domainbed-5dc1557c548501b94f91e81208e6d52d

DomainBed Model

This model was trained using the DomainBed framework.

Model Information

• Model ID: domainbed-5dc1557c548501b94f91e81208e6d52d
• Model Path: /my/sweep/output/path/5dc1557c548501b94f91e81208e6d52d
• 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": 1,
    "output_dir": "/my/sweep/output/path/5dc1557c548501b94f91e81208e6d52d",
    "save_model_every_checkpoint": false,
    "seed": 250097784,
    "skip_model_save": false,
    "steps": null,
    "task": "domain_generalization",
    "test_envs": [
      2,
      3
    ],
    "trial_seed": 0,
    "uda_holdout_fraction": 0
  },
  "env0_in_acc": 0.7655826558265583,
  "env0_out_acc": 0.7010869565217391,
  "env1_in_acc": 0.8573127229488704,
  "env1_out_acc": 0.7476190476190476,
  "env2_in_acc": 0.7712854757929883,
  "env2_out_acc": 0.7181208053691275,
  "env3_in_acc": 0.2172682236376504,
  "env3_out_acc": 0.26345609065155806,
  "epoch": 325.54257095158596,
  "hparams": {
    "batch_size": 39,
    "class_balanced": false,
    "data_augmentation": true,
    "dinov2": false,
    "freeze_bn": false,
    "irm_lambda": 65030.52212762795,
    "irm_penalty_anneal_iters": 2,
    "lars": false,
    "linear_steps": 500,
    "lr": 2.7028930742148706e-05,
    "nonlinear_classifier": false,
    "resnet18": false,
    "resnet50_augmix": true,
    "resnet_dropout": 0.5,
    "vit": false,
    "vit_attn_tune": false,
    "vit_dropout": 0.1,
    "weight_decay": 0.00044832883881609976
  },
  "loss": -56167.640152893066,
  "mem_gb": 6.678431034088135,
  "nll": 2.638430755138397,
  "penalty": -0.8637525225337594,
  "step": 5000,
  "step_time": 0.13155914902687071
}