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{
  "train_losses": [
    3835.708234863281
  ],
  "test_losses": [
    2622.4922485351562
  ],
  "config": {
    "hmm_only": false,
    "vae_only_with_hmm": false,
    "em_rounds": 4,
    "m_epochs_per_round": 1,
    "hmm_params": {
      "alpha": 5.0,
      "kappa": 1.0,
      "gamma": 5.0,
      "K": 40,
      "D": 96
    },
    "niw_params": {
      "mu0": 0.0,
      "kappa0": 1.0,
      "Psi0": 30.0,
      "nu0": 106,
      "set_mu0_with_global_mean": false,
      "set_Psi0_with_global_cov": false
    },
    "hmm_paths": [
      "checkpoints_hmm/hmm_round1.pt",
      "checkpoints_hmm/hmm_round2.pt",
      "checkpoints_hmm/hmm_round3.pt"
    ],
    "vae_hmm_paths": [
      "checkpoints_hmm/vae_with_hmm_round1.pt",
      "checkpoints_hmm/vae_with_hmm_round2.pt",
      "checkpoints_hmm/vae_with_hmm_round3.pt"
    ],
    "hf_repos": {
      "hmm": "CatkinChen/nethack-hmm",
      "vae_hmm": "CatkinChen/nethack-vae-hmm"
    },
    "viz_paths": [
      {
        "dir": "hmm_analysis/round_01",
        "pi_bar": "hmm_analysis/round_01/round01_pi_bar.png",
        "A_heatmap": "hmm_analysis/round_01/round01_A_heatmap.png",
        "mu_pca": "hmm_analysis/round_01/round01_mu_t-sne.png",
        "skill_raster": "hmm_analysis/round_01/round01_skill_raster.png",
        "dwell_pmfs": "hmm_analysis/round_01/round01_dwell_pmfs.png",
        "diags_json": "hmm_analysis/round_01/round01_diags.json"
      },
      {
        "dir": "hmm_analysis/round_02",
        "pi_bar": "hmm_analysis/round_02/round02_pi_bar.png",
        "A_heatmap": "hmm_analysis/round_02/round02_A_heatmap.png",
        "mu_pca": "hmm_analysis/round_02/round02_mu_t-sne.png",
        "skill_raster": "hmm_analysis/round_02/round02_skill_raster.png",
        "dwell_pmfs": "hmm_analysis/round_02/round02_dwell_pmfs.png",
        "diags_json": "hmm_analysis/round_02/round02_diags.json"
      },
      {
        "dir": "hmm_analysis/round_03",
        "pi_bar": "hmm_analysis/round_03/round03_pi_bar.png",
        "A_heatmap": "hmm_analysis/round_03/round03_A_heatmap.png",
        "mu_pca": "hmm_analysis/round_03/round03_mu_t-sne.png",
        "skill_raster": "hmm_analysis/round_03/round03_skill_raster.png",
        "dwell_pmfs": "hmm_analysis/round_03/round03_dwell_pmfs.png",
        "diags_json": "hmm_analysis/round_03/round03_diags.json"
      }
    ]
  },
  "final_train_loss": 3835.708234863281,
  "final_test_loss": 2622.4922485351562,
  "total_epochs": 1,
  "best_train_loss": 3835.708234863281,
  "best_test_loss": 2622.4922485351562
}