{
  "args": {
    "eta": 0.01,
    "feedback": "error",
    "kappa": 0.1,
    "model_seed": 0,
    "outdir": "results/bci_dev",
    "tag": "bci_dev_v1_fberr_k0p1_eta0p01_t0_m0",
    "task_seed": 0
  },
  "conditions": {
    "acute_online_lesion_after_intact": {
      "drop_from_intact": 0.02734375,
      "evaluation_wall_s": 0.006328746676445007,
      "final_success": 0.11328125
    },
    "both_lesion": {
      "cost": {
        "causal_scalar_reward_observations": 12544,
        "forward_equivalent_definition": "ordinary full state step plus each perturbed cursor/loss readout at 1/context_dim of a context-to-soma state step",
        "forward_equivalent_episode_steps": 25872.0,
        "ordinary_state_episode_steps": 25088,
        "perturbation_events": 98
      },
      "daily_success": [
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0
      ],
      "early_success": 0.0,
      "evaluation_wall_s": 0.006226491183042526,
      "final_success": 0.0,
      "fraction_of_intact_learning_gain": 0.0,
      "late_success": 0.0,
      "learning_gain": 0.0,
      "training_wall_s": 0.12646709382534027
    },
    "fixed_vectorizer": {
      "cost": {
        "causal_scalar_reward_observations": 0,
        "forward_equivalent_definition": "ordinary full state step plus each perturbed cursor/loss readout at 1/context_dim of a context-to-soma state step",
        "forward_equivalent_episode_steps": 25088.0,
        "ordinary_state_episode_steps": 25088,
        "perturbation_events": 0
      },
      "daily_success": [
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0
      ],
      "early_success": 0.0,
      "evaluation_wall_s": 0.006638679653406143,
      "final_success": 0.0,
      "late_success": 0.0,
      "learning_gain": 0.0,
      "training_wall_s": 0.1355353221297264
    },
    "intact": {
      "cost": {
        "causal_scalar_reward_observations": 12482,
        "forward_equivalent_definition": "ordinary full state step plus each perturbed cursor/loss readout at 1/context_dim of a context-to-soma state step",
        "forward_equivalent_episode_steps": 25868.125,
        "ordinary_state_episode_steps": 25088,
        "perturbation_events": 98
      },
      "daily_success": [
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.015625,
        0.0,
        0.046875,
        0.203125
      ],
      "early_success": 0.0,
      "evaluation_wall_s": 0.013482116162776947,
      "final_success": 0.140625,
      "gain_over_fixed_vectorizer_final": 0.140625,
      "late_success": 0.08333333333333333,
      "learning_gain": 0.08333333333333333,
      "training_wall_s": 0.19924890249967575
    },
    "online_lesion": {
      "cost": {
        "causal_scalar_reward_observations": 12544,
        "forward_equivalent_definition": "ordinary full state step plus each perturbed cursor/loss readout at 1/context_dim of a context-to-soma state step",
        "forward_equivalent_episode_steps": 25872.0,
        "ordinary_state_episode_steps": 25088,
        "perturbation_events": 98
      },
      "daily_success": [
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.015625,
        0.0,
        0.078125,
        0.25
      ],
      "early_success": 0.0,
      "evaluation_wall_s": 0.006369546055793762,
      "final_success": 0.15625,
      "late_success": 0.109375,
      "learning_gain": 0.109375,
      "training_wall_s": 0.14983704686164856
    },
    "plasticity_lesion": {
      "cost": {
        "causal_scalar_reward_observations": 12544,
        "forward_equivalent_definition": "ordinary full state step plus each perturbed cursor/loss readout at 1/context_dim of a context-to-soma state step",
        "forward_equivalent_episode_steps": 25872.0,
        "ordinary_state_episode_steps": 25088,
        "perturbation_events": 98
      },
      "daily_success": [
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0
      ],
      "early_success": 0.0,
      "evaluation_wall_s": 0.00644293799996376,
      "final_success": 0.0,
      "late_success": 0.0,
      "learning_gain": 0.0,
      "training_wall_s": 0.12242982164025307
    },
    "sham_after_intact": {
      "change_from_intact": 0.0,
      "evaluation_wall_s": 0.006203398108482361,
      "final_success": 0.140625
    }
  },
  "config": {
    "context_ar": 0.8,
    "context_dim": 16,
    "coupling_scale": 1.0,
    "days": 14,
    "episodes_per_day": 64,
    "feedback": "error",
    "forward_eta": 0.01,
    "inertia": 0.65,
    "kappa": 0.1,
    "n_background": 30,
    "n_minus": 5,
    "n_plus": 5,
    "perturb_every": 4,
    "perturb_sigma": 0.03,
    "predictor_eta": 0.2,
    "process_noise": 0.12,
    "steps_per_episode": 28,
    "target": 0.8,
    "vectorizer_eta": 0.03
  },
  "finite": true,
  "hardware": {
    "device": "cpu",
    "platform": "Linux-5.15.0-161-generic-x86_64-with-glibc2.35",
    "processor": "x86_64",
    "threads": 1,
    "torch_version": "2.3.1+cu118"
  },
  "peak_rss_mib": 459.39453125,
  "protocol": {
    "confirmation_seeds_touched": false,
    "evaluation_plasticity": false,
    "evaluation_task_seed": 100000,
    "name": "oral_b_continuous_bci_development_v1",
    "paired_environment_across_conditions": true,
    "selection_split": "development",
    "training_task_seed": 0
  },
  "provenance": {
    "git_commit": "b4458cdb3533f7b342f3ff3c8e3582962181d09f",
    "git_dirty": false,
    "oral_b_protocol_sha256": "ce58956da6de01a174f845525c8f80a4ef7ad8b94453c2f8e76a8001c56d1b89",
    "runner_and_protocol_tracked": true
  },
  "schema_version": 1,
  "signatures": {
    "active_training_events": 24947,
    "causal_role_sign_inversion_index": -0.0027520933435467784,
    "decoder_distance_residual_corr": 0.12643558913192807,
    "early_residual_late_activity_change_corr": 0.7479467206690867,
    "evaluation_episodes": 256,
    "evaluation_success_fraction": 0.140625,
    "mean_abs_raw_soma_corr": 0.9981775255221279,
    "mean_abs_residual_soma_corr": 0.09537462446627583,
    "raw_minus_residual_abs_soma_corr": 0.902802901055852,
    "residual_minus_soma_outcome_acc": 0.048484848484848575,
    "residual_outcome_decoder_balanced_acc": 0.8583333333333334,
    "role_aligned_error_cv_corr": 0.1401122142068369,
    "role_aligned_velocity_cv_corr": 0.047772135146322,
    "soma_outcome_decoder_balanced_acc": 0.8098484848484848,
    "surrounding_event_decoder_balanced_acc": 0.8543349012235941,
    "velocity_minus_error_abs_cv_corr": -0.09234007906051489
  },
  "wall_s": 1.8469149433076382
}