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Testing-model

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Testing-model
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{
  "overall_metrics": {
    "test_bce_loss": 0.6495218276977539,
    "test_dice_loss": 0.6682994365692139,
    "test_focal_loss": 0.06784520298242569,
    "test_mask_loss": 0.6928332448005676,
    "test_total_loss": 0.6928332448005676,
    "test_iou": 0.2060546875,
    "test_dice": 0.2918395573997234,
    "test_f1": 0.2918395573997234,
    "test_pixel_f1": 0.2918395573997234,
    "test_auroc": 0.7468199624709086,
    "test_pixel_auroc": 0.7468199624709086,
    "test_pixel_acc": 0.6748046875,
    "test_precision": 0.5,
    "test_recall": 0.2060546875,
    "test_specificity": 0.96875
  },
  "per_label_metrics": {
    "Label 0 (Real / Black Mask)": {
      "iou": 0.0,
      "dice": 0.0,
      "f1": 0.0,
      "pixel_f1": 0.0,
      "auroc": 1.0,
      "pixel_auroc": 1.0,
      "pixel_acc": 0.9375,
      "precision": 0.0,
      "recall": 0.0,
      "specificity": 0.9375,
      "samples": 1
    },
    "Label 1 (Synthetic / White Mask)": {
      "iou": 0.412109375,
      "dice": 0.5836791147994468,
      "f1": 0.5836791147994468,
      "pixel_f1": 0.5836791147994468,
      "auroc": 0.4936399249418173,
      "pixel_auroc": 0.4936399249418173,
      "pixel_acc": 0.412109375,
      "precision": 1.0,
      "recall": 0.412109375,
      "specificity": 1.0,
      "samples": 1
    },
    "Label 2 (Tampered / Partial Mask)": {
      "iou": 0.0,
      "dice": 0.0,
      "f1": 0.0,
      "pixel_f1": 0.0,
      "auroc": 0.0,
      "pixel_auroc": 0.0,
      "pixel_acc": 0.0,
      "precision": 0.0,
      "recall": 0.0,
      "specificity": 0.0,
      "samples": 0
    }
  },
  "configuration": {
    "project": {
      "name": "test_smoke",
      "seed": 42,
      "device": "cpu",
      "output_dir": "/tmp/tmpjx19fv4p/out/RUN/test_smoke",
      "hub_repo": null,
      "resume_repo": null
    },
    "data": {
      "dataset_name": "KhangTruong/IMD2020",
      "streaming": false,
      "image_size": [
        32,
        32
      ],
      "batch_size": 16,
      "num_workers": 0,
      "pin_memory": false,
      "shuffle_buffer_size": 1000,
      "train_split": "train",
      "val_split": "validation",
      "test_split": "test",
      "eval_split": "test",
      "train_samples_per_epoch": 2,
      "val_samples_per_epoch": -1,
      "val_samples": 2,
      "test_samples": 2,
      "evaluate_on_test": true,
      "augmentations": {
        "horizontal_flip": 0.5,
        "vertical_flip": 0.0,
        "random_rotate90": 0.0,
        "color_jitter": 0.0
      },
      "base_batch_size": 16,
      "num_gpus": 1,
      "_batch_size_scaled": true
    },
    "model": {
      "name": "unet",
      "in_channels": 3,
      "out_channels": 1,
      "features": [
        8,
        16
      ],
      "bilinear": true,
      "dropout": 0.0,
      "aux_classifier": false,
      "num_classes": 3,
      "gradient_checkpointing": false
    },
    "loss": {
      "mask_loss_type": "combined",
      "bce_weight": 0.5,
      "dice_weight": 0.5,
      "focal_weight": 0.5,
      "focal_gamma": 2.0,
      "focal_alpha": 0.25,
      "aux_loss_type": "cross_entropy",
      "aux_weight": 0.2
    },
    "training": {
      "epochs": 1,
      "learning_rate": 0.001,
      "weight_decay": 0.0001,
      "optimizer": "adamw",
      "use_8bit_optimizer": false,
      "check_8bit_compatibility": true,
      "fallback_to_16bit": true,
      "fallback_on_unsupported_8bit": true,
      "scheduler": "cosine",
      "resume_lr_mode": "auto",
      "resume_lr": null,
      "warmup_epochs": 1,
      "min_lr": 1e-06,
      "grad_clip_norm": 1.0,
      "amp": false,
      "gradient_accumulation_steps": 1,
      "data_parallel": false,
      "use_hard_mining": false,
      "auto_batch_size": true,
      "empty_cache_per_epoch": true,
      "save_best": true,
      "save_latest": true,
      "checkpoint_period": 3600,
      "eval_interval": 1,
      "early_stopping_patience": 2,
      "early_stopping_metric": "val_iou",
      "early_stopping_mode": "max",
      "push_to_hub": true,
      "hub_repo": "KhangTruong/Testing-model",
      "hub_version": "v1",
      "batch_size": 2,
      "hf_repo": "KhangTruong/Testing-model",
      "num_gpus": 1
    },
    "hard_mining": {
      "enabled": false,
      "metric": "median",
      "reset_epochs": 5
    },
    "bootstrapping": {
      "enabled": false,
      "run_bootstrap": false,
      "epochs": 5,
      "num_samples": 512,
      "batch_size": null,
      "learning_rate": null,
      "freeze_strategy": "channel_stream",
      "stream_ratio": 0.5,
      "release_mode": "restore",
      "freeze_modules": [],
      "initialization": "kaiming_normal",
      "target_score": 0.5,
      "min_loss_drop": 0.15,
      "early_stopping": false,
      "patience": 3
    },
    "logging": {
      "log_interval": 1,
      "log_memory": true,
      "measure_network": true
    },
    "post_processing": {
      "enabled": true,
      "min_area": 64,
      "fill_holes": true,
      "max_hole_size": 256,
      "morphology": "open_close",
      "morph_kernel_size": 3
    }
  },
  "hyperparameters": {
    "Project Name": "test_smoke",
    "Dataset": "KhangTruong/IMD2020",
    "Splits": "Train: 'train' | Val: 'validation' | Test: 'test'",
    "Streaming": false,
    "Image Size": "[32, 32]",
    "Batch Size": 16,
    "Epoch Limit / Steps": "2 samples/epoch",
    "Model": "unet (features=[8, 16], bilinear=True)",
    "Aux Classifier": "False (classes=3)",
    "Mask Loss": "Combined (BCE: 0.5, Dice: 0.5, Focal: 0.5)",
    "Aux Loss": "cross_entropy (wt=0.2)",
    "Post-Processing": "Enabled (min_area=64, fill_holes=True, morph=open_close)",
    "Optimizer": "adamw (lr=0.001, wd=0.0001)",
    "Scheduler": "cosine",
    "Epochs": 1,
    "AMP": false
  }
}