{
  "protocol_version": "MNIST-PSO-RAW-V5 1.0.0",
  "pso_version": "4.0.0",
  "timestamp": "2026-09-02T10:19:51.467879+00:00",
  "completed": true,
  "hardware_provenance": {
    "platform": "macOS-26.6.2-arm64-arm-64bit",
    "system": "Darwin",
    "machine": "arm64",
    "processor": "arm",
    "python_version": "3.11.15",
    "torch_version": "2.13.0",
    "pso_version": "4.0.0",
    "device_type": "mps",
    "device_str": "mps",
    "mps_available": true
  },
  "data_provenance": {
    "input_shape": [
      1,
      28,
      28
    ],
    "pca": false,
    "raw_inputs": true,
    "normalization_scope": "search_train_50000_only",
    "train_mean": 0.130682,
    "train_std": 0.308127,
    "search_samples": 50000,
    "val_samples": 10000,
    "test_samples": 10000,
    "split_seed": 20260902,
    "split_fingerprint": "51b289d9f503a9f3"
  },
  "data_fingerprint": "5a383dfbf7c31442",
  "base_model_fingerprint": "d0eee0ffd33088ed",
  "configuration": {
    "base_model_seed": 41,
    "split_seed": 20260902,
    "pilot_seed": 91,
    "pilot_dimensions": [
      "290",
      "1024",
      "4096",
      "full"
    ],
    "pilot_particles": 30,
    "pilot_epochs": 160,
    "confirmation_seeds": [
      101,
      102,
      103
    ],
    "confirmation_particles": 60,
    "confirmation_epochs": 600,
    "confirmation_schedule": "2000:420,10000:135,50000:45",
    "fitness_objective": "cross_entropy_loss_primary_accuracy_tiebreak",
    "parameterization": {
      "layer_scale": "per_parameter_tensor_std_floor_1e-4",
      "subspace": "deterministic_sparse_signed_hash_count_normalized",
      "initialization": "exact_base_plus_antithetic",
      "initial_radius": 0.5,
      "reflective_bound": 3.0
    },
    "movement": {
      "name": "latent_adaptive_moment_pso",
      "c0": 1.49618,
      "c1": 1.49618,
      "w": 0.7298,
      "moment_blend": 0.06,
      "moment_step_size": 0.5,
      "moment_beta1": 0.9,
      "moment_beta2": 0.999
    },
    "objective_transition": "reevaluate_all_pbests_then_rebuild_gbest",
    "validation_selection": {
      "single": "lowest_nll_then_highest_accuracy",
      "ensemble": "within_2_accuracy_points_then_greedy_disagreement",
      "ensemble_size": 5
    },
    "fitness_batch_size": 1000,
    "ece_bins": 15
  },
  "pilot_phase": {
    "selected_dimension": "full",
    "results": [
      {
        "dimension": "290",
        "val_loss": 2.216933,
        "val_acc": 22.33,
        "wall_time_sec": 6.0698,
        "queries": 4800,
        "sample_evaluations": 9600000
      },
      {
        "dimension": "1024",
        "val_loss": 1.960143,
        "val_acc": 41.34,
        "wall_time_sec": 6.0666,
        "queries": 4800,
        "sample_evaluations": 9600000
      },
      {
        "dimension": "4096",
        "val_loss": 1.550738,
        "val_acc": 55.97,
        "wall_time_sec": 6.2638,
        "queries": 4800,
        "sample_evaluations": 9600000
      },
      {
        "dimension": "full",
        "val_loss": 1.205564,
        "val_acc": 67.18,
        "wall_time_sec": 6.1629,
        "queries": 4800,
        "sample_evaluations": 9600000
      }
    ]
  },
  "confirmation_phase": {
    "runs": [
      {
        "seed": 101,
        "val_loss": 0.59828,
        "val_acc": 81.96,
        "wall_time_sec": 124.8601,
        "queries": 36120,
        "sample_evaluations": 270000000,
        "transition_reevaluations": 120,
        "stage_histories": [
          {
            "epoch": 1,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.313677,
            "gbest_acc": 8.55
          },
          {
            "epoch": 2,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.301218,
            "gbest_acc": 8.3
          },
          {
            "epoch": 3,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.285447,
            "gbest_acc": 10.2
          },
          {
            "epoch": 4,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.272852,
            "gbest_acc": 10.25
          },
          {
            "epoch": 5,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.25676,
            "gbest_acc": 15.2
          },
          {
            "epoch": 6,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.235169,
            "gbest_acc": 16.05
          },
          {
            "epoch": 7,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.215387,
            "gbest_acc": 17.5
          },
          {
            "epoch": 8,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.195138,
            "gbest_acc": 16.95
          },
          {
            "epoch": 9,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.172303,
            "gbest_acc": 17.1
          },
          {
            "epoch": 10,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.143942,
            "gbest_acc": 18.4
          },
          {
            "epoch": 11,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.104848,
            "gbest_acc": 25.65
          },
          {
            "epoch": 12,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.074167,
            "gbest_acc": 28.2
          },
          {
            "epoch": 13,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.047087,
            "gbest_acc": 31.1
          },
          {
            "epoch": 14,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.037421,
            "gbest_acc": 31.6
          },
          {
            "epoch": 15,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.020699,
            "gbest_acc": 32.6
          },
          {
            "epoch": 16,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.001263,
            "gbest_acc": 31.6
          },
          {
            "epoch": 17,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.987104,
            "gbest_acc": 32.8
          },
          {
            "epoch": 18,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.974485,
            "gbest_acc": 34.5
          },
          {
            "epoch": 19,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.95992,
            "gbest_acc": 33.55
          },
          {
            "epoch": 20,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.920345,
            "gbest_acc": 35.7
          },
          {
            "epoch": 21,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.89665,
            "gbest_acc": 34.45
          },
          {
            "epoch": 22,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.865372,
            "gbest_acc": 37.95
          },
          {
            "epoch": 23,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.862488,
            "gbest_acc": 36.9
          },
          {
            "epoch": 24,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.840315,
            "gbest_acc": 37.5
          },
          {
            "epoch": 25,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.80913,
            "gbest_acc": 41.65
          },
          {
            "epoch": 26,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.805179,
            "gbest_acc": 41.25
          },
          {
            "epoch": 27,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.790193,
            "gbest_acc": 41.5
          },
          {
            "epoch": 28,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.778837,
            "gbest_acc": 42.0
          },
          {
            "epoch": 29,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.741537,
            "gbest_acc": 40.7
          },
          {
            "epoch": 30,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.723342,
            "gbest_acc": 41.95
          },
          {
            "epoch": 31,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.723342,
            "gbest_acc": 41.95
          },
          {
            "epoch": 32,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.723342,
            "gbest_acc": 41.95
          },
          {
            "epoch": 33,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.711093,
            "gbest_acc": 44.2
          },
          {
            "epoch": 34,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.710663,
            "gbest_acc": 43.1
          },
          {
            "epoch": 35,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.697524,
            "gbest_acc": 47.95
          },
          {
            "epoch": 36,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.695646,
            "gbest_acc": 43.15
          },
          {
            "epoch": 37,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.675378,
            "gbest_acc": 44.8
          },
          {
            "epoch": 38,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.675378,
            "gbest_acc": 44.8
          },
          {
            "epoch": 39,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.675378,
            "gbest_acc": 44.8
          },
          {
            "epoch": 40,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.675378,
            "gbest_acc": 44.8
          },
          {
            "epoch": 41,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.663723,
            "gbest_acc": 47.1
          },
          {
            "epoch": 42,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.643251,
            "gbest_acc": 47.8
          },
          {
            "epoch": 43,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.638515,
            "gbest_acc": 49.0
          },
          {
            "epoch": 44,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.638515,
            "gbest_acc": 49.0
          },
          {
            "epoch": 45,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.638515,
            "gbest_acc": 49.0
          },
          {
            "epoch": 46,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.630599,
            "gbest_acc": 49.85
          },
          {
            "epoch": 47,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.625831,
            "gbest_acc": 49.35
          },
          {
            "epoch": 48,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.612363,
            "gbest_acc": 49.3
          },
          {
            "epoch": 49,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.607309,
            "gbest_acc": 49.15
          },
          {
            "epoch": 50,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.597507,
            "gbest_acc": 49.95
          },
          {
            "epoch": 51,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.597507,
            "gbest_acc": 49.95
          },
          {
            "epoch": 52,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.589937,
            "gbest_acc": 49.15
          },
          {
            "epoch": 53,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.585674,
            "gbest_acc": 49.05
          },
          {
            "epoch": 54,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.585674,
            "gbest_acc": 49.05
          },
          {
            "epoch": 55,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.581923,
            "gbest_acc": 48.6
          },
          {
            "epoch": 56,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.573042,
            "gbest_acc": 50.3
          },
          {
            "epoch": 57,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.566593,
            "gbest_acc": 50.35
          },
          {
            "epoch": 58,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.560889,
            "gbest_acc": 50.5
          },
          {
            "epoch": 59,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.559696,
            "gbest_acc": 51.85
          },
          {
            "epoch": 60,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.548405,
            "gbest_acc": 50.6
          },
          {
            "epoch": 61,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.533284,
            "gbest_acc": 51.35
          },
          {
            "epoch": 62,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.524202,
            "gbest_acc": 52.7
          },
          {
            "epoch": 63,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.516219,
            "gbest_acc": 52.6
          },
          {
            "epoch": 64,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.503177,
            "gbest_acc": 53.55
          },
          {
            "epoch": 65,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.497524,
            "gbest_acc": 53.6
          },
          {
            "epoch": 66,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.497524,
            "gbest_acc": 53.6
          },
          {
            "epoch": 67,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.480576,
            "gbest_acc": 54.55
          },
          {
            "epoch": 68,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.480576,
            "gbest_acc": 54.55
          },
          {
            "epoch": 69,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.480576,
            "gbest_acc": 54.55
          },
          {
            "epoch": 70,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.473511,
            "gbest_acc": 56.2
          },
          {
            "epoch": 71,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.465575,
            "gbest_acc": 55.55
          },
          {
            "epoch": 72,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.454523,
            "gbest_acc": 57.35
          },
          {
            "epoch": 73,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.450428,
            "gbest_acc": 55.35
          },
          {
            "epoch": 74,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.447881,
            "gbest_acc": 54.65
          },
          {
            "epoch": 75,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.447881,
            "gbest_acc": 54.65
          },
          {
            "epoch": 76,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.445152,
            "gbest_acc": 55.2
          },
          {
            "epoch": 77,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.434854,
            "gbest_acc": 56.0
          },
          {
            "epoch": 78,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.428277,
            "gbest_acc": 54.7
          },
          {
            "epoch": 79,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.42306,
            "gbest_acc": 56.95
          },
          {
            "epoch": 80,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.42306,
            "gbest_acc": 56.95
          },
          {
            "epoch": 81,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.420771,
            "gbest_acc": 57.05
          },
          {
            "epoch": 82,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.401691,
            "gbest_acc": 57.65
          },
          {
            "epoch": 83,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.401691,
            "gbest_acc": 57.65
          },
          {
            "epoch": 84,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.401691,
            "gbest_acc": 57.65
          },
          {
            "epoch": 85,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.401691,
            "gbest_acc": 57.65
          },
          {
            "epoch": 86,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.401691,
            "gbest_acc": 57.65
          },
          {
            "epoch": 87,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.388926,
            "gbest_acc": 57.4
          },
          {
            "epoch": 88,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.379302,
            "gbest_acc": 57.65
          },
          {
            "epoch": 89,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.367295,
            "gbest_acc": 57.5
          },
          {
            "epoch": 90,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.365037,
            "gbest_acc": 57.15
          },
          {
            "epoch": 91,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.362138,
            "gbest_acc": 57.8
          },
          {
            "epoch": 92,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.362138,
            "gbest_acc": 57.8
          },
          {
            "epoch": 93,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.357383,
            "gbest_acc": 59.7
          },
          {
            "epoch": 94,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.351984,
            "gbest_acc": 60.0
          },
          {
            "epoch": 95,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.340514,
            "gbest_acc": 60.05
          },
          {
            "epoch": 96,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.339794,
            "gbest_acc": 59.55
          },
          {
            "epoch": 97,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.339794,
            "gbest_acc": 59.55
          },
          {
            "epoch": 98,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.337035,
            "gbest_acc": 58.8
          },
          {
            "epoch": 99,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.31557,
            "gbest_acc": 60.75
          },
          {
            "epoch": 100,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.307023,
            "gbest_acc": 61.5
          },
          {
            "epoch": 101,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.30571,
            "gbest_acc": 61.2
          },
          {
            "epoch": 102,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.296036,
            "gbest_acc": 61.4
          },
          {
            "epoch": 103,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.287034,
            "gbest_acc": 60.8
          },
          {
            "epoch": 104,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.274328,
            "gbest_acc": 60.55
          },
          {
            "epoch": 105,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.265965,
            "gbest_acc": 61.2
          },
          {
            "epoch": 106,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.265965,
            "gbest_acc": 61.2
          },
          {
            "epoch": 107,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.264671,
            "gbest_acc": 60.55
          },
          {
            "epoch": 108,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.256872,
            "gbest_acc": 61.15
          },
          {
            "epoch": 109,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.24565,
            "gbest_acc": 60.9
          },
          {
            "epoch": 110,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.24565,
            "gbest_acc": 60.9
          },
          {
            "epoch": 111,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.23394,
            "gbest_acc": 61.75
          },
          {
            "epoch": 112,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.229833,
            "gbest_acc": 62.15
          },
          {
            "epoch": 113,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.224336,
            "gbest_acc": 63.0
          },
          {
            "epoch": 114,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.222568,
            "gbest_acc": 62.3
          },
          {
            "epoch": 115,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.218483,
            "gbest_acc": 62.95
          },
          {
            "epoch": 116,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.218483,
            "gbest_acc": 62.95
          },
          {
            "epoch": 117,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.215361,
            "gbest_acc": 63.05
          },
          {
            "epoch": 118,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.215157,
            "gbest_acc": 63.0
          },
          {
            "epoch": 119,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.207,
            "gbest_acc": 62.7
          },
          {
            "epoch": 120,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.205241,
            "gbest_acc": 62.6
          },
          {
            "epoch": 121,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.202124,
            "gbest_acc": 62.3
          },
          {
            "epoch": 122,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.202124,
            "gbest_acc": 62.3
          },
          {
            "epoch": 123,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.202124,
            "gbest_acc": 62.3
          },
          {
            "epoch": 124,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.201801,
            "gbest_acc": 62.75
          },
          {
            "epoch": 125,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.198071,
            "gbest_acc": 63.15
          },
          {
            "epoch": 126,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.194383,
            "gbest_acc": 63.15
          },
          {
            "epoch": 127,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.185661,
            "gbest_acc": 63.35
          },
          {
            "epoch": 128,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.18259,
            "gbest_acc": 62.95
          },
          {
            "epoch": 129,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.180251,
            "gbest_acc": 63.15
          },
          {
            "epoch": 130,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.180251,
            "gbest_acc": 63.15
          },
          {
            "epoch": 131,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.177119,
            "gbest_acc": 63.7
          },
          {
            "epoch": 132,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.173862,
            "gbest_acc": 63.95
          },
          {
            "epoch": 133,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.16776,
            "gbest_acc": 64.15
          },
          {
            "epoch": 134,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.165842,
            "gbest_acc": 64.7
          },
          {
            "epoch": 135,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.162118,
            "gbest_acc": 64.45
          },
          {
            "epoch": 136,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.160006,
            "gbest_acc": 64.7
          },
          {
            "epoch": 137,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.160006,
            "gbest_acc": 64.7
          },
          {
            "epoch": 138,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.159862,
            "gbest_acc": 64.8
          },
          {
            "epoch": 139,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.155164,
            "gbest_acc": 64.3
          },
          {
            "epoch": 140,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.151701,
            "gbest_acc": 64.4
          },
          {
            "epoch": 141,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.14994,
            "gbest_acc": 64.6
          },
          {
            "epoch": 142,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.141593,
            "gbest_acc": 65.4
          },
          {
            "epoch": 143,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.14009,
            "gbest_acc": 65.0
          },
          {
            "epoch": 144,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.138661,
            "gbest_acc": 64.95
          },
          {
            "epoch": 145,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.135054,
            "gbest_acc": 64.85
          },
          {
            "epoch": 146,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.13004,
            "gbest_acc": 65.65
          },
          {
            "epoch": 147,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.128534,
            "gbest_acc": 65.3
          },
          {
            "epoch": 148,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.12762,
            "gbest_acc": 65.15
          },
          {
            "epoch": 149,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.121394,
            "gbest_acc": 65.45
          },
          {
            "epoch": 150,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.120281,
            "gbest_acc": 65.45
          },
          {
            "epoch": 151,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.114436,
            "gbest_acc": 65.75
          },
          {
            "epoch": 152,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.114319,
            "gbest_acc": 65.9
          },
          {
            "epoch": 153,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.107381,
            "gbest_acc": 66.75
          },
          {
            "epoch": 154,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.107381,
            "gbest_acc": 66.75
          },
          {
            "epoch": 155,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.106943,
            "gbest_acc": 66.7
          },
          {
            "epoch": 156,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.102692,
            "gbest_acc": 66.75
          },
          {
            "epoch": 157,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.102692,
            "gbest_acc": 66.75
          },
          {
            "epoch": 158,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.102692,
            "gbest_acc": 66.75
          },
          {
            "epoch": 159,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.10121,
            "gbest_acc": 66.2
          },
          {
            "epoch": 160,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.097785,
            "gbest_acc": 66.8
          },
          {
            "epoch": 161,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.096515,
            "gbest_acc": 66.2
          },
          {
            "epoch": 162,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.091991,
            "gbest_acc": 67.0
          },
          {
            "epoch": 163,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.088765,
            "gbest_acc": 66.0
          },
          {
            "epoch": 164,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.088765,
            "gbest_acc": 66.0
          },
          {
            "epoch": 165,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.086473,
            "gbest_acc": 66.15
          },
          {
            "epoch": 166,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.085017,
            "gbest_acc": 66.65
          },
          {
            "epoch": 167,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.083735,
            "gbest_acc": 66.7
          },
          {
            "epoch": 168,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.076043,
            "gbest_acc": 67.0
          },
          {
            "epoch": 169,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.071561,
            "gbest_acc": 67.9
          },
          {
            "epoch": 170,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.071561,
            "gbest_acc": 67.9
          },
          {
            "epoch": 171,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.071561,
            "gbest_acc": 67.9
          },
          {
            "epoch": 172,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.071561,
            "gbest_acc": 67.9
          },
          {
            "epoch": 173,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.071561,
            "gbest_acc": 67.9
          },
          {
            "epoch": 174,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.070564,
            "gbest_acc": 67.8
          },
          {
            "epoch": 175,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.069207,
            "gbest_acc": 67.9
          },
          {
            "epoch": 176,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.064575,
            "gbest_acc": 68.25
          },
          {
            "epoch": 177,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.062416,
            "gbest_acc": 68.05
          },
          {
            "epoch": 178,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.061096,
            "gbest_acc": 68.3
          },
          {
            "epoch": 179,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.058372,
            "gbest_acc": 67.75
          },
          {
            "epoch": 180,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.053314,
            "gbest_acc": 67.8
          },
          {
            "epoch": 181,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.050725,
            "gbest_acc": 68.55
          },
          {
            "epoch": 182,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.047276,
            "gbest_acc": 69.25
          },
          {
            "epoch": 183,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.044209,
            "gbest_acc": 68.7
          },
          {
            "epoch": 184,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.038957,
            "gbest_acc": 69.6
          },
          {
            "epoch": 185,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.037232,
            "gbest_acc": 69.25
          },
          {
            "epoch": 186,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.032942,
            "gbest_acc": 69.8
          },
          {
            "epoch": 187,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.032444,
            "gbest_acc": 68.75
          },
          {
            "epoch": 188,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.030327,
            "gbest_acc": 69.0
          },
          {
            "epoch": 189,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.023551,
            "gbest_acc": 69.4
          },
          {
            "epoch": 190,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.022235,
            "gbest_acc": 68.85
          },
          {
            "epoch": 191,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.019947,
            "gbest_acc": 69.75
          },
          {
            "epoch": 192,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.016871,
            "gbest_acc": 69.55
          },
          {
            "epoch": 193,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.016871,
            "gbest_acc": 69.55
          },
          {
            "epoch": 194,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.015171,
            "gbest_acc": 69.55
          },
          {
            "epoch": 195,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.010603,
            "gbest_acc": 69.5
          },
          {
            "epoch": 196,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.008319,
            "gbest_acc": 69.2
          },
          {
            "epoch": 197,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.006155,
            "gbest_acc": 69.45
          },
          {
            "epoch": 198,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.005461,
            "gbest_acc": 69.4
          },
          {
            "epoch": 199,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.005461,
            "gbest_acc": 69.4
          },
          {
            "epoch": 200,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.00081,
            "gbest_acc": 69.05
          },
          {
            "epoch": 201,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.999095,
            "gbest_acc": 69.3
          },
          {
            "epoch": 202,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.996152,
            "gbest_acc": 69.45
          },
          {
            "epoch": 203,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.992831,
            "gbest_acc": 69.2
          },
          {
            "epoch": 204,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.990099,
            "gbest_acc": 69.0
          },
          {
            "epoch": 205,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.982362,
            "gbest_acc": 69.1
          },
          {
            "epoch": 206,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.977621,
            "gbest_acc": 69.15
          },
          {
            "epoch": 207,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.972235,
            "gbest_acc": 69.65
          },
          {
            "epoch": 208,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.970549,
            "gbest_acc": 69.65
          },
          {
            "epoch": 209,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.970549,
            "gbest_acc": 69.65
          },
          {
            "epoch": 210,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.970549,
            "gbest_acc": 69.65
          },
          {
            "epoch": 211,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.967938,
            "gbest_acc": 69.3
          },
          {
            "epoch": 212,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.967938,
            "gbest_acc": 69.3
          },
          {
            "epoch": 213,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.967938,
            "gbest_acc": 69.3
          },
          {
            "epoch": 214,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.963616,
            "gbest_acc": 69.85
          },
          {
            "epoch": 215,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.961929,
            "gbest_acc": 69.4
          },
          {
            "epoch": 216,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.959653,
            "gbest_acc": 70.15
          },
          {
            "epoch": 217,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.95492,
            "gbest_acc": 70.3
          },
          {
            "epoch": 218,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.954049,
            "gbest_acc": 70.65
          },
          {
            "epoch": 219,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.952687,
            "gbest_acc": 70.85
          },
          {
            "epoch": 220,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.951865,
            "gbest_acc": 70.7
          },
          {
            "epoch": 221,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.951518,
            "gbest_acc": 71.3
          },
          {
            "epoch": 222,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.94806,
            "gbest_acc": 70.9
          },
          {
            "epoch": 223,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.943535,
            "gbest_acc": 70.75
          },
          {
            "epoch": 224,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.942143,
            "gbest_acc": 70.55
          },
          {
            "epoch": 225,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.940954,
            "gbest_acc": 70.75
          },
          {
            "epoch": 226,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.93955,
            "gbest_acc": 71.05
          },
          {
            "epoch": 227,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.93955,
            "gbest_acc": 71.05
          },
          {
            "epoch": 228,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.93955,
            "gbest_acc": 71.05
          },
          {
            "epoch": 229,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.935864,
            "gbest_acc": 71.15
          },
          {
            "epoch": 230,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.935334,
            "gbest_acc": 70.7
          },
          {
            "epoch": 231,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.933899,
            "gbest_acc": 71.25
          },
          {
            "epoch": 232,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.930898,
            "gbest_acc": 70.9
          },
          {
            "epoch": 233,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.930617,
            "gbest_acc": 70.5
          },
          {
            "epoch": 234,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.928494,
            "gbest_acc": 70.75
          },
          {
            "epoch": 235,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.926649,
            "gbest_acc": 70.95
          },
          {
            "epoch": 236,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.925583,
            "gbest_acc": 71.1
          },
          {
            "epoch": 237,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.921936,
            "gbest_acc": 70.85
          },
          {
            "epoch": 238,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.921936,
            "gbest_acc": 70.85
          },
          {
            "epoch": 239,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.921936,
            "gbest_acc": 70.85
          },
          {
            "epoch": 240,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.91951,
            "gbest_acc": 71.4
          },
          {
            "epoch": 241,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.917361,
            "gbest_acc": 71.0
          },
          {
            "epoch": 242,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.915782,
            "gbest_acc": 71.4
          },
          {
            "epoch": 243,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.913696,
            "gbest_acc": 71.55
          },
          {
            "epoch": 244,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.911252,
            "gbest_acc": 71.6
          },
          {
            "epoch": 245,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.907087,
            "gbest_acc": 72.05
          },
          {
            "epoch": 246,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.906356,
            "gbest_acc": 71.85
          },
          {
            "epoch": 247,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.906334,
            "gbest_acc": 71.95
          },
          {
            "epoch": 248,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.905775,
            "gbest_acc": 72.0
          },
          {
            "epoch": 249,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.903732,
            "gbest_acc": 71.95
          },
          {
            "epoch": 250,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.903041,
            "gbest_acc": 72.4
          },
          {
            "epoch": 251,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.901364,
            "gbest_acc": 71.9
          },
          {
            "epoch": 252,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.900261,
            "gbest_acc": 71.75
          },
          {
            "epoch": 253,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.899337,
            "gbest_acc": 72.05
          },
          {
            "epoch": 254,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.899166,
            "gbest_acc": 71.55
          },
          {
            "epoch": 255,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.896556,
            "gbest_acc": 72.15
          },
          {
            "epoch": 256,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.895237,
            "gbest_acc": 71.7
          },
          {
            "epoch": 257,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.892941,
            "gbest_acc": 71.85
          },
          {
            "epoch": 258,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.890067,
            "gbest_acc": 71.8
          },
          {
            "epoch": 259,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.890067,
            "gbest_acc": 71.8
          },
          {
            "epoch": 260,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.88965,
            "gbest_acc": 71.5
          },
          {
            "epoch": 261,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.889519,
            "gbest_acc": 72.1
          },
          {
            "epoch": 262,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.887432,
            "gbest_acc": 72.3
          },
          {
            "epoch": 263,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.887432,
            "gbest_acc": 72.3
          },
          {
            "epoch": 264,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.887432,
            "gbest_acc": 72.3
          },
          {
            "epoch": 265,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.883807,
            "gbest_acc": 72.65
          },
          {
            "epoch": 266,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.883807,
            "gbest_acc": 72.65
          },
          {
            "epoch": 267,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.879692,
            "gbest_acc": 72.55
          },
          {
            "epoch": 268,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.877926,
            "gbest_acc": 72.95
          },
          {
            "epoch": 269,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.876398,
            "gbest_acc": 72.85
          },
          {
            "epoch": 270,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.876398,
            "gbest_acc": 72.85
          },
          {
            "epoch": 271,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.875868,
            "gbest_acc": 73.4
          },
          {
            "epoch": 272,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.874659,
            "gbest_acc": 73.65
          },
          {
            "epoch": 273,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.87357,
            "gbest_acc": 73.05
          },
          {
            "epoch": 274,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.87357,
            "gbest_acc": 73.05
          },
          {
            "epoch": 275,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.87357,
            "gbest_acc": 73.05
          },
          {
            "epoch": 276,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.872367,
            "gbest_acc": 73.45
          },
          {
            "epoch": 277,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.868652,
            "gbest_acc": 73.85
          },
          {
            "epoch": 278,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.868199,
            "gbest_acc": 73.05
          },
          {
            "epoch": 279,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.865494,
            "gbest_acc": 73.75
          },
          {
            "epoch": 280,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.862152,
            "gbest_acc": 73.55
          },
          {
            "epoch": 281,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.859286,
            "gbest_acc": 73.95
          },
          {
            "epoch": 282,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.858014,
            "gbest_acc": 73.5
          },
          {
            "epoch": 283,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.858014,
            "gbest_acc": 73.5
          },
          {
            "epoch": 284,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.857257,
            "gbest_acc": 73.1
          },
          {
            "epoch": 285,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.851526,
            "gbest_acc": 72.95
          },
          {
            "epoch": 286,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.849557,
            "gbest_acc": 72.9
          },
          {
            "epoch": 287,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.846497,
            "gbest_acc": 73.0
          },
          {
            "epoch": 288,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.845154,
            "gbest_acc": 72.25
          },
          {
            "epoch": 289,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.83757,
            "gbest_acc": 73.3
          },
          {
            "epoch": 290,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.835934,
            "gbest_acc": 73.2
          },
          {
            "epoch": 291,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.832968,
            "gbest_acc": 73.5
          },
          {
            "epoch": 292,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.824817,
            "gbest_acc": 74.4
          },
          {
            "epoch": 293,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.820029,
            "gbest_acc": 74.9
          },
          {
            "epoch": 294,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.819867,
            "gbest_acc": 74.5
          },
          {
            "epoch": 295,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.813081,
            "gbest_acc": 75.45
          },
          {
            "epoch": 296,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.813081,
            "gbest_acc": 75.45
          },
          {
            "epoch": 297,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.813081,
            "gbest_acc": 75.45
          },
          {
            "epoch": 298,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.812008,
            "gbest_acc": 75.1
          },
          {
            "epoch": 299,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.811332,
            "gbest_acc": 75.2
          },
          {
            "epoch": 300,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.809286,
            "gbest_acc": 75.55
          },
          {
            "epoch": 301,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.809286,
            "gbest_acc": 75.55
          },
          {
            "epoch": 302,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.806178,
            "gbest_acc": 75.7
          },
          {
            "epoch": 303,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.806178,
            "gbest_acc": 75.7
          },
          {
            "epoch": 304,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.804606,
            "gbest_acc": 75.6
          },
          {
            "epoch": 305,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.804596,
            "gbest_acc": 75.95
          },
          {
            "epoch": 306,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.801692,
            "gbest_acc": 75.6
          },
          {
            "epoch": 307,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.800279,
            "gbest_acc": 75.9
          },
          {
            "epoch": 308,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.798591,
            "gbest_acc": 75.65
          },
          {
            "epoch": 309,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.795726,
            "gbest_acc": 75.95
          },
          {
            "epoch": 310,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.795726,
            "gbest_acc": 75.95
          },
          {
            "epoch": 311,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.794934,
            "gbest_acc": 75.55
          },
          {
            "epoch": 312,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.793447,
            "gbest_acc": 75.85
          },
          {
            "epoch": 313,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.791375,
            "gbest_acc": 76.65
          },
          {
            "epoch": 314,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.789059,
            "gbest_acc": 76.4
          },
          {
            "epoch": 315,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.786868,
            "gbest_acc": 76.35
          },
          {
            "epoch": 316,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.784611,
            "gbest_acc": 77.35
          },
          {
            "epoch": 317,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.78089,
            "gbest_acc": 77.3
          },
          {
            "epoch": 318,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.780142,
            "gbest_acc": 77.65
          },
          {
            "epoch": 319,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.779351,
            "gbest_acc": 77.45
          },
          {
            "epoch": 320,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.778802,
            "gbest_acc": 77.7
          },
          {
            "epoch": 321,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.776987,
            "gbest_acc": 77.05
          },
          {
            "epoch": 322,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.775616,
            "gbest_acc": 77.7
          },
          {
            "epoch": 323,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.775616,
            "gbest_acc": 77.7
          },
          {
            "epoch": 324,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.774739,
            "gbest_acc": 77.2
          },
          {
            "epoch": 325,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.771773,
            "gbest_acc": 77.5
          },
          {
            "epoch": 326,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.770806,
            "gbest_acc": 77.25
          },
          {
            "epoch": 327,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.767654,
            "gbest_acc": 77.15
          },
          {
            "epoch": 328,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.76678,
            "gbest_acc": 77.55
          },
          {
            "epoch": 329,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.764769,
            "gbest_acc": 77.55
          },
          {
            "epoch": 330,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.7645,
            "gbest_acc": 77.55
          },
          {
            "epoch": 331,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.763058,
            "gbest_acc": 77.65
          },
          {
            "epoch": 332,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.761321,
            "gbest_acc": 77.35
          },
          {
            "epoch": 333,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.758508,
            "gbest_acc": 77.55
          },
          {
            "epoch": 334,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.758508,
            "gbest_acc": 77.55
          },
          {
            "epoch": 335,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.758426,
            "gbest_acc": 76.9
          },
          {
            "epoch": 336,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.757073,
            "gbest_acc": 77.25
          },
          {
            "epoch": 337,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.756359,
            "gbest_acc": 77.3
          },
          {
            "epoch": 338,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.754372,
            "gbest_acc": 77.55
          },
          {
            "epoch": 339,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.753925,
            "gbest_acc": 77.5
          },
          {
            "epoch": 340,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.752984,
            "gbest_acc": 77.4
          },
          {
            "epoch": 341,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.752007,
            "gbest_acc": 77.45
          },
          {
            "epoch": 342,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.748269,
            "gbest_acc": 77.85
          },
          {
            "epoch": 343,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.74602,
            "gbest_acc": 78.15
          },
          {
            "epoch": 344,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.74602,
            "gbest_acc": 78.15
          },
          {
            "epoch": 345,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.745546,
            "gbest_acc": 78.05
          },
          {
            "epoch": 346,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.744801,
            "gbest_acc": 77.75
          },
          {
            "epoch": 347,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.741927,
            "gbest_acc": 78.0
          },
          {
            "epoch": 348,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.741238,
            "gbest_acc": 77.95
          },
          {
            "epoch": 349,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.741238,
            "gbest_acc": 77.95
          },
          {
            "epoch": 350,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.740132,
            "gbest_acc": 77.65
          },
          {
            "epoch": 351,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.739728,
            "gbest_acc": 77.85
          },
          {
            "epoch": 352,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.736891,
            "gbest_acc": 78.0
          },
          {
            "epoch": 353,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.7365,
            "gbest_acc": 77.9
          },
          {
            "epoch": 354,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.7349,
            "gbest_acc": 78.8
          },
          {
            "epoch": 355,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.7349,
            "gbest_acc": 78.8
          },
          {
            "epoch": 356,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.73257,
            "gbest_acc": 78.6
          },
          {
            "epoch": 357,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.732201,
            "gbest_acc": 78.95
          },
          {
            "epoch": 358,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.727831,
            "gbest_acc": 79.15
          },
          {
            "epoch": 359,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.727831,
            "gbest_acc": 79.15
          },
          {
            "epoch": 360,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.727831,
            "gbest_acc": 79.15
          },
          {
            "epoch": 361,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.727831,
            "gbest_acc": 79.15
          },
          {
            "epoch": 362,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.727831,
            "gbest_acc": 79.15
          },
          {
            "epoch": 363,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.727798,
            "gbest_acc": 79.35
          },
          {
            "epoch": 364,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.727798,
            "gbest_acc": 79.35
          },
          {
            "epoch": 365,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.726879,
            "gbest_acc": 79.75
          },
          {
            "epoch": 366,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.726288,
            "gbest_acc": 79.7
          },
          {
            "epoch": 367,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.72525,
            "gbest_acc": 79.6
          },
          {
            "epoch": 368,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.724604,
            "gbest_acc": 79.75
          },
          {
            "epoch": 369,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.723967,
            "gbest_acc": 79.6
          },
          {
            "epoch": 370,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.722552,
            "gbest_acc": 79.8
          },
          {
            "epoch": 371,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.721214,
            "gbest_acc": 79.5
          },
          {
            "epoch": 372,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.720766,
            "gbest_acc": 79.35
          },
          {
            "epoch": 373,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.719261,
            "gbest_acc": 79.5
          },
          {
            "epoch": 374,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.719199,
            "gbest_acc": 79.65
          },
          {
            "epoch": 375,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.718213,
            "gbest_acc": 79.85
          },
          {
            "epoch": 376,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.71625,
            "gbest_acc": 79.6
          },
          {
            "epoch": 377,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.716246,
            "gbest_acc": 79.9
          },
          {
            "epoch": 378,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.714436,
            "gbest_acc": 79.25
          },
          {
            "epoch": 379,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.712348,
            "gbest_acc": 79.85
          },
          {
            "epoch": 380,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.711912,
            "gbest_acc": 79.7
          },
          {
            "epoch": 381,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.710829,
            "gbest_acc": 79.85
          },
          {
            "epoch": 382,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.710277,
            "gbest_acc": 80.0
          },
          {
            "epoch": 383,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.709882,
            "gbest_acc": 80.55
          },
          {
            "epoch": 384,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.708938,
            "gbest_acc": 80.25
          },
          {
            "epoch": 385,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.7068,
            "gbest_acc": 80.8
          },
          {
            "epoch": 386,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.706298,
            "gbest_acc": 80.95
          },
          {
            "epoch": 387,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.705296,
            "gbest_acc": 80.9
          },
          {
            "epoch": 388,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.705015,
            "gbest_acc": 80.3
          },
          {
            "epoch": 389,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.704457,
            "gbest_acc": 80.45
          },
          {
            "epoch": 390,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.703473,
            "gbest_acc": 80.55
          },
          {
            "epoch": 391,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.702031,
            "gbest_acc": 80.9
          },
          {
            "epoch": 392,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.701436,
            "gbest_acc": 80.85
          },
          {
            "epoch": 393,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.69886,
            "gbest_acc": 80.75
          },
          {
            "epoch": 394,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.698268,
            "gbest_acc": 80.85
          },
          {
            "epoch": 395,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.696512,
            "gbest_acc": 80.7
          },
          {
            "epoch": 396,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.696512,
            "gbest_acc": 80.7
          },
          {
            "epoch": 397,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.696512,
            "gbest_acc": 80.7
          },
          {
            "epoch": 398,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.693961,
            "gbest_acc": 80.65
          },
          {
            "epoch": 399,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.693904,
            "gbest_acc": 80.5
          },
          {
            "epoch": 400,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.692863,
            "gbest_acc": 80.35
          },
          {
            "epoch": 401,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.692863,
            "gbest_acc": 80.35
          },
          {
            "epoch": 402,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.692863,
            "gbest_acc": 80.35
          },
          {
            "epoch": 403,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.691791,
            "gbest_acc": 80.75
          },
          {
            "epoch": 404,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.690606,
            "gbest_acc": 80.4
          },
          {
            "epoch": 405,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.689373,
            "gbest_acc": 80.5
          },
          {
            "epoch": 406,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.689106,
            "gbest_acc": 81.0
          },
          {
            "epoch": 407,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.688293,
            "gbest_acc": 80.85
          },
          {
            "epoch": 408,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.687655,
            "gbest_acc": 80.45
          },
          {
            "epoch": 409,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.686058,
            "gbest_acc": 80.3
          },
          {
            "epoch": 410,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.685766,
            "gbest_acc": 80.8
          },
          {
            "epoch": 411,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.685711,
            "gbest_acc": 80.45
          },
          {
            "epoch": 412,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.68485,
            "gbest_acc": 81.05
          },
          {
            "epoch": 413,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.683726,
            "gbest_acc": 81.15
          },
          {
            "epoch": 414,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.681755,
            "gbest_acc": 80.8
          },
          {
            "epoch": 415,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.679998,
            "gbest_acc": 81.45
          },
          {
            "epoch": 416,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.679278,
            "gbest_acc": 81.3
          },
          {
            "epoch": 417,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.679028,
            "gbest_acc": 81.5
          },
          {
            "epoch": 418,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.67704,
            "gbest_acc": 81.65
          },
          {
            "epoch": 419,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.675753,
            "gbest_acc": 81.85
          },
          {
            "epoch": 420,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.674136,
            "gbest_acc": 81.55
          },
          {
            "epoch": 421,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.724293,
            "gbest_acc": 78.22
          },
          {
            "epoch": 422,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.723167,
            "gbest_acc": 78.27
          },
          {
            "epoch": 423,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.7209,
            "gbest_acc": 78.12
          },
          {
            "epoch": 424,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.720167,
            "gbest_acc": 78.07
          },
          {
            "epoch": 425,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.720167,
            "gbest_acc": 78.07
          },
          {
            "epoch": 426,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.719833,
            "gbest_acc": 78.18
          },
          {
            "epoch": 427,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.719692,
            "gbest_acc": 78.12
          },
          {
            "epoch": 428,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.717417,
            "gbest_acc": 78.2
          },
          {
            "epoch": 429,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.717417,
            "gbest_acc": 78.2
          },
          {
            "epoch": 430,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.717136,
            "gbest_acc": 78.07
          },
          {
            "epoch": 431,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.716335,
            "gbest_acc": 78.1
          },
          {
            "epoch": 432,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.716239,
            "gbest_acc": 78.51
          },
          {
            "epoch": 433,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.715308,
            "gbest_acc": 78.43
          },
          {
            "epoch": 434,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.714539,
            "gbest_acc": 78.63
          },
          {
            "epoch": 435,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.713865,
            "gbest_acc": 78.4
          },
          {
            "epoch": 436,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.712529,
            "gbest_acc": 78.61
          },
          {
            "epoch": 437,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.7116,
            "gbest_acc": 78.61
          },
          {
            "epoch": 438,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.710858,
            "gbest_acc": 78.59
          },
          {
            "epoch": 439,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.709054,
            "gbest_acc": 78.67
          },
          {
            "epoch": 440,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.708187,
            "gbest_acc": 78.65
          },
          {
            "epoch": 441,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.70689,
            "gbest_acc": 78.71
          },
          {
            "epoch": 442,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.705885,
            "gbest_acc": 78.67
          },
          {
            "epoch": 443,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.705296,
            "gbest_acc": 78.59
          },
          {
            "epoch": 444,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.704729,
            "gbest_acc": 78.58
          },
          {
            "epoch": 445,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.704216,
            "gbest_acc": 78.68
          },
          {
            "epoch": 446,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.703521,
            "gbest_acc": 78.61
          },
          {
            "epoch": 447,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.702391,
            "gbest_acc": 78.56
          },
          {
            "epoch": 448,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.700844,
            "gbest_acc": 78.77
          },
          {
            "epoch": 449,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.699808,
            "gbest_acc": 78.77
          },
          {
            "epoch": 450,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.698008,
            "gbest_acc": 79.03
          },
          {
            "epoch": 451,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.696874,
            "gbest_acc": 79.02
          },
          {
            "epoch": 452,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.695758,
            "gbest_acc": 79.2
          },
          {
            "epoch": 453,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.694762,
            "gbest_acc": 79.1
          },
          {
            "epoch": 454,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.694762,
            "gbest_acc": 79.1
          },
          {
            "epoch": 455,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.693305,
            "gbest_acc": 79.07
          },
          {
            "epoch": 456,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.693016,
            "gbest_acc": 79.17
          },
          {
            "epoch": 457,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.69128,
            "gbest_acc": 79.12
          },
          {
            "epoch": 458,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.690346,
            "gbest_acc": 79.03
          },
          {
            "epoch": 459,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.689346,
            "gbest_acc": 79.01
          },
          {
            "epoch": 460,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.687975,
            "gbest_acc": 79.09
          },
          {
            "epoch": 461,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.687242,
            "gbest_acc": 79.02
          },
          {
            "epoch": 462,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.686382,
            "gbest_acc": 79.13
          },
          {
            "epoch": 463,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.685397,
            "gbest_acc": 79.28
          },
          {
            "epoch": 464,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.683642,
            "gbest_acc": 79.4
          },
          {
            "epoch": 465,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.681876,
            "gbest_acc": 79.55
          },
          {
            "epoch": 466,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.680923,
            "gbest_acc": 79.5
          },
          {
            "epoch": 467,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.679917,
            "gbest_acc": 79.53
          },
          {
            "epoch": 468,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.677415,
            "gbest_acc": 79.41
          },
          {
            "epoch": 469,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.676754,
            "gbest_acc": 79.67
          },
          {
            "epoch": 470,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.675516,
            "gbest_acc": 79.66
          },
          {
            "epoch": 471,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.674994,
            "gbest_acc": 79.59
          },
          {
            "epoch": 472,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.674271,
            "gbest_acc": 79.44
          },
          {
            "epoch": 473,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.673546,
            "gbest_acc": 79.4
          },
          {
            "epoch": 474,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.6722,
            "gbest_acc": 79.36
          },
          {
            "epoch": 475,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.671747,
            "gbest_acc": 79.53
          },
          {
            "epoch": 476,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.671231,
            "gbest_acc": 79.62
          },
          {
            "epoch": 477,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.670909,
            "gbest_acc": 79.65
          },
          {
            "epoch": 478,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.669581,
            "gbest_acc": 79.68
          },
          {
            "epoch": 479,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.668728,
            "gbest_acc": 79.67
          },
          {
            "epoch": 480,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.66822,
            "gbest_acc": 79.67
          },
          {
            "epoch": 481,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.667688,
            "gbest_acc": 79.64
          },
          {
            "epoch": 482,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.667566,
            "gbest_acc": 79.76
          },
          {
            "epoch": 483,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.666934,
            "gbest_acc": 79.73
          },
          {
            "epoch": 484,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.666065,
            "gbest_acc": 79.83
          },
          {
            "epoch": 485,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.665859,
            "gbest_acc": 79.65
          },
          {
            "epoch": 486,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.664893,
            "gbest_acc": 79.84
          },
          {
            "epoch": 487,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.664556,
            "gbest_acc": 79.94
          },
          {
            "epoch": 488,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.663632,
            "gbest_acc": 79.75
          },
          {
            "epoch": 489,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.66256,
            "gbest_acc": 79.9
          },
          {
            "epoch": 490,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.662295,
            "gbest_acc": 79.83
          },
          {
            "epoch": 491,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.66172,
            "gbest_acc": 79.9
          },
          {
            "epoch": 492,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.661337,
            "gbest_acc": 79.88
          },
          {
            "epoch": 493,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.661203,
            "gbest_acc": 80.0
          },
          {
            "epoch": 494,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.660553,
            "gbest_acc": 79.98
          },
          {
            "epoch": 495,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.660494,
            "gbest_acc": 79.89
          },
          {
            "epoch": 496,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.660054,
            "gbest_acc": 79.8
          },
          {
            "epoch": 497,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.659395,
            "gbest_acc": 79.93
          },
          {
            "epoch": 498,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.658877,
            "gbest_acc": 79.99
          },
          {
            "epoch": 499,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.658445,
            "gbest_acc": 79.89
          },
          {
            "epoch": 500,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.658445,
            "gbest_acc": 79.89
          },
          {
            "epoch": 501,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.658132,
            "gbest_acc": 79.9
          },
          {
            "epoch": 502,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.657728,
            "gbest_acc": 79.94
          },
          {
            "epoch": 503,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.657233,
            "gbest_acc": 80.11
          },
          {
            "epoch": 504,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.656494,
            "gbest_acc": 80.27
          },
          {
            "epoch": 505,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.656237,
            "gbest_acc": 80.28
          },
          {
            "epoch": 506,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.655713,
            "gbest_acc": 80.18
          },
          {
            "epoch": 507,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.654708,
            "gbest_acc": 80.13
          },
          {
            "epoch": 508,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.654338,
            "gbest_acc": 80.31
          },
          {
            "epoch": 509,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.653009,
            "gbest_acc": 80.3
          },
          {
            "epoch": 510,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.652088,
            "gbest_acc": 80.39
          },
          {
            "epoch": 511,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.651874,
            "gbest_acc": 80.27
          },
          {
            "epoch": 512,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.650963,
            "gbest_acc": 80.27
          },
          {
            "epoch": 513,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.650882,
            "gbest_acc": 80.28
          },
          {
            "epoch": 514,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.649732,
            "gbest_acc": 80.22
          },
          {
            "epoch": 515,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.648132,
            "gbest_acc": 80.31
          },
          {
            "epoch": 516,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.647513,
            "gbest_acc": 80.31
          },
          {
            "epoch": 517,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.646853,
            "gbest_acc": 80.33
          },
          {
            "epoch": 518,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.646226,
            "gbest_acc": 80.37
          },
          {
            "epoch": 519,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.646226,
            "gbest_acc": 80.37
          },
          {
            "epoch": 520,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.646226,
            "gbest_acc": 80.37
          },
          {
            "epoch": 521,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.645661,
            "gbest_acc": 80.43
          },
          {
            "epoch": 522,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.644853,
            "gbest_acc": 80.33
          },
          {
            "epoch": 523,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.644561,
            "gbest_acc": 80.33
          },
          {
            "epoch": 524,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.644126,
            "gbest_acc": 80.45
          },
          {
            "epoch": 525,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.64365,
            "gbest_acc": 80.56
          },
          {
            "epoch": 526,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.643454,
            "gbest_acc": 80.66
          },
          {
            "epoch": 527,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.643162,
            "gbest_acc": 80.57
          },
          {
            "epoch": 528,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.642273,
            "gbest_acc": 80.59
          },
          {
            "epoch": 529,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.641678,
            "gbest_acc": 80.62
          },
          {
            "epoch": 530,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.640995,
            "gbest_acc": 80.59
          },
          {
            "epoch": 531,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.640722,
            "gbest_acc": 80.56
          },
          {
            "epoch": 532,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.638861,
            "gbest_acc": 80.68
          },
          {
            "epoch": 533,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.638308,
            "gbest_acc": 80.6
          },
          {
            "epoch": 534,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.638131,
            "gbest_acc": 80.59
          },
          {
            "epoch": 535,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.637804,
            "gbest_acc": 80.66
          },
          {
            "epoch": 536,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.635782,
            "gbest_acc": 80.81
          },
          {
            "epoch": 537,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.634729,
            "gbest_acc": 80.94
          },
          {
            "epoch": 538,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.63374,
            "gbest_acc": 81.03
          },
          {
            "epoch": 539,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.632968,
            "gbest_acc": 80.94
          },
          {
            "epoch": 540,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.632675,
            "gbest_acc": 81.01
          },
          {
            "epoch": 541,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.632125,
            "gbest_acc": 80.95
          },
          {
            "epoch": 542,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.631835,
            "gbest_acc": 81.07
          },
          {
            "epoch": 543,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.630606,
            "gbest_acc": 81.22
          },
          {
            "epoch": 544,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.630508,
            "gbest_acc": 81.02
          },
          {
            "epoch": 545,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.629939,
            "gbest_acc": 81.13
          },
          {
            "epoch": 546,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.629278,
            "gbest_acc": 81.12
          },
          {
            "epoch": 547,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.628453,
            "gbest_acc": 81.14
          },
          {
            "epoch": 548,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.62817,
            "gbest_acc": 81.17
          },
          {
            "epoch": 549,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.627093,
            "gbest_acc": 81.08
          },
          {
            "epoch": 550,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.626806,
            "gbest_acc": 81.09
          },
          {
            "epoch": 551,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.625912,
            "gbest_acc": 81.22
          },
          {
            "epoch": 552,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.625452,
            "gbest_acc": 81.14
          },
          {
            "epoch": 553,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.624702,
            "gbest_acc": 81.37
          },
          {
            "epoch": 554,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.624274,
            "gbest_acc": 81.41
          },
          {
            "epoch": 555,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.623825,
            "gbest_acc": 81.3
          },
          {
            "epoch": 556,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.634904,
            "gbest_acc": 80.85
          },
          {
            "epoch": 557,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.63434,
            "gbest_acc": 80.738
          },
          {
            "epoch": 558,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.634045,
            "gbest_acc": 80.76
          },
          {
            "epoch": 559,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.634045,
            "gbest_acc": 80.76
          },
          {
            "epoch": 560,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.633,
            "gbest_acc": 80.806
          },
          {
            "epoch": 561,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.632233,
            "gbest_acc": 80.872
          },
          {
            "epoch": 562,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.632233,
            "gbest_acc": 80.872
          },
          {
            "epoch": 563,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.631618,
            "gbest_acc": 80.828
          },
          {
            "epoch": 564,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.631089,
            "gbest_acc": 80.846
          },
          {
            "epoch": 565,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.63059,
            "gbest_acc": 80.79
          },
          {
            "epoch": 566,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.628975,
            "gbest_acc": 80.798
          },
          {
            "epoch": 567,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.62822,
            "gbest_acc": 80.852
          },
          {
            "epoch": 568,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.627056,
            "gbest_acc": 80.888
          },
          {
            "epoch": 569,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.626238,
            "gbest_acc": 80.858
          },
          {
            "epoch": 570,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.625282,
            "gbest_acc": 80.962
          },
          {
            "epoch": 571,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.624616,
            "gbest_acc": 80.97
          },
          {
            "epoch": 572,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.62452,
            "gbest_acc": 81.01
          },
          {
            "epoch": 573,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.624423,
            "gbest_acc": 80.98
          },
          {
            "epoch": 574,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.624154,
            "gbest_acc": 81.094
          },
          {
            "epoch": 575,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.623264,
            "gbest_acc": 81.028
          },
          {
            "epoch": 576,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.622745,
            "gbest_acc": 80.972
          },
          {
            "epoch": 577,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.621654,
            "gbest_acc": 81.098
          },
          {
            "epoch": 578,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.621369,
            "gbest_acc": 81.084
          },
          {
            "epoch": 579,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.620671,
            "gbest_acc": 81.2
          },
          {
            "epoch": 580,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.620397,
            "gbest_acc": 81.222
          },
          {
            "epoch": 581,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.62037,
            "gbest_acc": 81.174
          },
          {
            "epoch": 582,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.618919,
            "gbest_acc": 81.202
          },
          {
            "epoch": 583,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.618087,
            "gbest_acc": 81.264
          },
          {
            "epoch": 584,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.617881,
            "gbest_acc": 81.196
          },
          {
            "epoch": 585,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.616748,
            "gbest_acc": 81.39
          },
          {
            "epoch": 586,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.616451,
            "gbest_acc": 81.318
          },
          {
            "epoch": 587,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.615757,
            "gbest_acc": 81.434
          },
          {
            "epoch": 588,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.615424,
            "gbest_acc": 81.358
          },
          {
            "epoch": 589,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.614451,
            "gbest_acc": 81.314
          },
          {
            "epoch": 590,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.613749,
            "gbest_acc": 81.412
          },
          {
            "epoch": 591,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.613383,
            "gbest_acc": 81.37
          },
          {
            "epoch": 592,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.61299,
            "gbest_acc": 81.408
          },
          {
            "epoch": 593,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.612144,
            "gbest_acc": 81.492
          },
          {
            "epoch": 594,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.611775,
            "gbest_acc": 81.472
          },
          {
            "epoch": 595,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.611346,
            "gbest_acc": 81.42
          },
          {
            "epoch": 596,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.611133,
            "gbest_acc": 81.416
          },
          {
            "epoch": 597,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.610471,
            "gbest_acc": 81.346
          },
          {
            "epoch": 598,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.609686,
            "gbest_acc": 81.474
          },
          {
            "epoch": 599,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.608916,
            "gbest_acc": 81.46
          },
          {
            "epoch": 600,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.608214,
            "gbest_acc": 81.446
          }
        ]
      },
      {
        "seed": 102,
        "val_loss": 0.607417,
        "val_acc": 82.42,
        "wall_time_sec": 160.2394,
        "queries": 36120,
        "sample_evaluations": 270000000,
        "transition_reevaluations": 120,
        "stage_histories": [
          {
            "epoch": 1,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.314652,
            "gbest_acc": 8.3
          },
          {
            "epoch": 2,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.307074,
            "gbest_acc": 8.55
          },
          {
            "epoch": 3,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.297392,
            "gbest_acc": 10.1
          },
          {
            "epoch": 4,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.28717,
            "gbest_acc": 10.95
          },
          {
            "epoch": 5,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.273744,
            "gbest_acc": 11.6
          },
          {
            "epoch": 6,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.252855,
            "gbest_acc": 15.85
          },
          {
            "epoch": 7,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.243629,
            "gbest_acc": 11.25
          },
          {
            "epoch": 8,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.217047,
            "gbest_acc": 15.4
          },
          {
            "epoch": 9,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.183382,
            "gbest_acc": 18.95
          },
          {
            "epoch": 10,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.165299,
            "gbest_acc": 21.35
          },
          {
            "epoch": 11,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.145566,
            "gbest_acc": 19.45
          },
          {
            "epoch": 12,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.127849,
            "gbest_acc": 21.5
          },
          {
            "epoch": 13,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.105398,
            "gbest_acc": 21.45
          },
          {
            "epoch": 14,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.086457,
            "gbest_acc": 24.25
          },
          {
            "epoch": 15,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.066531,
            "gbest_acc": 22.2
          },
          {
            "epoch": 16,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.035558,
            "gbest_acc": 26.55
          },
          {
            "epoch": 17,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.007202,
            "gbest_acc": 27.05
          },
          {
            "epoch": 18,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.965906,
            "gbest_acc": 32.1
          },
          {
            "epoch": 19,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.947275,
            "gbest_acc": 34.9
          },
          {
            "epoch": 20,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.940691,
            "gbest_acc": 29.4
          },
          {
            "epoch": 21,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.918899,
            "gbest_acc": 33.05
          },
          {
            "epoch": 22,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.896375,
            "gbest_acc": 31.05
          },
          {
            "epoch": 23,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.878475,
            "gbest_acc": 31.6
          },
          {
            "epoch": 24,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.860492,
            "gbest_acc": 35.2
          },
          {
            "epoch": 25,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.851936,
            "gbest_acc": 34.05
          },
          {
            "epoch": 26,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.845591,
            "gbest_acc": 38.4
          },
          {
            "epoch": 27,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.845591,
            "gbest_acc": 38.4
          },
          {
            "epoch": 28,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.834479,
            "gbest_acc": 35.1
          },
          {
            "epoch": 29,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.833447,
            "gbest_acc": 38.8
          },
          {
            "epoch": 30,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.824804,
            "gbest_acc": 34.85
          },
          {
            "epoch": 31,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.822194,
            "gbest_acc": 36.45
          },
          {
            "epoch": 32,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.804917,
            "gbest_acc": 38.2
          },
          {
            "epoch": 33,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.765187,
            "gbest_acc": 38.35
          },
          {
            "epoch": 34,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.765187,
            "gbest_acc": 38.35
          },
          {
            "epoch": 35,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.765187,
            "gbest_acc": 38.35
          },
          {
            "epoch": 36,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.74679,
            "gbest_acc": 43.9
          },
          {
            "epoch": 37,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.716333,
            "gbest_acc": 45.8
          },
          {
            "epoch": 38,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.716333,
            "gbest_acc": 45.8
          },
          {
            "epoch": 39,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.699197,
            "gbest_acc": 47.55
          },
          {
            "epoch": 40,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.699197,
            "gbest_acc": 47.55
          },
          {
            "epoch": 41,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.68106,
            "gbest_acc": 44.7
          },
          {
            "epoch": 42,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.67915,
            "gbest_acc": 44.4
          },
          {
            "epoch": 43,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.67915,
            "gbest_acc": 44.4
          },
          {
            "epoch": 44,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.67915,
            "gbest_acc": 44.4
          },
          {
            "epoch": 45,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.669368,
            "gbest_acc": 45.85
          },
          {
            "epoch": 46,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.650319,
            "gbest_acc": 44.2
          },
          {
            "epoch": 47,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.624876,
            "gbest_acc": 46.5
          },
          {
            "epoch": 48,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.624876,
            "gbest_acc": 46.5
          },
          {
            "epoch": 49,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.624876,
            "gbest_acc": 46.5
          },
          {
            "epoch": 50,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.624876,
            "gbest_acc": 46.5
          },
          {
            "epoch": 51,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.624876,
            "gbest_acc": 46.5
          },
          {
            "epoch": 52,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.620737,
            "gbest_acc": 46.8
          },
          {
            "epoch": 53,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.614751,
            "gbest_acc": 47.05
          },
          {
            "epoch": 54,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.611005,
            "gbest_acc": 46.65
          },
          {
            "epoch": 55,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.611005,
            "gbest_acc": 46.65
          },
          {
            "epoch": 56,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.60279,
            "gbest_acc": 46.45
          },
          {
            "epoch": 57,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.60279,
            "gbest_acc": 46.45
          },
          {
            "epoch": 58,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.590976,
            "gbest_acc": 47.7
          },
          {
            "epoch": 59,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.585731,
            "gbest_acc": 46.65
          },
          {
            "epoch": 60,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.567063,
            "gbest_acc": 48.45
          },
          {
            "epoch": 61,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.566095,
            "gbest_acc": 47.75
          },
          {
            "epoch": 62,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.566095,
            "gbest_acc": 47.75
          },
          {
            "epoch": 63,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.565008,
            "gbest_acc": 49.4
          },
          {
            "epoch": 64,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.555486,
            "gbest_acc": 49.7
          },
          {
            "epoch": 65,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.542135,
            "gbest_acc": 49.05
          },
          {
            "epoch": 66,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.542135,
            "gbest_acc": 49.05
          },
          {
            "epoch": 67,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.542135,
            "gbest_acc": 49.05
          },
          {
            "epoch": 68,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.541545,
            "gbest_acc": 50.6
          },
          {
            "epoch": 69,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.526902,
            "gbest_acc": 50.25
          },
          {
            "epoch": 70,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.526902,
            "gbest_acc": 50.25
          },
          {
            "epoch": 71,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.526902,
            "gbest_acc": 50.25
          },
          {
            "epoch": 72,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.526902,
            "gbest_acc": 50.25
          },
          {
            "epoch": 73,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.51951,
            "gbest_acc": 50.7
          },
          {
            "epoch": 74,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.498642,
            "gbest_acc": 52.0
          },
          {
            "epoch": 75,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.496327,
            "gbest_acc": 50.25
          },
          {
            "epoch": 76,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.494415,
            "gbest_acc": 51.1
          },
          {
            "epoch": 77,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.490218,
            "gbest_acc": 51.4
          },
          {
            "epoch": 78,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.490218,
            "gbest_acc": 51.4
          },
          {
            "epoch": 79,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.481633,
            "gbest_acc": 50.55
          },
          {
            "epoch": 80,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.47603,
            "gbest_acc": 51.35
          },
          {
            "epoch": 81,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.468274,
            "gbest_acc": 51.7
          },
          {
            "epoch": 82,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.442822,
            "gbest_acc": 52.2
          },
          {
            "epoch": 83,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.442822,
            "gbest_acc": 52.2
          },
          {
            "epoch": 84,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.442822,
            "gbest_acc": 52.2
          },
          {
            "epoch": 85,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.438751,
            "gbest_acc": 51.95
          },
          {
            "epoch": 86,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.438751,
            "gbest_acc": 51.95
          },
          {
            "epoch": 87,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.438751,
            "gbest_acc": 51.95
          },
          {
            "epoch": 88,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.435832,
            "gbest_acc": 52.25
          },
          {
            "epoch": 89,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.424029,
            "gbest_acc": 52.6
          },
          {
            "epoch": 90,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.415219,
            "gbest_acc": 53.9
          },
          {
            "epoch": 91,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.411691,
            "gbest_acc": 54.25
          },
          {
            "epoch": 92,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.405668,
            "gbest_acc": 54.85
          },
          {
            "epoch": 93,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.40175,
            "gbest_acc": 55.35
          },
          {
            "epoch": 94,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.40175,
            "gbest_acc": 55.35
          },
          {
            "epoch": 95,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.390965,
            "gbest_acc": 54.65
          },
          {
            "epoch": 96,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.387506,
            "gbest_acc": 54.8
          },
          {
            "epoch": 97,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.37445,
            "gbest_acc": 54.8
          },
          {
            "epoch": 98,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.36889,
            "gbest_acc": 54.45
          },
          {
            "epoch": 99,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.36889,
            "gbest_acc": 54.45
          },
          {
            "epoch": 100,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.357239,
            "gbest_acc": 55.8
          },
          {
            "epoch": 101,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.354371,
            "gbest_acc": 56.35
          },
          {
            "epoch": 102,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.342632,
            "gbest_acc": 56.55
          },
          {
            "epoch": 103,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.342632,
            "gbest_acc": 56.55
          },
          {
            "epoch": 104,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.338905,
            "gbest_acc": 56.05
          },
          {
            "epoch": 105,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.338597,
            "gbest_acc": 55.75
          },
          {
            "epoch": 106,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.338597,
            "gbest_acc": 55.75
          },
          {
            "epoch": 107,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.338597,
            "gbest_acc": 55.75
          },
          {
            "epoch": 108,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.337692,
            "gbest_acc": 56.1
          },
          {
            "epoch": 109,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.324701,
            "gbest_acc": 56.25
          },
          {
            "epoch": 110,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.315555,
            "gbest_acc": 56.0
          },
          {
            "epoch": 111,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.301927,
            "gbest_acc": 57.35
          },
          {
            "epoch": 112,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.30187,
            "gbest_acc": 55.85
          },
          {
            "epoch": 113,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.294439,
            "gbest_acc": 56.4
          },
          {
            "epoch": 114,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.288193,
            "gbest_acc": 57.4
          },
          {
            "epoch": 115,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.286711,
            "gbest_acc": 58.25
          },
          {
            "epoch": 116,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.279207,
            "gbest_acc": 58.35
          },
          {
            "epoch": 117,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.279207,
            "gbest_acc": 58.35
          },
          {
            "epoch": 118,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.279207,
            "gbest_acc": 58.35
          },
          {
            "epoch": 119,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.279158,
            "gbest_acc": 58.35
          },
          {
            "epoch": 120,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.272414,
            "gbest_acc": 58.85
          },
          {
            "epoch": 121,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.264844,
            "gbest_acc": 59.4
          },
          {
            "epoch": 122,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.264431,
            "gbest_acc": 59.15
          },
          {
            "epoch": 123,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.259469,
            "gbest_acc": 60.25
          },
          {
            "epoch": 124,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.256783,
            "gbest_acc": 59.35
          },
          {
            "epoch": 125,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.244226,
            "gbest_acc": 59.4
          },
          {
            "epoch": 126,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.244226,
            "gbest_acc": 59.4
          },
          {
            "epoch": 127,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.241135,
            "gbest_acc": 60.9
          },
          {
            "epoch": 128,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.241135,
            "gbest_acc": 60.9
          },
          {
            "epoch": 129,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.241135,
            "gbest_acc": 60.9
          },
          {
            "epoch": 130,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.240735,
            "gbest_acc": 60.0
          },
          {
            "epoch": 131,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.233855,
            "gbest_acc": 60.15
          },
          {
            "epoch": 132,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.229202,
            "gbest_acc": 60.45
          },
          {
            "epoch": 133,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.21979,
            "gbest_acc": 61.6
          },
          {
            "epoch": 134,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.217945,
            "gbest_acc": 61.85
          },
          {
            "epoch": 135,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.215931,
            "gbest_acc": 62.2
          },
          {
            "epoch": 136,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.212862,
            "gbest_acc": 61.7
          },
          {
            "epoch": 137,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.206706,
            "gbest_acc": 62.1
          },
          {
            "epoch": 138,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.200585,
            "gbest_acc": 62.4
          },
          {
            "epoch": 139,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.198178,
            "gbest_acc": 61.75
          },
          {
            "epoch": 140,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.198178,
            "gbest_acc": 61.75
          },
          {
            "epoch": 141,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.197236,
            "gbest_acc": 61.95
          },
          {
            "epoch": 142,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.189314,
            "gbest_acc": 62.6
          },
          {
            "epoch": 143,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.188823,
            "gbest_acc": 63.0
          },
          {
            "epoch": 144,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.188823,
            "gbest_acc": 63.0
          },
          {
            "epoch": 145,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.1849,
            "gbest_acc": 61.85
          },
          {
            "epoch": 146,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.180699,
            "gbest_acc": 62.35
          },
          {
            "epoch": 147,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.180699,
            "gbest_acc": 62.35
          },
          {
            "epoch": 148,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.173609,
            "gbest_acc": 63.4
          },
          {
            "epoch": 149,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.172583,
            "gbest_acc": 63.2
          },
          {
            "epoch": 150,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.172583,
            "gbest_acc": 63.2
          },
          {
            "epoch": 151,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.172583,
            "gbest_acc": 63.2
          },
          {
            "epoch": 152,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.166791,
            "gbest_acc": 62.7
          },
          {
            "epoch": 153,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.15976,
            "gbest_acc": 62.9
          },
          {
            "epoch": 154,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.15976,
            "gbest_acc": 62.9
          },
          {
            "epoch": 155,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.15976,
            "gbest_acc": 62.9
          },
          {
            "epoch": 156,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.159218,
            "gbest_acc": 62.35
          },
          {
            "epoch": 157,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.146688,
            "gbest_acc": 64.15
          },
          {
            "epoch": 158,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.138206,
            "gbest_acc": 64.2
          },
          {
            "epoch": 159,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.138206,
            "gbest_acc": 64.2
          },
          {
            "epoch": 160,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.134563,
            "gbest_acc": 63.65
          },
          {
            "epoch": 161,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.134531,
            "gbest_acc": 64.3
          },
          {
            "epoch": 162,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.131781,
            "gbest_acc": 64.7
          },
          {
            "epoch": 163,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.131781,
            "gbest_acc": 64.7
          },
          {
            "epoch": 164,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.124419,
            "gbest_acc": 65.55
          },
          {
            "epoch": 165,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.124419,
            "gbest_acc": 65.55
          },
          {
            "epoch": 166,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.12252,
            "gbest_acc": 65.4
          },
          {
            "epoch": 167,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.113842,
            "gbest_acc": 66.35
          },
          {
            "epoch": 168,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.110181,
            "gbest_acc": 65.2
          },
          {
            "epoch": 169,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.092788,
            "gbest_acc": 66.5
          },
          {
            "epoch": 170,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.092788,
            "gbest_acc": 66.5
          },
          {
            "epoch": 171,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.086808,
            "gbest_acc": 67.55
          },
          {
            "epoch": 172,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.086808,
            "gbest_acc": 67.55
          },
          {
            "epoch": 173,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.086808,
            "gbest_acc": 67.55
          },
          {
            "epoch": 174,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.083006,
            "gbest_acc": 68.25
          },
          {
            "epoch": 175,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.083006,
            "gbest_acc": 68.25
          },
          {
            "epoch": 176,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.078634,
            "gbest_acc": 67.6
          },
          {
            "epoch": 177,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.076644,
            "gbest_acc": 68.7
          },
          {
            "epoch": 178,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.069482,
            "gbest_acc": 68.3
          },
          {
            "epoch": 179,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.069482,
            "gbest_acc": 68.3
          },
          {
            "epoch": 180,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.069482,
            "gbest_acc": 68.3
          },
          {
            "epoch": 181,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.067201,
            "gbest_acc": 67.75
          },
          {
            "epoch": 182,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.061537,
            "gbest_acc": 68.9
          },
          {
            "epoch": 183,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.058474,
            "gbest_acc": 68.0
          },
          {
            "epoch": 184,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.052531,
            "gbest_acc": 69.1
          },
          {
            "epoch": 185,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.052531,
            "gbest_acc": 69.1
          },
          {
            "epoch": 186,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.04625,
            "gbest_acc": 69.1
          },
          {
            "epoch": 187,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.04625,
            "gbest_acc": 69.1
          },
          {
            "epoch": 188,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.042485,
            "gbest_acc": 68.95
          },
          {
            "epoch": 189,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.041149,
            "gbest_acc": 68.75
          },
          {
            "epoch": 190,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.039684,
            "gbest_acc": 68.8
          },
          {
            "epoch": 191,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.033789,
            "gbest_acc": 68.65
          },
          {
            "epoch": 192,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.033789,
            "gbest_acc": 68.65
          },
          {
            "epoch": 193,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.033789,
            "gbest_acc": 68.65
          },
          {
            "epoch": 194,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.033789,
            "gbest_acc": 68.65
          },
          {
            "epoch": 195,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.030624,
            "gbest_acc": 68.65
          },
          {
            "epoch": 196,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.027454,
            "gbest_acc": 69.45
          },
          {
            "epoch": 197,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.026228,
            "gbest_acc": 69.5
          },
          {
            "epoch": 198,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.026228,
            "gbest_acc": 69.5
          },
          {
            "epoch": 199,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.026185,
            "gbest_acc": 69.25
          },
          {
            "epoch": 200,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.02296,
            "gbest_acc": 68.95
          },
          {
            "epoch": 201,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.02296,
            "gbest_acc": 68.95
          },
          {
            "epoch": 202,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.020996,
            "gbest_acc": 69.6
          },
          {
            "epoch": 203,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.020827,
            "gbest_acc": 69.8
          },
          {
            "epoch": 204,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.016117,
            "gbest_acc": 69.55
          },
          {
            "epoch": 205,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.016117,
            "gbest_acc": 69.55
          },
          {
            "epoch": 206,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.01034,
            "gbest_acc": 69.95
          },
          {
            "epoch": 207,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.004329,
            "gbest_acc": 70.0
          },
          {
            "epoch": 208,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.999995,
            "gbest_acc": 70.35
          },
          {
            "epoch": 209,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.998319,
            "gbest_acc": 70.2
          },
          {
            "epoch": 210,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.997328,
            "gbest_acc": 70.3
          },
          {
            "epoch": 211,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.997328,
            "gbest_acc": 70.3
          },
          {
            "epoch": 212,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.995448,
            "gbest_acc": 70.05
          },
          {
            "epoch": 213,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.993219,
            "gbest_acc": 70.2
          },
          {
            "epoch": 214,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.993219,
            "gbest_acc": 70.2
          },
          {
            "epoch": 215,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.992821,
            "gbest_acc": 69.65
          },
          {
            "epoch": 216,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.990639,
            "gbest_acc": 70.0
          },
          {
            "epoch": 217,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.990639,
            "gbest_acc": 70.0
          },
          {
            "epoch": 218,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.986865,
            "gbest_acc": 69.95
          },
          {
            "epoch": 219,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.986462,
            "gbest_acc": 70.2
          },
          {
            "epoch": 220,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.985291,
            "gbest_acc": 70.95
          },
          {
            "epoch": 221,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.981928,
            "gbest_acc": 71.1
          },
          {
            "epoch": 222,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.979631,
            "gbest_acc": 71.05
          },
          {
            "epoch": 223,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.977874,
            "gbest_acc": 70.95
          },
          {
            "epoch": 224,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.977874,
            "gbest_acc": 70.95
          },
          {
            "epoch": 225,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.977527,
            "gbest_acc": 71.1
          },
          {
            "epoch": 226,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.97486,
            "gbest_acc": 71.2
          },
          {
            "epoch": 227,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.974409,
            "gbest_acc": 71.05
          },
          {
            "epoch": 228,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.972908,
            "gbest_acc": 70.8
          },
          {
            "epoch": 229,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.971808,
            "gbest_acc": 71.2
          },
          {
            "epoch": 230,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.969579,
            "gbest_acc": 71.25
          },
          {
            "epoch": 231,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.968587,
            "gbest_acc": 71.35
          },
          {
            "epoch": 232,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.96688,
            "gbest_acc": 71.3
          },
          {
            "epoch": 233,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.965884,
            "gbest_acc": 71.05
          },
          {
            "epoch": 234,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.96359,
            "gbest_acc": 71.55
          },
          {
            "epoch": 235,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.960981,
            "gbest_acc": 71.75
          },
          {
            "epoch": 236,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.959857,
            "gbest_acc": 71.4
          },
          {
            "epoch": 237,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.956078,
            "gbest_acc": 71.5
          },
          {
            "epoch": 238,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.95393,
            "gbest_acc": 71.7
          },
          {
            "epoch": 239,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.952867,
            "gbest_acc": 71.55
          },
          {
            "epoch": 240,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.951699,
            "gbest_acc": 72.05
          },
          {
            "epoch": 241,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.950461,
            "gbest_acc": 71.8
          },
          {
            "epoch": 242,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.948031,
            "gbest_acc": 71.6
          },
          {
            "epoch": 243,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.946963,
            "gbest_acc": 71.8
          },
          {
            "epoch": 244,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.946191,
            "gbest_acc": 71.45
          },
          {
            "epoch": 245,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.943494,
            "gbest_acc": 71.0
          },
          {
            "epoch": 246,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.939644,
            "gbest_acc": 72.0
          },
          {
            "epoch": 247,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.938408,
            "gbest_acc": 72.2
          },
          {
            "epoch": 248,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.933589,
            "gbest_acc": 71.8
          },
          {
            "epoch": 249,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.931715,
            "gbest_acc": 72.45
          },
          {
            "epoch": 250,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.929173,
            "gbest_acc": 72.9
          },
          {
            "epoch": 251,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.928511,
            "gbest_acc": 72.75
          },
          {
            "epoch": 252,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.924153,
            "gbest_acc": 73.75
          },
          {
            "epoch": 253,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.922962,
            "gbest_acc": 73.85
          },
          {
            "epoch": 254,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.921783,
            "gbest_acc": 73.1
          },
          {
            "epoch": 255,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.919202,
            "gbest_acc": 73.35
          },
          {
            "epoch": 256,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.915467,
            "gbest_acc": 73.25
          },
          {
            "epoch": 257,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.912743,
            "gbest_acc": 73.05
          },
          {
            "epoch": 258,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.908684,
            "gbest_acc": 73.1
          },
          {
            "epoch": 259,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.905977,
            "gbest_acc": 73.1
          },
          {
            "epoch": 260,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.904212,
            "gbest_acc": 73.45
          },
          {
            "epoch": 261,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.903407,
            "gbest_acc": 73.2
          },
          {
            "epoch": 262,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.902569,
            "gbest_acc": 73.45
          },
          {
            "epoch": 263,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.902569,
            "gbest_acc": 73.45
          },
          {
            "epoch": 264,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.902569,
            "gbest_acc": 73.45
          },
          {
            "epoch": 265,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.898396,
            "gbest_acc": 73.7
          },
          {
            "epoch": 266,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.895054,
            "gbest_acc": 73.85
          },
          {
            "epoch": 267,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.895054,
            "gbest_acc": 73.85
          },
          {
            "epoch": 268,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.895054,
            "gbest_acc": 73.85
          },
          {
            "epoch": 269,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.893603,
            "gbest_acc": 74.35
          },
          {
            "epoch": 270,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.890936,
            "gbest_acc": 73.55
          },
          {
            "epoch": 271,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.889924,
            "gbest_acc": 74.6
          },
          {
            "epoch": 272,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.886818,
            "gbest_acc": 73.85
          },
          {
            "epoch": 273,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.886256,
            "gbest_acc": 73.95
          },
          {
            "epoch": 274,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.883929,
            "gbest_acc": 74.95
          },
          {
            "epoch": 275,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.882713,
            "gbest_acc": 74.45
          },
          {
            "epoch": 276,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.879608,
            "gbest_acc": 75.0
          },
          {
            "epoch": 277,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.87869,
            "gbest_acc": 73.6
          },
          {
            "epoch": 278,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.877565,
            "gbest_acc": 74.2
          },
          {
            "epoch": 279,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.877565,
            "gbest_acc": 74.2
          },
          {
            "epoch": 280,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.874346,
            "gbest_acc": 73.9
          },
          {
            "epoch": 281,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.87296,
            "gbest_acc": 74.25
          },
          {
            "epoch": 282,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.87296,
            "gbest_acc": 74.25
          },
          {
            "epoch": 283,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.870583,
            "gbest_acc": 74.0
          },
          {
            "epoch": 284,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.869763,
            "gbest_acc": 74.3
          },
          {
            "epoch": 285,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.864861,
            "gbest_acc": 74.65
          },
          {
            "epoch": 286,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.862648,
            "gbest_acc": 75.6
          },
          {
            "epoch": 287,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.862648,
            "gbest_acc": 75.6
          },
          {
            "epoch": 288,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.862648,
            "gbest_acc": 75.6
          },
          {
            "epoch": 289,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.860939,
            "gbest_acc": 75.25
          },
          {
            "epoch": 290,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.857851,
            "gbest_acc": 74.55
          },
          {
            "epoch": 291,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.856109,
            "gbest_acc": 74.45
          },
          {
            "epoch": 292,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.856109,
            "gbest_acc": 74.45
          },
          {
            "epoch": 293,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.856109,
            "gbest_acc": 74.45
          },
          {
            "epoch": 294,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.853822,
            "gbest_acc": 74.35
          },
          {
            "epoch": 295,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.849314,
            "gbest_acc": 74.65
          },
          {
            "epoch": 296,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.849314,
            "gbest_acc": 74.65
          },
          {
            "epoch": 297,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.848943,
            "gbest_acc": 75.0
          },
          {
            "epoch": 298,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.848943,
            "gbest_acc": 75.0
          },
          {
            "epoch": 299,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.84763,
            "gbest_acc": 74.8
          },
          {
            "epoch": 300,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.845862,
            "gbest_acc": 74.8
          },
          {
            "epoch": 301,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.844209,
            "gbest_acc": 74.9
          },
          {
            "epoch": 302,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.842649,
            "gbest_acc": 75.2
          },
          {
            "epoch": 303,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.842035,
            "gbest_acc": 75.15
          },
          {
            "epoch": 304,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.842035,
            "gbest_acc": 75.15
          },
          {
            "epoch": 305,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.840957,
            "gbest_acc": 75.45
          },
          {
            "epoch": 306,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.840782,
            "gbest_acc": 75.35
          },
          {
            "epoch": 307,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.836568,
            "gbest_acc": 75.55
          },
          {
            "epoch": 308,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.835198,
            "gbest_acc": 75.8
          },
          {
            "epoch": 309,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.831646,
            "gbest_acc": 75.8
          },
          {
            "epoch": 310,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.830903,
            "gbest_acc": 75.7
          },
          {
            "epoch": 311,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.830903,
            "gbest_acc": 75.7
          },
          {
            "epoch": 312,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.829431,
            "gbest_acc": 75.9
          },
          {
            "epoch": 313,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.827964,
            "gbest_acc": 75.8
          },
          {
            "epoch": 314,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.825519,
            "gbest_acc": 75.35
          },
          {
            "epoch": 315,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.822015,
            "gbest_acc": 75.4
          },
          {
            "epoch": 316,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.819995,
            "gbest_acc": 75.2
          },
          {
            "epoch": 317,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.817396,
            "gbest_acc": 75.1
          },
          {
            "epoch": 318,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.814144,
            "gbest_acc": 75.75
          },
          {
            "epoch": 319,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.813451,
            "gbest_acc": 75.55
          },
          {
            "epoch": 320,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.812722,
            "gbest_acc": 75.9
          },
          {
            "epoch": 321,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.809965,
            "gbest_acc": 75.65
          },
          {
            "epoch": 322,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.809808,
            "gbest_acc": 75.4
          },
          {
            "epoch": 323,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.809808,
            "gbest_acc": 75.4
          },
          {
            "epoch": 324,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.809097,
            "gbest_acc": 76.05
          },
          {
            "epoch": 325,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.806982,
            "gbest_acc": 75.95
          },
          {
            "epoch": 326,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.806982,
            "gbest_acc": 75.95
          },
          {
            "epoch": 327,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.805955,
            "gbest_acc": 75.2
          },
          {
            "epoch": 328,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.802151,
            "gbest_acc": 76.15
          },
          {
            "epoch": 329,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.801166,
            "gbest_acc": 75.6
          },
          {
            "epoch": 330,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.800552,
            "gbest_acc": 75.6
          },
          {
            "epoch": 331,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.799835,
            "gbest_acc": 75.8
          },
          {
            "epoch": 332,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.797643,
            "gbest_acc": 75.4
          },
          {
            "epoch": 333,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.795492,
            "gbest_acc": 75.9
          },
          {
            "epoch": 334,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.793841,
            "gbest_acc": 76.1
          },
          {
            "epoch": 335,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.793469,
            "gbest_acc": 75.95
          },
          {
            "epoch": 336,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.792353,
            "gbest_acc": 75.85
          },
          {
            "epoch": 337,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.78711,
            "gbest_acc": 76.55
          },
          {
            "epoch": 338,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.78711,
            "gbest_acc": 76.55
          },
          {
            "epoch": 339,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.78711,
            "gbest_acc": 76.55
          },
          {
            "epoch": 340,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.78711,
            "gbest_acc": 76.55
          },
          {
            "epoch": 341,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.78533,
            "gbest_acc": 76.75
          },
          {
            "epoch": 342,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.78319,
            "gbest_acc": 76.7
          },
          {
            "epoch": 343,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.781373,
            "gbest_acc": 76.85
          },
          {
            "epoch": 344,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.780377,
            "gbest_acc": 76.75
          },
          {
            "epoch": 345,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.779606,
            "gbest_acc": 77.35
          },
          {
            "epoch": 346,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.777132,
            "gbest_acc": 77.3
          },
          {
            "epoch": 347,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.775368,
            "gbest_acc": 77.1
          },
          {
            "epoch": 348,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.774383,
            "gbest_acc": 77.25
          },
          {
            "epoch": 349,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.772905,
            "gbest_acc": 77.25
          },
          {
            "epoch": 350,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.77197,
            "gbest_acc": 77.3
          },
          {
            "epoch": 351,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.771525,
            "gbest_acc": 77.25
          },
          {
            "epoch": 352,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.771186,
            "gbest_acc": 77.65
          },
          {
            "epoch": 353,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.769141,
            "gbest_acc": 77.55
          },
          {
            "epoch": 354,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.767085,
            "gbest_acc": 77.45
          },
          {
            "epoch": 355,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.76446,
            "gbest_acc": 77.7
          },
          {
            "epoch": 356,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.762553,
            "gbest_acc": 78.0
          },
          {
            "epoch": 357,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.762553,
            "gbest_acc": 78.0
          },
          {
            "epoch": 358,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.760135,
            "gbest_acc": 77.85
          },
          {
            "epoch": 359,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.758586,
            "gbest_acc": 77.8
          },
          {
            "epoch": 360,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.758024,
            "gbest_acc": 77.95
          },
          {
            "epoch": 361,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.756876,
            "gbest_acc": 77.8
          },
          {
            "epoch": 362,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.756084,
            "gbest_acc": 78.15
          },
          {
            "epoch": 363,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.753892,
            "gbest_acc": 77.65
          },
          {
            "epoch": 364,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.747448,
            "gbest_acc": 78.1
          },
          {
            "epoch": 365,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.747448,
            "gbest_acc": 78.1
          },
          {
            "epoch": 366,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.745438,
            "gbest_acc": 78.1
          },
          {
            "epoch": 367,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.744494,
            "gbest_acc": 78.45
          },
          {
            "epoch": 368,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.743097,
            "gbest_acc": 78.15
          },
          {
            "epoch": 369,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.743031,
            "gbest_acc": 78.45
          },
          {
            "epoch": 370,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.739867,
            "gbest_acc": 78.5
          },
          {
            "epoch": 371,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.739239,
            "gbest_acc": 78.45
          },
          {
            "epoch": 372,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.737655,
            "gbest_acc": 78.0
          },
          {
            "epoch": 373,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.736735,
            "gbest_acc": 78.65
          },
          {
            "epoch": 374,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.736735,
            "gbest_acc": 78.65
          },
          {
            "epoch": 375,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.735868,
            "gbest_acc": 78.55
          },
          {
            "epoch": 376,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.735493,
            "gbest_acc": 78.5
          },
          {
            "epoch": 377,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.735493,
            "gbest_acc": 78.5
          },
          {
            "epoch": 378,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.73454,
            "gbest_acc": 78.2
          },
          {
            "epoch": 379,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.730302,
            "gbest_acc": 78.5
          },
          {
            "epoch": 380,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.729784,
            "gbest_acc": 78.65
          },
          {
            "epoch": 381,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.729661,
            "gbest_acc": 78.75
          },
          {
            "epoch": 382,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.727899,
            "gbest_acc": 78.85
          },
          {
            "epoch": 383,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.726996,
            "gbest_acc": 78.95
          },
          {
            "epoch": 384,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.723473,
            "gbest_acc": 78.15
          },
          {
            "epoch": 385,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.722752,
            "gbest_acc": 78.85
          },
          {
            "epoch": 386,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.722752,
            "gbest_acc": 78.85
          },
          {
            "epoch": 387,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.720699,
            "gbest_acc": 78.7
          },
          {
            "epoch": 388,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.71868,
            "gbest_acc": 78.85
          },
          {
            "epoch": 389,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.715937,
            "gbest_acc": 78.95
          },
          {
            "epoch": 390,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.715652,
            "gbest_acc": 79.15
          },
          {
            "epoch": 391,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.713642,
            "gbest_acc": 79.3
          },
          {
            "epoch": 392,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.711798,
            "gbest_acc": 79.3
          },
          {
            "epoch": 393,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.711798,
            "gbest_acc": 79.3
          },
          {
            "epoch": 394,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.710805,
            "gbest_acc": 79.25
          },
          {
            "epoch": 395,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.70921,
            "gbest_acc": 79.7
          },
          {
            "epoch": 396,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.708995,
            "gbest_acc": 79.35
          },
          {
            "epoch": 397,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.706735,
            "gbest_acc": 79.8
          },
          {
            "epoch": 398,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.706185,
            "gbest_acc": 79.65
          },
          {
            "epoch": 399,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.706185,
            "gbest_acc": 79.65
          },
          {
            "epoch": 400,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.706185,
            "gbest_acc": 79.65
          },
          {
            "epoch": 401,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.705462,
            "gbest_acc": 79.5
          },
          {
            "epoch": 402,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.703696,
            "gbest_acc": 79.55
          },
          {
            "epoch": 403,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.703042,
            "gbest_acc": 79.2
          },
          {
            "epoch": 404,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.702466,
            "gbest_acc": 79.8
          },
          {
            "epoch": 405,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.701364,
            "gbest_acc": 79.75
          },
          {
            "epoch": 406,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.699386,
            "gbest_acc": 79.3
          },
          {
            "epoch": 407,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.698578,
            "gbest_acc": 79.6
          },
          {
            "epoch": 408,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.698021,
            "gbest_acc": 79.45
          },
          {
            "epoch": 409,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.696922,
            "gbest_acc": 79.55
          },
          {
            "epoch": 410,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.696208,
            "gbest_acc": 79.45
          },
          {
            "epoch": 411,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.696148,
            "gbest_acc": 79.0
          },
          {
            "epoch": 412,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.695361,
            "gbest_acc": 79.5
          },
          {
            "epoch": 413,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.694744,
            "gbest_acc": 79.85
          },
          {
            "epoch": 414,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.694622,
            "gbest_acc": 79.7
          },
          {
            "epoch": 415,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.693111,
            "gbest_acc": 79.9
          },
          {
            "epoch": 416,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.692406,
            "gbest_acc": 79.7
          },
          {
            "epoch": 417,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.689232,
            "gbest_acc": 79.5
          },
          {
            "epoch": 418,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.689232,
            "gbest_acc": 79.5
          },
          {
            "epoch": 419,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.689232,
            "gbest_acc": 79.5
          },
          {
            "epoch": 420,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.689232,
            "gbest_acc": 79.5
          },
          {
            "epoch": 421,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.724572,
            "gbest_acc": 78.81
          },
          {
            "epoch": 422,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.724126,
            "gbest_acc": 78.96
          },
          {
            "epoch": 423,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.7205,
            "gbest_acc": 79.18
          },
          {
            "epoch": 424,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.720406,
            "gbest_acc": 79.25
          },
          {
            "epoch": 425,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.720353,
            "gbest_acc": 79.17
          },
          {
            "epoch": 426,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.719274,
            "gbest_acc": 79.29
          },
          {
            "epoch": 427,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.71806,
            "gbest_acc": 79.08
          },
          {
            "epoch": 428,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.717053,
            "gbest_acc": 79.09
          },
          {
            "epoch": 429,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.715146,
            "gbest_acc": 78.96
          },
          {
            "epoch": 430,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.712637,
            "gbest_acc": 79.16
          },
          {
            "epoch": 431,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.712194,
            "gbest_acc": 79.29
          },
          {
            "epoch": 432,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.712194,
            "gbest_acc": 79.29
          },
          {
            "epoch": 433,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.712194,
            "gbest_acc": 79.29
          },
          {
            "epoch": 434,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.711067,
            "gbest_acc": 79.29
          },
          {
            "epoch": 435,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.710198,
            "gbest_acc": 79.36
          },
          {
            "epoch": 436,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.708902,
            "gbest_acc": 79.31
          },
          {
            "epoch": 437,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.708902,
            "gbest_acc": 79.31
          },
          {
            "epoch": 438,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.707728,
            "gbest_acc": 79.59
          },
          {
            "epoch": 439,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.706462,
            "gbest_acc": 79.44
          },
          {
            "epoch": 440,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.705037,
            "gbest_acc": 79.58
          },
          {
            "epoch": 441,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.704508,
            "gbest_acc": 79.49
          },
          {
            "epoch": 442,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.703758,
            "gbest_acc": 79.63
          },
          {
            "epoch": 443,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.702816,
            "gbest_acc": 79.54
          },
          {
            "epoch": 444,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.702125,
            "gbest_acc": 79.49
          },
          {
            "epoch": 445,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.700849,
            "gbest_acc": 79.34
          },
          {
            "epoch": 446,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.699874,
            "gbest_acc": 79.56
          },
          {
            "epoch": 447,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.697846,
            "gbest_acc": 79.59
          },
          {
            "epoch": 448,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.697835,
            "gbest_acc": 79.72
          },
          {
            "epoch": 449,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.696189,
            "gbest_acc": 79.65
          },
          {
            "epoch": 450,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.696189,
            "gbest_acc": 79.65
          },
          {
            "epoch": 451,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.695671,
            "gbest_acc": 79.65
          },
          {
            "epoch": 452,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.694817,
            "gbest_acc": 79.58
          },
          {
            "epoch": 453,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.693786,
            "gbest_acc": 79.65
          },
          {
            "epoch": 454,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.691991,
            "gbest_acc": 79.79
          },
          {
            "epoch": 455,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.691991,
            "gbest_acc": 79.79
          },
          {
            "epoch": 456,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.69153,
            "gbest_acc": 79.64
          },
          {
            "epoch": 457,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.690145,
            "gbest_acc": 79.91
          },
          {
            "epoch": 458,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.688983,
            "gbest_acc": 79.9
          },
          {
            "epoch": 459,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.688372,
            "gbest_acc": 80.0
          },
          {
            "epoch": 460,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.687258,
            "gbest_acc": 80.01
          },
          {
            "epoch": 461,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.686287,
            "gbest_acc": 80.21
          },
          {
            "epoch": 462,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.686041,
            "gbest_acc": 80.07
          },
          {
            "epoch": 463,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.682805,
            "gbest_acc": 80.24
          },
          {
            "epoch": 464,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.682805,
            "gbest_acc": 80.24
          },
          {
            "epoch": 465,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.681404,
            "gbest_acc": 80.16
          },
          {
            "epoch": 466,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.68101,
            "gbest_acc": 80.34
          },
          {
            "epoch": 467,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.680744,
            "gbest_acc": 80.31
          },
          {
            "epoch": 468,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.678939,
            "gbest_acc": 80.27
          },
          {
            "epoch": 469,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.677958,
            "gbest_acc": 80.34
          },
          {
            "epoch": 470,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.676866,
            "gbest_acc": 80.26
          },
          {
            "epoch": 471,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.675389,
            "gbest_acc": 80.21
          },
          {
            "epoch": 472,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.675389,
            "gbest_acc": 80.21
          },
          {
            "epoch": 473,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.673885,
            "gbest_acc": 80.28
          },
          {
            "epoch": 474,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.673885,
            "gbest_acc": 80.28
          },
          {
            "epoch": 475,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.673139,
            "gbest_acc": 80.35
          },
          {
            "epoch": 476,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.669463,
            "gbest_acc": 80.39
          },
          {
            "epoch": 477,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.669463,
            "gbest_acc": 80.39
          },
          {
            "epoch": 478,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.669463,
            "gbest_acc": 80.39
          },
          {
            "epoch": 479,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.669457,
            "gbest_acc": 80.41
          },
          {
            "epoch": 480,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.668841,
            "gbest_acc": 80.56
          },
          {
            "epoch": 481,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.668759,
            "gbest_acc": 80.41
          },
          {
            "epoch": 482,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.668759,
            "gbest_acc": 80.41
          },
          {
            "epoch": 483,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.668365,
            "gbest_acc": 80.32
          },
          {
            "epoch": 484,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.667482,
            "gbest_acc": 80.42
          },
          {
            "epoch": 485,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.666564,
            "gbest_acc": 80.78
          },
          {
            "epoch": 486,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.666564,
            "gbest_acc": 80.78
          },
          {
            "epoch": 487,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.666349,
            "gbest_acc": 80.79
          },
          {
            "epoch": 488,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.666237,
            "gbest_acc": 80.77
          },
          {
            "epoch": 489,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.665083,
            "gbest_acc": 80.66
          },
          {
            "epoch": 490,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.663951,
            "gbest_acc": 80.69
          },
          {
            "epoch": 491,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.663281,
            "gbest_acc": 80.69
          },
          {
            "epoch": 492,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.662345,
            "gbest_acc": 80.75
          },
          {
            "epoch": 493,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.661375,
            "gbest_acc": 80.85
          },
          {
            "epoch": 494,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.660128,
            "gbest_acc": 80.84
          },
          {
            "epoch": 495,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.660128,
            "gbest_acc": 80.84
          },
          {
            "epoch": 496,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.659526,
            "gbest_acc": 80.66
          },
          {
            "epoch": 497,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.658919,
            "gbest_acc": 80.65
          },
          {
            "epoch": 498,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.658919,
            "gbest_acc": 80.65
          },
          {
            "epoch": 499,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.658146,
            "gbest_acc": 80.67
          },
          {
            "epoch": 500,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.656206,
            "gbest_acc": 80.55
          },
          {
            "epoch": 501,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.655882,
            "gbest_acc": 80.69
          },
          {
            "epoch": 502,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.654981,
            "gbest_acc": 80.82
          },
          {
            "epoch": 503,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.653577,
            "gbest_acc": 80.77
          },
          {
            "epoch": 504,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.653383,
            "gbest_acc": 80.77
          },
          {
            "epoch": 505,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.653383,
            "gbest_acc": 80.77
          },
          {
            "epoch": 506,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.653383,
            "gbest_acc": 80.77
          },
          {
            "epoch": 507,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.65326,
            "gbest_acc": 80.8
          },
          {
            "epoch": 508,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.653027,
            "gbest_acc": 80.86
          },
          {
            "epoch": 509,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.652431,
            "gbest_acc": 81.1
          },
          {
            "epoch": 510,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.650992,
            "gbest_acc": 81.09
          },
          {
            "epoch": 511,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.649152,
            "gbest_acc": 81.24
          },
          {
            "epoch": 512,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.649152,
            "gbest_acc": 81.24
          },
          {
            "epoch": 513,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.648219,
            "gbest_acc": 81.52
          },
          {
            "epoch": 514,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.647136,
            "gbest_acc": 81.51
          },
          {
            "epoch": 515,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.646599,
            "gbest_acc": 81.17
          },
          {
            "epoch": 516,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.646599,
            "gbest_acc": 81.17
          },
          {
            "epoch": 517,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.6461,
            "gbest_acc": 81.24
          },
          {
            "epoch": 518,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.6461,
            "gbest_acc": 81.24
          },
          {
            "epoch": 519,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.64548,
            "gbest_acc": 81.19
          },
          {
            "epoch": 520,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.645433,
            "gbest_acc": 81.57
          },
          {
            "epoch": 521,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.645433,
            "gbest_acc": 81.57
          },
          {
            "epoch": 522,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.645433,
            "gbest_acc": 81.57
          },
          {
            "epoch": 523,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.644086,
            "gbest_acc": 81.26
          },
          {
            "epoch": 524,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.64324,
            "gbest_acc": 81.05
          },
          {
            "epoch": 525,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.64324,
            "gbest_acc": 81.05
          },
          {
            "epoch": 526,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.64324,
            "gbest_acc": 81.05
          },
          {
            "epoch": 527,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.64324,
            "gbest_acc": 81.05
          },
          {
            "epoch": 528,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.643087,
            "gbest_acc": 81.17
          },
          {
            "epoch": 529,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.642789,
            "gbest_acc": 81.21
          },
          {
            "epoch": 530,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.642725,
            "gbest_acc": 81.2
          },
          {
            "epoch": 531,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.640803,
            "gbest_acc": 81.13
          },
          {
            "epoch": 532,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.640803,
            "gbest_acc": 81.13
          },
          {
            "epoch": 533,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.640383,
            "gbest_acc": 81.42
          },
          {
            "epoch": 534,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.639557,
            "gbest_acc": 81.53
          },
          {
            "epoch": 535,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.638432,
            "gbest_acc": 81.49
          },
          {
            "epoch": 536,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.6383,
            "gbest_acc": 81.53
          },
          {
            "epoch": 537,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.636265,
            "gbest_acc": 81.53
          },
          {
            "epoch": 538,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.636265,
            "gbest_acc": 81.53
          },
          {
            "epoch": 539,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.636265,
            "gbest_acc": 81.53
          },
          {
            "epoch": 540,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.6362,
            "gbest_acc": 81.54
          },
          {
            "epoch": 541,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.635736,
            "gbest_acc": 81.59
          },
          {
            "epoch": 542,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.635002,
            "gbest_acc": 81.63
          },
          {
            "epoch": 543,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.634799,
            "gbest_acc": 81.73
          },
          {
            "epoch": 544,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.634608,
            "gbest_acc": 81.85
          },
          {
            "epoch": 545,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.634043,
            "gbest_acc": 81.55
          },
          {
            "epoch": 546,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.633982,
            "gbest_acc": 81.68
          },
          {
            "epoch": 547,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.632937,
            "gbest_acc": 81.55
          },
          {
            "epoch": 548,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.632455,
            "gbest_acc": 81.41
          },
          {
            "epoch": 549,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.631454,
            "gbest_acc": 81.52
          },
          {
            "epoch": 550,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.631454,
            "gbest_acc": 81.52
          },
          {
            "epoch": 551,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.631082,
            "gbest_acc": 81.56
          },
          {
            "epoch": 552,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.630811,
            "gbest_acc": 81.6
          },
          {
            "epoch": 553,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.630811,
            "gbest_acc": 81.6
          },
          {
            "epoch": 554,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.630811,
            "gbest_acc": 81.6
          },
          {
            "epoch": 555,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.630418,
            "gbest_acc": 81.52
          },
          {
            "epoch": 556,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.634825,
            "gbest_acc": 81.182
          },
          {
            "epoch": 557,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.634327,
            "gbest_acc": 81.164
          },
          {
            "epoch": 558,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.632866,
            "gbest_acc": 81.308
          },
          {
            "epoch": 559,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.632858,
            "gbest_acc": 81.306
          },
          {
            "epoch": 560,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.632858,
            "gbest_acc": 81.306
          },
          {
            "epoch": 561,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.631709,
            "gbest_acc": 81.358
          },
          {
            "epoch": 562,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.631515,
            "gbest_acc": 81.24
          },
          {
            "epoch": 563,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.630863,
            "gbest_acc": 81.27
          },
          {
            "epoch": 564,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.630863,
            "gbest_acc": 81.27
          },
          {
            "epoch": 565,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.629907,
            "gbest_acc": 81.312
          },
          {
            "epoch": 566,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.629907,
            "gbest_acc": 81.312
          },
          {
            "epoch": 567,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.629907,
            "gbest_acc": 81.312
          },
          {
            "epoch": 568,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.629415,
            "gbest_acc": 81.332
          },
          {
            "epoch": 569,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.628621,
            "gbest_acc": 81.38
          },
          {
            "epoch": 570,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.627784,
            "gbest_acc": 81.464
          },
          {
            "epoch": 571,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.626699,
            "gbest_acc": 81.562
          },
          {
            "epoch": 572,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.626526,
            "gbest_acc": 81.506
          },
          {
            "epoch": 573,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.624878,
            "gbest_acc": 81.54
          },
          {
            "epoch": 574,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.624878,
            "gbest_acc": 81.54
          },
          {
            "epoch": 575,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.624867,
            "gbest_acc": 81.462
          },
          {
            "epoch": 576,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.624624,
            "gbest_acc": 81.454
          },
          {
            "epoch": 577,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.624624,
            "gbest_acc": 81.454
          },
          {
            "epoch": 578,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.623607,
            "gbest_acc": 81.458
          },
          {
            "epoch": 579,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.622896,
            "gbest_acc": 81.566
          },
          {
            "epoch": 580,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.621943,
            "gbest_acc": 81.57
          },
          {
            "epoch": 581,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.621943,
            "gbest_acc": 81.57
          },
          {
            "epoch": 582,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.621943,
            "gbest_acc": 81.57
          },
          {
            "epoch": 583,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.621737,
            "gbest_acc": 81.622
          },
          {
            "epoch": 584,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.621737,
            "gbest_acc": 81.622
          },
          {
            "epoch": 585,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.621395,
            "gbest_acc": 81.672
          },
          {
            "epoch": 586,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.621345,
            "gbest_acc": 81.638
          },
          {
            "epoch": 587,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.620167,
            "gbest_acc": 81.57
          },
          {
            "epoch": 588,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.620167,
            "gbest_acc": 81.57
          },
          {
            "epoch": 589,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.619871,
            "gbest_acc": 81.554
          },
          {
            "epoch": 590,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.619527,
            "gbest_acc": 81.55
          },
          {
            "epoch": 591,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.619187,
            "gbest_acc": 81.548
          },
          {
            "epoch": 592,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.61884,
            "gbest_acc": 81.686
          },
          {
            "epoch": 593,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.61815,
            "gbest_acc": 81.638
          },
          {
            "epoch": 594,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.61785,
            "gbest_acc": 81.64
          },
          {
            "epoch": 595,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.617004,
            "gbest_acc": 81.718
          },
          {
            "epoch": 596,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.617004,
            "gbest_acc": 81.718
          },
          {
            "epoch": 597,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.616977,
            "gbest_acc": 81.742
          },
          {
            "epoch": 598,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.615994,
            "gbest_acc": 81.816
          },
          {
            "epoch": 599,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.614795,
            "gbest_acc": 81.778
          },
          {
            "epoch": 600,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.614199,
            "gbest_acc": 81.79
          }
        ]
      },
      {
        "seed": 103,
        "val_loss": 0.571431,
        "val_acc": 82.64,
        "wall_time_sec": 163.8031,
        "queries": 36120,
        "sample_evaluations": 270000000,
        "transition_reevaluations": 120,
        "stage_histories": [
          {
            "epoch": 1,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.306736,
            "gbest_acc": 7.75
          },
          {
            "epoch": 2,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.301095,
            "gbest_acc": 9.25
          },
          {
            "epoch": 3,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.285218,
            "gbest_acc": 10.85
          },
          {
            "epoch": 4,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.272207,
            "gbest_acc": 13.9
          },
          {
            "epoch": 5,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.258712,
            "gbest_acc": 11.9
          },
          {
            "epoch": 6,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.237577,
            "gbest_acc": 11.35
          },
          {
            "epoch": 7,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.219055,
            "gbest_acc": 17.45
          },
          {
            "epoch": 8,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.190786,
            "gbest_acc": 19.15
          },
          {
            "epoch": 9,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.165014,
            "gbest_acc": 20.8
          },
          {
            "epoch": 10,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.1444,
            "gbest_acc": 21.4
          },
          {
            "epoch": 11,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.133009,
            "gbest_acc": 25.85
          },
          {
            "epoch": 12,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.124876,
            "gbest_acc": 25.6
          },
          {
            "epoch": 13,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.123546,
            "gbest_acc": 29.0
          },
          {
            "epoch": 14,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.120491,
            "gbest_acc": 26.15
          },
          {
            "epoch": 15,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.092338,
            "gbest_acc": 27.6
          },
          {
            "epoch": 16,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.070742,
            "gbest_acc": 28.2
          },
          {
            "epoch": 17,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.055494,
            "gbest_acc": 29.1
          },
          {
            "epoch": 18,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.050444,
            "gbest_acc": 28.95
          },
          {
            "epoch": 19,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.03032,
            "gbest_acc": 29.25
          },
          {
            "epoch": 20,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 2.019969,
            "gbest_acc": 25.95
          },
          {
            "epoch": 21,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.98332,
            "gbest_acc": 31.6
          },
          {
            "epoch": 22,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.981001,
            "gbest_acc": 33.5
          },
          {
            "epoch": 23,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.953625,
            "gbest_acc": 36.95
          },
          {
            "epoch": 24,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.92213,
            "gbest_acc": 37.4
          },
          {
            "epoch": 25,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.92213,
            "gbest_acc": 37.4
          },
          {
            "epoch": 26,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.899446,
            "gbest_acc": 36.3
          },
          {
            "epoch": 27,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.881171,
            "gbest_acc": 37.0
          },
          {
            "epoch": 28,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.872066,
            "gbest_acc": 38.4
          },
          {
            "epoch": 29,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.872066,
            "gbest_acc": 38.4
          },
          {
            "epoch": 30,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.865758,
            "gbest_acc": 37.15
          },
          {
            "epoch": 31,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.864147,
            "gbest_acc": 34.2
          },
          {
            "epoch": 32,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.850855,
            "gbest_acc": 35.35
          },
          {
            "epoch": 33,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.843205,
            "gbest_acc": 37.1
          },
          {
            "epoch": 34,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.832204,
            "gbest_acc": 40.35
          },
          {
            "epoch": 35,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.812147,
            "gbest_acc": 41.6
          },
          {
            "epoch": 36,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.79039,
            "gbest_acc": 43.75
          },
          {
            "epoch": 37,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.769716,
            "gbest_acc": 40.9
          },
          {
            "epoch": 38,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.736351,
            "gbest_acc": 45.75
          },
          {
            "epoch": 39,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.736351,
            "gbest_acc": 45.75
          },
          {
            "epoch": 40,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.736351,
            "gbest_acc": 45.75
          },
          {
            "epoch": 41,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.728965,
            "gbest_acc": 43.65
          },
          {
            "epoch": 42,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.713552,
            "gbest_acc": 42.9
          },
          {
            "epoch": 43,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.710279,
            "gbest_acc": 44.95
          },
          {
            "epoch": 44,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.695853,
            "gbest_acc": 44.6
          },
          {
            "epoch": 45,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.684053,
            "gbest_acc": 44.9
          },
          {
            "epoch": 46,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.669037,
            "gbest_acc": 45.0
          },
          {
            "epoch": 47,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.648473,
            "gbest_acc": 45.7
          },
          {
            "epoch": 48,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.635661,
            "gbest_acc": 45.9
          },
          {
            "epoch": 49,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.624055,
            "gbest_acc": 46.95
          },
          {
            "epoch": 50,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.624055,
            "gbest_acc": 46.95
          },
          {
            "epoch": 51,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.61576,
            "gbest_acc": 48.0
          },
          {
            "epoch": 52,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.608881,
            "gbest_acc": 49.15
          },
          {
            "epoch": 53,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.593466,
            "gbest_acc": 49.6
          },
          {
            "epoch": 54,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.59304,
            "gbest_acc": 48.65
          },
          {
            "epoch": 55,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.59304,
            "gbest_acc": 48.65
          },
          {
            "epoch": 56,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.591888,
            "gbest_acc": 49.0
          },
          {
            "epoch": 57,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.588175,
            "gbest_acc": 48.15
          },
          {
            "epoch": 58,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.579923,
            "gbest_acc": 48.75
          },
          {
            "epoch": 59,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.564046,
            "gbest_acc": 50.1
          },
          {
            "epoch": 60,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.538632,
            "gbest_acc": 52.2
          },
          {
            "epoch": 61,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.5157,
            "gbest_acc": 51.95
          },
          {
            "epoch": 62,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.5157,
            "gbest_acc": 51.95
          },
          {
            "epoch": 63,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.50663,
            "gbest_acc": 52.95
          },
          {
            "epoch": 64,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.50663,
            "gbest_acc": 52.95
          },
          {
            "epoch": 65,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.50663,
            "gbest_acc": 52.95
          },
          {
            "epoch": 66,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.503698,
            "gbest_acc": 53.65
          },
          {
            "epoch": 67,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.489288,
            "gbest_acc": 54.4
          },
          {
            "epoch": 68,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.485936,
            "gbest_acc": 53.85
          },
          {
            "epoch": 69,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.460079,
            "gbest_acc": 54.45
          },
          {
            "epoch": 70,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.460079,
            "gbest_acc": 54.45
          },
          {
            "epoch": 71,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.452602,
            "gbest_acc": 54.35
          },
          {
            "epoch": 72,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.447585,
            "gbest_acc": 54.75
          },
          {
            "epoch": 73,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.441106,
            "gbest_acc": 55.8
          },
          {
            "epoch": 74,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.439717,
            "gbest_acc": 56.05
          },
          {
            "epoch": 75,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.437439,
            "gbest_acc": 56.45
          },
          {
            "epoch": 76,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.433568,
            "gbest_acc": 56.05
          },
          {
            "epoch": 77,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.40237,
            "gbest_acc": 55.9
          },
          {
            "epoch": 78,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.40237,
            "gbest_acc": 55.9
          },
          {
            "epoch": 79,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.391686,
            "gbest_acc": 56.0
          },
          {
            "epoch": 80,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.388501,
            "gbest_acc": 56.8
          },
          {
            "epoch": 81,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.388501,
            "gbest_acc": 56.8
          },
          {
            "epoch": 82,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.376475,
            "gbest_acc": 57.7
          },
          {
            "epoch": 83,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.376475,
            "gbest_acc": 57.7
          },
          {
            "epoch": 84,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.372706,
            "gbest_acc": 59.3
          },
          {
            "epoch": 85,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.370302,
            "gbest_acc": 56.4
          },
          {
            "epoch": 86,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.365972,
            "gbest_acc": 58.0
          },
          {
            "epoch": 87,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.362269,
            "gbest_acc": 57.9
          },
          {
            "epoch": 88,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.362269,
            "gbest_acc": 57.9
          },
          {
            "epoch": 89,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.346876,
            "gbest_acc": 59.35
          },
          {
            "epoch": 90,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.34618,
            "gbest_acc": 59.5
          },
          {
            "epoch": 91,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.34618,
            "gbest_acc": 59.5
          },
          {
            "epoch": 92,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.340091,
            "gbest_acc": 59.35
          },
          {
            "epoch": 93,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.339939,
            "gbest_acc": 60.2
          },
          {
            "epoch": 94,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.337373,
            "gbest_acc": 59.25
          },
          {
            "epoch": 95,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.331855,
            "gbest_acc": 59.2
          },
          {
            "epoch": 96,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.324059,
            "gbest_acc": 59.45
          },
          {
            "epoch": 97,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.31277,
            "gbest_acc": 59.9
          },
          {
            "epoch": 98,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.31277,
            "gbest_acc": 59.9
          },
          {
            "epoch": 99,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.31277,
            "gbest_acc": 59.9
          },
          {
            "epoch": 100,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.31277,
            "gbest_acc": 59.9
          },
          {
            "epoch": 101,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.311186,
            "gbest_acc": 59.9
          },
          {
            "epoch": 102,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.295752,
            "gbest_acc": 60.2
          },
          {
            "epoch": 103,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.29065,
            "gbest_acc": 61.7
          },
          {
            "epoch": 104,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.286527,
            "gbest_acc": 61.55
          },
          {
            "epoch": 105,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.277146,
            "gbest_acc": 61.6
          },
          {
            "epoch": 106,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.277109,
            "gbest_acc": 62.3
          },
          {
            "epoch": 107,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.271287,
            "gbest_acc": 63.0
          },
          {
            "epoch": 108,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.266966,
            "gbest_acc": 63.1
          },
          {
            "epoch": 109,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.264454,
            "gbest_acc": 62.9
          },
          {
            "epoch": 110,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.250973,
            "gbest_acc": 63.0
          },
          {
            "epoch": 111,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.250973,
            "gbest_acc": 63.0
          },
          {
            "epoch": 112,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.249803,
            "gbest_acc": 63.95
          },
          {
            "epoch": 113,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.240184,
            "gbest_acc": 63.1
          },
          {
            "epoch": 114,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.240184,
            "gbest_acc": 63.1
          },
          {
            "epoch": 115,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.231357,
            "gbest_acc": 64.6
          },
          {
            "epoch": 116,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.225667,
            "gbest_acc": 63.65
          },
          {
            "epoch": 117,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.225667,
            "gbest_acc": 63.65
          },
          {
            "epoch": 118,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.225667,
            "gbest_acc": 63.65
          },
          {
            "epoch": 119,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.222204,
            "gbest_acc": 62.0
          },
          {
            "epoch": 120,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.209307,
            "gbest_acc": 62.8
          },
          {
            "epoch": 121,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.209307,
            "gbest_acc": 62.8
          },
          {
            "epoch": 122,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.209307,
            "gbest_acc": 62.8
          },
          {
            "epoch": 123,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.209307,
            "gbest_acc": 62.8
          },
          {
            "epoch": 124,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.207785,
            "gbest_acc": 63.55
          },
          {
            "epoch": 125,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.197787,
            "gbest_acc": 63.25
          },
          {
            "epoch": 126,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.189766,
            "gbest_acc": 63.9
          },
          {
            "epoch": 127,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.185945,
            "gbest_acc": 64.2
          },
          {
            "epoch": 128,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.18107,
            "gbest_acc": 64.5
          },
          {
            "epoch": 129,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.177859,
            "gbest_acc": 65.25
          },
          {
            "epoch": 130,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.177859,
            "gbest_acc": 65.25
          },
          {
            "epoch": 131,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.175997,
            "gbest_acc": 65.0
          },
          {
            "epoch": 132,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.175997,
            "gbest_acc": 65.0
          },
          {
            "epoch": 133,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.167975,
            "gbest_acc": 65.35
          },
          {
            "epoch": 134,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.167975,
            "gbest_acc": 65.35
          },
          {
            "epoch": 135,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.165835,
            "gbest_acc": 65.0
          },
          {
            "epoch": 136,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.154847,
            "gbest_acc": 64.8
          },
          {
            "epoch": 137,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.154847,
            "gbest_acc": 64.8
          },
          {
            "epoch": 138,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.154847,
            "gbest_acc": 64.8
          },
          {
            "epoch": 139,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.152015,
            "gbest_acc": 65.55
          },
          {
            "epoch": 140,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.142405,
            "gbest_acc": 66.4
          },
          {
            "epoch": 141,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.136753,
            "gbest_acc": 66.1
          },
          {
            "epoch": 142,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.131296,
            "gbest_acc": 67.3
          },
          {
            "epoch": 143,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.128003,
            "gbest_acc": 66.75
          },
          {
            "epoch": 144,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.127023,
            "gbest_acc": 68.2
          },
          {
            "epoch": 145,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.116981,
            "gbest_acc": 67.2
          },
          {
            "epoch": 146,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.113859,
            "gbest_acc": 67.75
          },
          {
            "epoch": 147,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.112615,
            "gbest_acc": 67.45
          },
          {
            "epoch": 148,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.112615,
            "gbest_acc": 67.45
          },
          {
            "epoch": 149,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.112615,
            "gbest_acc": 67.45
          },
          {
            "epoch": 150,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.108195,
            "gbest_acc": 68.15
          },
          {
            "epoch": 151,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.105821,
            "gbest_acc": 68.45
          },
          {
            "epoch": 152,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.098881,
            "gbest_acc": 68.0
          },
          {
            "epoch": 153,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.098881,
            "gbest_acc": 68.0
          },
          {
            "epoch": 154,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.097065,
            "gbest_acc": 68.7
          },
          {
            "epoch": 155,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.091826,
            "gbest_acc": 67.3
          },
          {
            "epoch": 156,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.091826,
            "gbest_acc": 67.3
          },
          {
            "epoch": 157,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.091826,
            "gbest_acc": 67.3
          },
          {
            "epoch": 158,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.091826,
            "gbest_acc": 67.3
          },
          {
            "epoch": 159,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.085993,
            "gbest_acc": 67.1
          },
          {
            "epoch": 160,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.0805,
            "gbest_acc": 67.95
          },
          {
            "epoch": 161,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.0805,
            "gbest_acc": 67.95
          },
          {
            "epoch": 162,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.0805,
            "gbest_acc": 67.95
          },
          {
            "epoch": 163,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.079882,
            "gbest_acc": 68.2
          },
          {
            "epoch": 164,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.072072,
            "gbest_acc": 68.95
          },
          {
            "epoch": 165,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.068064,
            "gbest_acc": 68.25
          },
          {
            "epoch": 166,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.068064,
            "gbest_acc": 68.25
          },
          {
            "epoch": 167,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.068064,
            "gbest_acc": 68.25
          },
          {
            "epoch": 168,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.067065,
            "gbest_acc": 66.95
          },
          {
            "epoch": 169,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.065015,
            "gbest_acc": 68.35
          },
          {
            "epoch": 170,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.059447,
            "gbest_acc": 69.25
          },
          {
            "epoch": 171,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.054845,
            "gbest_acc": 68.6
          },
          {
            "epoch": 172,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.054161,
            "gbest_acc": 68.85
          },
          {
            "epoch": 173,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.049072,
            "gbest_acc": 68.95
          },
          {
            "epoch": 174,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.046123,
            "gbest_acc": 68.8
          },
          {
            "epoch": 175,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.041408,
            "gbest_acc": 69.5
          },
          {
            "epoch": 176,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.040558,
            "gbest_acc": 68.95
          },
          {
            "epoch": 177,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.031737,
            "gbest_acc": 70.25
          },
          {
            "epoch": 178,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.028511,
            "gbest_acc": 69.85
          },
          {
            "epoch": 179,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.023249,
            "gbest_acc": 69.05
          },
          {
            "epoch": 180,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.016179,
            "gbest_acc": 69.8
          },
          {
            "epoch": 181,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.012743,
            "gbest_acc": 69.75
          },
          {
            "epoch": 182,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.01063,
            "gbest_acc": 69.8
          },
          {
            "epoch": 183,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 1.0028,
            "gbest_acc": 70.55
          },
          {
            "epoch": 184,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.998192,
            "gbest_acc": 70.3
          },
          {
            "epoch": 185,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.996972,
            "gbest_acc": 70.6
          },
          {
            "epoch": 186,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.996323,
            "gbest_acc": 70.9
          },
          {
            "epoch": 187,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.996054,
            "gbest_acc": 71.1
          },
          {
            "epoch": 188,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.990807,
            "gbest_acc": 70.95
          },
          {
            "epoch": 189,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.990807,
            "gbest_acc": 70.95
          },
          {
            "epoch": 190,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.990807,
            "gbest_acc": 70.95
          },
          {
            "epoch": 191,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.990807,
            "gbest_acc": 70.95
          },
          {
            "epoch": 192,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.985284,
            "gbest_acc": 71.5
          },
          {
            "epoch": 193,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.982009,
            "gbest_acc": 71.35
          },
          {
            "epoch": 194,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.976879,
            "gbest_acc": 71.75
          },
          {
            "epoch": 195,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.974518,
            "gbest_acc": 71.95
          },
          {
            "epoch": 196,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.970424,
            "gbest_acc": 70.95
          },
          {
            "epoch": 197,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.96579,
            "gbest_acc": 71.6
          },
          {
            "epoch": 198,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.963927,
            "gbest_acc": 70.8
          },
          {
            "epoch": 199,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.952596,
            "gbest_acc": 72.05
          },
          {
            "epoch": 200,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.952596,
            "gbest_acc": 72.05
          },
          {
            "epoch": 201,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.949662,
            "gbest_acc": 71.3
          },
          {
            "epoch": 202,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.949662,
            "gbest_acc": 71.3
          },
          {
            "epoch": 203,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.949662,
            "gbest_acc": 71.3
          },
          {
            "epoch": 204,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.949662,
            "gbest_acc": 71.3
          },
          {
            "epoch": 205,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.948342,
            "gbest_acc": 71.8
          },
          {
            "epoch": 206,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.947457,
            "gbest_acc": 72.35
          },
          {
            "epoch": 207,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.947457,
            "gbest_acc": 72.35
          },
          {
            "epoch": 208,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.945712,
            "gbest_acc": 72.15
          },
          {
            "epoch": 209,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.943871,
            "gbest_acc": 72.15
          },
          {
            "epoch": 210,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.942873,
            "gbest_acc": 72.15
          },
          {
            "epoch": 211,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.942561,
            "gbest_acc": 72.75
          },
          {
            "epoch": 212,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.939768,
            "gbest_acc": 72.9
          },
          {
            "epoch": 213,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.938839,
            "gbest_acc": 72.4
          },
          {
            "epoch": 214,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.938839,
            "gbest_acc": 72.4
          },
          {
            "epoch": 215,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.936866,
            "gbest_acc": 71.7
          },
          {
            "epoch": 216,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.934088,
            "gbest_acc": 72.55
          },
          {
            "epoch": 217,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.930037,
            "gbest_acc": 72.9
          },
          {
            "epoch": 218,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.927044,
            "gbest_acc": 72.9
          },
          {
            "epoch": 219,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.92671,
            "gbest_acc": 73.0
          },
          {
            "epoch": 220,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.92671,
            "gbest_acc": 73.0
          },
          {
            "epoch": 221,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.926611,
            "gbest_acc": 73.25
          },
          {
            "epoch": 222,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.926314,
            "gbest_acc": 72.85
          },
          {
            "epoch": 223,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.9212,
            "gbest_acc": 73.65
          },
          {
            "epoch": 224,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.9212,
            "gbest_acc": 73.65
          },
          {
            "epoch": 225,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.920458,
            "gbest_acc": 73.7
          },
          {
            "epoch": 226,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.91804,
            "gbest_acc": 73.25
          },
          {
            "epoch": 227,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.917395,
            "gbest_acc": 73.05
          },
          {
            "epoch": 228,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.915533,
            "gbest_acc": 73.05
          },
          {
            "epoch": 229,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.911938,
            "gbest_acc": 72.9
          },
          {
            "epoch": 230,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.910837,
            "gbest_acc": 73.85
          },
          {
            "epoch": 231,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.906496,
            "gbest_acc": 73.4
          },
          {
            "epoch": 232,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.906496,
            "gbest_acc": 73.4
          },
          {
            "epoch": 233,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.904315,
            "gbest_acc": 73.5
          },
          {
            "epoch": 234,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.901337,
            "gbest_acc": 73.55
          },
          {
            "epoch": 235,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.896518,
            "gbest_acc": 73.1
          },
          {
            "epoch": 236,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.893546,
            "gbest_acc": 73.4
          },
          {
            "epoch": 237,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.893017,
            "gbest_acc": 73.5
          },
          {
            "epoch": 238,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.887085,
            "gbest_acc": 73.4
          },
          {
            "epoch": 239,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.88624,
            "gbest_acc": 73.6
          },
          {
            "epoch": 240,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.88405,
            "gbest_acc": 73.7
          },
          {
            "epoch": 241,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.883748,
            "gbest_acc": 73.0
          },
          {
            "epoch": 242,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.881804,
            "gbest_acc": 72.9
          },
          {
            "epoch": 243,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.879689,
            "gbest_acc": 72.55
          },
          {
            "epoch": 244,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.875991,
            "gbest_acc": 73.65
          },
          {
            "epoch": 245,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.87316,
            "gbest_acc": 73.7
          },
          {
            "epoch": 246,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.87316,
            "gbest_acc": 73.7
          },
          {
            "epoch": 247,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.87316,
            "gbest_acc": 73.7
          },
          {
            "epoch": 248,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.87316,
            "gbest_acc": 73.7
          },
          {
            "epoch": 249,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.867962,
            "gbest_acc": 73.8
          },
          {
            "epoch": 250,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.866012,
            "gbest_acc": 74.3
          },
          {
            "epoch": 251,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.866012,
            "gbest_acc": 74.3
          },
          {
            "epoch": 252,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.864239,
            "gbest_acc": 74.25
          },
          {
            "epoch": 253,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.860096,
            "gbest_acc": 74.4
          },
          {
            "epoch": 254,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.856701,
            "gbest_acc": 74.1
          },
          {
            "epoch": 255,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.853515,
            "gbest_acc": 74.4
          },
          {
            "epoch": 256,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.852115,
            "gbest_acc": 74.7
          },
          {
            "epoch": 257,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.852115,
            "gbest_acc": 74.7
          },
          {
            "epoch": 258,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.851773,
            "gbest_acc": 75.25
          },
          {
            "epoch": 259,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.844992,
            "gbest_acc": 75.0
          },
          {
            "epoch": 260,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.842961,
            "gbest_acc": 75.2
          },
          {
            "epoch": 261,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.836906,
            "gbest_acc": 74.95
          },
          {
            "epoch": 262,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.83479,
            "gbest_acc": 75.1
          },
          {
            "epoch": 263,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.831892,
            "gbest_acc": 75.05
          },
          {
            "epoch": 264,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.827771,
            "gbest_acc": 75.55
          },
          {
            "epoch": 265,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.82755,
            "gbest_acc": 75.5
          },
          {
            "epoch": 266,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.821007,
            "gbest_acc": 75.95
          },
          {
            "epoch": 267,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.821007,
            "gbest_acc": 75.95
          },
          {
            "epoch": 268,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.820722,
            "gbest_acc": 75.3
          },
          {
            "epoch": 269,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.817764,
            "gbest_acc": 75.25
          },
          {
            "epoch": 270,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.816037,
            "gbest_acc": 75.4
          },
          {
            "epoch": 271,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.816037,
            "gbest_acc": 75.4
          },
          {
            "epoch": 272,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.816019,
            "gbest_acc": 75.55
          },
          {
            "epoch": 273,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.815747,
            "gbest_acc": 75.4
          },
          {
            "epoch": 274,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.811207,
            "gbest_acc": 75.05
          },
          {
            "epoch": 275,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.810918,
            "gbest_acc": 75.35
          },
          {
            "epoch": 276,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.806153,
            "gbest_acc": 76.0
          },
          {
            "epoch": 277,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.805389,
            "gbest_acc": 75.7
          },
          {
            "epoch": 278,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.803133,
            "gbest_acc": 75.6
          },
          {
            "epoch": 279,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.80152,
            "gbest_acc": 76.05
          },
          {
            "epoch": 280,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.799068,
            "gbest_acc": 75.35
          },
          {
            "epoch": 281,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.795189,
            "gbest_acc": 76.05
          },
          {
            "epoch": 282,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.791493,
            "gbest_acc": 75.5
          },
          {
            "epoch": 283,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.78925,
            "gbest_acc": 75.75
          },
          {
            "epoch": 284,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.787026,
            "gbest_acc": 76.1
          },
          {
            "epoch": 285,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.785627,
            "gbest_acc": 76.4
          },
          {
            "epoch": 286,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.783846,
            "gbest_acc": 76.15
          },
          {
            "epoch": 287,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.783099,
            "gbest_acc": 76.35
          },
          {
            "epoch": 288,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.780425,
            "gbest_acc": 76.5
          },
          {
            "epoch": 289,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.780425,
            "gbest_acc": 76.5
          },
          {
            "epoch": 290,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.780425,
            "gbest_acc": 76.5
          },
          {
            "epoch": 291,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.778617,
            "gbest_acc": 76.6
          },
          {
            "epoch": 292,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.778617,
            "gbest_acc": 76.6
          },
          {
            "epoch": 293,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.778617,
            "gbest_acc": 76.6
          },
          {
            "epoch": 294,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.777562,
            "gbest_acc": 76.85
          },
          {
            "epoch": 295,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.776054,
            "gbest_acc": 76.6
          },
          {
            "epoch": 296,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.774242,
            "gbest_acc": 76.0
          },
          {
            "epoch": 297,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.771723,
            "gbest_acc": 76.7
          },
          {
            "epoch": 298,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.770772,
            "gbest_acc": 76.25
          },
          {
            "epoch": 299,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.770772,
            "gbest_acc": 76.25
          },
          {
            "epoch": 300,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.767923,
            "gbest_acc": 76.5
          },
          {
            "epoch": 301,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.765344,
            "gbest_acc": 76.75
          },
          {
            "epoch": 302,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.760478,
            "gbest_acc": 76.9
          },
          {
            "epoch": 303,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.759708,
            "gbest_acc": 76.7
          },
          {
            "epoch": 304,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.759708,
            "gbest_acc": 76.7
          },
          {
            "epoch": 305,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.759708,
            "gbest_acc": 76.7
          },
          {
            "epoch": 306,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.758703,
            "gbest_acc": 76.95
          },
          {
            "epoch": 307,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.757969,
            "gbest_acc": 77.15
          },
          {
            "epoch": 308,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.756851,
            "gbest_acc": 77.1
          },
          {
            "epoch": 309,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.755139,
            "gbest_acc": 77.0
          },
          {
            "epoch": 310,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.754044,
            "gbest_acc": 77.6
          },
          {
            "epoch": 311,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.753835,
            "gbest_acc": 77.5
          },
          {
            "epoch": 312,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.752081,
            "gbest_acc": 77.5
          },
          {
            "epoch": 313,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.751282,
            "gbest_acc": 77.4
          },
          {
            "epoch": 314,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.751124,
            "gbest_acc": 77.9
          },
          {
            "epoch": 315,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.751124,
            "gbest_acc": 77.9
          },
          {
            "epoch": 316,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.750689,
            "gbest_acc": 77.2
          },
          {
            "epoch": 317,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.750036,
            "gbest_acc": 77.35
          },
          {
            "epoch": 318,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.748378,
            "gbest_acc": 77.6
          },
          {
            "epoch": 319,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.748378,
            "gbest_acc": 77.6
          },
          {
            "epoch": 320,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.748288,
            "gbest_acc": 77.5
          },
          {
            "epoch": 321,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.747121,
            "gbest_acc": 77.75
          },
          {
            "epoch": 322,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.747121,
            "gbest_acc": 77.75
          },
          {
            "epoch": 323,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.746989,
            "gbest_acc": 77.5
          },
          {
            "epoch": 324,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.745148,
            "gbest_acc": 77.65
          },
          {
            "epoch": 325,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.745148,
            "gbest_acc": 77.65
          },
          {
            "epoch": 326,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.745148,
            "gbest_acc": 77.65
          },
          {
            "epoch": 327,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.745148,
            "gbest_acc": 77.65
          },
          {
            "epoch": 328,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.744493,
            "gbest_acc": 77.4
          },
          {
            "epoch": 329,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.743618,
            "gbest_acc": 77.55
          },
          {
            "epoch": 330,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.743618,
            "gbest_acc": 77.55
          },
          {
            "epoch": 331,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.743618,
            "gbest_acc": 77.55
          },
          {
            "epoch": 332,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.742591,
            "gbest_acc": 77.5
          },
          {
            "epoch": 333,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.742294,
            "gbest_acc": 77.45
          },
          {
            "epoch": 334,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.739846,
            "gbest_acc": 77.85
          },
          {
            "epoch": 335,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.738035,
            "gbest_acc": 78.0
          },
          {
            "epoch": 336,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.738035,
            "gbest_acc": 78.0
          },
          {
            "epoch": 337,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.737536,
            "gbest_acc": 78.15
          },
          {
            "epoch": 338,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.734811,
            "gbest_acc": 78.1
          },
          {
            "epoch": 339,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.734472,
            "gbest_acc": 78.15
          },
          {
            "epoch": 340,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.734472,
            "gbest_acc": 78.15
          },
          {
            "epoch": 341,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.732684,
            "gbest_acc": 78.6
          },
          {
            "epoch": 342,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.731943,
            "gbest_acc": 78.65
          },
          {
            "epoch": 343,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.73034,
            "gbest_acc": 78.7
          },
          {
            "epoch": 344,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.729459,
            "gbest_acc": 78.2
          },
          {
            "epoch": 345,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.728827,
            "gbest_acc": 78.8
          },
          {
            "epoch": 346,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.728827,
            "gbest_acc": 78.8
          },
          {
            "epoch": 347,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.727253,
            "gbest_acc": 78.25
          },
          {
            "epoch": 348,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.726281,
            "gbest_acc": 78.55
          },
          {
            "epoch": 349,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.726218,
            "gbest_acc": 78.5
          },
          {
            "epoch": 350,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.725197,
            "gbest_acc": 78.85
          },
          {
            "epoch": 351,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.723366,
            "gbest_acc": 78.5
          },
          {
            "epoch": 352,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.723366,
            "gbest_acc": 78.5
          },
          {
            "epoch": 353,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.72195,
            "gbest_acc": 78.95
          },
          {
            "epoch": 354,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.721935,
            "gbest_acc": 78.8
          },
          {
            "epoch": 355,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.720438,
            "gbest_acc": 78.95
          },
          {
            "epoch": 356,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.720438,
            "gbest_acc": 78.95
          },
          {
            "epoch": 357,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.719655,
            "gbest_acc": 79.0
          },
          {
            "epoch": 358,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.71599,
            "gbest_acc": 78.9
          },
          {
            "epoch": 359,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.715115,
            "gbest_acc": 78.85
          },
          {
            "epoch": 360,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.713009,
            "gbest_acc": 78.85
          },
          {
            "epoch": 361,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.713009,
            "gbest_acc": 78.85
          },
          {
            "epoch": 362,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.712787,
            "gbest_acc": 78.55
          },
          {
            "epoch": 363,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.711991,
            "gbest_acc": 78.45
          },
          {
            "epoch": 364,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.710542,
            "gbest_acc": 78.7
          },
          {
            "epoch": 365,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.707947,
            "gbest_acc": 78.65
          },
          {
            "epoch": 366,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.707947,
            "gbest_acc": 78.65
          },
          {
            "epoch": 367,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.707947,
            "gbest_acc": 78.65
          },
          {
            "epoch": 368,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.707723,
            "gbest_acc": 78.9
          },
          {
            "epoch": 369,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.706873,
            "gbest_acc": 78.95
          },
          {
            "epoch": 370,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.706873,
            "gbest_acc": 78.95
          },
          {
            "epoch": 371,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.705886,
            "gbest_acc": 79.5
          },
          {
            "epoch": 372,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.704177,
            "gbest_acc": 79.25
          },
          {
            "epoch": 373,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.703561,
            "gbest_acc": 79.2
          },
          {
            "epoch": 374,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.700903,
            "gbest_acc": 79.1
          },
          {
            "epoch": 375,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.700325,
            "gbest_acc": 79.1
          },
          {
            "epoch": 376,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.698249,
            "gbest_acc": 79.1
          },
          {
            "epoch": 377,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.697164,
            "gbest_acc": 78.85
          },
          {
            "epoch": 378,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.696311,
            "gbest_acc": 78.85
          },
          {
            "epoch": 379,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.695122,
            "gbest_acc": 79.2
          },
          {
            "epoch": 380,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.694546,
            "gbest_acc": 78.95
          },
          {
            "epoch": 381,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.693627,
            "gbest_acc": 79.15
          },
          {
            "epoch": 382,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.693097,
            "gbest_acc": 79.5
          },
          {
            "epoch": 383,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.69208,
            "gbest_acc": 78.95
          },
          {
            "epoch": 384,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.690316,
            "gbest_acc": 79.0
          },
          {
            "epoch": 385,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.689485,
            "gbest_acc": 78.85
          },
          {
            "epoch": 386,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.689485,
            "gbest_acc": 78.85
          },
          {
            "epoch": 387,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.688707,
            "gbest_acc": 79.05
          },
          {
            "epoch": 388,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.68777,
            "gbest_acc": 79.2
          },
          {
            "epoch": 389,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.687206,
            "gbest_acc": 79.2
          },
          {
            "epoch": 390,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.685674,
            "gbest_acc": 79.1
          },
          {
            "epoch": 391,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.684901,
            "gbest_acc": 79.25
          },
          {
            "epoch": 392,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.683547,
            "gbest_acc": 78.75
          },
          {
            "epoch": 393,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.683547,
            "gbest_acc": 78.75
          },
          {
            "epoch": 394,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.681737,
            "gbest_acc": 78.95
          },
          {
            "epoch": 395,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.679609,
            "gbest_acc": 79.6
          },
          {
            "epoch": 396,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.678753,
            "gbest_acc": 79.45
          },
          {
            "epoch": 397,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.677508,
            "gbest_acc": 79.75
          },
          {
            "epoch": 398,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.676859,
            "gbest_acc": 79.75
          },
          {
            "epoch": 399,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.675131,
            "gbest_acc": 79.75
          },
          {
            "epoch": 400,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.673131,
            "gbest_acc": 80.25
          },
          {
            "epoch": 401,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.672688,
            "gbest_acc": 79.95
          },
          {
            "epoch": 402,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.669044,
            "gbest_acc": 80.0
          },
          {
            "epoch": 403,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.666953,
            "gbest_acc": 79.9
          },
          {
            "epoch": 404,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.666953,
            "gbest_acc": 79.9
          },
          {
            "epoch": 405,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.666807,
            "gbest_acc": 80.0
          },
          {
            "epoch": 406,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.666701,
            "gbest_acc": 79.9
          },
          {
            "epoch": 407,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.666701,
            "gbest_acc": 79.9
          },
          {
            "epoch": 408,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.666302,
            "gbest_acc": 80.0
          },
          {
            "epoch": 409,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.665223,
            "gbest_acc": 79.9
          },
          {
            "epoch": 410,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.664132,
            "gbest_acc": 80.0
          },
          {
            "epoch": 411,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.663237,
            "gbest_acc": 80.1
          },
          {
            "epoch": 412,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.661927,
            "gbest_acc": 80.05
          },
          {
            "epoch": 413,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.661845,
            "gbest_acc": 80.15
          },
          {
            "epoch": 414,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.661006,
            "gbest_acc": 79.95
          },
          {
            "epoch": 415,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.660849,
            "gbest_acc": 80.2
          },
          {
            "epoch": 416,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.65935,
            "gbest_acc": 79.95
          },
          {
            "epoch": 417,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.658599,
            "gbest_acc": 80.3
          },
          {
            "epoch": 418,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.658599,
            "gbest_acc": 80.3
          },
          {
            "epoch": 419,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.658597,
            "gbest_acc": 79.9
          },
          {
            "epoch": 420,
            "stage": 0,
            "subset_size": 2000,
            "gbest_loss": 0.658095,
            "gbest_acc": 80.3
          },
          {
            "epoch": 421,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.688882,
            "gbest_acc": 79.42
          },
          {
            "epoch": 422,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.686865,
            "gbest_acc": 79.55
          },
          {
            "epoch": 423,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.686865,
            "gbest_acc": 79.55
          },
          {
            "epoch": 424,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.685854,
            "gbest_acc": 79.58
          },
          {
            "epoch": 425,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.684352,
            "gbest_acc": 79.49
          },
          {
            "epoch": 426,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.683997,
            "gbest_acc": 79.3
          },
          {
            "epoch": 427,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.683997,
            "gbest_acc": 79.3
          },
          {
            "epoch": 428,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.683886,
            "gbest_acc": 79.28
          },
          {
            "epoch": 429,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.68223,
            "gbest_acc": 79.4
          },
          {
            "epoch": 430,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.680538,
            "gbest_acc": 79.37
          },
          {
            "epoch": 431,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.679737,
            "gbest_acc": 79.42
          },
          {
            "epoch": 432,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.679737,
            "gbest_acc": 79.42
          },
          {
            "epoch": 433,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.678634,
            "gbest_acc": 79.48
          },
          {
            "epoch": 434,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.67778,
            "gbest_acc": 79.62
          },
          {
            "epoch": 435,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.676583,
            "gbest_acc": 79.65
          },
          {
            "epoch": 436,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.674747,
            "gbest_acc": 79.8
          },
          {
            "epoch": 437,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.674736,
            "gbest_acc": 79.86
          },
          {
            "epoch": 438,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.672816,
            "gbest_acc": 80.0
          },
          {
            "epoch": 439,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.67159,
            "gbest_acc": 80.01
          },
          {
            "epoch": 440,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.669726,
            "gbest_acc": 80.04
          },
          {
            "epoch": 441,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.669061,
            "gbest_acc": 80.05
          },
          {
            "epoch": 442,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.668568,
            "gbest_acc": 80.13
          },
          {
            "epoch": 443,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.667834,
            "gbest_acc": 79.9
          },
          {
            "epoch": 444,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.667834,
            "gbest_acc": 79.9
          },
          {
            "epoch": 445,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.667834,
            "gbest_acc": 79.9
          },
          {
            "epoch": 446,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.667194,
            "gbest_acc": 79.98
          },
          {
            "epoch": 447,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.666022,
            "gbest_acc": 79.89
          },
          {
            "epoch": 448,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.665353,
            "gbest_acc": 79.99
          },
          {
            "epoch": 449,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.663327,
            "gbest_acc": 80.15
          },
          {
            "epoch": 450,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.661987,
            "gbest_acc": 79.81
          },
          {
            "epoch": 451,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.660576,
            "gbest_acc": 80.26
          },
          {
            "epoch": 452,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.659783,
            "gbest_acc": 80.12
          },
          {
            "epoch": 453,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.657148,
            "gbest_acc": 80.19
          },
          {
            "epoch": 454,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.656825,
            "gbest_acc": 80.15
          },
          {
            "epoch": 455,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.655766,
            "gbest_acc": 80.34
          },
          {
            "epoch": 456,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.654152,
            "gbest_acc": 80.46
          },
          {
            "epoch": 457,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.653869,
            "gbest_acc": 80.37
          },
          {
            "epoch": 458,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.65223,
            "gbest_acc": 80.51
          },
          {
            "epoch": 459,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.650463,
            "gbest_acc": 80.49
          },
          {
            "epoch": 460,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.650247,
            "gbest_acc": 80.65
          },
          {
            "epoch": 461,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.648186,
            "gbest_acc": 80.81
          },
          {
            "epoch": 462,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.648186,
            "gbest_acc": 80.81
          },
          {
            "epoch": 463,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.647492,
            "gbest_acc": 80.79
          },
          {
            "epoch": 464,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.646377,
            "gbest_acc": 80.82
          },
          {
            "epoch": 465,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.644114,
            "gbest_acc": 81.08
          },
          {
            "epoch": 466,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.64401,
            "gbest_acc": 80.75
          },
          {
            "epoch": 467,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.643605,
            "gbest_acc": 80.65
          },
          {
            "epoch": 468,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.643165,
            "gbest_acc": 80.55
          },
          {
            "epoch": 469,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.643165,
            "gbest_acc": 80.55
          },
          {
            "epoch": 470,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.642747,
            "gbest_acc": 80.69
          },
          {
            "epoch": 471,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.641703,
            "gbest_acc": 80.72
          },
          {
            "epoch": 472,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.641703,
            "gbest_acc": 80.72
          },
          {
            "epoch": 473,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.641308,
            "gbest_acc": 81.04
          },
          {
            "epoch": 474,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.640995,
            "gbest_acc": 81.13
          },
          {
            "epoch": 475,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.638925,
            "gbest_acc": 81.03
          },
          {
            "epoch": 476,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.638728,
            "gbest_acc": 81.11
          },
          {
            "epoch": 477,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.638713,
            "gbest_acc": 80.82
          },
          {
            "epoch": 478,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.638713,
            "gbest_acc": 80.82
          },
          {
            "epoch": 479,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.638713,
            "gbest_acc": 80.82
          },
          {
            "epoch": 480,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.638358,
            "gbest_acc": 80.93
          },
          {
            "epoch": 481,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.638231,
            "gbest_acc": 81.21
          },
          {
            "epoch": 482,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.638231,
            "gbest_acc": 81.21
          },
          {
            "epoch": 483,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.637876,
            "gbest_acc": 80.93
          },
          {
            "epoch": 484,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.63702,
            "gbest_acc": 80.96
          },
          {
            "epoch": 485,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.635716,
            "gbest_acc": 80.88
          },
          {
            "epoch": 486,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.635442,
            "gbest_acc": 81.25
          },
          {
            "epoch": 487,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.635442,
            "gbest_acc": 81.25
          },
          {
            "epoch": 488,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.635442,
            "gbest_acc": 81.25
          },
          {
            "epoch": 489,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.635442,
            "gbest_acc": 81.25
          },
          {
            "epoch": 490,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.634209,
            "gbest_acc": 80.95
          },
          {
            "epoch": 491,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.634209,
            "gbest_acc": 80.95
          },
          {
            "epoch": 492,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.634209,
            "gbest_acc": 80.95
          },
          {
            "epoch": 493,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.63337,
            "gbest_acc": 81.13
          },
          {
            "epoch": 494,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.633164,
            "gbest_acc": 81.11
          },
          {
            "epoch": 495,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.632841,
            "gbest_acc": 81.22
          },
          {
            "epoch": 496,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.632841,
            "gbest_acc": 81.22
          },
          {
            "epoch": 497,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.632841,
            "gbest_acc": 81.22
          },
          {
            "epoch": 498,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.632841,
            "gbest_acc": 81.22
          },
          {
            "epoch": 499,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.631345,
            "gbest_acc": 81.18
          },
          {
            "epoch": 500,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.629109,
            "gbest_acc": 81.54
          },
          {
            "epoch": 501,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.629109,
            "gbest_acc": 81.54
          },
          {
            "epoch": 502,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.629109,
            "gbest_acc": 81.54
          },
          {
            "epoch": 503,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.628603,
            "gbest_acc": 81.57
          },
          {
            "epoch": 504,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.628428,
            "gbest_acc": 81.34
          },
          {
            "epoch": 505,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.627425,
            "gbest_acc": 81.27
          },
          {
            "epoch": 506,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.626755,
            "gbest_acc": 81.23
          },
          {
            "epoch": 507,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.625747,
            "gbest_acc": 81.26
          },
          {
            "epoch": 508,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.6238,
            "gbest_acc": 81.61
          },
          {
            "epoch": 509,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.622853,
            "gbest_acc": 81.85
          },
          {
            "epoch": 510,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.622853,
            "gbest_acc": 81.85
          },
          {
            "epoch": 511,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.622853,
            "gbest_acc": 81.85
          },
          {
            "epoch": 512,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.622853,
            "gbest_acc": 81.85
          },
          {
            "epoch": 513,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.622263,
            "gbest_acc": 81.55
          },
          {
            "epoch": 514,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.621528,
            "gbest_acc": 81.72
          },
          {
            "epoch": 515,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.620708,
            "gbest_acc": 81.68
          },
          {
            "epoch": 516,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.62031,
            "gbest_acc": 81.56
          },
          {
            "epoch": 517,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.62024,
            "gbest_acc": 81.44
          },
          {
            "epoch": 518,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.62024,
            "gbest_acc": 81.44
          },
          {
            "epoch": 519,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.619496,
            "gbest_acc": 81.33
          },
          {
            "epoch": 520,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.618307,
            "gbest_acc": 81.46
          },
          {
            "epoch": 521,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.6161,
            "gbest_acc": 81.36
          },
          {
            "epoch": 522,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.6161,
            "gbest_acc": 81.36
          },
          {
            "epoch": 523,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.6161,
            "gbest_acc": 81.36
          },
          {
            "epoch": 524,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.615899,
            "gbest_acc": 81.33
          },
          {
            "epoch": 525,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.615557,
            "gbest_acc": 81.43
          },
          {
            "epoch": 526,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.614941,
            "gbest_acc": 81.61
          },
          {
            "epoch": 527,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.614322,
            "gbest_acc": 81.47
          },
          {
            "epoch": 528,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.613863,
            "gbest_acc": 81.58
          },
          {
            "epoch": 529,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.613233,
            "gbest_acc": 81.77
          },
          {
            "epoch": 530,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.612714,
            "gbest_acc": 81.69
          },
          {
            "epoch": 531,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.610741,
            "gbest_acc": 81.73
          },
          {
            "epoch": 532,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.609011,
            "gbest_acc": 81.56
          },
          {
            "epoch": 533,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.607288,
            "gbest_acc": 81.78
          },
          {
            "epoch": 534,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.605658,
            "gbest_acc": 81.84
          },
          {
            "epoch": 535,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.603773,
            "gbest_acc": 81.92
          },
          {
            "epoch": 536,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.60151,
            "gbest_acc": 82.05
          },
          {
            "epoch": 537,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.601336,
            "gbest_acc": 81.91
          },
          {
            "epoch": 538,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.59911,
            "gbest_acc": 81.84
          },
          {
            "epoch": 539,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.59852,
            "gbest_acc": 81.81
          },
          {
            "epoch": 540,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.59659,
            "gbest_acc": 81.84
          },
          {
            "epoch": 541,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.595489,
            "gbest_acc": 81.86
          },
          {
            "epoch": 542,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.595015,
            "gbest_acc": 81.64
          },
          {
            "epoch": 543,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.593902,
            "gbest_acc": 81.77
          },
          {
            "epoch": 544,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.59346,
            "gbest_acc": 81.85
          },
          {
            "epoch": 545,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.59346,
            "gbest_acc": 81.85
          },
          {
            "epoch": 546,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.592709,
            "gbest_acc": 81.96
          },
          {
            "epoch": 547,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.59227,
            "gbest_acc": 82.17
          },
          {
            "epoch": 548,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.591597,
            "gbest_acc": 82.17
          },
          {
            "epoch": 549,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.590734,
            "gbest_acc": 82.25
          },
          {
            "epoch": 550,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.590686,
            "gbest_acc": 82.13
          },
          {
            "epoch": 551,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.589663,
            "gbest_acc": 82.19
          },
          {
            "epoch": 552,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.58897,
            "gbest_acc": 82.37
          },
          {
            "epoch": 553,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.587872,
            "gbest_acc": 82.32
          },
          {
            "epoch": 554,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.587045,
            "gbest_acc": 82.35
          },
          {
            "epoch": 555,
            "stage": 1,
            "subset_size": 10000,
            "gbest_loss": 0.586263,
            "gbest_acc": 82.39
          },
          {
            "epoch": 556,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.600082,
            "gbest_acc": 81.696
          },
          {
            "epoch": 557,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.599901,
            "gbest_acc": 81.66
          },
          {
            "epoch": 558,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.599125,
            "gbest_acc": 81.574
          },
          {
            "epoch": 559,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.598048,
            "gbest_acc": 81.684
          },
          {
            "epoch": 560,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.597844,
            "gbest_acc": 81.692
          },
          {
            "epoch": 561,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.597108,
            "gbest_acc": 81.71
          },
          {
            "epoch": 562,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.596047,
            "gbest_acc": 81.782
          },
          {
            "epoch": 563,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.594677,
            "gbest_acc": 81.748
          },
          {
            "epoch": 564,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.593403,
            "gbest_acc": 81.918
          },
          {
            "epoch": 565,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.592385,
            "gbest_acc": 81.924
          },
          {
            "epoch": 566,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.592244,
            "gbest_acc": 81.904
          },
          {
            "epoch": 567,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.591158,
            "gbest_acc": 81.93
          },
          {
            "epoch": 568,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.591158,
            "gbest_acc": 81.93
          },
          {
            "epoch": 569,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.590937,
            "gbest_acc": 82.102
          },
          {
            "epoch": 570,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.590463,
            "gbest_acc": 82.056
          },
          {
            "epoch": 571,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.59002,
            "gbest_acc": 82.062
          },
          {
            "epoch": 572,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.588592,
            "gbest_acc": 82.1
          },
          {
            "epoch": 573,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.588267,
            "gbest_acc": 82.112
          },
          {
            "epoch": 574,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.587445,
            "gbest_acc": 82.054
          },
          {
            "epoch": 575,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.587108,
            "gbest_acc": 82.05
          },
          {
            "epoch": 576,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.58561,
            "gbest_acc": 82.14
          },
          {
            "epoch": 577,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.58527,
            "gbest_acc": 82.082
          },
          {
            "epoch": 578,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.584857,
            "gbest_acc": 82.224
          },
          {
            "epoch": 579,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.583669,
            "gbest_acc": 82.19
          },
          {
            "epoch": 580,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.583121,
            "gbest_acc": 82.164
          },
          {
            "epoch": 581,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.58292,
            "gbest_acc": 82.292
          },
          {
            "epoch": 582,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.581855,
            "gbest_acc": 82.344
          },
          {
            "epoch": 583,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.581213,
            "gbest_acc": 82.388
          },
          {
            "epoch": 584,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.580851,
            "gbest_acc": 82.41
          },
          {
            "epoch": 585,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.580264,
            "gbest_acc": 82.366
          },
          {
            "epoch": 586,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.580029,
            "gbest_acc": 82.46
          },
          {
            "epoch": 587,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.579905,
            "gbest_acc": 82.466
          },
          {
            "epoch": 588,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.579778,
            "gbest_acc": 82.328
          },
          {
            "epoch": 589,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.578577,
            "gbest_acc": 82.528
          },
          {
            "epoch": 590,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.578577,
            "gbest_acc": 82.528
          },
          {
            "epoch": 591,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.577439,
            "gbest_acc": 82.504
          },
          {
            "epoch": 592,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.576872,
            "gbest_acc": 82.524
          },
          {
            "epoch": 593,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.576643,
            "gbest_acc": 82.518
          },
          {
            "epoch": 594,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.576474,
            "gbest_acc": 82.538
          },
          {
            "epoch": 595,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.576085,
            "gbest_acc": 82.558
          },
          {
            "epoch": 596,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.575808,
            "gbest_acc": 82.554
          },
          {
            "epoch": 597,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.575494,
            "gbest_acc": 82.568
          },
          {
            "epoch": 598,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.57484,
            "gbest_acc": 82.674
          },
          {
            "epoch": 599,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.574466,
            "gbest_acc": 82.632
          },
          {
            "epoch": 600,
            "stage": 2,
            "subset_size": 50000,
            "gbest_loss": 0.573398,
            "gbest_acc": 82.608
          }
        ]
      }
    ],
    "validation_summary": {
      "best_pbest_nll": {
        "mean": 0.592376,
        "std": 0.018705,
        "median": 0.59828,
        "iqr": 0.017993,
        "ci95_t": 0.046467
      },
      "best_pbest_accuracy": {
        "mean": 82.34,
        "std": 0.346987,
        "median": 82.42,
        "iqr": 0.34,
        "ci95_t": 0.861973
      },
      "wall_time_sec": {
        "mean": 149.6342,
        "std": 21.528865,
        "median": 160.2394,
        "iqr": 19.4715,
        "ci95_t": 53.481252
      }
    }
  },
  "final_endpoints": {
    "single_model": {
      "selected_seed": 103,
      "selected_particle_idx": 54,
      "model_fingerprint": "329e0a04039125fc",
      "val_loss": 0.571431,
      "val_acc": 82.64,
      "selection_rule": "lowest_validation_nll_then_highest_accuracy",
      "test_accuracy": 83.23,
      "test_nll": 0.556332,
      "test_brier": 0.253921,
      "test_ece": 0.085242,
      "test_margin": 0.611698
    },
    "ensemble": {
      "ensemble_size": 5,
      "members": [
        {
          "seed": 103,
          "particle_idx": 54,
          "val_loss": 0.571431,
          "val_acc": 82.64
        },
        {
          "seed": 102,
          "particle_idx": 50,
          "val_loss": 0.615358,
          "val_acc": 81.64
        },
        {
          "seed": 101,
          "particle_idx": 48,
          "val_loss": 0.601696,
          "val_acc": 81.9
        },
        {
          "seed": 102,
          "particle_idx": 29,
          "val_loss": 0.609323,
          "val_acc": 82.16
        },
        {
          "seed": 101,
          "particle_idx": 22,
          "val_loss": 0.601106,
          "val_acc": 81.75
        }
      ],
      "validation_accuracy": 86.6,
      "validation_nll": 0.548785,
      "validation_brier": 0.243377,
      "validation_ece": 0.167913,
      "validation_margin": 0.552753,
      "validation_pairwise_disagreement": 0.16493,
      "test_accuracy": 87.0,
      "test_nll": 0.535928,
      "test_brier": 0.236233,
      "test_ece": 0.164284,
      "test_margin": 0.561269,
      "pairwise_disagreement": 0.1585
    }
  },
  "accounting": {
    "total_wall_time_sec": 473.4657,
    "total_queries": 127560,
    "total_sample_evaluations": 848400000,
    "scope": "pilot_and_confirmation_training_objectives_including_transition_reevaluations; excludes validation and test"
  },
  "failure_record": null
}