--------- config parameters ---------- { "arch_params": { "schema": null }, "checkpoint_params": { "load_checkpoint": false, "schema": null }, "training_hyperparams": { "lr_warmup_epochs": 3, "lr_warmup_steps": 0, "lr_cooldown_epochs": 0, "warmup_initial_lr": 1e-06, "cosine_final_lr_ratio": 0.1, "optimizer": "Adam", "optimizer_params": { "weight_decay": 0.0001 }, "criterion_params": {}, "ema": true, "batch_accumulate": 1, "ema_params": { "decay": 0.9, "decay_type": "threshold" }, "zero_weight_decay_on_bias_and_bn": true, "load_opt_params": true, "run_validation_freq": 1, "save_model": true, "metric_to_watch": "mAP@0.50", "launch_tensorboard": false, "tb_files_user_prompt": false, "silent_mode": true, "mixed_precision": true, "tensorboard_port": null, "save_ckpt_epoch_list": [], "average_best_models": true, "dataset_statistics": false, "save_tensorboard_to_s3": false, "lr_schedule_function": null, "train_metrics_list": [], "valid_metrics_list": [ "DetectionMetrics_050(\n (post_prediction_callback): PPYoloEPostPredictionCallback()\n)" ], "greater_metric_to_watch_is_better": true, "precise_bn": false, "precise_bn_batch_size": null, "seed": 42, "lr_mode": "cosine", "phase_callbacks": null, "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 }, "warmup_mode": "linear_epoch_step", "step_lr_update_freq": null, "lr_updates": [], "clip_grad_norm": null, "pre_prediction_callback": null, "ckpt_best_name": "ckpt_best.pth", "enable_qat": false, "resume": false, "resume_path": null, "ckpt_name": "ckpt_latest.pth", "resume_strict_load": false, "sync_bn": false, "kill_ddp_pgroup_on_end": true, "max_train_batches": null, "max_valid_batches": null, "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": { "type": "number", "exclusiveMinimum": 0, "maximum": 10 } }, "if": { "properties": { "lr_mode": { "const": "step" } } }, "then": { "required": [ "lr_updates", "lr_decay_factor" ] }, "required": [ "max_epochs", "lr_mode", "initial_lr", "loss" ] }, "initial_lr": 0.0005, "max_epochs": 15, "loss": "PPYoloELoss(\n (static_assigner): ATSSAssigner()\n (assigner): TaskAlignedAssigner()\n)" }, "dataset_params": { "train_dataset_params": { "data_dir": "/content/New-pothole-detection-2", "images_dir": "/content/New-pothole-detection-2/train/images", "labels_dir": "/content/New-pothole-detection-2/train/labels", "classes": [ "-1", "0", "Pothole", "Potholes", "bache", "manhole", "object", "porthole", "pothole", "potholes" ], "input_dim": "[640, 640]", "cache_dir": null, "cache": false, "transforms": "[{'DetectionMosaic': {'input_dim': [640, 640], 'prob': 1.0}}, {'DetectionRandomAffine': {'degrees': 10.0, 'translate': 0.1, 'scales': [0.1, 2], 'shear': 2.0, 'target_size': [640, 640], 'filter_box_candidates': True, 'wh_thr': 2, 'area_thr': 0.1, 'ar_thr': 20}}, {'DetectionMixup': {'input_dim': [640, 640], 'mixup_scale': [0.5, 1.5], 'prob': 1.0, 'flip_prob': 0.5}}, {'DetectionHSV': {'prob': 1.0, 'hgain': 5, 'sgain': 30, 'vgain': 30}}, {'DetectionHorizontalFlip': {'prob': 0.5}}, {'DetectionPaddedRescale': {'input_dim': [640, 640], 'max_targets': 120}}, {'DetectionTargetsFormatTransform': {'input_dim': [640, 640], 'output_format': 'LABEL_CXCYWH'}}]", "class_inclusion_list": null, "max_num_samples": null }, "train_dataloader_params": { "batch_size": 16, "num_workers": 2, "shuffle": true, "drop_last": true, "pin_memory": true, "collate_fn": "" }, "valid_dataset_params": { "data_dir": "/content/New-pothole-detection-2", "images_dir": "/content/New-pothole-detection-2/valid/images", "labels_dir": "/content/New-pothole-detection-2/valid/labels", "classes": [ "-1", "0", "Pothole", "Potholes", "bache", "manhole", "object", "porthole", "pothole", "potholes" ], "input_dim": "[640, 640]", "cache_dir": null, "cache": false, "transforms": "[{'DetectionPaddedRescale': {'input_dim': [640, 640]}}, {'DetectionTargetsFormatTransform': {'max_targets': 50, 'input_dim': [640, 640], 'output_format': 'LABEL_CXCYWH'}}]", "class_inclusion_list": null, "max_num_samples": null }, "valid_dataloader_params": { "batch_size": 16, "num_workers": 2, "drop_last": false, "pin_memory": true, "collate_fn": "" }, "schema": null }, "additional_log_items": { "initial_LR": 0.0005, "num_devices": 1, "multi_gpu": "None", "device_type": "Tesla T4", "installed_packages": [ "Babel 2.12.1", "CacheControl 0.12.11", "Cython 0.29.34", "Deprecated 1.2.13", "Flask 2.2.4", "GDAL 3.3.2", "Jinja2 3.1.2", "LunarCalendar 0.0.9", "Markdown 3.4.3", "MarkupSafe 2.1.2", "Pillow 9.5.0", "PyDrive 1.3.1", "PyMeeus 0.5.12", "PyOpenGL 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"markdown-it-py 2.2.0", "matplotlib 3.7.1", "matplotlib-inline 0.1.6", "matplotlib-venn 0.11.9", "mdurl 0.1.2", "miniKanren 1.0.3", "missingno 0.5.2", "mistune 0.8.4", "mizani 0.8.1", "mkl 2019.0", "ml-dtypes 0.1.0", "mlxtend 0.14.0", "more-itertools 9.1.0", "moviepy 1.0.3", "mpmath 1.3.0", "msgpack 1.0.5", "multipledispatch 0.6.0", "multitasking 0.0.11", "murmurhash 1.0.9", "music21 8.1.0", "natsort 8.3.1", "nbclient 0.7.4", "nbconvert 6.5.4", "nbformat 5.8.0", "nest-asyncio 1.5.6", "networkx 3.1", "nibabel 3.0.2", "nltk 3.8.1", "notebook 6.4.8", "numba 0.56.4", "numexpr 2.8.4", "numpy 1.22.4", "nvidia-cublas-cu11 11.10.3.66", "nvidia-cuda-nvrtc-cu11 11.7.99", "nvidia-cuda-runtime-cu11 11.7.99", "nvidia-cudnn-cu11 8.5.0.96", "oauth2client 4.1.3", "oauthlib 3.2.2", "omegaconf 2.3.0", "onnx 1.13.0", "onnx-simplifier 0.4.28", "onnxruntime 1.13.1", "opencv-contrib-python 4.7.0.72", "opencv-python 4.7.0.72", "opencv-python-headless 4.7.0.72", "openpyxl 3.0.10", "opt-einsum 3.3.0", "optax 0.1.5", "orbax-checkpoint 0.2.1", "osqp 0.6.2.post8", "packaging 23.1", "palettable 3.3.3", "pandas 1.5.3", "pandas-datareader 0.10.0", "pandas-gbq 0.17.9", "pandocfilters 1.5.0", "panel 0.14.4", "param 1.13.0", "parso 0.8.3", "partd 1.4.0", "pathlib 1.0.1", "pathy 0.10.1", "patsy 0.5.3", "pexpect 4.8.0", "pickleshare 0.7.5", "pip 23.1.2", "pip-tools 6.13.0", "platformdirs 3.3.0", "plotly 5.13.1", "plotnine 0.10.1", "pluggy 1.0.0", "polars 0.17.3", "pooch 1.6.0", "portpicker 1.3.9", "prefetch-generator 1.0.3", "preshed 3.0.8", "prettytable 0.7.2", "proglog 0.1.10", "progressbar2 4.2.0", "prometheus-client 0.16.0", "promise 2.3", "prompt-toolkit 3.0.38", "prophet 1.1.2", "proto-plus 1.22.2", "protobuf 3.20.3", "psutil 5.9.5", "psycopg2 2.9.6", "ptyprocess 0.7.0", "py4j 0.10.9.7", "pyDeprecate 0.3.2", "py-cpuinfo 9.0.0", "pyarrow 9.0.0", "pyasn1 0.5.0", "pyasn1-modules 0.3.0", "pycocotools 2.0.4", "pycparser 2.21", "pyct 0.5.0", "pydantic 1.10.7", "pydata-google-auth 1.7.0", "pydot 1.4.2", "pydot-ng 2.0.0", "pydotplus 2.0.2", "pyerfa 2.0.0.3", "pygame 2.3.0", "pymc 5.1.2", "pymystem3 0.2.0", "pyparsing 2.4.7", "pyproject-hooks 1.0.0", "pyrsistent 0.19.3", "pytensor 2.10.1", "pytest 7.2.2", "python-apt 0.0.0", "python-dateutil 2.8.2", "python-dotenv 1.0.0", "python-louvain 0.16", "python-slugify 8.0.1", "python-utils 3.5.2", "pytube 15.0.0", "pytz 2022.7.1", "pytz-deprecation-shim 0.1.0.post0", "pyviz-comms 2.2.1", "pyzmq 23.2.1", "qdldl 0.1.7", "qudida 0.0.4", "rapidfuzz 3.0.0", "regex 2022.10.31", "requests 2.27.1", "requests-oauthlib 1.3.1", "requests-toolbelt 1.0.0", "requirements-parser 0.5.0", "rich 13.3.4", "roboflow 1.0.8", "rpy2 3.5.5", "rsa 4.9", "s3transfer 0.6.1", "scikit-image 0.19.3", "scikit-learn 1.2.2", "scipy 1.10.1", "scs 3.2.3", "seaborn 0.12.2", "setuptools 67.7.2", "shapely 2.0.1", "six 1.16.0", "sklearn-pandas 2.2.0", "smart-open 6.3.0", "sniffio 1.3.0", "snowballstemmer 2.2.0", "sortedcontainers 2.4.0", "soundfile 0.12.1", "soupsieve 2.4.1", "soxr 0.3.5", "spacy 3.5.2", "spacy-legacy 3.0.12", "spacy-loggers 1.0.4", "sphinx-rtd-theme 1.2.0", "sphinxcontrib-applehelp 1.0.4", "sphinxcontrib-devhelp 1.0.2", "sphinxcontrib-htmlhelp 2.0.1", "sphinxcontrib-jquery 4.1", "sphinxcontrib-jsmath 1.0.1", "sphinxcontrib-qthelp 1.0.3", "sphinxcontrib-serializinghtml 1.1.5", "sqlparse 0.4.4", "srsly 2.4.6", "statsmodels 0.13.5", "stringcase 1.2.0", "super-gradients 3.1.0", "sympy 1.11.1", "tables 3.8.0", "tabulate 0.8.10", "tblib 1.7.0", "tenacity 8.2.2", "tensorboard 2.12.2", "tensorboard-data-server 0.7.0", "tensorboard-plugin-wit 1.8.1", "tensorflow 2.12.0", "tensorflow-datasets 4.9.2", "tensorflow-estimator 2.12.0", "tensorflow-gcs-config 2.12.0", "tensorflow-hub 0.13.0", "tensorflow-io-gcs-filesystem 0.32.0", "tensorflow-metadata 1.13.1", "tensorflow-probability 0.19.0", "tensorstore 0.1.36", "termcolor 1.1.0", "terminado 0.17.1", "text-unidecode 1.3", "textblob 0.17.1", "tf-slim 1.1.0", "thinc 8.1.9", "threadpoolctl 3.1.0", "tifffile 2023.4.12", "tinycss2 1.2.1", "toml 0.10.2", "tomli 2.0.1", "toolz 0.12.0", "torch 1.13.1", "torchaudio 2.0.1+cu118", "torchdata 0.6.0", "torchinfo 1.7.2", "torchmetrics 0.8.0", "torchsummary 1.5.1", "torchtext 0.15.1", "torchvision 0.14.1", "tornado 6.3.1", "tqdm 4.65.0", "traitlets 5.7.1", "treelib 1.6.1", "triton 2.0.0", "tweepy 4.13.0", "typer 0.7.0", "types-setuptools 67.7.0.2", "typing-extensions 4.5.0", "tzdata 2023.3", "tzlocal 4.3", "uritemplate 4.1.1", "urllib3 1.26.15", "vega-datasets 0.9.0", "wasabi 1.1.1", "wcwidth 0.2.6", "webcolors 1.13", "webencodings 0.5.1", "websocket-client 1.5.1", "wget 3.2", "wheel 0.40.0", "widgetsnbextension 3.6.4", "wordcloud 1.8.2.2", "wrapt 1.14.1", "xarray 2022.12.0", "xarray-einstats 0.5.1", "xgboost 1.7.5", "xlrd 2.0.1", "yellowbrick 1.5", "yfinance 0.2.18", "youtube-dl 2021.12.17", "zict 3.0.0", "zipp 3.15.0", "PyGObject 3.36.0", "dbus-python 1.2.16", "requests-unixsocket 0.2.0" ] } } ------- config parameters end --------