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prue-unet-logcoshdice-augs-efficientnetb7-ccby/checkpoints/last.ckpt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:b4f484b5fd3fbca8ec46bbcd890a12d14539dcf4ee17c50411de98047bcd3cc1
+size 1056419810

prue-unet-logcoshdice-augs-efficientnetb7-ccby/config.yaml

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+# lightning.pytorch==2.5.5
+seed_everything: 7
+trainer:
+  accelerator: gpu
+  strategy: auto
+  devices:
+  - 0
+  num_nodes: 1
+  precision: null
+  logger: null
+  callbacks:
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: null
+      filename: '{epoch}-{val_loss:.2f}'
+      monitor: val_loss
+      verbose: false
+      save_last: true
+      save_top_k: 0
+      save_on_exception: false
+      save_weights_only: false
+      mode: min
+      auto_insert_metric_name: true
+      every_n_train_steps: null
+      train_time_interval: null
+      every_n_epochs: null
+      save_on_train_epoch_end: null
+      enable_version_counter: true
+  fast_dev_run: false
+  max_epochs: 100
+  min_epochs: null
+  max_steps: -1
+  min_steps: null
+  max_time: null
+  limit_train_batches: null
+  limit_val_batches: null
+  limit_test_batches: null
+  limit_predict_batches: null
+  overfit_batches: 0.0
+  val_check_interval: null
+  check_val_every_n_epoch: 1
+  num_sanity_val_steps: null
+  log_every_n_steps: 10
+  enable_checkpointing: null
+  enable_progress_bar: null
+  enable_model_summary: null
+  accumulate_grad_batches: 1
+  gradient_clip_val: null
+  gradient_clip_algorithm: null
+  deterministic: null
+  benchmark: null
+  inference_mode: true
+  use_distributed_sampler: true
+  profiler: null
+  detect_anomaly: false
+  barebones: false
+  plugins: null
+  sync_batchnorm: false
+  reload_dataloaders_every_n_epochs: 0
+  default_root_dir: logs/prue/prue-unet-logcoshdice-augs-efficientnetb7-ccby
+  model_registry: null
+model:
+  class_path: ftw_tools.training.trainers.CustomSemanticSegmentationTask
+  init_args:
+    model: unet
+    backbone: efficientnet-b7
+    weights: true
+    in_channels: 8
+    num_classes: 3
+    num_filters: 64
+    loss: logcoshdice
+    class_weights:
+    - 0.05
+    - 0.2
+    - 0.75
+    ignore_index: 3
+    pixel_weight_scale: null
+    lr: 0.001
+    patience: 100
+    patch_weights: false
+    freeze_backbone: false
+    freeze_decoder: false
+    edge_agreement_loss: false
+    model_kwargs: {}
+data:
+  class_path: ftw_tools.training.datamodules.FTWDataModule
+  init_args:
+    root: data/ftw
+    batch_size: 24
+    num_workers: 8
+    train_countries:
+    - austria
+    - brazil
+    - corsica
+    - denmark
+    - estonia
+    - finland
+    - france
+    - india
+    - luxembourg
+    - netherlands
+    - rwanda
+    - slovakia
+    - spain
+    - vietnam
+    val_countries:
+    - austria
+    test_countries:
+    - austria
+    - belgium
+    - brazil
+    - cambodia
+    - corsica
+    - croatia
+    - denmark
+    - estonia
+    - finland
+    - france
+    - germany
+    - india
+    - kenya
+    - latvia
+    - lithuania
+    - luxembourg
+    - netherlands
+    - portugal
+    - rwanda
+    - slovakia
+    - slovenia
+    - south_africa
+    - spain
+    - sweden
+    - vietnam
+    temporal_options: stacked
+    num_samples: -1
+    random_shuffle: true
+    resize_factor: null
+    brightness_aug: false
+    preprocess_aug: true
+    resize_aug: true
+    load_boundaries: true
+    ignore_sample_fn: null
+    transforms: null
+    checksum: false
+    load_edges: false
+    swap_order: false
+    verbose: true
+optimizer: null
+lr_scheduler: null
+ckpt_path: null

prue-unet-logcoshdice-augs-efficientnetb7-ccby/events.out.tfevents.1764131617.ip-10-200-114-165.140316.0

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+version https://git-lfs.github.com/spec/v1
+oid sha256:6fe0538c0648f266a88facc7a06b7cf8e8a261a04ca929d1863da473d66aa324
+size 543343562

prue-unet-logcoshdice-augs-efficientnetb7-ccby/hparams.yaml

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+model: unet
+backbone: efficientnet-b7
+in_channels: 8
+num_classes: 3
+num_filters: 64
+loss: logcoshdice
+class_weights:
+- 0.05
+- 0.2
+- 0.75
+ignore_index: 3
+pixel_weight_scale: null
+lr: 0.001
+patience: 100
+patch_weights: false
+freeze_backbone: false
+freeze_decoder: false
+edge_agreement_loss: false
+model_kwargs: {}
+_instantiator: lightning.pytorch.cli.instantiate_module

prue-unet-logcoshdice-augs-efficientnetb7-ccby/metrics.csv

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+train_checkpoint,countries,pixel_level_iou,pixel_level_precision,pixel_level_recall,object_level_precision,object_level_recall,object_level_f1
+final_logs/prue-unet-logcoshdice-augs-efficientnetb7-ccby/checkpoints/last.ckpt,all,0.7718388438224792,0.8822274208068848,0.860501766204834,0.5833109244988745,0.35275641770240446,0.43964074560920957