domainbed-f5f24fade57e63174690cae6c07eee82

DomainBed Model

This model was trained using the DomainBed framework.

Model Information

• Model ID: domainbed-f5f24fade57e63174690cae6c07eee82
• Model Path: /my/sweep/output/path/f5f24fade57e63174690cae6c07eee82
• 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/f5f24fade57e63174690cae6c07eee82",
    "save_model_every_checkpoint": false,
    "seed": 1413823682,
    "skip_model_save": false,
    "steps": null,
    "task": "domain_generalization",
    "test_envs": [
      0
    ],
    "trial_seed": 0,
    "uda_holdout_fraction": 0
  },
  "env0_in_acc": 0.5040650406504065,
  "env0_out_acc": 0.5054347826086957,
  "env1_in_acc": 0.8561236623067776,
  "env1_out_acc": 0.7714285714285715,
  "env2_in_acc": 0.8697829716193656,
  "env2_out_acc": 0.785234899328859,
  "env3_in_acc": 0.5230007077140835,
  "env3_out_acc": 0.5240793201133145,
  "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": -49202.003787384034,
  "mem_gb": 9.82351303100586,
  "nll": 2.391576431393623,
  "penalty": -0.7566353826411069,
  "step": 5000,
  "step_time": 0.19084816932678222
}