| --------- 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 | |