{
  "matched_predictor_protocol": {
    "constant_neutral_observations": 128,
    "extra_equilibrium_phases": 0,
    "innovation_neutral_observations": 128,
    "predictor_updates_after_first_minibatch": 0,
    "source": "existing first EP phase of the first training minibatch"
  },
  "paired_development_effects": {
    "clean_minus_innovation_accuracy_points": 0.9499999999999953,
    "innovation_minus_constant_accuracy_points": 14.150000000000007,
    "innovation_minus_raw_accuracy_points": 27.800000000000004,
    "innovation_wall_over_raw_ratio": 1.0050329418868948,
    "raw_loss_recovered_fraction": 0.9669565217391306
  },
  "ratio": 0.01,
  "rows": {
    "clean": {
      "all_finite": true,
      "final_corrector": {},
      "final_test_accuracy": 0.7805,
      "neutral_observations": 0,
      "wall_seconds": 32.770522356033325
    },
    "constant": {
      "all_finite": true,
      "final_corrector": {
        "bias_state_difference_rms": 7.489153969713887e-05,
        "bias_to_clean_state_difference_rms": 0.03071981568073833,
        "clean_state_difference_rms": 0.002437890268465924,
        "neutral_observations": 128,
        "residual_state_difference_rms": 7.972976077708221e-05,
        "residual_to_clean_state_difference_rms": 0.03270440913948652,
        "step": 236
      },
      "final_test_accuracy": 0.6295,
      "neutral_observations": 128,
      "wall_seconds": 32.627506256103516
    },
    "innovation": {
      "all_finite": true,
      "final_corrector": {
        "bias_state_difference_rms": 7.2471939856954e-05,
        "bias_to_clean_state_difference_rms": 0.027095526020707417,
        "clean_state_difference_rms": 0.002674682890509977,
        "neutral_observations": 128,
        "residual_state_difference_rms": 3.644143814163778e-05,
        "residual_to_clean_state_difference_rms": 0.013624582663961916,
        "step": 236
      },
      "final_test_accuracy": 0.771,
      "neutral_observations": 128,
      "wall_seconds": 32.43295383453369
    },
    "oracle": {
      "all_finite": true,
      "final_corrector": {
        "bias_state_difference_rms": 7.640068624454531e-05,
        "bias_to_clean_state_difference_rms": 0.024389158553879114,
        "clean_state_difference_rms": 0.0031325675330604514,
        "neutral_observations": 0,
        "residual_state_difference_rms": 0.0,
        "residual_to_clean_state_difference_rms": 0.0,
        "step": 236
      },
      "final_test_accuracy": 0.781,
      "neutral_observations": 0,
      "wall_seconds": 33.032013177871704
    },
    "raw": {
      "all_finite": true,
      "final_corrector": {
        "bias_state_difference_rms": 6.673162402742633e-05,
        "bias_to_clean_state_difference_rms": 0.026694932470610805,
        "clean_state_difference_rms": 0.0024997862085207757,
        "neutral_observations": 0,
        "residual_state_difference_rms": 6.673162402742633e-05,
        "residual_to_clean_state_difference_rms": 0.026694932470610805,
        "step": 236
      },
      "final_test_accuracy": 0.493,
      "neutral_observations": 0,
      "wall_seconds": 32.270538091659546
    },
    "same_rms_noise": {
      "all_finite": true,
      "final_corrector": {
        "bias_state_difference_rms": 7.650330356103333e-05,
        "bias_to_clean_state_difference_rms": 0.026813529453929254,
        "clean_state_difference_rms": 0.0028531605170621257,
        "neutral_observations": 0,
        "residual_state_difference_rms": 7.797371328954984e-05,
        "residual_to_clean_state_difference_rms": 0.027328891179890114,
        "step": 236
      },
      "final_test_accuracy": 0.7765,
      "neutral_observations": 0,
      "wall_seconds": 31.844523668289185
    }
  },
  "stage": "rain_ep_layer_state_s1",
  "status": "positive_single_seed_development_not_confirmation",
  "stronger_ratio_boundary": {
    "r0p1": {
      "constant": {
        "all_finite": true,
        "epochs_completed": 3,
        "final_test_accuracy": 0.0985
      },
      "innovation": {
        "all_finite": true,
        "epochs_completed": 3,
        "final_test_accuracy": 0.0975
      }
    },
    "r4": {
      "constant": {
        "all_finite": false,
        "epochs_completed": 1,
        "final_test_accuracy": 0.1
      },
      "innovation": {
        "all_finite": false,
        "epochs_completed": 1,
        "final_test_accuracy": 0.1
      }
    }
  },
  "test_policy": "development test subset observed each epoch; ratio chosen here; all accuracy claims require a new frozen confirmation"
}