{
  "args": {
    "eta": 0.01,
    "feedback": "error_velocity",
    "kappa": 0.1,
    "model_seed": 0,
    "outdir": "results/bci_dev",
    "tag": "bci_dev_v1_fberrvel_k0p1_eta0p01_t2_m0",
    "task_seed": 2
  },
  "conditions": {
    "acute_online_lesion_after_intact": {
      "drop_from_intact": 0.0234375,
      "evaluation_wall_s": 0.006839442998170853,
      "final_success": 0.32421875
    },
    "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": 0.006811194121837616,
      "final_success": 0.0,
      "fraction_of_intact_learning_gain": 0.0,
      "late_success": 0.0,
      "learning_gain": 0.0,
      "training_wall_s": 0.13399991765618324
    },
    "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": 0.00724228098988533,
      "final_success": 0.0,
      "late_success": 0.0,
      "learning_gain": 0.0,
      "training_wall_s": 0.1417798548936844
    },
    "intact": {
      "cost": {
        "causal_scalar_reward_observations": 12322,
        "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": 25858.125,
        "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,
        0.015625,
        0.015625,
        0.03125,
        0.109375,
        0.125,
        0.3125
      ],
      "early_success": 0.0,
      "evaluation_wall_s": 0.013575725257396698,
      "final_success": 0.34765625,
      "gain_over_fixed_vectorizer_final": 0.34765625,
      "late_success": 0.18229166666666666,
      "learning_gain": 0.18229166666666666,
      "training_wall_s": 0.20463567599654198
    },
    "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,
        0.015625,
        0.015625,
        0.03125,
        0.125,
        0.140625,
        0.34375
      ],
      "early_success": 0.0,
      "evaluation_wall_s": 0.006874799728393555,
      "final_success": 0.40234375,
      "late_success": 0.203125,
      "learning_gain": 0.203125,
      "training_wall_s": 0.15967321395874023
    },
    "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": 0.0067849308252334595,
      "final_success": 0.0,
      "late_success": 0.0,
      "learning_gain": 0.0,
      "training_wall_s": 0.1330891214311123
    },
    "sham_after_intact": {
      "change_from_intact": 0.0,
      "evaluation_wall_s": 0.0068716853857040405,
      "final_success": 0.34765625
    }
  },
  "config": {
    "context_ar": 0.8,
    "context_dim": 16,
    "coupling_scale": 1.0,
    "days": 14,
    "episodes_per_day": 64,
    "feedback": "error_velocity",
    "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": 452.53125,
  "protocol": {
    "confirmation_seeds_touched": false,
    "evaluation_plasticity": false,
    "evaluation_task_seed": 100002,
    "name": "oral_b_continuous_bci_development_v1",
    "paired_environment_across_conditions": true,
    "selection_split": "development",
    "training_task_seed": 2
  },
  "provenance": {
    "git_commit": "b4458cdb3533f7b342f3ff3c8e3582962181d09f",
    "git_dirty": false,
    "oral_b_protocol_sha256": "ce58956da6de01a174f845525c8f80a4ef7ad8b94453c2f8e76a8001c56d1b89",
    "runner_and_protocol_tracked": true
  },
  "schema_version": 1,
  "signatures": {
    "active_training_events": 24588,
    "causal_role_sign_inversion_index": -0.008691079596347698,
    "decoder_distance_residual_corr": -0.008483104455547088,
    "early_residual_late_activity_change_corr": 0.9157601840342005,
    "evaluation_episodes": 256,
    "evaluation_success_fraction": 0.34765625,
    "mean_abs_raw_soma_corr": 0.9990531130456036,
    "mean_abs_residual_soma_corr": 0.12084188226660464,
    "raw_minus_residual_abs_soma_corr": 0.878211230778999,
    "residual_minus_soma_outcome_acc": 0.11084572428177353,
    "residual_outcome_decoder_balanced_acc": 0.8839736257821436,
    "role_aligned_error_cv_corr": 0.5904202744967263,
    "role_aligned_velocity_cv_corr": 0.21817995999307133,
    "soma_outcome_decoder_balanced_acc": 0.77312790150037,
    "surrounding_event_decoder_balanced_acc": 0.6885768186618957,
    "velocity_minus_error_abs_cv_corr": -0.37224031450365497
  },
  "wall_s": 1.8288945853710175
}