DomainBed Model

This model was trained using the DomainBed framework.

Model Information

Model ID: domainbed-2d10eefc4344fab207e2b60157283b1a
Model Path: /my/sweep/output/path/2d10eefc4344fab207e2b60157283b1a
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/2d10eefc4344fab207e2b60157283b1a",
    "save_model_every_checkpoint": false,
    "seed": 1554695177,
    "skip_model_save": false,
    "steps": null,
    "task": "domain_generalization",
    "test_envs": [
      1,
      2
    ],
    "trial_seed": 0,
    "uda_holdout_fraction": 0
  },
  "env0_in_acc": 0.537940379403794,
  "env0_out_acc": 0.5108695652173914,
  "env1_in_acc": 0.6278240190249703,
  "env1_out_acc": 0.5666666666666667,
  "env2_in_acc": 0.6260434056761269,
  "env2_out_acc": 0.5906040268456376,
  "env3_in_acc": 0.8669497523000708,
  "env3_out_acc": 0.8045325779036827,
  "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": -126032.3531866455,
  "mem_gb": 6.678431034088135,
  "nll": 3.6228406912088396,
  "penalty": -1.9381049147434533,
  "step": 5000,
  "step_time": 0.13079409718513488
}