domainbed-a2b178e95f6036e405c0ba6fdc6c059e

DomainBed Model

This model was trained using the DomainBed framework.

Model Information

• Model ID: domainbed-a2b178e95f6036e405c0ba6fdc6c059e
• Model Path: /my/sweep/output/path/a2b178e95f6036e405c0ba6fdc6c059e
• 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/a2b178e95f6036e405c0ba6fdc6c059e",
    "save_model_every_checkpoint": false,
    "seed": 2114956190,
    "skip_model_save": false,
    "steps": null,
    "task": "domain_generalization",
    "test_envs": [
      2
    ],
    "trial_seed": 0,
    "uda_holdout_fraction": 0
  },
  "env0_in_acc": 0.6233062330623306,
  "env0_out_acc": 0.6141304347826086,
  "env1_in_acc": 0.7990487514863258,
  "env1_out_acc": 0.7476190476190476,
  "env2_in_acc": 0.5208681135225376,
  "env2_out_acc": 0.5771812080536913,
  "env3_in_acc": 0.6157112526539278,
  "env3_out_acc": 0.6118980169971672,
  "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": -112.55404583513737,
  "mem_gb": 8.134162425994873,
  "nll": 2.755955295562744,
  "penalty": -1.153100013434887,
  "step": 5000,
  "step_time": 0.15774266719818114
}