DomainBed Model

This model was trained using the DomainBed framework.

Model Information

Model ID: domainbed-4b58ae37863b4a0afc054ffe36d1351e
Model Path: /my/sweep/output/path/4b58ae37863b4a0afc054ffe36d1351e
Model File: model.pkl

Training Results

{
  "args": {
    "algorithm": "IRM",
    "checkpoint_freq": null,
    "data_dir": "./domainbed/data/",
    "dataset": "PACS",
    "holdout_fraction": 0.2,
    "hparams": null,
    "hparams_seed": 0,
    "output_dir": "/my/sweep/output/path/4b58ae37863b4a0afc054ffe36d1351e",
    "save_model_every_checkpoint": false,
    "seed": 676284702,
    "skip_model_save": false,
    "steps": null,
    "task": "domain_generalization",
    "test_envs": [
      1,
      2
    ],
    "trial_seed": 0,
    "uda_holdout_fraction": 0
  },
  "env0_in_acc": 0.25474254742547425,
  "env0_out_acc": 0.28804347826086957,
  "env1_in_acc": 0.5303210463733651,
  "env1_out_acc": 0.5285714285714286,
  "env2_in_acc": 0.2988313856427379,
  "env2_out_acc": 0.30201342281879195,
  "env3_in_acc": 0.8612880396319886,
  "env3_out_acc": 0.773371104815864,
  "epoch": 267.1118530884808,
  "hparams": {
    "batch_size": 32,
    "class_balanced": false,
    "data_augmentation": true,
    "dinov2": false,
    "freeze_bn": false,
    "irm_lambda": 100.0,
    "irm_penalty_anneal_iters": 500,
    "lars": false,
    "linear_steps": 500,
    "lr": 5e-05,
    "nonlinear_classifier": false,
    "resnet18": false,
    "resnet50_augmix": true,
    "resnet_dropout": 0.0,
    "vit": false,
    "vit_attn_tune": false,
    "vit_dropout": 0.0,
    "weight_decay": 0.0
  },
  "loss": -263.8726586532593,
  "mem_gb": 5.558477401733398,
  "nll": 4.27615821480751,
  "penalty": -2.6814881905913355,
  "step": 5000,
  "step_time": 0.10724972724914551
}