DomainBed Model

This model was trained using the DomainBed framework.

Model Information

Model ID: domainbed-464b76784c13df25d6b2aedd4ca1cf5e
Model Path: /my/sweep/output/path/464b76784c13df25d6b2aedd4ca1cf5e
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/464b76784c13df25d6b2aedd4ca1cf5e",
    "save_model_every_checkpoint": false,
    "seed": 1650357933,
    "skip_model_save": false,
    "steps": null,
    "task": "domain_generalization",
    "test_envs": [
      0,
      1
    ],
    "trial_seed": 0,
    "uda_holdout_fraction": 0
  },
  "env0_in_acc": 0.2032520325203252,
  "env0_out_acc": 0.21739130434782608,
  "env1_in_acc": 0.4126040428061831,
  "env1_out_acc": 0.46190476190476193,
  "env2_in_acc": 0.41569282136894825,
  "env2_out_acc": 0.38926174496644295,
  "env3_in_acc": 0.7862703467799009,
  "env3_out_acc": 0.7280453257790368,
  "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": -112.12932995080948,
  "mem_gb": 5.558477401733398,
  "nll": 3.595943312346935,
  "penalty": -1.1572527323663235,
  "step": 5000,
  "step_time": 0.10849476814270019
}