed at 0x7cd858d4ae60>, 'collate_fn': <super_gradients.training.utils.collate_fn.detection_collate_fn.DetectionCollateFN object at 0x7cd836bd94b0>}",
"valid_dataset_params": "{'data_dir': '/workspace/final-final-3', 'dataset_name': 'final-final-c2j0n-mdjfm/3', 'split': 'valid', 'input_dim': [640, 640], 'cache_annotations': True, 'ignore_empty_annotations': False, 'transforms': [{'DetectionPaddedRescale': {'input_dim': [640, 640], 'pad_value': 114}}, {'DetectionStandardize': {'max_value': 255.0}}, {'DetectionTargetsFormatTransform': {'input_dim': [640, 640], 'output_format': 'LABEL_CXCYWH'}}], 'class_inclusion_list': None, 'max_num_samples': None, 'with_crowd': True, 'verbose': 0}",
"valid_dataloader_params": "{'batch_size': 16, 'num_workers': 4, 'drop_last': False, 'shuffle': False, 'pin_memory': True, 'collate_fn': <super_gradients.training.utils.collate_fn.crowd_detection_collate_fn.CrowdDetectionCollateFN object at 0x7cd83bf47760>}"
},
"additional_log_items": {
"initial_LR": 0.0004,
"num_devices": 1,
"multi_gpu": "MultiGPUMode.OFF",
"device_type": "NVIDIA RTX 6000 Ada Generation",
"installed_packages": {
"deprecated": "1.2.15",
"markdown": "3.7",
"markupsafe": "3.0.2",
"pyyaml": "6.0.2",
"sphinx": "4.0.3",
"absl-py": "2.1.0",
"alabaster": "0.7.16",
"albumentations": "1.3.1",
"antlr4-python3-runtime": "4.9.3",
"arabic-reshaper": "3.0.0",
"asn1crypto": "1.5.1",
"asttokens": "2.4.1",
"attrs": "24.2.0",
"babel": "2.16.0",
"boto3": "1.35.66",
"botocore": "1.35.66",
"build": "1.2.2.post1",
"certifi": "2024.8.30",
"cffi": "1.17.1",
"charset-normalizer": "3.4.0",
"click": "8.1.7",
"coloredlogs": "15.0.1",
"comm": "0.2.2",
"contourpy": "1.3.1",
"coverage": "5.3.1",
"cryptography": "43.0.3",
"cssselect2": "0.7.0",
"cycler": "0.12.1",
"data-gradients": "0.3.2",
"debugpy": "1.8.8",
"decorator": "5.1.1",
"docutils": "0.17.1",
"einops": "0.3.2",
"exceptiongroup": "1.2.2",
"executing": "2.1.0",
"filelock": "3.16.1",
"flatbuffers": "24.3.25",
"fonttools": "4.55.0",
"fsspec": "2024.10.0",
"future": "1.0.0",
"grpcio": "1.68.0",
"html5lib": "1.1",
"humanfriendly": "10.0",
"hydra-core": "1.3.2",
"idna": "3.10",
"imagededup": "0.3.2",
"imageio": "2.36.0",
"imagesize": "1.4.1",
"importlib-metadata": "8.5.0",
"ipykernel": "6.29.5",
"ipython": "8.29.0",
"jedi": "0.19.2",
"jinja2": "3.1.4",
"jmespath": "1.0.1",
"joblib": "1.4.2",
"json-tricks": "3.16.1",
"jsonschema": "4.23.0",
"jsonschema-specifications": "2024.10.1",
"jupyter-client": "8.6.3",
"jupyter-core": "5.7.2",
"kiwisolver": "1.4.7",
"lazy-loader": "0.4",
"lxml": "5.3.0",
"markdown-it-py": "3.0.0",
"matplotlib": "3.9.2",
"matplotlib-inline": "0.1.7",
"mdurl": "0.1.2",
"mpmath": "1.3.0",
"nest-asyncio": "1.6.0",
"networkx": "3.4.2",
"numpy": "1.23.0",
"nvidia-cublas-cu12": "12.4.5.8",
"nvidia-cuda-cupti-cu12": "12.4.127",
"nvidia-cuda-nvrtc-cu12": "12.4.127",
"nvidia-cuda-runtime-cu12": "12.4.127",
"nvidia-cudnn-cu12": "9.1.0.70",
"nvidia-cufft-cu12": "11.2.1.3",
"nvidia-curand-cu12": "10.3.5.147",
"nvidia-cusolver-cu12": "11.6.1.9",
"nvidia-cusparse-cu12": "12.3.1.170",
"nvidia-nccl-cu12": "2.21.5",
"nvidia-nvjitlink-cu12": "12.4.127",
"nvidia-nvtx-cu12": "12.4.127",
"omegaconf": "2.3.0",
"onnx": "1.15.0",
"onnxruntime": "1.15.0",
"onnxsim": "0.4.36",
"opencv-python": "4.10.0.84",
"opencv-python-headless": "4.10.0.84",
"oscrypto": "1.3.0",
"packaging": "24.2",
"pandas": "2.2.3",
"parso": "0.8.4",
"pexpect": "4.9.0",
"pickleshare": "0.7.5",
"pillow": "11.0.0",
"pip": "23.1",
"pip-tools": "7.4.1",
"platformdirs": "4.3.6",
"prompt-toolkit": "3.0.48",
"protobuf": "3.20.3",
"psutil": "6.1.0",
"ptyprocess": "0.7.0",
"pure-eval": "0.2.3",
"pydeprecate": "0.3.2",
"pyhanko": "0.25.3",
"pycocotools": "2.0.8",
"pycparser": "2.22",
"pygments": "2.18.0",
"pyhanko-certvalidator": "0.26.5",
"pyparsing": "3.2.0",
"pypdf": "5.1.0",
"pyproject-hooks": "1.2.0",
"python-bidi": "0.6.3",
"python-dateutil": "2.9.0.post0",
"pytz": "2024.2",
"pywavelets": "1.7.0",
"pyzmq": "26.2.0",
"qrcode": "8.0",
"qudida": "0.0.4",
"rapidfuzz": "3.10.1",
"referencing": "0.35.1",
"reportlab": "3.6.13",
"requests": "2.32.3",
"rich": "13.9.4",
"rpds-py": "0.21.0",
"s3transfer": "0.10.4",
"scikit-image": "0.24.0",
"scikit-learn": "1.5.2",
"scipy": "1.13.1",
"seaborn": "0.13.2",
"setuptools": "66.1.1",
"six": "1.16.0",
"snowballstemmer": "2.2.0",
"sphinx-rtd-theme": "1.3.0",
"sphinxcontrib-applehelp": "2.0.0",
"sphinxcontrib-devhelp": "2.0.0",
"sphinxcontrib-htmlhelp": "2.1.0",
"sphinxcontrib-jquery": "4.1",
"sphinxcontrib-jsmath": "1.0.1",
"sphinxcontrib-qthelp": "2.0.0",
"sphinxcontrib-serializinghtml": "2.0.0",
"stack-data": "0.6.2",
"stringcase": "1.2.0",
"style": "1.1.0",
"super-gradients": "3.7.1+master",
"svglib": "1.5.1",
"sympy": "1.13.1",
"tensorboard": "2.18.0",
"tensorboard-data-server": "0.7.2",
"termcolor": "1.1.0",
"threadpoolctl": "3.5.0",
"tifffile": "2024.9.20",
"tinycss2": "1.4.0",
"tomli": "2.1.0",
"torch": "2.5.1",
"torchmetrics": "0.8.0",
"torchvision": "0.20.1",
"tornado": "6.4.1",
"tqdm": "4.67.0",
"traitlets": "5.14.3",
"treelib": "1.6.1",
"triton": "3.1.0",
"typing-extensions": "4.12.2",
"tzdata": "2024.2",
"tzlocal": "5.2",
"update": "0.0.1",
"uritools": "4.0.3",
"urllib3": "2.2.3",
"wcwidth": "0.2.13",
"webencodings": "0.5.1",
"werkzeug": "3.1.3",
"wheel": "0.45.0",
"wrapt": "1.16.0",
"xhtml2pdf": "0.2.11",
"zipp": "3.21.0"
}
},
"additional_configs_to_log": {
"recipe_config": {
"training_hyperparams": {
"resume": null,
"run_id": null,
"resume_path": null,
"resume_from_remote_sg_logger": false,
"ckpt_name": "ckpt_latest.pth",
"lr_mode": "CosineLRScheduler",
"lr_schedule_function": null,
"lr_warmup_epochs": 3,
"lr_warmup_steps": 1000,
"lr_cooldown_epochs": 0,
"warmup_initial_lr": 1e-06,
"step_lr_update_freq": null,
"cosine_final_lr_ratio": 0.1,
"warmup_mode": "LinearEpochLRWarmup",
"lr_updates": {
"_target_": "super_gradients.training.utils.utils.empty_list"
},
"pre_prediction_callback": null,
"optimizer": "AdamW",
"optimizer_params": {
"weight_decay": 0.0001
},
"load_opt_params": true,
"zero_weight_decay_on_bias_and_bn": true,
"loss": "PPYoloELoss",
"criterion_params": {
"use_static_assigner": false,
"num_classes": 7,
"reg_max": 16
},
"ema": true,
"ema_params": {
"decay": 0.9,
"decay_type": "threshold",
"beta": 15
},
"train_metrics_list": [],
"valid_metrics_list": [
{
"DetectionMetrics_050": {
"score_thres": 0.1,
"top_k_predictions": 300,
"num_cls": 7,
"normalize_targets": true,
"post_prediction_callback": {
"_target_": "super_gradients.training.models.detection_models.pp_yolo_e.PPYoloEPostPredictionCallback",
"score_threshold": 0.01,
"nms_top_k": 1000,
"max_predictions": 300,
"nms_threshold": 0.7
}
}
}
],
"metric_to_watch": "[email protected]",
"greater_metric_to_watch_is_better": true,
"launch_tensorboard": false,
"tensorboard_port": null,
"tb_files_user_prompt": false,
"save_tensorboard_to_s3": false,
"precise_bn": false,
"precise_bn_batch_size": null,
"sync_bn": true,
"silent_mode": false,
"mixed_precision": true,
"save_ckpt_epoch_list": [
100,
200,
250
],
"average_best_models": true,
"dataset_statistics": false,
"batch_accumulate": 1,
"run_validation_freq": 1,
"run_test_freq": 1,
"save_model": true,
"seed": 42,
"phase_callbacks": [],
"log_installed_packages": true,
"clip_grad_norm": null,
"ckpt_best_name": "ckpt_best.pth",
"max_train_batches": null,
"max_valid_batches": null,
"sg_logger": "base_sg_logger",
"sg_logger_params": {
"tb_files_user_prompt": false,
"launch_tensorboard": false,
"tensorboard_port": null,
"save_checkpoints_remote": false,
"save_tensorboard_remote": false,
"save_logs_remote": false,
"monitor_system": true
},
"torch_compile": false,
"torch_compile_loss": false,
"torch_compile_options": {
"mode": "reduce-overhead",
"fullgraph": false,
"dynamic": false,
"backend": "inductor",
"options": null,
"disable": false
},
"finetune": false,
"_convert_": "all",
"max_epochs": 100,
"initial_lr": 0.0004
},
"dataset_params": {
"data_dir": "/workspace/final-final-3",
"dataset_name": "final-final-c2j0n-mdjfm/3",
"train_dataset_params": {
"data_dir": "/workspace/final-final-3",
"dataset_name": "final-final-c2j0n-mdjfm/3",
"split": "train",
"input_dim": [
640,
640
],
"cache_annotations": true,
"ignore_empty_annotations": false,
"transforms": [
{
"DetectionMosaic": {
"input_dim": [
640,
640
],
"prob": 1.0
}
},
{
"DetectionRandomAffine": {
"degrees": 0.0,
"translate": 0.1,
"scales": [
0.5,
1.5
],
"shear": 0.0,
"target_size": [
640,
640
],
"filter_box_candidates": false,
"wh_thr": 2,
"area_thr": 0.1,
"ar_thr": 20,
"border_value": 128
}
},
{
"DetectionHSV": {
"prob": 1.0,
"hgain": 5,
"sgain": 30,
"vgain": 30
}
},
{
"DetectionHorizontalFlip": {
"prob": 0.5
}
},
{
"DetectionPaddedRescale": {
"input_dim": [
640,
640
]
}
},
{
"DetectionStandardize": {
"max_value": 255.0
}
},
{
"DetectionTargetsFormatTransform": {
"input_dim": [
640,
640
],
"output_format": "LABEL_CXCYWH"
}
}
],
"class_inclusion_list": null,
"max_num_samples": null,
"with_crowd": false,
"verbose": 0
},
"train_dataloader_params": {
"shuffle": true,
"batch_size": 12,
"min_samples": 512,
"num_workers": 4,
"drop_last": false,
"pin_memory": true,
"worker_init_fn": {
"_target_": "super_gradients.training.utils.utils.load_func",
"dotpath": "super_gradients.training.datasets.datasets_utils.worker_init_reset_seed"
},
"collate_fn": "DetectionCollateFN"
},
"val_dataset_params": {
"data_dir": "/workspace/final-final-3",
"dataset_name": "final-final-c2j0n-mdjfm/3",
"split": "valid",
"input_dim": [
640,
640
],
"cache_annotations": true,
"ignore_empty_annotations": false,
"transforms": [
{
"DetectionPaddedRescale": {
"input_dim": [
640,
640
],
"pad_value": 114
}
},
{
"DetectionStandardize": {
"max_value": 255.0
}
},
{
"DetectionTargetsFormatTransform": {
"input_dim": [
640,
640
],
"output_format": "LABEL_CXCYWH"
}
}
],
"class_inclusion_list": null,
"max_num_samples": null,
"with_crowd": true,
"verbose": 0
},
"val_dataloader_params": {
"batch_size": 16,
"num_workers": 4,
"drop_last": false,
"shuffle": false,
"pin_memory": true,
"collate_fn": "CrowdDetectionCollateFN"
},
"_convert_": "all"
},
"checkpoint_params": {
"load_checkpoint": false,
"load_backbone": false,
"checkpoint_path": null,
"external_checkpoint_path": null,
"source_ckpt_folder_name": null,
"strict_load": {
"_target_": "super_gradients.training.sg_trainer.StrictLoad",
"value": "no_key_matching"
},
"pretrained_weights": "coco",
"checkpoint_num_classes": null
},
"arch_params": {
"in_channels": 3,
"backbone": {
"NStageBackbone": {
"stem": {
"YoloNASStem": {
"out_channels": 48
}
},
"stages": [
{
"YoloNASStage": {
"out_channels": 96,
"num_blocks": 2,
"activation_type": "relu",
"hidden_channels": 64,
"concat_intermediates": true
}
},
{
"YoloNASStage": {
"out_channels": 192,
"num_blocks": 3,
"activation_type": "relu",
"hidden_channels": 128,
"concat_intermediates": true
}
},
{
"YoloNASStage": {
"out_channels": 384,
"num_blocks": 5,
"activation_type": "relu",
"hidden_channels": 256,
"concat_intermediates": true
}
},
{
"YoloNASStage": {
"out_channels": 768,
"num_blocks": 2,
"activation_type": "relu",
"hidden_channels": 384,
"concat_intermediates": false
}
}
],
"context_module": {
"SPP": {
"output_channels": 768,
"activation_type": "relu",
"k": [
5,
9,
13
]
}
},
"out_layers": [
"stage1",
"stage2",
"stage3",
"context_module"
]
}
},
"neck": {
"YoloNASPANNeckWithC2": {
"neck1": {
"YoloNASUpStage": {
"out_channels": 192,
"num_blocks": 2,
"hidden_channels": 192,
"width_mult": 1,
"depth_mult": 1,
"activation_type": "relu",
"reduce_channels": true
}
},
"neck2": {
"YoloNASUpStage": {
"out_channels": 96,
"num_blocks": 3,
"hidden_channels": 64,
"width_mult": 1,
"depth_mult": 1,
"activation_type": "relu",
"reduce_channels": true
}
},
"neck3": {
"YoloNASDownStage": {
"out_channels": 192,
"num_blocks": 2,
"hidden_channels": 192,
"activation_type": "relu",
"width_mult": 1,
"depth_mult": 1
}
},
"neck4": {
"YoloNASDownStage": {
"out_channels": 384,
"num_blocks": 3,
"hidden_channels": 256,
"activation_type": "relu",
"width_mult": 1,
"depth_mult": 1
}
}
}
},
"heads": {
"NDFLHeads": {
"num_classes": 80,
"reg_max": 16,
"heads_list": [
{
"YoloNASDFLHead": {
"inter_channels": 128,
"width_mult": 0.75,
"first_conv_group_size": 0,
"stride": 8
}
},
{
"YoloNASDFLHead": {
"inter_channels": 256,
"width_mult": 0.75,
"first_conv_group_size": 0,
"stride": 16
}
},
{
"YoloNASDFLHead": {
"inter_channels": 512,
"width_mult": 0.75,
"first_conv_group_size": 0,
"stride": 32
}
}
]
}
},
"bn_eps": 0.001,
"bn_momentum": 0.03,
"inplace_act": true,
"_convert_": "all",
"num_classes": 7
},
"train_dataloader": "roboflow_train_yolox",
"val_dataloader": "roboflow_val_yolox",
"dataset_name": "final-final-c2j0n-mdjfm/3",
"num_classes": 7,
"architecture": "yolo_nas_m",
"load_checkpoint": false,
"result_path": null,
"resume": null,
"multi_gpu": false,
"num_gpus": 1,
"experiment_suffix": "",
"experiment_name": "yolo_nas_m_roboflow_final-final-c2j0n-mdjfm/3",
"lr": 0.0004,
"batch_size": 12,
"val_batch_size": 16,
"ema": true,
"epochs": 100,
"num_workers": 4,
"ckpt_root_dir": null
}
}
}
------- config parameters end --------
Epoch 0 (1/100) - Train_Inference_Time: 33424.4140625 Train_PPYoloELoss/loss_cls: 2.321181297302246 Train_PPYoloELoss/loss_iou: 0.825080931186676 Train_PPYoloELoss/loss_dfl: 0.41409462690353394 Train_PPYoloELoss/loss: 3.560354709625244
Epoch 0 (1/100) - Valid_Inference_Time: 4320.7666015625 Valid_PPYoloELoss/loss_cls: 2.248538017272949 Valid_PPYoloELoss/loss_iou: 0.7833332419395447 Valid_PPYoloELoss/loss_dfl: 0.37768667936325073 Valid_PPYoloELoss/loss: 3.409558057785034 [email protected]: 0.0 [email protected]: 0.0 [email protected]: 0.0021471609361469746 [email protected]: 0.0 Valid_Best_score_threshold: 0.05999999865889549
Epoch 0 (1/100) - LR/default: 1e-06
Epoch 1 (2/100) - Train_Inference_Time: 32210.4375 Train_PPYoloELoss/loss_cls: 0.8655886054039001 Train_PPYoloELoss/loss_iou: 0.6239600777626038 Train_PPYoloELoss/loss_dfl: 0.33479446172714233 Train_PPYoloELoss/loss: 1.8243436813354492
Epoch 1 (2/100) - Valid_Inference_Time: 4295.16796875 Valid_PPYoloELoss/loss_cls: 0.7771580815315247 Valid_PPYoloELoss/loss_iou: 0.5810896754264832 Valid_PPYoloELoss/loss_dfl: 0.3219529986381531 Valid_PPYoloELoss/loss: 1.6802010536193848 [email protected]: 0.10739318281412125 [email protected]: 0.9548170566558838 [email protected]: 0.820346474647522 [email protected]: 0.19273993372917175 Valid_Best_score_threshold: 0.4599999785423279
Epoch 1 (2/100) - LR/default: 0.000134
Epoch 2 (3/100) - Train_Inference_Time: 32155.369140625 Train_PPYoloELoss/loss_cls: 0.736907422542572 Train_PPYoloELoss/loss_iou: 0.5918219685554504 Train_PPYoloELoss/loss_dfl: 0.32803869247436523 Train_PPYoloELoss/loss: 1.6567678451538086
Epoch 2 (3/100) - Valid_Inference_Time: 4348.779296875 Valid_PPYoloELoss/loss_cls: 0.7711060047149658 Valid_PPYoloELoss/loss_iou: 0.5750271081924438 Valid_PPYoloELoss/loss_dfl: 0.3196922540664673 Valid_PPYoloELoss/loss: 1.6658254861831665 [email protected]: 0.1357267200946808 [email protected]: 0.9578548669815063 [email protected]: 0.8461349606513977 [email protected]: 0.23480510711669922 Valid_Best_score_threshold: 0.4599999785423279
Epoch 2 (3/100) - LR/default: 0.00026700000000000004
Epoch 3 (4/100) - Train_Inference_Time: 32365.50390625 Train_PPYoloELoss/loss_cls: 0.7273451089859009 Train_PPYoloELoss/loss_iou: 0.5760807991027832 Train_PPYoloELoss/loss_dfl: 0.3267108201980591 Train_PPYoloELoss/loss: 1.6301368474960327
Epoch 3 (4/100) - Valid_Inference_Time: 4412.923828125 Valid_PPYoloELoss/loss_cls: 0.799659013748169 Valid_PPYoloELoss/loss_iou: 0.566199541091919 Valid_PPYoloELoss/loss_dfl: 0.31795695424079895 Valid_PPYoloELoss/loss: 1.6838157176971436 [email protected]: 0.10847651958465576 [email protected]: 0.9559964537620544 [email protected]: 0.8410399556159973 [email protected]: 0.19282962381839752 Valid_Best_score_threshold: 0.5199999809265137
Epoch 3 (4/100) - LR/default: 0.0004000000000000001
Epoch 4 (5/100) - Train_Inference_Time: 32509.1796875 Train_PPYoloELoss/loss_cls: 0.7106536030769348 Train_PPYoloELoss/loss_iou: 0.5650245547294617 Train_PPYoloELoss/loss_dfl: 0.3241825997829437 Train_PPYoloELoss/loss: 1.5998605489730835
Epoch 4 (5/100) - Valid_Inference_Time: 4387.17724609375 Valid_PPYoloELoss/loss_cls: 0.7918882966041565 Valid_PPYoloELoss/loss_iou: 0.565726101398468 Valid_PPYoloELoss/loss_dfl: 0.3177631199359894 Valid_PPYoloELoss/loss: 1.6753774881362915 [email protected]: 0.11919709295034409 [email protected]: 0.960822343826294 [email protected]: 0.8434813618659973 [email protected]: 0.21088838577270508 Valid_Best_score_threshold: 0.5300000309944153
Epoch 4 (5/100) - LR/default: 0.0004000000000000001
Epoch 5 (6/100) - Train_Inference_Time: 32632.890625 Train_PPYoloELoss/loss_cls: 0.7061787247657776 Train_PPYoloELoss/loss_iou: 0.5547468066215515 Train_PPYoloELoss/loss_dfl: 0.32257553935050964 Train_PPYoloELoss/loss: 1.583500623703003
Epoch 5 (6/100) - Valid_Inference_Time: 4601.98681640625 Valid_PPYoloELoss/loss_cls: 0.7657143473625183 Valid_PPYoloELoss/loss_iou: 0.5736375451087952 Valid_PPYoloELoss/loss_dfl: 0.32020363211631775 Valid_PPYoloELoss/loss: 1.6595556735992432 [email protected]: 0.16488027572631836 [email protected]: 0.9492034316062927 [email protected]: 0.8423900008201599 [email protected]: 0.2783524990081787 Valid_Best_score_threshold: 0.5300000309944153
Epoch 5 (6/100) - LR/default: 0.0004000000000000001
Epoch 6 (7/100) - Train_Inference_Time: 33268.875 Train_PPYoloELoss/loss_cls: 0.701148509979248 Train_PPYoloELoss/loss_iou: 0.5477145910263062 Train_PPYoloELoss/loss_dfl: 0.31889772415161133 Train_PPYoloELoss/loss: 1.567760944366455
Epoch 6 (7/100) - Valid_Inference_Time: 4643.3291015625 Valid_PPYoloELoss/loss_cls: 0.7538361549377441 Valid_PPYoloELoss/loss_iou: 0.5732263922691345 Valid_PPYoloELoss/loss_dfl: 0.3208297789096832 Valid_PPYoloELoss/loss: 1.6478922367095947 [email protected]: 0.1465962827205658 [email protected]: 0.9577521681785583 [email protected]: 0.8567641973495483 [email protected]: 0.25330227613449097 Valid_Best_score_threshold: 0.47999998927116394
Epoch 6 (7/100) - LR/default: 0.0004
Epoch 7 (8/100) - Train_Inference_Time: 32937.015625 Train_PPYoloELoss/loss_cls: 0.6990543007850647 Train_PPYoloELoss/loss_iou: 0.5453172326087952 Train_PPYoloELoss/loss_dfl: 0.3181051015853882 Train_PPYoloELoss/loss: 1.562476634979248
Epoch 7 (8/100) - Valid_Inference_Time: 4644.0810546875 Valid_PPYoloELoss/loss_cls: 0.7708232998847961 Valid_PPYoloELoss/loss_iou: 0.5605034232139587 Valid_PPYoloELoss/loss_dfl: 0.31757333874702454 Valid_PPYoloELoss/loss: 1.6488999128341675 [email protected]: 0.1665673851966858 [email protected]: 0.9548731446266174 [email protected]: 0.8501303195953369 [email protected]: 0.28345412015914917 Valid_Best_score_threshold: 0.4399999976158142
Epoch 7 (8/100) - LR/default: 0.0004
Epoch 8 (9/100) - Train_Inference_Time: 32900.3515625 Train_PPYoloELoss/loss_cls: 0.7015422582626343 Train_PPYoloELoss/loss_iou: 0.5503330826759338 Train_PPYoloELoss/loss_dfl: 0.3198699951171875 Train_PPYoloELoss/loss: 1.571744680404663
Epoch 8 (9/100) - Valid_Inference_Time: 4599.4130859375 Valid_PPYoloELoss/loss_cls: 0.7637981176376343 Valid_PPYoloELoss/loss_iou: 0.5684149265289307 Valid_PPYoloELoss/loss_dfl: 0.3193923234939575 Valid_PPYoloELoss/loss: 1.6516053676605225 [email protected]: 0.20666170120239258 [email protected]: 0.9551191329956055 [email protected]: 0.853800356388092 [email protected]: 0.33891570568084717 Valid_Best_score_threshold: 0.4599999785423279
Epoch 8 (9/100) - LR/default: 0.0004
Epoch 9 (10/100) - Train_Inference_Time: 32947.44921875 Train_PPYoloELoss/loss_cls: 0.6918045282363892 Train_PPYoloELoss/loss_iou: 0.5339272022247314 Train_PPYoloELoss/loss_dfl: 0.3162094056606293 Train_PPYoloELoss/loss: 1.541941523551941
Epoch 9 (10/100) - Valid_Inference_Time: 4523.8173828125 Valid_PPYoloELoss/loss_cls: 0.779841959476471 Valid_PPYoloELoss/loss_iou: 0.5656788349151611 Valid_PPYoloELoss/loss_dfl: 0.3175886571407318 Valid_PPYoloELoss/loss: 1.6631094217300415 [email protected]: 0.13228462636470795 [email protected]: 0.9555818438529968 [email protected]: 0.8414897918701172 [email protected]: 0.23170670866966248 Valid_Best_score_threshold: 0.5699999928474426
Epoch 9 (10/100) - LR/default: 0.00039989612195186436
Epoch 10 (11/100) - Train_Inference_Time: 32773.19140625 Train_PPYoloELoss/loss_cls: 0.6897359490394592 Train_PPYoloELoss/loss_iou: 0.5354738235473633 Train_PPYoloELoss/loss_dfl: 0.3181878924369812 Train_PPYoloELoss/loss: 1.5433979034423828
Epoch 10 (11/100) - Valid_Inference_Time: 4704.3896484375 Valid_PPYoloELoss/loss_cls: 0.7520237565040588 Valid_PPYoloELoss/loss_iou: 0.5556743741035461 Valid_PPYoloELoss/loss_dfl: 0.31648582220077515 Valid_PPYoloELoss/loss: 1.6241838932037354 [email protected]: 0.162136510014534 [email protected]: 0.9585347175598145 [email protected]: 0.8589617013931274 [email protected]: 0.2769390642642975 Valid_Best_score_threshold: 0.5
Epoch 10 (11/100) - LR/default: 0.0003995825184910077
Epoch 11 (12/100) - Train_Inference_Time: 32928.8984375 Train_PPYoloELoss/loss_cls: 0.691749095916748 Train_PPYoloELoss/loss_iou: 0.5398074388504028 Train_PPYoloELoss/loss_dfl: 0.3174108862876892 Train_PPYoloELoss/loss: 1.5489673614501953
Epoch 11 (12/100) - Valid_Inference_Time: 4638.35400390625 Valid_PPYoloELoss/loss_cls: 0.7683423161506653 Valid_PPYoloELoss/loss_iou: 0.5550864338874817 Valid_PPYoloELoss/loss_dfl: 0.3176685869693756 Valid_PPYoloELoss/loss: 1.641097068786621 [email protected]: 0.11203642934560776 [email protected]: 0.9600497484207153 [email protected]: 0.8554004430770874 [email protected]: 0.19996021687984467 Valid_Best_score_threshold: 0.5300000309944153
Epoch 11 (12/100) - LR/default: 0.00039905955260193085
Epoch 12 (13/100) - Train_Inference_Time: 32983.6171875 Train_PPYoloELoss/loss_cls: 0.6932034492492676 Train_PPYoloELoss/loss_iou: 0.5366319417953491 Train_PPYoloELoss/loss_dfl: 0.3177293539047241 Train_PPYoloELoss/loss: 1.5475647449493408
Epoch 12 (13/100) - Valid_Inference_Time: 4671.27392578125 Valid_PPYoloELoss/loss_cls: 0.7759937644004822 Valid_PPYoloELoss/loss_iou: 0.5563940405845642 Valid_PPYoloELoss/loss_dfl: 0.31584036350250244 Valid_PPYoloELoss/loss: 1.6482279300689697 [email protected]: 0.18488138914108276 [email protected]: 0.9465125203132629 [email protected]: 0.837428092956543 [email protected]: 0.3064950704574585 Valid_Best_score_threshold: 0.4599999785423279
Epoch 12 (13/100) - LR/default: 0.00039832783397320123
Epoch 13 (14/100) - Train_Inference_Time: 32879.2109375 Train_PPYoloELoss/loss_cls: 0.6894782185554504 Train_PPYoloELoss/loss_iou: 0.5293375849723816 Train_PPYoloELoss/loss_dfl: 0.3150525689125061 Train_PPYoloELoss/loss: 1.5338683128356934
Epoch 13 (14/100) - Valid_Inference_Time: 4691.30712890625 Valid_PPYoloELoss/loss_cls: 0.7639524936676025 Valid_PPYoloELoss/loss_iou: 0.5551391243934631 Valid_PPYoloELoss/loss_dfl: 0.31589454412460327 Valid_PPYoloELoss/loss: 1.6349860429763794 [email protected]: 0.15647873282432556 [email protected]: 0.9561731815338135 [email protected]: 0.8574612736701965 [email protected]: 0.2665390968322754 Valid_Best_score_threshold: 0.5099999904632568
Epoch 13 (14/100) - LR/default: 0.0003973882156632911
Epoch 14 (15/100) - Train_Inference_Time: 32843.7421875 Train_PPYoloELoss/loss_cls: 0.6859058141708374 Train_PPYoloELoss/loss_iou: 0.527898907661438 Train_PPYoloELoss/loss_dfl: 0.31606143712997437 Train_PPYoloELoss/loss: 1.5298659801483154
Epoch 14 (15/100) - Valid_Inference_Time: 4695.1953125 Valid_PPYoloELoss/loss_cls: 0.7633160948753357 Valid_PPYoloELoss/loss_iou: 0.5560962557792664 Valid_PPYoloELoss/loss_dfl: 0.31506475806236267 Valid_PPYoloELoss/loss: 1.6344770193099976 [email protected]: 0.19479650259017944 [email protected]: 0.9523544907569885 [email protected]: 0.8477190732955933 [email protected]: 0.3230821490287781 Valid_Best_score_threshold: 0.4399999976158142
Epoch 14 (15/100) - LR/default: 0.00039624179310605785
Epoch 15 (16/100) - Train_Inference_Time: 32749.638671875 Train_PPYoloELoss/loss_cls: 0.6884781122207642 Train_PPYoloELoss/loss_iou: 0.527786910533905 Train_PPYoloELoss/loss_dfl: 0.3134487569332123 Train_PPYoloELoss/loss: 1.5297133922576904
Epoch 15 (16/100) - Valid_Inference_Time: 4732.224609375 Valid_PPYoloELoss/loss_cls: 0.781516969203949 Valid_PPYoloELoss/loss_iou: 0.5548175573348999 Valid_PPYoloELoss/loss_dfl: 0.3153834640979767 Valid_PPYoloELoss/loss: 1.6517175436019897 [email protected]: 0.24848181009292603 [email protected]: 0.9418307542800903 [email protected]: 0.8346688747406006 [email protected]: 0.38948407769203186 Valid_Best_score_threshold: 0.3799999952316284
Epoch 15 (16/100) - LR/default: 0.0003948899028336562
Epoch 16 (17/100) - Train_Inference_Time: 32738.7890625 Train_PPYoloELoss/loss_cls: 0.684226930141449 Train_PPYoloELoss/loss_iou: 0.5232141613960266 Train_PPYoloELoss/loss_dfl: 0.3151809573173523 Train_PPYoloELoss/loss: 1.5226216316223145
Epoch 16 (17/100) - Valid_Inference_Time: 4686.17822265625 Valid_PPYoloELoss/loss_cls: 0.7546834349632263 Valid_PPYoloELoss/loss_iou: 0.5580634474754333 Valid_PPYoloELoss/loss_dfl: 0.3163079619407654 Valid_PPYoloELoss/loss: 1.6290550231933594 [email protected]: 0.1882990002632141 [email protected]: 0.9549070596694946 [email protected]: 0.8545687198638916 [email protected]: 0.31233301758766174 Valid_Best_score_threshold: 0.4899999797344208
Epoch 16 (17/100) - LR/default: 0.0003933341209183701
Epoch 17 (18/100) - Train_Inference_Time: 33037.78515625 Train_PPYoloELoss/loss_cls: 0.6831758618354797 Train_PPYoloELoss/loss_iou: 0.5245459675788879 Train_PPYoloELoss/loss_dfl: 0.31574392318725586 Train_PPYoloELoss/loss: 1.5234659910202026
Epoch 17 (18/100) - Valid_Inference_Time: 4744.8662109375 Valid_PPYoloELoss/loss_cls: 0.7576972842216492 Valid_PPYoloELoss/loss_iou: 0.5506049394607544 Valid_PPYoloELoss/loss_dfl: 0.3138483166694641 Valid_PPYoloELoss/loss: 1.6221505403518677 [email protected]: 0.18072135746479034 [email protected]: 0.9572028517723083 [email protected]: 0.8541895151138306 [email protected]: 0.30085721611976624 Valid_Best_score_threshold: 0.44999998807907104
Epoch 17 (18/100) - LR/default: 0.0003915762611351835
Epoch 18 (19/100) - Train_Inference_Time: 32595.71875 Train_PPYoloELoss/loss_cls: 0.6852830052375793 Train_PPYoloELoss/loss_iou: 0.525811493396759 Train_PPYoloELoss/loss_dfl: 0.31446123123168945 Train_PPYoloELoss/loss: 1.525555968284607
Epoch 18 (19/100) - Valid_Inference_Time: 4672.0029296875 Valid_PPYoloELoss/loss_cls: 0.7496876120567322 Valid_PPYoloELoss/loss_iou: 0.5542035698890686 Valid_PPYoloELoss/loss_dfl: 0.3149753212928772 Valid_PPYoloELoss/loss: 1.618866205215454 [email protected]: 0.21121181547641754 [email protected]: 0.9514740705490112 [email protected]: 0.853480339050293 [email protected]: 0.3442230820655823 Valid_Best_score_threshold: 0.44999998807907104
Epoch 18 (19/100) - LR/default: 0.000389618372847229
Epoch 19 (20/100) - Train_Inference_Time: 33102.48828125 Train_PPYoloELoss/loss_cls: 0.6789302229881287 Train_PPYoloELoss/loss_iou: 0.5244719386100769 Train_PPYoloELoss/loss_dfl: 0.3153361678123474 Train_PPYoloELoss/loss: 1.5187383890151978
Epoch 19 (20/100) - Valid_Inference_Time: 4732.01611328125 Valid_PPYoloELoss/loss_cls: 0.7869654893875122 Valid_PPYoloELoss/loss_iou: 0.5569786429405212 Valid_PPYoloELoss/loss_dfl: 0.31448909640312195 Valid_PPYoloELoss/loss: 1.658432960510254 [email protected]: 0.12589503824710846 [email protected]: 0.9553508162498474 [email protected]: 0.8408100605010986 [email protected]: 0.22164033353328705 Valid_Best_score_threshold: 0.5300000309944153
Epoch 19 (20/100) - LR/default: 0.00038746273861658227
Epoch 20 (21/100) - Train_Inference_Time: 32745.505859375 Train_PPYoloELoss/loss_cls: 0.6803153157234192 Train_PPYoloELoss/loss_iou: 0.5222617983818054 Train_PPYoloELoss/loss_dfl: 0.31354424357414246 Train_PPYoloELoss/loss: 1.516121506690979
Epoch 20 (21/100) - Valid_Inference_Time: 4661.697265625 Valid_PPYoloELoss/loss_cls: 0.7521603107452393 Valid_PPYoloELoss/loss_iou: 0.5543502569198608 Valid_PPYoloELoss/loss_dfl: 0.3164390027523041 Valid_PPYoloELoss/loss: 1.6229497194290161 [email protected]: 0.16368114948272705 [email protected]: 0.9561741352081299 [email protected]: 0.8630316257476807 [email protected]: 0.2784484624862671 Valid_Best_score_threshold: 0.5300000309944153
Epoch 20 (21/100) - LR/default: 0.0003851118715431858
Epoch 21 (22/100) - Train_Inference_Time: 32833.08203125 Train_PPYoloELoss/loss_cls: 0.6792085766792297 Train_PPYoloELoss/loss_iou: 0.5212600827217102 Train_PPYoloELoss/loss_dfl: 0.3125815987586975 Train_PPYoloELoss/loss: 1.5130504369735718
Epoch 21 (22/100) - Valid_Inference_Time: 4684.27978515625 Valid_PPYoloELoss/loss_cls: 0.7830318212509155 Valid_PPYoloELoss/loss_iou: 0.5543677806854248 Valid_PPYoloELoss/loss_dfl: 0.3154248893260956 Valid_PPYoloELoss/loss: 1.6528246402740479 [email protected]: 0.11368271708488464 [email protected]: 0.9572756886482239 [email protected]: 0.8485726714134216 [email protected]: 0.20165935158729553 Valid_Best_score_threshold: 0.5199999809265137
Epoch 21 (22/100) - LR/default: 0.00038256851233500506
Epoch 22 (23/100) - Train_Inference_Time: 33116.99609375 Train_PPYoloELoss/loss_cls: 0.680410623550415 Train_PPYoloELoss/loss_iou: 0.519387423992157 Train_PPYoloELoss/loss_dfl: 0.3117484152317047 Train_PPYoloELoss/loss: 1.5115463733673096
Epoch 22 (23/100) - Valid_Inference_Time: 4772.95068359375 Valid_PPYoloELoss/loss_cls: 0.7527744770050049 Valid_PPYoloELoss/loss_iou: 0.5507193207740784 Valid_PPYoloELoss/loss_dfl: 0.314376562833786 Valid_PPYoloELoss/loss: 1.6178702116012573 [email protected]: 0.19495271146297455 [email protected]: 0.9536128640174866 [email protected]: 0.8575242161750793 [email protected]: 0.32154417037963867 Valid_Best_score_threshold: 0.4599999785423279
Epoch 22 (23/100) - LR/default: 0.0003798356261128333
Epoch 23 (24/100) - Train_Inference_Time: 32874.00390625 Train_PPYoloELoss/loss_cls: 0.6766090989112854 Train_PPYoloELoss/loss_iou: 0.5156607627868652 Train_PPYoloELoss/loss_dfl: 0.3121272921562195 Train_PPYoloELoss/loss: 1.5043973922729492
Epoch 23 (24/100) - Valid_Inference_Time: 4725.30810546875 Valid_PPYoloELoss/loss_cls: 0.7828460335731506 Valid_PPYoloELoss/loss_iou: 0.5495008826255798 Valid_PPYoloELoss/loss_dfl: 0.3137887716293335 Valid_PPYoloELoss/loss: 1.646135687828064 [email protected]: 0.14524999260902405 [email protected]: 0.9584310054779053 [email protected]: 0.8347885608673096 [email protected]: 0.25151270627975464 Valid_Best_score_threshold: 0.4399999976158142
Epoch 23 (24/100) - LR/default: 0.0003769163989534687
Epoch 24 (25/100) - Train_Inference_Time: 33059.9765625 Train_PPYoloELoss/loss_cls: 0.6745265126228333 Train_PPYoloELoss/loss_iou: 0.5161441564559937 Train_PPYoloELoss/loss_dfl: 0.31241312623023987 Train_PPYoloELoss/loss: 1.5030841827392578
Epoch 24 (25/100) - Valid_Inference_Time: 4755.3212890625 Valid_PPYoloELoss/loss_cls: 0.7543467879295349 Valid_PPYoloELoss/loss_iou: 0.5509575605392456 Valid_PPYoloELoss/loss_dfl: 0.31436851620674133 Valid_PPYoloELoss/loss: 1.6196726560592651 [email protected]: 0.1955011487007141 [email protected]: 0.9520178437232971 [email protected]: 0.8565354943275452 [email protected]: 0.32422003149986267 Valid_Best_score_threshold: 0.4899999797344208
Epoch 24 (25/100) - LR/default: 0.0003738142341752951
Epoch 25 (26/100) - Train_Inference_Time: 33015.50390625 Train_PPYoloELoss/loss_cls: 0.6760594844818115 Train_PPYoloELoss/loss_iou: 0.519802987575531 Train_PPYoloELoss/loss_dfl: 0.3130895495414734 Train_PPYoloELoss/loss: 1.508952260017395
Epoch 25 (26/100) - Valid_Inference_Time: 4685.125 Valid_PPYoloELoss/loss_cls: 0.7639915943145752 Valid_PPYoloELoss/loss_iou: 0.5536688566207886 Valid_PPYoloELoss/loss_dfl: 0.3146417438983917 Valid_PPYoloELoss/loss: 1.6323022842407227 [email protected]: 0.1660192757844925 [email protected]: 0.9578112363815308 [email protected]: 0.8526449799537659 [email protected]: 0.2825806140899658 Valid_Best_score_threshold: 0.4699999988079071
Epoch 25 (26/100) - LR/default: 0.00037053274837059636
Epoch 26 (27/100) - Train_Inference_Time: 32757.9765625 Train_PPYoloELoss/loss_cls: 0.6775684952735901 Train_PPYoloELoss/loss_iou: 0.5165435671806335 Train_PPYoloELoss/loss_dfl: 0.3123270869255066 Train_PPYoloELoss/loss: 1.5064395666122437
Epoch 26 (27/100) - Valid_Inference_Time: 4767.13232421875 Valid_PPYoloELoss/loss_cls: 0.7721186280250549 Valid_PPYoloELoss/loss_iou: 0.547917366027832 Valid_PPYoloELoss/loss_dfl: 0.31332552433013916 Valid_PPYoloELoss/loss: 1.633361577987671 [email protected]: 0.16851763427257538 [email protected]: 0.9574722647666931 [email protected]: 0.8563848733901978 [email protected]: 0.2859503924846649 Valid_Best_score_threshold: 0.4599999785423279
Epoch 26 (27/100) - LR/default: 0.00036707576718922997
Epoch 27 (28/100) - Train_Inference_Time: 32976.69140625 Train_PPYoloELoss/loss_cls: 0.6752409338951111 Train_PPYoloELoss/loss_iou: 0.515275239944458 Train_PPYoloELoss/loss_dfl: 0.3133794367313385 Train_PPYoloELoss/loss: 1.5038951635360718
Epoch 27 (28/100) - Valid_Inference_Time: 4791.1923828125 Valid_PPYoloELoss/loss_cls: 0.7855639457702637 Valid_PPYoloELoss/loss_iou: 0.5495591163635254 Valid_PPYoloELoss/loss_dfl: 0.3141007125377655 Valid_PPYoloELoss/loss: 1.6492239236831665 [email protected]: 0.15783405303955078 [email protected]: 0.9482786655426025 [email protected]: 0.850321888923645 [email protected]: 0.2671182155609131 Valid_Best_score_threshold: 0.5199999809265137
Epoch 27 (28/100) - LR/default: 0.0003634473208785747
Epoch 28 (29/100) - Train_Inference_Time: 33098.84375 Train_PPYoloELoss/loss_cls: 0.6683198809623718 Train_PPYoloELoss/loss_iou: 0.5091295838356018 Train_PPYoloELoss/loss_dfl: 0.3106670379638672 Train_PPYoloELoss/loss: 1.488115906715393
Epoch 28 (29/100) - Valid_Inference_Time: 4645.83544921875 Valid_PPYoloELoss/loss_cls: 0.7518529295921326 Valid_PPYoloELoss/loss_iou: 0.5498567223548889 Valid_PPYoloELoss/loss_dfl: 0.31361958384513855 Valid_PPYoloELoss/loss: 1.6153290271759033 [email protected]: 0.20796659588813782 [email protected]: 0.9484654664993286 [email protected]: 0.838480532169342 [email protected]: 0.3393455445766449 Valid_Best_score_threshold: 0.4399999976158142
Epoch 28 (29/100) - LR/default: 0.0003596516395849535
Epoch 29 (30/100) - Train_Inference_Time: 32795.09765625 Train_PPYoloELoss/loss_cls: 0.6679074168205261 Train_PPYoloELoss/loss_iou: 0.5099741220474243 Train_PPYoloELoss/loss_dfl: 0.31139567494392395 Train_PPYoloELoss/loss: 1.4892772436141968
Epoch 29 (30/100) - Valid_Inference_Time: 4724.82275390625 Valid_PPYoloELoss/loss_cls: 0.7695074677467346 Valid_PPYoloELoss/loss_iou: 0.5505942702293396 Valid_PPYoloELoss/loss_dfl: 0.3144533932209015 Valid_PPYoloELoss/loss: 1.6345548629760742 [email protected]: 0.17311212420463562 [email protected]: 0.9549814462661743 [email protected]: 0.8477358818054199 [email protected]: 0.2922947406768799 Valid_Best_score_threshold: 0.4599999785423279
Epoch 29 (30/100) - LR/default: 0.0003556931484220082
Epoch 30 (31/100) - Train_Inference_Time: 32795.578125 Train_PPYoloELoss/loss_cls: 0.6695351600646973 Train_PPYoloELoss/loss_iou: 0.5067237615585327 Train_PPYoloELoss/loss_dfl: 0.3114229142665863 Train_PPYoloELoss/loss: 1.4876817464828491
Epoch 30 (31/100) - Valid_Inference_Time: 4664.81640625 Valid_PPYoloELoss/loss_cls: 0.7508789300918579 Valid_PPYoloELoss/loss_iou: 0.5482663512229919 Valid_PPYoloELoss/loss_dfl: 0.3132164776325226 Valid_PPYoloELoss/loss: 1.6123619079589844 [email protected]: 0.1842823475599289 [email protected]: 0.9522764682769775 [email protected]: 0.85355544090271 [email protected]: 0.30809199810028076 Valid_Best_score_threshold: 0.4399999976158142
Epoch 30 (31/100) - LR/default: 0.0003515764623117751
Epoch 31 (32/100) - Train_Inference_Time: 32801.13671875 Train_PPYoloELoss/loss_cls: 0.6681820750236511 Train_PPYoloELoss/loss_iou: 0.5054844617843628 Train_PPYoloELoss/loss_dfl: 0.3106527030467987 Train_PPYoloELoss/loss: 1.4843189716339111
Epoch 31 (32/100) - Valid_Inference_Time: 4722.92333984375 Valid_PPYoloELoss/loss_cls: 0.7622279524803162 Valid_PPYoloELoss/loss_iou: 0.560849130153656 Valid_PPYoloELoss/loss_dfl: 0.3150477707386017 Valid_PPYoloELoss/loss: 1.6381248235702515 [email protected]: 0.21922391653060913 [email protected]: 0.955355703830719 [email protected]: 0.8507206439971924 [email protected]: 0.35544252395629883 Valid_Best_score_threshold: 0.4399999976158142
Epoch 31 (32/100) - LR/default: 0.00034730638060447797
Epoch 32 (33/100) - Train_Inference_Time: 32291.212890625 Train_PPYoloELoss/loss_cls: 0.6657493710517883 Train_PPYoloELoss/loss_iou: 0.5042692422866821 Train_PPYoloELoss/loss_dfl: 0.31090375781059265 Train_PPYoloELoss/loss: 1.480923056602478
Epoch 32 (33/100) - Valid_Inference_Time: 4761.44189453125 Valid_PPYoloELoss/loss_cls: 0.7737837433815002 Valid_PPYoloELoss/loss_iou: 0.5473327040672302 Valid_PPYoloELoss/loss_dfl: 0.312777578830719 Valid_PPYoloELoss/loss: 1.6338940858840942 [email protected]: 0.13012315332889557 [email protected]: 0.9569351673126221 [email protected]: 0.8565066456794739 [email protected]: 0.2279374897480011 Valid_Best_score_threshold: 0.5199999809265137
Epoch 32 (33/100) - LR/default: 0.0003428878814833076
Epoch 33 (34/100) - Train_Inference_Time: 32662.333984375 Train_PPYoloELoss/loss_cls: 0.6693528890609741 Train_PPYoloELoss/loss_iou: 0.5061705112457275 Train_PPYoloELoss/loss_dfl: 0.3097885847091675 Train_PPYoloELoss/loss: 1.4853118658065796
Epoch 33 (34/100) - Valid_Inference_Time: 4614.546875 Valid_PPYoloELoss/loss_cls: 0.7653507590293884 Valid_PPYoloELoss/loss_iou: 0.5491406917572021 Valid_PPYoloELoss/loss_dfl: 0.312683641910553 Valid_PPYoloELoss/loss: 1.627175211906433 [email protected]: 0.13994207978248596 [email protected]: 0.9580807685852051 [email protected]: 0.8472248315811157 [email protected]: 0.24302659928798676 Valid_Best_score_threshold: 0.5
Epoch 33 (34/100) - LR/default: 0.00033832611616071425
Epoch 34 (35/100) - Train_Inference_Time: 33324.71875 Train_PPYoloELoss/loss_cls: 0.6629960536956787 Train_PPYoloELoss/loss_iou: 0.5019564032554626 Train_PPYoloELoss/loss_dfl: 0.3102520704269409 Train_PPYoloELoss/loss: 1.475204348564148
Epoch 34 (35/100) - Valid_Inference_Time: 4763.36181640625 Valid_PPYoloELoss/loss_cls: 0.7659308910369873 Valid_PPYoloELoss/loss_iou: 0.5563569068908691 Valid_PPYoloELoss/loss_dfl: 0.3136449158191681 Valid_PPYoloELoss/loss: 1.6359326839447021 [email protected]: 0.17743182182312012 [email protected]: 0.947716236114502 [email protected]: 0.8413812518119812 [email protected]: 0.2974054217338562 Valid_Best_score_threshold: 0.4699999988079071
Epoch 34 (35/100) - LR/default: 0.0003336264028729769
Epoch 35 (36/100) - Train_Inference_Time: 33044.52734375 Train_PPYoloELoss/loss_cls: 0.6616294384002686 Train_PPYoloELoss/loss_iou: 0.5001065731048584 Train_PPYoloELoss/loss_dfl: 0.30805593729019165 Train_PPYoloELoss/loss: 1.4697915315628052
Epoch 35 (36/100) - Valid_Inference_Time: 4738.76611328125 Valid_PPYoloELoss/loss_cls: 0.7714829444885254 Valid_PPYoloELoss/loss_iou: 0.546435534954071 Valid_PPYoloELoss/loss_dfl: 0.3129599988460541 Valid_PPYoloELoss/loss: 1.6308785676956177 [email protected]: 0.22753000259399414 [email protected]: 0.9530436992645264 [email protected]: 0.8555862307548523 [email protected]: 0.3652488589286804 Valid_Best_score_threshold: 0.41999998688697815
Epoch 35 (36/100) - LR/default: 0.0003287942206800516
Epoch 36 (37/100) - Train_Inference_Time: 32721.642578125 Train_PPYoloELoss/loss_cls: 0.6610054969787598 Train_PPYoloELoss/loss_iou: 0.4973697364330292 Train_PPYoloELoss/loss_dfl: 0.30885544419288635 Train_PPYoloELoss/loss: 1.4672306776046753
Epoch 36 (37/100) - Valid_Inference_Time: 4768.65966796875 Valid_PPYoloELoss/loss_cls: 0.7677417397499084 Valid_PPYoloELoss/loss_iou: 0.5598059296607971 Valid_PPYoloELoss/loss_dfl: 0.3150499761104584 Valid_PPYoloELoss/loss: 1.6425976753234863 [email protected]: 0.25237536430358887 [email protected]: 0.9442934989929199 [email protected]: 0.8412644267082214 [email protected]: 0.39569389820098877 Valid_Best_score_threshold: 0.429999977350235
Epoch 36 (37/100) - LR/default: 0.0003238352030779266
Epoch 37 (38/100) - Train_Inference_Time: 33039.63671875 Train_PPYoloELoss/loss_cls: 0.6607704162597656 Train_PPYoloELoss/loss_iou: 0.4987713098526001 Train_PPYoloELoss/loss_dfl: 0.30989646911621094 Train_PPYoloELoss/loss: 1.4694386720657349
Epoch 37 (38/100) - Valid_Inference_Time: 4731.86279296875 Valid_PPYoloELoss/loss_cls: 0.7557182908058167 Valid_PPYoloELoss/loss_iou: 0.5606529712677002 Valid_PPYoloELoss/loss_dfl: 0.31334495544433594 Valid_PPYoloELoss/loss: 1.629715919494629 [email protected]: 0.20721164345741272 [email protected]: 0.9538128972053528 [email protected]: 0.8535011410713196 [email protected]: 0.3387419581413269 Valid_Best_score_threshold: 0.47999998927116394
Epoch 37 (38/100) - LR/default: 0.00031875513143093254
Epoch 38 (39/100) - Train_Inference_Time: 32888.16796875 Train_PPYoloELoss/loss_cls: 0.6581695675849915 Train_PPYoloELoss/loss_iou: 0.49849972128868103 Train_PPYoloELoss/loss_dfl: 0.3073175251483917 Train_PPYoloELoss/loss: 1.463986873626709
Epoch 38 (39/100) - Valid_Inference_Time: 4751.392578125 Valid_PPYoloELoss/loss_cls: 0.7532362341880798 Valid_PPYoloELoss/loss_iou: 0.5611640214920044 Valid_PPYoloELoss/loss_dfl: 0.31390899419784546 Valid_PPYoloELoss/loss: 1.6283093690872192 [email protected]: 0.21660065650939941 [email protected]: 0.9476232528686523 [email protected]: 0.8398553133010864 [email protected]: 0.35201045870780945 Valid_Best_score_threshold: 0.4399999976158142
Epoch 38 (39/100) - LR/default: 0.00031355992823166204
Epoch 39 (40/100) - Train_Inference_Time: 32870.5 Train_PPYoloELoss/loss_cls: 0.6608681678771973 Train_PPYoloELoss/loss_iou: 0.5002380013465881 Train_PPYoloELoss/loss_dfl: 0.3088553845882416 Train_PPYoloELoss/loss: 1.4699616432189941
Epoch 39 (40/100) - Valid_Inference_Time: 4745.68310546875 Valid_PPYoloELoss/loss_cls: 0.7531237602233887 Valid_PPYoloELoss/loss_iou: 0.5458893775939941 Valid_PPYoloELoss/loss_dfl: 0.31252267956733704 Valid_PPYoloELoss/loss: 1.6115361452102661 [email protected]: 0.16792519390583038 [email protected]: 0.9529484510421753 [email protected]: 0.8505231142044067 [email protected]: 0.28544020652770996 Valid_Best_score_threshold: 0.4899999797344208
Epoch 39 (40/100) - LR/default: 0.00030825565019635916
Epoch 40 (41/100) - Train_Inference_Time: 33114.390625 Train_PPYoloELoss/loss_cls: 0.6500356793403625 Train_PPYoloELoss/loss_iou: 0.4826895594596863 Train_PPYoloELoss/loss_dfl: 0.30506208539009094 Train_PPYoloELoss/loss: 1.4377866983413696
Epoch 40 (41/100) - Valid_Inference_Time: 4876.47607421875 Valid_PPYoloELoss/loss_cls: 0.7618823051452637 Valid_PPYoloELoss/loss_iou: 0.557159960269928 Valid_PPYoloELoss/loss_dfl: 0.3146073520183563 Valid_PPYoloELoss/loss: 1.633649468421936 [email protected]: 0.22187034785747528 [email protected]: 0.9450152516365051 [email protected]: 0.8455312848091125 [email protected]: 0.35738736391067505 Valid_Best_score_threshold: 0.4399999976158142
Epoch 40 (41/100) - LR/default: 0.00030284848120382655
Epoch 41 (42/100) - Train_Inference_Time: 33027.57421875 Train_PPYoloELoss/loss_cls: 0.6522732377052307 Train_PPYoloELoss/loss_iou: 0.4895254373550415 Train_PPYoloELoss/loss_dfl: 0.30703502893447876 Train_PPYoloELoss/loss: 1.4488331079483032
Epoch 41 (42/100) - Valid_Inference_Time: 4671.68408203125 Valid_PPYoloELoss/loss_cls: 0.7642295360565186 Valid_PPYoloELoss/loss_iou: 0.5451012849807739 Valid_PPYoloELoss/loss_dfl: 0.31169623136520386 Valid_PPYoloELoss/loss: 1.621026873588562 [email protected]: 0.16034367680549622 [email protected]: 0.9530048966407776 [email protected]: 0.8500407934188843 [email protected]: 0.2743203341960907 Valid_Best_score_threshold: 0.550000011920929
Epoch 41 (42/100) - LR/default: 0.0002973447250860831
Epoch 42 (43/100) - Train_Inference_Time: 33153.0078125 Train_PPYoloELoss/loss_cls: 0.6548975110054016 Train_PPYoloELoss/loss_iou: 0.4910890460014343 Train_PPYoloELoss/loss_dfl: 0.30731135606765747 Train_PPYoloELoss/loss: 1.453298807144165
Epoch 42 (43/100) - Valid_Inference_Time: 4834.82763671875 Valid_PPYoloELoss/loss_cls: 0.7884357571601868 Valid_PPYoloELoss/loss_iou: 0.5549858212471008 Valid_PPYoloELoss/loss_dfl: 0.313712477684021 Valid_PPYoloELoss/loss: 1.6571344137191772 [email protected]: 0.21635547280311584 [email protected]: 0.9339019060134888 [email protected]: 0.8244232535362244 [email protected]: 0.34816068410873413 Valid_Best_score_threshold: 0.4399999976158142
Epoch 42 (43/100) - LR/default: 0.0002917507982791761
Epoch 43 (44/100) - Train_Inference_Time: 32712.4765625 Train_PPYoloELoss/loss_cls: 0.6517854332923889 Train_PPYoloELoss/loss_iou: 0.4891703724861145 Train_PPYoloELoss/loss_dfl: 0.30616506934165955 Train_PPYoloELoss/loss: 1.447121024131775
Epoch 43 (44/100) - Valid_Inference_Time: 4835.30712890625 Valid_PPYoloELoss/loss_cls: 0.7437983751296997 Valid_PPYoloELoss/loss_iou: 0.5579696297645569 Valid_PPYoloELoss/loss_dfl: 0.3143252730369568 Valid_PPYoloELoss/loss: 1.6160932779312134 [email protected]: 0.23623283207416534 [email protected]: 0.9557551145553589 [email protected]: 0.8528580069541931 [email protected]: 0.37874895334243774 Valid_Best_score_threshold: 0.44999998807907104
Epoch 43 (44/100) - LR/default: 0.00028607322234271756
Epoch 44 (45/100) - Train_Inference_Time: 33246.96875 Train_PPYoloELoss/loss_cls: 0.646471381187439 Train_PPYoloELoss/loss_iou: 0.4833732843399048 Train_PPYoloELoss/loss_dfl: 0.3055380582809448 Train_PPYoloELoss/loss: 1.4353829622268677
Epoch 44 (45/100) - Valid_Inference_Time: 4703.69873046875 Valid_PPYoloELoss/loss_cls: 0.7571421265602112 Valid_PPYoloELoss/loss_iou: 0.5564976930618286 Valid_PPYoloELoss/loss_dfl: 0.3138858675956726 Valid_PPYoloELoss/loss: 1.627525806427002 [email protected]: 0.21265196800231934 [email protected]: 0.943766713142395 [email protected]: 0.8392221927642822 [email protected]: 0.3459196090698242 Valid_Best_score_threshold: 0.44999998807907104
Epoch 44 (45/100) - LR/default: 0.00028031861635686317
Epoch 45 (46/100) - Train_Inference_Time: 33169.77734375 Train_PPYoloELoss/loss_cls: 0.646269679069519 Train_PPYoloELoss/loss_iou: 0.48418641090393066 Train_PPYoloELoss/loss_dfl: 0.30626311898231506 Train_PPYoloELoss/loss: 1.4367196559906006
Epoch 45 (46/100) - Valid_Inference_Time: 4788.35205078125 Valid_PPYoloELoss/loss_cls: 0.7438341975212097 Valid_PPYoloELoss/loss_iou: 0.5560550093650818 Valid_PPYoloELoss/loss_dfl: 0.3152013421058655 Valid_PPYoloELoss/loss: 1.6150908470153809 [email protected]: 0.27283474802970886 [email protected]: 0.943177342414856 [email protected]: 0.85661381483078 [email protected]: 0.42104583978652954 Valid_Best_score_threshold: 0.47999998927116394
Epoch 45 (46/100) - LR/default: 0.0002744936892055997
Epoch 46 (47/100) - Train_Inference_Time: 32651.974609375 Train_PPYoloELoss/loss_cls: 0.6434359550476074 Train_PPYoloELoss/loss_iou: 0.48162198066711426 Train_PPYoloELoss/loss_dfl: 0.3053261935710907 Train_PPYoloELoss/loss: 1.4303843975067139
Epoch 46 (47/100) - Valid_Inference_Time: 4713.7216796875 Valid_PPYoloELoss/loss_cls: 0.7664571404457092 Valid_PPYoloELoss/loss_iou: 0.5734747648239136 Valid_PPYoloELoss/loss_dfl: 0.3153049945831299 Valid_PPYoloELoss/loss: 1.655237078666687 [email protected]: 0.21581731736660004 [email protected]: 0.9415757656097412 [email protected]: 0.8373310565948486 [email protected]: 0.349406898021698 Valid_Best_score_threshold: 0.41999998688697815
Epoch 46 (47/100) - LR/default: 0.0002686052317553372
Epoch 47 (48/100) - Train_Inference_Time: 32914.8359375 Train_PPYoloELoss/loss_cls: 0.6456769704818726 Train_PPYoloELoss/loss_iou: 0.48362043499946594 Train_PPYoloELoss/loss_dfl: 0.30567315220832825 Train_PPYoloELoss/loss: 1.4349706172943115
Epoch 47 (48/100) - Valid_Inference_Time: 4725.693359375 Valid_PPYoloELoss/loss_cls: 0.7545300722122192 Valid_PPYoloELoss/loss_iou: 0.541873037815094 Valid_PPYoloELoss/loss_dfl: 0.31108537316322327 Valid_PPYoloELoss/loss: 1.6074885129928589 [email protected]: 0.19504807889461517 [email protected]: 0.9538008570671082 [email protected]: 0.8495432138442993 [email protected]: 0.32352399826049805 Valid_Best_score_threshold: 0.47999998927116394
Epoch 47 (48/100) - LR/default: 0.0002626601089379219
Epoch 48 (49/100) - Train_Inference_Time: 33003.30859375 Train_PPYoloELoss/loss_cls: 0.6424387693405151 Train_PPYoloELoss/loss_iou: 0.4758037030696869 Train_PPYoloELoss/loss_dfl: 0.30274707078933716 Train_PPYoloELoss/loss: 1.4209895133972168
Epoch 48 (49/100) - Valid_Inference_Time: 4818.212890625 Valid_PPYoloELoss/loss_cls: 0.763491153717041 Valid_PPYoloELoss/loss_iou: 0.5468628406524658 Valid_PPYoloELoss/loss_dfl: 0.31232866644859314 Valid_PPYoloELoss/loss: 1.6226826906204224 [email protected]: 0.19960065186023712 [email protected]: 0.9398833513259888 [email protected]: 0.8414154648780823 [email protected]: 0.3280859589576721 Valid_Best_score_threshold: 0.5099999904632568
Epoch 48 (49/100) - LR/default: 0.00025666525174730356
Epoch 49 (50/100) - Train_Inference_Time: 33201.6796875 Train_PPYoloELoss/loss_cls: 0.6397120356559753 Train_PPYoloELoss/loss_iou: 0.47618308663368225 Train_PPYoloELoss/loss_dfl: 0.30445587635040283 Train_PPYoloELoss/loss: 1.4203516244888306
Epoch 49 (50/100) - Valid_Inference_Time: 4737.55810546875 Valid_PPYoloELoss/loss_cls: 0.7499577403068542 Valid_PPYoloELoss/loss_iou: 0.5538268089294434 Valid_PPYoloELoss/loss_dfl: 0.3138122856616974 Valid_PPYoloELoss/loss: 1.617596983909607 [email protected]: 0.2675008773803711 [email protected]: 0.9434854984283447 [email protected]: 0.8492285013198853 [email protected]: 0.41547471284866333 Valid_Best_score_threshold: 0.44999998807907104
Epoch 49 (50/100) - LR/default: 0.00025062764915918426
Epoch 50 (51/100) - Train_Inference_Time: 32683.564453125 Train_PPYoloELoss/loss_cls: 0.6390119194984436 Train_PPYoloELoss/loss_iou: 0.4771786034107208 Train_PPYoloELoss/loss_dfl: 0.3045453429222107 Train_PPYoloELoss/loss: 1.420736312866211
Epoch 50 (51/100) - Valid_Inference_Time: 4769.01611328125 Valid_PPYoloELoss/loss_cls: 0.7567759156227112 Valid_PPYoloELoss/loss_iou: 0.5485936999320984 Valid_PPYoloELoss/loss_dfl: 0.31123673915863037 Valid_PPYoloELoss/loss: 1.616606593132019 [email protected]: 0.17459306120872498 [email protected]: 0.9516618847846985 [email protected]: 0.8579095005989075 [email protected]: 0.29446643590927124 Valid_Best_score_threshold: 0.5300000309944153
Epoch 50 (51/100) - LR/default: 0.00024455433998307117
Epoch 51 (52/100) - Train_Inference_Time: 32827.41015625 Train_PPYoloELoss/loss_cls: 0.6431532502174377 Train_PPYoloELoss/loss_iou: 0.47725364565849304 Train_PPYoloELoss/loss_dfl: 0.30404311418533325 Train_PPYoloELoss/loss: 1.4244499206542969
Epoch 51 (52/100) - Valid_Inference_Time: 4854.29296875 Valid_PPYoloELoss/loss_cls: 0.7616477012634277 Valid_PPYoloELoss/loss_iou: 0.5451551079750061 Valid_PPYoloELoss/loss_dfl: 0.31079667806625366 Valid_PPYoloELoss/loss: 1.617599368095398 [email protected]: 0.20532046258449554 [email protected]: 0.9484729766845703 [email protected]: 0.846381425857544 [email protected]: 0.33678895235061646 Valid_Best_score_threshold: 0.47999998927116394
Epoch 51 (52/100) - LR/default: 0.00023845240465623143
Epoch 52 (53/100) - Train_Inference_Time: 33144.44140625 Train_PPYoloELoss/loss_cls: 0.6341258883476257 Train_PPYoloELoss/loss_iou: 0.4726869761943817 Train_PPYoloELoss/loss_dfl: 0.30210623145103455 Train_PPYoloELoss/loss: 1.4089192152023315
Epoch 52 (53/100) - Valid_Inference_Time: 4716.53515625 Valid_PPYoloELoss/loss_cls: 0.7495704889297485 Valid_PPYoloELoss/loss_iou: 0.5581017732620239 Valid_PPYoloELoss/loss_dfl: 0.3145705759525299 Valid_PPYoloELoss/loss: 1.622243046760559 [email protected]: 0.2688992917537689 [email protected]: 0.9435785412788391 [email protected]: 0.8503939509391785 [email protected]: 0.4182264804840088 Valid_Best_score_threshold: 0.44999998807907104
Epoch 52 (53/100) - LR/default: 0.0002323289569891161
Epoch 53 (54/100) - Train_Inference_Time: 32940.73046875 Train_PPYoloELoss/loss_cls: 0.632777214050293 Train_PPYoloELoss/loss_iou: 0.46743708848953247 Train_PPYoloELoss/loss_dfl: 0.30233845114707947 Train_PPYoloELoss/loss: 1.4025529623031616
Epoch 53 (54/100) - Valid_Inference_Time: 4879.55322265625 Valid_PPYoloELoss/loss_cls: 0.7587895393371582 Valid_PPYoloELoss/loss_iou: 0.5661400556564331 Valid_PPYoloELoss/loss_dfl: 0.31631290912628174 Valid_PPYoloELoss/loss: 1.6412423849105835 [email protected]: 0.23583470284938812 [email protected]: 0.943250298500061 [email protected]: 0.8459822535514832 [email protected]: 0.3749612271785736 Valid_Best_score_threshold: 0.4699999988079071
Epoch 53 (54/100) - LR/default: 0.00022619113587187678
Epoch 54 (55/100) - Train_Inference_Time: 33083.57421875 Train_PPYoloELoss/loss_cls: 0.6307703256607056 Train_PPYoloELoss/loss_iou: 0.4678097665309906 Train_PPYoloELoss/loss_dfl: 0.30256661772727966 Train_PPYoloELoss/loss: 1.4011460542678833
Epoch 54 (55/100) - Valid_Inference_Time: 4739.21533203125 Valid_PPYoloELoss/loss_cls: 0.7382525205612183 Valid_PPYoloELoss/loss_iou: 0.5477209687232971 Valid_PPYoloELoss/loss_dfl: 0.3115382790565491 Valid_PPYoloELoss/loss: 1.5975117683410645 [email protected]: 0.2773250937461853 [email protected]: 0.9546363353729248 [email protected]: 0.8690835237503052 [email protected]: 0.42972853779792786 Valid_Best_score_threshold: 0.4099999964237213
Epoch 54 (55/100) - LR/default: 0.00022004609695164382
Epoch 55 (56/100) - Train_Inference_Time: 32546.78515625 Train_PPYoloELoss/loss_cls: 0.6281085014343262 Train_PPYoloELoss/loss_iou: 0.461694598197937 Train_PPYoloELoss/loss_dfl: 0.30307281017303467 Train_PPYoloELoss/loss: 1.3928762674331665
Epoch 55 (56/100) - Valid_Inference_Time: 4775.3583984375 Valid_PPYoloELoss/loss_cls: 0.745876669883728 Valid_PPYoloELoss/loss_iou: 0.5504239201545715 Valid_PPYoloELoss/loss_dfl: 0.3121733069419861 Valid_PPYoloELoss/loss: 1.6084738969802856 [email protected]: 0.23484128713607788 [email protected]: 0.9426100850105286 [email protected]: 0.844535768032074 [email protected]: 0.3750646114349365 Valid_Best_score_threshold: 0.4599999785423279
Epoch 55 (56/100) - LR/default: 0.00021390100429026827
Epoch 56 (57/100) - Train_Inference_Time: 32732.85546875 Train_PPYoloELoss/loss_cls: 0.626444399356842 Train_PPYoloELoss/loss_iou: 0.46343186497688293 Train_PPYoloELoss/loss_dfl: 0.30243203043937683 Train_PPYoloELoss/loss: 1.392307996749878
Epoch 56 (57/100) - Valid_Inference_Time: 4830.23193359375 Valid_PPYoloELoss/loss_cls: 0.7470954060554504 Valid_PPYoloELoss/loss_iou: 0.5526078343391418 Valid_PPYoloELoss/loss_dfl: 0.31216198205947876 Valid_PPYoloELoss/loss: 1.6118654012680054 [email protected]: 0.22158882021903992 [email protected]: 0.9544653296470642 [email protected]: 0.8664828538894653 [email protected]: 0.35697510838508606 Valid_Best_score_threshold: 0.5300000309944153
Epoch 56 (57/100) - LR/default: 0.00020776302201225418
Epoch 57 (58/100) - Train_Inference_Time: 32975.1640625 Train_PPYoloELoss/loss_cls: 0.6277627348899841 Train_PPYoloELoss/loss_iou: 0.4619764983654022 Train_PPYoloELoss/loss_dfl: 0.3001593351364136 Train_PPYoloELoss/loss: 1.3898985385894775
Epoch 57 (58/100) - Valid_Inference_Time: 4829.0224609375 Valid_PPYoloELoss/loss_cls: 0.7756534218788147 Valid_PPYoloELoss/loss_iou: 0.5589495301246643 Valid_PPYoloELoss/loss_dfl: 0.3118763267993927 Valid_PPYoloELoss/loss: 1.6464792490005493 [email protected]: 0.18710635602474213 [email protected]: 0.9505330324172974 [email protected]: 0.8564215302467346 [email protected]: 0.3099576234817505 Valid_Best_score_threshold: 0.5099999904632568
Epoch 57 (58/100) - LR/default: 0.00020163930595261774
Epoch 58 (59/100) - Train_Inference_Time: 32931.0234375 Train_PPYoloELoss/loss_cls: 0.6201695203781128 Train_PPYoloELoss/loss_iou: 0.4573824405670166 Train_PPYoloELoss/loss_dfl: 0.3007083833217621 Train_PPYoloELoss/loss: 1.378259539604187
Epoch 58 (59/100) - Valid_Inference_Time: 4806.75830078125 Valid_PPYoloELoss/loss_cls: 0.7663396000862122 Valid_PPYoloELoss/loss_iou: 0.5534188747406006 Valid_PPYoloELoss/loss_dfl: 0.3123798668384552 Valid_PPYoloELoss/loss: 1.6321383714675903 [email protected]: 0.25867336988449097 [email protected]: 0.9380597472190857 [email protected]: 0.8451369404792786 [email protected]: 0.401132732629776 Valid_Best_score_threshold: 0.4399999976158142
Epoch 58 (59/100) - LR/default: 0.00019553699531441022
Epoch 59 (60/100) - Train_Inference_Time: 33064.55078125 Train_PPYoloELoss/loss_cls: 0.6229529976844788 Train_PPYoloELoss/loss_iou: 0.45599520206451416 Train_PPYoloELoss/loss_dfl: 0.3009447455406189 Train_PPYoloELoss/loss: 1.3798930644989014
Epoch 59 (60/100) - Valid_Inference_Time: 4753.18603515625 Valid_PPYoloELoss/loss_cls: 0.7552859783172607 Valid_PPYoloELoss/loss_iou: 0.5626200437545776 Valid_PPYoloELoss/loss_dfl: 0.3140904903411865 Valid_PPYoloELoss/loss: 1.631996750831604 [email protected]: 0.21318680047988892 [email protected]: 0.9481195211410522 [email protected]: 0.8405054807662964 [email protected]: 0.34589964151382446 Valid_Best_score_threshold: 0.5
Epoch 59 (60/100) - LR/default: 0.00018946320434563138
Epoch 60 (61/100) - Train_Inference_Time: 33059.49609375 Train_PPYoloELoss/loss_cls: 0.6180422902107239 Train_PPYoloELoss/loss_iou: 0.4531950056552887 Train_PPYoloELoss/loss_dfl: 0.30057287216186523 Train_PPYoloELoss/loss: 1.3718103170394897
Epoch 60 (61/100) - Valid_Inference_Time: 4795.6552734375 Valid_PPYoloELoss/loss_cls: 0.744871973991394 Valid_PPYoloELoss/loss_iou: 0.5611348152160645 Valid_PPYoloELoss/loss_dfl: 0.31449106335639954 Valid_PPYoloELoss/loss: 1.6204979419708252 [email protected]: 0.28183087706565857 [email protected]: 0.9394468665122986 [email protected]: 0.8464562296867371 [email protected]: 0.4335468113422394 Valid_Best_score_threshold: 0.4399999976158142
Epoch 60 (61/100) - LR/default: 0.000183425014045236
Epoch 61 (62/100) - Train_Inference_Time: 33020.21484375 Train_PPYoloELoss/loss_cls: 0.6138808131217957 Train_PPYoloELoss/loss_iou: 0.4519962966442108 Train_PPYoloELoss/loss_dfl: 0.29994747042655945 Train_PPYoloELoss/loss: 1.3658250570297241
Epoch 61 (62/100) - Valid_Inference_Time: 4793.18212890625 Valid_PPYoloELoss/loss_cls: 0.7554152607917786 Valid_PPYoloELoss/loss_iou: 0.557466447353363 Valid_PPYoloELoss/loss_dfl: 0.31350159645080566 Valid_PPYoloELoss/loss: 1.6263833045959473 [email protected]: 0.2564728856086731 [email protected]: 0.9334573745727539 [email protected]: 0.8375218510627747 [email protected]: 0.40189340710639954 Valid_Best_score_threshold: 0.5199999809265137
Epoch 61 (62/100) - LR/default: 0.000177429463907903
Epoch 62 (63/100) - Train_Inference_Time: 33053.9453125 Train_PPYoloELoss/loss_cls: 0.622003436088562 Train_PPYoloELoss/loss_iou: 0.45141270756721497 Train_PPYoloELoss/loss_dfl: 0.30021509528160095 Train_PPYoloELoss/loss: 1.3736313581466675
Epoch 62 (63/100) - Valid_Inference_Time: 4768.99755859375 Valid_PPYoloELoss/loss_cls: 0.7558680176734924 Valid_PPYoloELoss/loss_iou: 0.5613014101982117 Valid_PPYoloELoss/loss_dfl: 0.31389549374580383 Valid_PPYoloELoss/loss: 1.6310648918151855 [email protected]: 0.2570710778236389 [email protected]: 0.9389505982398987 [email protected]: 0.8430012464523315 [email protected]: 0.40086352825164795 Valid_Best_score_threshold: 0.4599999785423279
Epoch 62 (63/100) - LR/default: 0.0001714835437171915
Epoch 63 (64/100) - Train_Inference_Time: 32596.16796875 Train_PPYoloELoss/loss_cls: 0.6130227446556091 Train_PPYoloELoss/loss_iou: 0.4515173137187958 Train_PPYoloELoss/loss_dfl: 0.2999783158302307 Train_PPYoloELoss/loss: 1.364518165588379
Epoch 63 (64/100) - Valid_Inference_Time: 4716.21435546875 Valid_PPYoloELoss/loss_cls: 0.7371396422386169 Valid_PPYoloELoss/loss_iou: 0.5490321516990662 Valid_PPYoloELoss/loss_dfl: 0.31316086649894714 Valid_PPYoloELoss/loss: 1.599332571029663 [email protected]: 0.2590239644050598 [email protected]: 0.9459567070007324 [email protected]: 0.8546754121780396 [email protected]: 0.40657299757003784 Valid_Best_score_threshold: 0.44999998807907104
Epoch 63 (64/100) - LR/default: 0.0001655941853966518
Epoch 64 (65/100) - Train_Inference_Time: 32988.3515625 Train_PPYoloELoss/loss_cls: 0.6126702427864075 Train_PPYoloELoss/loss_iou: 0.44675585627555847 Train_PPYoloELoss/loss_dfl: 0.2998288869857788 Train_PPYoloELoss/loss: 1.3592547178268433
Epoch 64 (65/100) - Valid_Inference_Time: 4927.83447265625 Valid_PPYoloELoss/loss_cls: 0.7751032710075378 Valid_PPYoloELoss/loss_iou: 0.56094890832901 Valid_PPYoloELoss/loss_dfl: 0.3137173354625702 Valid_PPYoloELoss/loss: 1.6497695446014404 [email protected]: 0.2767106890678406 [email protected]: 0.9184766411781311 [email protected]: 0.8247478008270264 [email protected]: 0.42359042167663574 Valid_Best_score_threshold: 0.4699999988079071
Epoch 64 (65/100) - LR/default: 0.00015976825492839062
Epoch 65 (66/100) - Train_Inference_Time: 32826.3125 Train_PPYoloELoss/loss_cls: 0.6054882407188416 Train_PPYoloELoss/loss_iou: 0.4425537586212158 Train_PPYoloELoss/loss_dfl: 0.2980380356311798 Train_PPYoloELoss/loss: 1.3460801839828491
Epoch 65 (66/100) - Valid_Inference_Time: 4756.29736328125 Valid_PPYoloELoss/loss_cls: 0.7614043354988098 Valid_PPYoloELoss/loss_iou: 0.5619618892669678 Valid_PPYoloELoss/loss_dfl: 0.3141603469848633 Valid_PPYoloELoss/loss: 1.637526512145996 [email protected]: 0.25282227993011475 [email protected]: 0.9339014887809753 [email protected]: 0.8400678634643555 [email protected]: 0.3964584171772003 Valid_Best_score_threshold: 0.4699999988079071
Epoch 65 (66/100) - LR/default: 0.00015401254434851332
Epoch 66 (67/100) - Train_Inference_Time: 32883.90234375 Train_PPYoloELoss/loss_cls: 0.6090524792671204 Train_PPYoloELoss/loss_iou: 0.4431251585483551 Train_PPYoloELoss/loss_dfl: 0.2981034517288208 Train_PPYoloELoss/loss: 1.3502813577651978
Epoch 66 (67/100) - Valid_Inference_Time: 4754.705078125 Valid_PPYoloELoss/loss_cls: 0.7574924826622009 Valid_PPYoloELoss/loss_iou: 0.5558761954307556 Valid_PPYoloELoss/loss_dfl: 0.3138047456741333 Valid_PPYoloELoss/loss: 1.6271734237670898 [email protected]: 0.30852359533309937 [email protected]: 0.923293948173523 [email protected]: 0.8372726440429688 [email protected]: 0.46074172854423523 Valid_Best_score_threshold: 0.44999998807907104
Epoch 66 (67/100) - LR/default: 0.00014833376382877413
Epoch 67 (68/100) - Train_Inference_Time: 33102.90234375 Train_PPYoloELoss/loss_cls: 0.6029927134513855 Train_PPYoloELoss/loss_iou: 0.43666955828666687 Train_PPYoloELoss/loss_dfl: 0.2981683313846588 Train_PPYoloELoss/loss: 1.3378307819366455
Epoch 67 (68/100) - Valid_Inference_Time: 4879.095703125 Valid_PPYoloELoss/loss_cls: 0.7734586000442505 Valid_PPYoloELoss/loss_iou: 0.5764743089675903 Valid_PPYoloELoss/loss_dfl: 0.31742149591445923 Valid_PPYoloELoss/loss: 1.6673543453216553 [email protected]: 0.26949408650398254 [email protected]: 0.917908251285553 [email protected]: 0.8216511607170105 [email protected]: 0.41541603207588196 Valid_Best_score_threshold: 0.4699999988079071
Epoch 67 (68/100) - LR/default: 0.00014273853385366627
Epoch 68 (69/100) - Train_Inference_Time: 33011.01953125 Train_PPYoloELoss/loss_cls: 0.5997663736343384 Train_PPYoloELoss/loss_iou: 0.43308478593826294 Train_PPYoloELoss/loss_dfl: 0.29641804099082947 Train_PPYoloELoss/loss: 1.329269528388977
Epoch 68 (69/100) - Valid_Inference_Time: 4840.23779296875 Valid_PPYoloELoss/loss_cls: 0.757068395614624 Valid_PPYoloELoss/loss_iou: 0.5632776021957397 Valid_PPYoloELoss/loss_dfl: 0.31490132212638855 Valid_PPYoloELoss/loss: 1.6352471113204956 [email protected]: 0.2683909237384796 [email protected]: 0.9250593185424805 [email protected]: 0.8369497060775757 [email protected]: 0.41449588537216187 Valid_Best_score_threshold: 0.4399999976158142
Epoch 68 (69/100) - LR/default: 0.0001372333775020725
Epoch 69 (70/100) - Train_Inference_Time: 33219.55078125 Train_PPYoloELoss/loss_cls: 0.5957226753234863 Train_PPYoloELoss/loss_iou: 0.4325162172317505 Train_PPYoloELoss/loss_dfl: 0.2970387041568756 Train_PPYoloELoss/loss: 1.3252778053283691
Epoch 69 (70/100) - Valid_Inference_Time: 4763.65380859375 Valid_PPYoloELoss/loss_cls: 0.7526188492774963 Valid_PPYoloELoss/loss_iou: 0.5689080953598022 Valid_PPYoloELoss/loss_dfl: 0.31494438648223877 Valid_PPYoloELoss/loss: 1.6364715099334717 [email protected]: 0.31982195377349854 [email protected]: 0.9285621643066406 [email protected]: 0.8454616665840149 [email protected]: 0.47019389271736145 Valid_Best_score_threshold: 0.4399999976158142
Epoch 69 (70/100) - LR/default: 0.00013182471284247266
Epoch 70 (71/100) - Train_Inference_Time: 32840.1640625 Train_PPYoloELoss/loss_cls: 0.5998216867446899 Train_PPYoloELoss/loss_iou: 0.4322763681411743 Train_PPYoloELoss/loss_dfl: 0.2963291108608246 Train_PPYoloELoss/loss: 1.3284273147583008
Epoch 70 (71/100) - Valid_Inference_Time: 4729.09814453125 Valid_PPYoloELoss/loss_cls: 0.7516002655029297 Valid_PPYoloELoss/loss_iou: 0.5713521242141724 Valid_PPYoloELoss/loss_dfl: 0.3166450262069702 Valid_PPYoloELoss/loss: 1.6395974159240723 [email protected]: 0.3296842575073242 [email protected]: 0.9206684231758118 [email protected]: 0.8368560075759888 [email protected]: 0.4841731786727905 Valid_Best_score_threshold: 0.4399999976158142
Epoch 70 (71/100) - LR/default: 0.00012651884545057706
Epoch 71 (72/100) - Train_Inference_Time: 33088.70703125 Train_PPYoloELoss/loss_cls: 0.5936987400054932 Train_PPYoloELoss/loss_iou: 0.4278356730937958 Train_PPYoloELoss/loss_dfl: 0.29585152864456177 Train_PPYoloELoss/loss: 1.3173855543136597
Epoch 71 (72/100) - Valid_Inference_Time: 4833.7216796875 Valid_PPYoloELoss/loss_cls: 0.758941113948822 Valid_PPYoloELoss/loss_iou: 0.5691759586334229 Valid_PPYoloELoss/loss_dfl: 0.3163803815841675 Valid_PPYoloELoss/loss: 1.6444975137710571 [email protected]: 0.3008902370929718 [email protected]: 0.9210110306739807 [email protected]: 0.8331509232521057 [email protected]: 0.4494600296020508 Valid_Best_score_threshold: 0.44999998807907104
Epoch 71 (72/100) - LR/default: 0.00012132196105810563
Epoch 72 (73/100) - Train_Inference_Time: 33085.24609375 Train_PPYoloELoss/loss_cls: 0.5961167812347412 Train_PPYoloELoss/loss_iou: 0.43221861124038696 Train_PPYoloELoss/loss_dfl: 0.29674017429351807 Train_PPYoloELoss/loss: 1.3250757455825806
Epoch 72 (73/100) - Valid_Inference_Time: 4763.419921875 Valid_PPYoloELoss/loss_cls: 0.7573292851448059 Valid_PPYoloELoss/loss_iou: 0.568595826625824 Valid_PPYoloELoss/loss_dfl: 0.31429654359817505 Valid_PPYoloELoss/loss: 1.6402217149734497 [email protected]: 0.26716408133506775 [email protected]: 0.9255207180976868 [email protected]: 0.8400732278823853 [email protected]: 0.4087597727775574 Valid_Best_score_threshold: 0.5
Epoch 72 (73/100) - LR/default: 0.00011624011834128535
Epoch 73 (74/100) - Train_Inference_Time: 32958.32421875 Train_PPYoloELoss/loss_cls: 0.5919044017791748 Train_PPYoloELoss/loss_iou: 0.4262525141239166 Train_PPYoloELoss/loss_dfl: 0.2957504093647003 Train_PPYoloELoss/loss: 1.313907504081726
Epoch 73 (74/100) - Valid_Inference_Time: 4798.7421875 Valid_PPYoloELoss/loss_cls: 0.7502940893173218 Valid_PPYoloELoss/loss_iou: 0.5653687715530396 Valid_PPYoloELoss/loss_dfl: 0.31470391154289246 Valid_PPYoloELoss/loss: 1.6303670406341553 [email protected]: 0.30353617668151855 [email protected]: 0.93123859167099 [email protected]: 0.843445897102356 [email protected]: 0.4543820917606354 Valid_Best_score_threshold: 0.47999998927116394
Epoch 73 (74/100) - LR/default: 0.00011127924185747287
Epoch 74 (75/100) - Train_Inference_Time: 33069.4453125 Train_PPYoloELoss/loss_cls: 0.5874963402748108 Train_PPYoloELoss/loss_iou: 0.4210298955440521 Train_PPYoloELoss/loss_dfl: 0.29560139775276184 Train_PPYoloELoss/loss: 1.30412757396698
Epoch 74 (75/100) - Valid_Inference_Time: 4792.4306640625 Valid_PPYoloELoss/loss_cls: 0.7473121285438538 Valid_PPYoloELoss/loss_iou: 0.5663726329803467 Valid_PPYoloELoss/loss_dfl: 0.3140619695186615 Valid_PPYoloELoss/loss: 1.6277464628219604 [email protected]: 0.3204196095466614 [email protected]: 0.9208735227584839 [email protected]: 0.8407970666885376 [email protected]: 0.47127968072891235 Valid_Best_score_threshold: 0.41999998688697815
Epoch 74 (75/100) - LR/default: 0.00010644511513813597
Epoch 75 (76/100) - Train_Inference_Time: 32924.3125 Train_PPYoloELoss/loss_cls: 0.5873780846595764 Train_PPYoloELoss/loss_iou: 0.4204677939414978 Train_PPYoloELoss/loss_dfl: 0.2942647933959961 Train_PPYoloELoss/loss: 1.3021103143692017
Epoch 75 (76/100) - Valid_Inference_Time: 4733.77783203125 Valid_PPYoloELoss/loss_cls: 0.7537184357643127 Valid_PPYoloELoss/loss_iou: 0.5701127648353577 Valid_PPYoloELoss/loss_dfl: 0.3160412013530731 Valid_PPYoloELoss/loss: 1.639872431755066 [email protected]: 0.290504515171051 [email protected]: 0.9243761897087097 [email protected]: 0.8375755548477173 [email protected]: 0.43873006105422974 Valid_Best_score_threshold: 0.5
Epoch 75 (76/100) - LR/default: 0.00010174337394624737
Epoch 76 (77/100) - Train_Inference_Time: 33271.8828125 Train_PPYoloELoss/loss_cls: 0.5844683647155762 Train_PPYoloELoss/loss_iou: 0.42051252722740173 Train_PPYoloELoss/loss_dfl: 0.2940135598182678 Train_PPYoloELoss/loss: 1.2989943027496338
Epoch 76 (77/100) - Valid_Inference_Time: 4798.41943359375 Valid_PPYoloELoss/loss_cls: 0.7479605078697205 Valid_PPYoloELoss/loss_iou: 0.5714124441146851 Valid_PPYoloELoss/loss_dfl: 0.316644549369812 Valid_PPYoloELoss/loss: 1.6360175609588623 [email protected]: 0.3206302523612976 [email protected]: 0.9272556304931641 [email protected]: 0.8349433541297913 [email protected]: 0.47194328904151917 Valid_Best_score_threshold: 0.44999998807907104
Epoch 76 (77/100) - LR/default: 9.717949970595177e-05
Epoch 77 (78/100) - Train_Inference_Time: 32758.94140625 Train_PPYoloELoss/loss_cls: 0.5833202004432678 Train_PPYoloELoss/loss_iou: 0.417251855134964 Train_PPYoloELoss/loss_dfl: 0.29484862089157104 Train_PPYoloELoss/loss: 1.29542076587677
Epoch 77 (78/100) - Valid_Inference_Time: 4810.34814453125 Valid_PPYoloELoss/loss_cls: 0.7610286474227905 Valid_PPYoloELoss/loss_iou: 0.5686118006706238 Valid_PPYoloELoss/loss_dfl: 0.315866082906723 Valid_PPYoloELoss/loss: 1.645506501197815 [email protected]: 0.29356682300567627 [email protected]: 0.9219022393226624 [email protected]: 0.8333075046539307 [email protected]: 0.44408148527145386 Valid_Best_score_threshold: 0.4399999976158142
Epoch 77 (78/100) - LR/default: 9.275881311216454e-05
Epoch 78 (79/100) - Train_Inference_Time: 33316.90234375 Train_PPYoloELoss/loss_cls: 0.5770301818847656 Train_PPYoloELoss/loss_iou: 0.41057103872299194 Train_PPYoloELoss/loss_dfl: 0.2937600910663605 Train_PPYoloELoss/loss: 1.2813606262207031
Epoch 78 (79/100) - Valid_Inference_Time: 4748.22802734375 Valid_PPYoloELoss/loss_cls: 0.7456141114234924 Valid_PPYoloELoss/loss_iou: 0.572577714920044 Valid_PPYoloELoss/loss_dfl: 0.31647706031799316 Valid_PPYoloELoss/loss: 1.6346689462661743 [email protected]: 0.3323812782764435 [email protected]: 0.9189763069152832 [email protected]: 0.833285927772522 [email protected]: 0.4863515794277191 Valid_Best_score_threshold: 0.47999998927116394
Epoch 78 (79/100) - LR/default: 8.848646792755393e-05
Epoch 79 (80/100) - Train_Inference_Time: 33216.13671875 Train_PPYoloELoss/loss_cls: 0.578758716583252 Train_PPYoloELoss/loss_iou: 0.41310933232307434 Train_PPYoloELoss/loss_dfl: 0.2938731908798218 Train_PPYoloELoss/loss: 1.2857412099838257
Epoch 79 (80/100) - Valid_Inference_Time: 4829.6455078125 Valid_PPYoloELoss/loss_cls: 0.7622460126876831 Valid_PPYoloELoss/loss_iou: 0.5745940208435059 Valid_PPYoloELoss/loss_dfl: 0.3169083893299103 Valid_PPYoloELoss/loss: 1.653748631477356 [email protected]: 0.34332433342933655 [email protected]: 0.9115387201309204 [email protected]: 0.8265935182571411 [email protected]: 0.4948796331882477 Valid_Best_score_threshold: 0.4599999785423279
Epoch 79 (80/100) - LR/default: 8.436744497413752e-05
Epoch 80 (81/100) - Train_Inference_Time: 33260.5078125 Train_PPYoloELoss/loss_cls: 0.5763942003250122 Train_PPYoloELoss/loss_iou: 0.41189154982566833 Train_PPYoloELoss/loss_dfl: 0.29382848739624023 Train_PPYoloELoss/loss: 1.2821139097213745
Epoch 80 (81/100) - Valid_Inference_Time: 4792.65673828125 Valid_PPYoloELoss/loss_cls: 0.7678829431533813 Valid_PPYoloELoss/loss_iou: 0.5802388787269592 Valid_PPYoloELoss/loss_dfl: 0.31842759251594543 Valid_PPYoloELoss/loss: 1.6665494441986084 [email protected]: 0.2873092591762543 [email protected]: 0.9237604141235352 [email protected]: 0.8295425176620483 [email protected]: 0.43626224994659424 Valid_Best_score_threshold: 0.47999998927116394
Epoch 80 (81/100) - LR/default: 8.040654632649716e-05
Epoch 81 (82/100) - Train_Inference_Time: 32929.40625 Train_PPYoloELoss/loss_cls: 0.5792716145515442 Train_PPYoloELoss/loss_iou: 0.4120776653289795 Train_PPYoloELoss/loss_dfl: 0.29352515935897827 Train_PPYoloELoss/loss: 1.2848740816116333
Epoch 81 (82/100) - Valid_Inference_Time: 4789.44091796875 Valid_PPYoloELoss/loss_cls: 0.75919109582901 Valid_PPYoloELoss/loss_iou: 0.578665554523468 Valid_PPYoloELoss/loss_dfl: 0.31795671582221985 Valid_PPYoloELoss/loss: 1.6558133363723755 [email protected]: 0.3200071156024933 [email protected]: 0.9178757071495056 [email protected]: 0.8316390514373779 [email protected]: 0.47263115644454956 Valid_Best_score_threshold: 0.4699999988079071
Epoch 81 (82/100) - LR/default: 7.660838971338393e-05
Epoch 82 (83/100) - Train_Inference_Time: 33039.3203125 Train_PPYoloELoss/loss_cls: 0.5715789794921875 Train_PPYoloELoss/loss_iou: 0.40520548820495605 Train_PPYoloELoss/loss_dfl: 0.291170209646225 Train_PPYoloELoss/loss: 1.2679541110992432
Epoch 82 (83/100) - Valid_Inference_Time: 4767.83251953125 Valid_PPYoloELoss/loss_cls: 0.7543736100196838 Valid_PPYoloELoss/loss_iou: 0.5727404356002808 Valid_PPYoloELoss/loss_dfl: 0.3168947100639343 Valid_PPYoloELoss/loss: 1.6440088748931885 [email protected]: 0.3323012888431549 [email protected]: 0.9136451482772827 [email protected]: 0.8281869888305664 [email protected]: 0.4862593710422516 Valid_Best_score_threshold: 0.4599999785423279
Epoch 82 (83/100) - LR/default: 7.297740313423756e-05
Epoch 83 (84/100) - Train_Inference_Time: 32660.466796875 Train_PPYoloELoss/loss_cls: 0.5695834159851074 Train_PPYoloELoss/loss_iou: 0.4049573242664337 Train_PPYoloELoss/loss_dfl: 0.29268014430999756 Train_PPYoloELoss/loss: 1.2672206163406372
Epoch 83 (84/100) - Valid_Inference_Time: 4689.03662109375 Valid_PPYoloELoss/loss_cls: 0.7492824792861938 Valid_PPYoloELoss/loss_iou: 0.5816519260406494 Valid_PPYoloELoss/loss_dfl: 0.31994250416755676 Valid_PPYoloELoss/loss: 1.6508772373199463 [email protected]: 0.33198386430740356 [email protected]: 0.9223067164421082 [email protected]: 0.8304945230484009 [email protected]: 0.4875754714012146 Valid_Best_score_threshold: 0.5
Epoch 83 (84/100) - LR/default: 6.951781969689866e-05
Epoch 84 (85/100) - Train_Inference_Time: 33208.6484375 Train_PPYoloELoss/loss_cls: 0.5673043727874756 Train_PPYoloELoss/loss_iou: 0.4022710919380188 Train_PPYoloELoss/loss_dfl: 0.2912510633468628 Train_PPYoloELoss/loss: 1.2608270645141602
Epoch 84 (85/100) - Valid_Inference_Time: 4746.92333984375 Valid_PPYoloELoss/loss_cls: 0.7661744356155396 Valid_PPYoloELoss/loss_iou: 0.5810304284095764 Valid_PPYoloELoss/loss_dfl: 0.3194464445114136 Valid_PPYoloELoss/loss: 1.6666516065597534 [email protected]: 0.3149389624595642 [email protected]: 0.9185663461685181 [email protected]: 0.8297452926635742 [email protected]: 0.46725136041641235 Valid_Best_score_threshold: 0.5
Epoch 84 (85/100) - LR/default: 6.623367268253035e-05
Epoch 85 (86/100) - Train_Inference_Time: 32850.60546875 Train_PPYoloELoss/loss_cls: 0.561421275138855 Train_PPYoloELoss/loss_iou: 0.3947570323944092 Train_PPYoloELoss/loss_dfl: 0.2911989986896515 Train_PPYoloELoss/loss: 1.2473773956298828
Epoch 85 (86/100) - Valid_Inference_Time: 4746.72265625 Valid_PPYoloELoss/loss_cls: 0.7540127038955688 Valid_PPYoloELoss/loss_iou: 0.5767356157302856 Valid_PPYoloELoss/loss_dfl: 0.31826329231262207 Valid_PPYoloELoss/loss: 1.649011254310608 [email protected]: 0.37686029076576233 [email protected]: 0.9104723930358887 [email protected]: 0.8249881267547607 [email protected]: 0.5298863053321838 Valid_Best_score_threshold: 0.4899999797344208
Epoch 85 (86/100) - LR/default: 6.312879084350425e-05
Epoch 86 (87/100) - Train_Inference_Time: 33309.75390625 Train_PPYoloELoss/loss_cls: 0.5657763481140137 Train_PPYoloELoss/loss_iou: 0.39894452691078186 Train_PPYoloELoss/loss_dfl: 0.29054373502731323 Train_PPYoloELoss/loss: 1.2552648782730103
Epoch 86 (87/100) - Valid_Inference_Time: 4747.94677734375 Valid_PPYoloELoss/loss_cls: 0.7531598210334778 Valid_PPYoloELoss/loss_iou: 0.5884205102920532 Valid_PPYoloELoss/loss_dfl: 0.31985434889793396 Valid_PPYoloELoss/loss: 1.6614346504211426 [email protected]: 0.3518775403499603 [email protected]: 0.9159620404243469 [email protected]: 0.82742840051651 [email protected]: 0.5064250826835632 Valid_Best_score_threshold: 0.4699999988079071
Epoch 86 (87/100) - LR/default: 6.020679393973138e-05
Epoch 87 (88/100) - Train_Inference_Time: 32643.95703125 Train_PPYoloELoss/loss_cls: 0.5617527365684509 Train_PPYoloELoss/loss_iou: 0.39351773262023926 Train_PPYoloELoss/loss_dfl: 0.29071515798568726 Train_PPYoloELoss/loss: 1.2459851503372192
Epoch 87 (88/100) - Valid_Inference_Time: 4748.49609375 Valid_PPYoloELoss/loss_cls: 0.7593556046485901 Valid_PPYoloELoss/loss_iou: 0.5859435796737671 Valid_PPYoloELoss/loss_dfl: 0.3205244541168213 Valid_PPYoloELoss/loss: 1.6658234596252441 [email protected]: 0.3344257175922394 [email protected]: 0.9222476482391357 [email protected]: 0.8335835933685303 [email protected]: 0.48774024844169617 Valid_Best_score_threshold: 0.5199999809265137
Epoch 87 (88/100) - LR/default: 5.7471088518642725e-05
Epoch 88 (89/100) - Train_Inference_Time: 32997.89453125 Train_PPYoloELoss/loss_cls: 0.5589840412139893 Train_PPYoloELoss/loss_iou: 0.39518266916275024 Train_PPYoloELoss/loss_dfl: 0.2904416024684906 Train_PPYoloELoss/loss: 1.2446081638336182
Epoch 88 (89/100) - Valid_Inference_Time: 4729.578125 Valid_PPYoloELoss/loss_cls: 0.7565501928329468 Valid_PPYoloELoss/loss_iou: 0.581895649433136 Valid_PPYoloELoss/loss_dfl: 0.3196352422237396 Valid_PPYoloELoss/loss: 1.6580809354782104 [email protected]: 0.3667435646057129 [email protected]: 0.9160488247871399 [email protected]: 0.8320987224578857 [email protected]: 0.5198314785957336 Valid_Best_score_threshold: 0.44999998807907104
Epoch 88 (89/100) - LR/default: 5.492486394373916e-05
Epoch 89 (90/100) - Train_Inference_Time: 32713.8125 Train_PPYoloELoss/loss_cls: 0.5616636872291565 Train_PPYoloELoss/loss_iou: 0.3959881365299225 Train_PPYoloELoss/loss_dfl: 0.29068422317504883 Train_PPYoloELoss/loss: 1.248335361480713
Epoch 89 (90/100) - Valid_Inference_Time: 4895.73974609375 Valid_PPYoloELoss/loss_cls: 0.7625386118888855 Valid_PPYoloELoss/loss_iou: 0.5772926807403564 Valid_PPYoloELoss/loss_dfl: 0.319013774394989 Valid_PPYoloELoss/loss: 1.658845067024231 [email protected]: 0.3164181709289551 [email protected]: 0.9146096706390381 [email protected]: 0.8258800506591797 [email protected]: 0.46805405616760254 Valid_Best_score_threshold: 0.5099999904632568
Epoch 89 (90/100) - LR/default: 5.257108867634008e-05
Epoch 90 (91/100) - Train_Inference_Time: 32856.546875 Train_PPYoloELoss/loss_cls: 0.5604730844497681 Train_PPYoloELoss/loss_iou: 0.3977503180503845 Train_PPYoloELoss/loss_dfl: 0.29179641604423523 Train_PPYoloELoss/loss: 1.2500195503234863
Epoch 90 (91/100) - Valid_Inference_Time: 4762.267578125 Valid_PPYoloELoss/loss_cls: 0.7634955048561096 Valid_PPYoloELoss/loss_iou: 0.5941540002822876 Valid_PPYoloELoss/loss_dfl: 0.3213304281234741 Valid_PPYoloELoss/loss: 1.6789801120758057 [email protected]: 0.3290824890136719 [email protected]: 0.9159871339797974 [email protected]: 0.8243105411529541 [email protected]: 0.4798014760017395 Valid_Best_score_threshold: 0.47999998927116394
Epoch 90 (91/100) - LR/default: 5.0412506814866704e-05
Epoch 91 (92/100) - Train_Inference_Time: 33077.42578125 Train_PPYoloELoss/loss_cls: 0.5580748915672302 Train_PPYoloELoss/loss_iou: 0.3928810954093933 Train_PPYoloELoss/loss_dfl: 0.2900644540786743 Train_PPYoloELoss/loss: 1.2410203218460083
Epoch 91 (92/100) - Valid_Inference_Time: 4758.5947265625 Valid_PPYoloELoss/loss_cls: 0.7641562223434448 Valid_PPYoloELoss/loss_iou: 0.596599817276001 Valid_PPYoloELoss/loss_dfl: 0.3233104944229126 Valid_PPYoloELoss/loss: 1.6840665340423584 [email protected]: 0.3657779395580292 [email protected]: 0.9141232967376709 [email protected]: 0.8176910281181335 [email protected]: 0.5189664363861084 Valid_Best_score_threshold: 0.4899999797344208
Epoch 91 (92/100) - LR/default: 4.845163489569373e-05
Epoch 92 (93/100) - Train_Inference_Time: 32861.8828125 Train_PPYoloELoss/loss_cls: 0.5573116540908813 Train_PPYoloELoss/loss_iou: 0.39121031761169434 Train_PPYoloELoss/loss_dfl: 0.29003968834877014 Train_PPYoloELoss/loss: 1.2385611534118652
Epoch 92 (93/100) - Valid_Inference_Time: 4869.56298828125 Valid_PPYoloELoss/loss_cls: 0.7642843723297119 Valid_PPYoloELoss/loss_iou: 0.5885302424430847 Valid_PPYoloELoss/loss_dfl: 0.3213654160499573 Valid_PPYoloELoss/loss: 1.6741797924041748 [email protected]: 0.3280903995037079 [email protected]: 0.9186036586761475 [email protected]: 0.8235435485839844 [email protected]: 0.48051437735557556 Valid_Best_score_threshold: 0.5
Epoch 92 (93/100) - LR/default: 4.669075895929915e-05
Epoch 93 (94/100) - Train_Inference_Time: 33124.1796875 Train_PPYoloELoss/loss_cls: 0.5560358166694641 Train_PPYoloELoss/loss_iou: 0.3903156816959381 Train_PPYoloELoss/loss_dfl: 0.28911092877388 Train_PPYoloELoss/loss: 1.2354626655578613
Epoch 93 (94/100) - Valid_Inference_Time: 4730.0654296875 Valid_PPYoloELoss/loss_cls: 0.7573950290679932 Valid_PPYoloELoss/loss_iou: 0.5851170420646667 Valid_PPYoloELoss/loss_dfl: 0.32088494300842285 Valid_PPYoloELoss/loss: 1.663397192955017 [email protected]: 0.34100377559661865 [email protected]: 0.9149432182312012 [email protected]: 0.8257102966308594 [email protected]: 0.4938827157020569 Valid_Best_score_threshold: 0.4899999797344208
Epoch 93 (94/100) - LR/default: 4.513193188513332e-05
Epoch 94 (95/100) - Train_Inference_Time: 31760.76171875 Train_PPYoloELoss/loss_cls: 0.5515503883361816 Train_PPYoloELoss/loss_iou: 0.385217547416687 Train_PPYoloELoss/loss_dfl: 0.28978800773620605 Train_PPYoloELoss/loss: 1.2265559434890747
Epoch 94 (95/100) - Valid_Inference_Time: 4741.91845703125 Valid_PPYoloELoss/loss_cls: 0.7661932706832886 Valid_PPYoloELoss/loss_iou: 0.5955767035484314 Valid_PPYoloELoss/loss_dfl: 0.3225304186344147 Valid_PPYoloELoss/loss: 1.6843003034591675 [email protected]: 0.35419031977653503 [email protected]: 0.9136706590652466 [email protected]: 0.8230434656143188 [email protected]: 0.5072288513183594 Valid_Best_score_threshold: 0.5099999904632568
Epoch 94 (95/100) - LR/default: 4.3776970998313136e-05
Epoch 95 (96/100) - Train_Inference_Time: 33005.8515625 Train_PPYoloELoss/loss_cls: 0.5488657355308533 Train_PPYoloELoss/loss_iou: 0.3833962678909302 Train_PPYoloELoss/loss_dfl: 0.28859153389930725 Train_PPYoloELoss/loss: 1.2208534479141235
Epoch 95 (96/100) - Valid_Inference_Time: 4718.68603515625 Valid_PPYoloELoss/loss_cls: 0.7662031650543213 Valid_PPYoloELoss/loss_iou: 0.5856910943984985 Valid_PPYoloELoss/loss_dfl: 0.3207092583179474 Valid_PPYoloELoss/loss: 1.672603726387024 [email protected]: 0.37185901403427124 [email protected]: 0.9088157415390015 [email protected]: 0.8210930824279785 [email protected]: 0.5243264436721802 Valid_Best_score_threshold: 0.4699999988079071
Epoch 95 (96/100) - LR/default: 4.2627455950932795e-05
Epoch 96 (97/100) - Train_Inference_Time: 32677.720703125 Train_PPYoloELoss/loss_cls: 0.5519832968711853 Train_PPYoloELoss/loss_iou: 0.38517919182777405 Train_PPYoloELoss/loss_dfl: 0.28899529576301575 Train_PPYoloELoss/loss: 1.2261579036712646
Epoch 96 (97/100) - Valid_Inference_Time: 4740.49462890625 Valid_PPYoloELoss/loss_cls: 0.7553555965423584 Valid_PPYoloELoss/loss_iou: 0.5850606560707092 Valid_PPYoloELoss/loss_dfl: 0.3202684223651886 Valid_PPYoloELoss/loss: 1.6606849431991577 [email protected]: 0.3543950319290161 [email protected]: 0.9063901305198669 [email protected]: 0.8213368058204651 [email protected]: 0.5068773031234741 Valid_Best_score_threshold: 0.5
Epoch 96 (97/100) - LR/default: 4.168472688046013e-05
Epoch 97 (98/100) - Train_Inference_Time: 33142.2890625 Train_PPYoloELoss/loss_cls: 0.5505269765853882 Train_PPYoloELoss/loss_iou: 0.3841448724269867 Train_PPYoloELoss/loss_dfl: 0.2888474464416504 Train_PPYoloELoss/loss: 1.2235196828842163
Epoch 97 (98/100) - Valid_Inference_Time: 4791.04296875 Valid_PPYoloELoss/loss_cls: 0.7647580504417419 Valid_PPYoloELoss/loss_iou: 0.5837529897689819 Valid_PPYoloELoss/loss_dfl: 0.3199544847011566 Valid_PPYoloELoss/loss: 1.6684657335281372 [email protected]: 0.3119463622570038 [email protected]: 0.9161783456802368 [email protected]: 0.8229984045028687 [email protected]: 0.46188783645629883 Valid_Best_score_threshold: 0.5099999904632568
Epoch 97 (98/100) - LR/default: 4.094988284736606e-05
Epoch 98 (99/100) - Train_Inference_Time: 33157.98046875 Train_PPYoloELoss/loss_cls: 0.5461081266403198 Train_PPYoloELoss/loss_iou: 0.3797929286956787 Train_PPYoloELoss/loss_dfl: 0.2885848879814148 Train_PPYoloELoss/loss: 1.214486002922058
Epoch 98 (99/100) - Valid_Inference_Time: 4821.55908203125 Valid_PPYoloELoss/loss_cls: 0.7514581084251404 Valid_PPYoloELoss/loss_iou: 0.5873664021492004 Valid_PPYoloELoss/loss_dfl: 0.3209201395511627 Valid_PPYoloELoss/loss: 1.6597447395324707 [email protected]: 0.3882068991661072 [email protected]: 0.9116735458374023 [email protected]: 0.825918436050415 [email protected]: 0.5416285991668701 Valid_Best_score_threshold: 0.4399999976158142
Epoch 98 (99/100) - LR/default: 4.04237805538086e-05
Epoch 99 (100/100) - Train_Inference_Time: 32130.232421875 Train_PPYoloELoss/loss_cls: 0.5447205901145935 Train_PPYoloELoss/loss_iou: 0.3784288465976715 Train_PPYoloELoss/loss_dfl: 0.2888523042201996 Train_PPYoloELoss/loss: 1.212001919746399
Epoch 99 (100/100) - Valid_Inference_Time: 4803.505859375 Valid_PPYoloELoss/loss_cls: 0.7548537850379944 Valid_PPYoloELoss/loss_iou: 0.5866709351539612 Valid_PPYoloELoss/loss_dfl: 0.3205338716506958 Valid_PPYoloELoss/loss: 1.662058711051941 [email protected]: 0.3857632577419281 [email protected]: 0.9131126999855042 [email protected]: 0.8281538486480713 [email protected]: 0.5406357645988464 Valid_Best_score_threshold: 0.4899999797344208
Epoch 99 (100/100) - LR/default: 4.0107033344864976e-05
|