training_config.json

{
  "train_config": {
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    "auto_batch_target_effective": 16,
    "auto_batch_max_targets_per_image": 100,
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    "resume": null,
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    "lr_drop": 100,
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    "skip_best_epochs": 0,
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    "drop_path": 0.0,
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    "num_select": null,
    "dataset_file": "roboflow",
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    "dataset_dir": "/kaggle/working/leaf-disease-seg-1",
    "output_dir": "output",
    "multi_scale": true,
    "expanded_scales": true,
    "do_random_resize_via_padding": false,
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    "ema_update_interval": 1,
    "num_workers": 2,
    "weight_decay": 0.0001,
    "early_stopping": true,
    "early_stopping_patience": 3,
    "early_stopping_min_delta": 0.001,
    "early_stopping_use_ema": false,
    "progress_bar": "rich",
    "tensorboard": true,
    "wandb": true,
    "mlflow": false,
    "clearml": false,
    "project": "Agrivision",
    "run": "rfdetr-seg-nano-ep20",
    "class_names": null,
    "run_test": false,
    "segmentation_head": true,
    "eval_max_dets": 500,
    "eval_interval": 1,
    "log_per_class_metrics": true,
    "aug_config": null,
    "augmentation_backend": "cpu",
    "save_dataset_grids": false,
    "notes": null,
    "accelerator": "auto",
    "clip_max_norm": 0.1,
    "seed": null,
    "sync_bn": false,
    "strategy": "ddp_find_unused_parameters_true",
    "devices": "auto",
    "num_nodes": 1,
    "fp16_eval": false,
    "lr_scheduler": "step",
    "lr_min_factor": 0.0,
    "dont_save_weights": false,
    "train_log_sync_dist": false,
    "train_log_on_step": false,
    "compute_val_loss": true,
    "compute_test_loss": true,
    "pin_memory": null,
    "persistent_workers": null,
    "prefetch_factor": null,
    "mask_point_sample_ratio": 16,
    "mask_ce_loss_coef": 5.0,
    "mask_dice_loss_coef": 5.0
  },
  "model_config": {
    "encoder": "dinov2_windowed_small",
    "out_feature_indexes": [
      3,
      6,
      9,
      12
    ],
    "dec_layers": 4,
    "two_stage": true,
    "projector_scale": [
      "P4"
    ],
    "hidden_dim": 256,
    "patch_size": 12,
    "num_windows": 1,
    "sa_nheads": 8,
    "ca_nheads": 16,
    "dec_n_points": 2,
    "num_queries": 100,
    "num_select": 100,
    "bbox_reparam": true,
    "lite_refpoint_refine": true,
    "layer_norm": true,
    "amp": true,
    "num_channels": 3,
    "num_classes": 2,
    "pretrain_weights": "/root/.roboflow/models/rf-detr-seg-nano.pt",
    "device": "cuda",
    "resolution": 312,
    "group_detr": 13,
    "gradient_checkpointing": false,
    "compile": false,
    "fused_optimizer": true,
    "positional_encoding_size": 26,
    "ia_bce_loss": true,
    "cls_loss_coef": 1.0,
    "segmentation_head": true,
    "mask_downsample_ratio": 4,
    "backbone_lora": false,
    "freeze_encoder": false,
    "license": "Apache-2.0",
    "model_name": "RFDETRSegNano"
  },
  "model_config_type": "RFDETRSegNanoConfig",
  "class_names": [
    "Leaf",
    "Leaf Diseases"
  ],
  "num_classes": 2
}