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--- |
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seed: 1984 |
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num_workers: 4 |
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experiment_name: "2020-10-29a" |
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val_split: 0.1 |
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resume_from_checkpoint: 2020-10-29/epoch=4.ckpt |
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model: |
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type: segmentation_models_pytorch.Unet |
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encoder_name: timm-efficientnet-b3 |
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classes: 1 |
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encoder_weights: noisy-student |
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trainer: |
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type: pytorch_lightning.Trainer |
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gpus: 4 |
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max_epochs: 30 |
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distributed_backend: ddp |
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progress_bar_refresh_rate: 1 |
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benchmark: True |
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precision: 16 |
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gradient_clip_val: 5.0 |
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num_sanity_val_steps: 2 |
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sync_batchnorm: True |
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scheduler: |
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type: torch.optim.lr_scheduler.CosineAnnealingWarmRestarts |
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T_0: 10 |
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T_mult: 2 |
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train_parameters: |
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batch_size: 8 |
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checkpoint_callback: |
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type: pytorch_lightning.callbacks.ModelCheckpoint |
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filepath: "2020-10-29a" |
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monitor: val_iou |
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verbose: True |
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mode: max |
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save_top_k: -1 |
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val_parameters: |
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batch_size: 2 |
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optimizer: |
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type: adamp.AdamP |
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lr: 0.0001 |
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train_aug: |
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transform: |
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__class_fullname__: albumentations.core.composition.Compose |
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bbox_params: null |
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keypoint_params: null |
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p: 1 |
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transforms: |
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- __class_fullname__: albumentations.augmentations.transforms.LongestMaxSize |
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always_apply: False |
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max_size: 800 |
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p: 1 |
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- __class_fullname__: albumentations.augmentations.transforms.PadIfNeeded |
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always_apply: False |
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min_height: 800 |
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min_width: 800 |
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border_mode: 0 |
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value: 0 |
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mask_value: 0 |
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p: 1 |
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- __class_fullname__: albumentations.augmentations.transforms.RandomCrop |
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always_apply: False |
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height: 512 |
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width: 512 |
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p: 1 |
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- __class_fullname__: albumentations.augmentations.transforms.HorizontalFlip |
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always_apply: False |
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p: 0.5 |
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- __class_fullname__: albumentations.augmentations.transforms.Normalize |
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always_apply: false |
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max_pixel_value: 255.0 |
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mean: |
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- 0.485 |
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- 0.456 |
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- 0.406 |
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p: 1 |
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std: |
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- 0.229 |
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- 0.224 |
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- 0.225 |
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val_aug: |
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transform: |
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__class_fullname__: albumentations.core.composition.Compose |
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bbox_params: null |
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keypoint_params: null |
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p: 1 |
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transforms: |
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- __class_fullname__: albumentations.augmentations.transforms.LongestMaxSize |
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always_apply: False |
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max_size: 800 |
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p: 1 |
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- __class_fullname__: albumentations.augmentations.transforms.PadIfNeeded |
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always_apply: False |
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min_height: 800 |
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min_width: 800 |
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border_mode: 0 |
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value: 0 |
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mask_value: 0 |
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p: 1 |
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- __class_fullname__: albumentations.augmentations.transforms.Normalize |
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always_apply: false |
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max_pixel_value: 255.0 |
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mean: |
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- 0.485 |
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- 0.456 |
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- 0.406 |
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p: 1 |
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std: |
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- 0.229 |
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- 0.224 |
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- 0.225 |
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