|
--------- config parameters ---------- |
|
{ |
|
"arch_params": { |
|
"schema": null |
|
}, |
|
"checkpoint_params": { |
|
"load_checkpoint": false, |
|
"schema": null |
|
}, |
|
"training_hyperparams": { |
|
"lr_warmup_epochs": 3, |
|
"lr_warmup_steps": 0, |
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"lr_cooldown_epochs": 0, |
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"warmup_initial_lr": 1e-06, |
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"cosine_final_lr_ratio": 0.1, |
|
"optimizer": "Adam", |
|
"optimizer_params": { |
|
"weight_decay": 0.0001 |
|
}, |
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"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": "[email protected]", |
|
"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": "<super_gradients.training.utils.detection_utils.DetectionCollateFN object at 0x7f74b1f19660>" |
|
}, |
|
"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": "<super_gradients.training.utils.detection_utils.DetectionCollateFN object at 0x7f74b17472b0>" |
|
}, |
|
"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", |
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"Flask 2.2.4", |
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"GDAL 3.3.2", |
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"Jinja2 3.1.2", |
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"LunarCalendar 0.0.9", |
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"Markdown 3.4.3", |
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"MarkupSafe 2.1.2", |
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"Pillow 9.5.0", |
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"PyDrive 1.3.1", |
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"PyMeeus 0.5.12", |
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"PyOpenGL 3.1.6", |
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"PySocks 1.7.1", |
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"PyWavelets 1.4.1", |
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"PyYAML 6.0", |
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"Pygments 2.14.0", |
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"SQLAlchemy 2.0.10", |
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"Send2Trash 1.8.0", |
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"Sphinx 4.0.3", |
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"Werkzeug 2.3.0", |
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"absl-py 1.4.0", |
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"alabaster 0.7.13", |
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"albumentations 1.2.1", |
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"altair 4.2.2", |
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"antlr4-python3-runtime 4.9.3", |
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"anyio 3.6.2", |
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"appdirs 1.4.4", |
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"argon2-cffi 21.3.0", |
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"argon2-cffi-bindings 21.2.0", |
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"array-record 0.2.0", |
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"arviz 0.15.1", |
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"astropy 5.2.2", |
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"attrs 23.1.0", |
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"audioread 3.0.0", |
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"autograd 1.5", |
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"backcall 0.2.0", |
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"beautifulsoup4 4.11.2", |
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"bleach 6.0.0", |
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"blis 0.7.9", |
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"blosc2 2.0.0", |
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"bokeh 2.4.3", |
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"boto3 1.26.133", |
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"botocore 1.29.133", |
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"branca 0.6.0", |
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"build 0.10.0", |
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"cached-property 1.5.2", |
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"cachetools 5.3.0", |
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"catalogue 2.0.8", |
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"certifi 2022.12.7", |
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"cffi 1.15.1", |
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"chardet 4.0.0", |
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"charset-normalizer 2.0.12", |
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"chex 0.1.7", |
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"click 8.1.3", |
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"cloudpickle 2.2.1", |
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"cmake 3.25.2", |
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"cmdstanpy 1.1.0", |
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"colorcet 3.0.1", |
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"coloredlogs 15.0.1", |
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"colorlover 0.3.0", |
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"community 1.0.0b1", |
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"confection 0.0.4", |
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"cons 0.4.5", |
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"contextlib2 0.6.0.post1", |
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"contourpy 1.0.7", |
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"convertdate 2.4.0", |
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"coverage 5.3.1", |
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"cryptography 40.0.2", |
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"cufflinks 0.17.3", |
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"cupy-cuda11x 11.0.0", |
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"cvxopt 1.3.0", |
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"cvxpy 1.3.1", |
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"cycler 0.10.0", |
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"cymem 2.0.7", |
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"dask 2022.12.1", |
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"datascience 0.17.6", |
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"db-dtypes 1.1.1", |
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"debugpy 1.6.6", |
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"decorator 4.4.2", |
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"defusedxml 0.7.1", |
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"distributed 2022.12.1", |
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"dlib 19.24.1", |
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"dm-tree 0.1.8", |
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"docutils 0.16", |
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"dopamine-rl 4.0.6", |
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"duckdb 0.7.1", |
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"earthengine-api 0.1.350", |
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"easydict 1.10", |
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"ecos 2.0.12", |
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"editdistance 0.6.2", |
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"einops 0.3.2", |
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"en-core-web-sm 3.5.0", |
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"entrypoints 0.4", |
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"ephem 4.1.4", |
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"et-xmlfile 1.1.0", |
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"etils 1.2.0", |
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"etuples 0.3.8", |
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"exceptiongroup 1.1.1", |
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"fastai 2.7.12", |
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"fastcore 1.5.29", |
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"fastdownload 0.0.7", |
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"fastjsonschema 2.16.3", |
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"fastprogress 1.0.3", |
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"fastrlock 0.8.1", |
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"filelock 3.12.0", |
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"firebase-admin 5.3.0", |
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"flatbuffers 23.3.3", |
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"flax 0.6.9", |
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"folium 0.14.0", |
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"fonttools 4.39.3", |
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"frozendict 2.3.7", |
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"fsspec 2023.4.0", |
|
"future 0.18.3", |
|
"gast 0.4.0", |
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"gdown 4.6.6", |
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"gensim 4.3.1", |
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"geographiclib 2.0", |
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"geopy 2.3.0", |
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"gin-config 0.5.0", |
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"glob2 0.7", |
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"google 2.0.3", |
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"google-api-core 2.11.0", |
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"google-api-python-client 2.84.0", |
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"google-auth 2.17.3", |
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"google-auth-httplib2 0.1.0", |
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"google-auth-oauthlib 1.0.0", |
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"google-cloud-bigquery 3.9.0", |
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"google-cloud-bigquery-storage 2.19.1", |
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"google-cloud-core 2.3.2", |
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"google-cloud-datastore 2.15.1", |
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"google-cloud-firestore 2.11.0", |
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"google-cloud-language 2.9.1", |
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"google-cloud-storage 2.8.0", |
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"google-cloud-translate 3.11.1", |
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"google-colab 1.0.0", |
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"google-crc32c 1.5.0", |
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"google-pasta 0.2.0", |
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"google-resumable-media 2.5.0", |
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"googleapis-common-protos 1.59.0", |
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"googledrivedownloader 0.4", |
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"greenlet 2.0.2", |
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"grpcio-status 1.48.2", |
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"gym-notices 0.0.8", |
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"h5netcdf 1.1.0", |
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"h5py 3.8.0", |
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"hijri-converter 2.3.1", |
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"holidays 0.23", |
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"holoviews 1.15.4", |
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"html5lib 1.1", |
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"httpimport 1.3.0", |
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"httplib2 0.21.0", |
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"humanfriendly 10.0", |
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"humanize 4.6.0", |
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"hydra-core 1.3.2", |
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"hyperopt 0.2.7", |
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"idna 2.10", |
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"imageio 2.25.1", |
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"imageio-ffmpeg 0.4.8", |
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"imagesize 1.4.1", |
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"imbalanced-learn 0.10.1", |
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"imutils 0.5.4", |
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"iniconfig 2.0.0", |
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"intel-openmp 2023.1.0", |
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"ipykernel 5.5.6", |
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"jax 0.4.8", |
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"jaxlib 0.4.7+cuda11.cudnn86", |
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"jsonschema 4.3.3", |
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"kaggle 1.5.13", |
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"keras 2.12.0", |
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"kiwisolver 1.4.4", |
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"korean-lunar-calendar 0.3.1", |
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"langcodes 3.3.0", |
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"lazy-loader 0.2", |
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"libclang 16.0.0", |
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"librosa 0.10.0.post2", |
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"lightgbm 3.3.5", |
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"lit 16.0.3", |
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"llvmlite 0.39.1", |
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"locket 1.0.0", |
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"logical-unification 0.4.5", |
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"lxml 4.9.2", |
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"markdown-it-py 2.2.0", |
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"matplotlib 3.7.1", |
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"matplotlib-inline 0.1.6", |
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"matplotlib-venn 0.11.9", |
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"mdurl 0.1.2", |
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"miniKanren 1.0.3", |
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"missingno 0.5.2", |
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"mistune 0.8.4", |
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"nvidia-cublas-cu11 11.10.3.66", |
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"pexpect 4.8.0", |
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"pickleshare 0.7.5", |
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"pip 23.1.2", |
|
"pip-tools 6.13.0", |
|
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|
"plotly 5.13.1", |
|
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"prometheus-client 0.16.0", |
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"promise 2.3", |
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"prompt-toolkit 3.0.38", |
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"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", |
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"py4j 0.10.9.7", |
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"pyDeprecate 0.3.2", |
|
"py-cpuinfo 9.0.0", |
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"pyarrow 9.0.0", |
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"pyasn1 0.5.0", |
|
"pyasn1-modules 0.3.0", |
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"pycocotools 2.0.4", |
|
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"pyproject-hooks 1.0.0", |
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"pytensor 2.10.1", |
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"pytest 7.2.2", |
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"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 -------- |
|
|