DomainBed Model

This model was trained using the DomainBed framework.

Model Information

Model ID: domainbed-9b0dd36ea4e6c10d4f33b3b6a7593ab7
Model Path: /my/sweep/output/path/9b0dd36ea4e6c10d4f33b3b6a7593ab7
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/9b0dd36ea4e6c10d4f33b3b6a7593ab7",
    "save_model_every_checkpoint": false,
    "seed": 353959554,
    "skip_model_save": false,
    "steps": null,
    "task": "domain_generalization",
    "test_envs": [
      2,
      3
    ],
    "trial_seed": 0,
    "uda_holdout_fraction": 0
  },
  "env0_in_acc": 0.5975609756097561,
  "env0_out_acc": 0.6032608695652174,
  "env1_in_acc": 0.7954815695600476,
  "env1_out_acc": 0.7095238095238096,
  "env2_in_acc": 0.67779632721202,
  "env2_out_acc": 0.6241610738255033,
  "env3_in_acc": 0.45222929936305734,
  "env3_out_acc": 0.46742209631728043,
  "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": -71.38540637612343,
  "mem_gb": 5.558477401733398,
  "nll": 2.602542935013771,
  "penalty": -0.7398794933222235,
  "step": 5000,
  "step_time": 0.10946527957916259
}