summaryrefslogtreecommitdiff
path: root/results/ep_bias/s3/fixed-negative-zero-bias-e3-s1988.json
blob: edab5c74833eb45bb3aa1be4801e60dd9ad369e0 (plain)
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
{
  "schema": "rain_ep_structured_bias_screen_v1",
  "sdil": {
    "revision": "25f9b58f2fe478b7a4c728f404364ef8b8a92155"
  },
  "author": {
    "repository": "https://github.com/rain-neuromorphics/energy-based-learning",
    "revision": "6b253fd8a5d267535f58ab79992256ef10031ceb"
  },
  "protocol": {
    "dataset": "FashionMNIST",
    "network": "author ConvHopfieldEnergy28 32-64-10",
    "algorithm": "equilibrium propagation",
    "beta_policy": "fixed_negative",
    "beta_seed": 7100,
    "adapter": "layer",
    "mode": "raw",
    "bias_ratio": 0.0,
    "predictor_rate": 0.1,
    "neutral_cadence": 1,
    "layer_calibration_steps": 1,
    "layer_bias_normalization": "first_state",
    "calibration_batches": 0,
    "calibration_observations": 0,
    "calibration_seconds": 4.76837158203125e-07,
    "extra_equilibrium_phases_for_predictor": 0,
    "predictor_neutral_source": "existing_first_EP_phase",
    "bias_ratio_normalization": "initial_free_layer_state_rms",
    "bias_ratio_normalization_visible_to_predictor": false,
    "epochs": 3,
    "train_limit": 10000,
    "test_limit": 2000,
    "evaluation_split": "train_holdout",
    "data_seed": 6200,
    "batch_size": 128,
    "training_iterations": 12,
    "inference_iterations": 30,
    "seed": 1988,
    "device": "cuda",
    "determinism": "author_default",
    "autodiff_used_for_learning": false
  },
  "hardware": {
    "torch_version": "2.3.1+cu118",
    "torch_cuda_version": "11.8",
    "cuda_visible_devices": "5",
    "device_name": "NVIDIA GeForce GTX 1080"
  },
  "metrics": [
    {
      "epoch": 1,
      "train_accuracy": 0.0987,
      "train_cost": 0.5252441967964172,
      "test_accuracy": 0.1025,
      "test_cost": 0.4856400566101074,
      "finite": true,
      "corrector": {
        "step": 78,
        "clean_state_difference_rms": 0.004262439753198408,
        "bias_state_difference_rms": 0.0,
        "residual_state_difference_rms": 0.0,
        "bias_to_clean_state_difference_rms": 0.0,
        "residual_to_clean_state_difference_rms": 0.0,
        "neutral_observations": 0
      },
      "wall_seconds": 11.11732792854309
    },
    {
      "epoch": 2,
      "train_accuracy": 0.0993,
      "train_cost": 0.471874783706665,
      "test_accuracy": 0.1,
      "test_cost": 0.5200363788604736,
      "finite": true,
      "corrector": {
        "step": 157,
        "clean_state_difference_rms": 0.0041520212772640725,
        "bias_state_difference_rms": 0.0,
        "residual_state_difference_rms": 0.0,
        "bias_to_clean_state_difference_rms": 0.0,
        "residual_to_clean_state_difference_rms": 0.0,
        "neutral_observations": 0
      },
      "wall_seconds": 21.764130115509033
    },
    {
      "epoch": 3,
      "train_accuracy": 0.1016,
      "train_cost": 0.47106613149642945,
      "test_accuracy": 0.099,
      "test_cost": 0.47838667488098147,
      "finite": true,
      "corrector": {
        "step": 236,
        "clean_state_difference_rms": 0.004298488890043378,
        "bias_state_difference_rms": 0.0,
        "residual_state_difference_rms": 0.0,
        "bias_to_clean_state_difference_rms": 0.0,
        "residual_to_clean_state_difference_rms": 0.0,
        "neutral_observations": 0
      },
      "wall_seconds": 32.60152792930603
    }
  ],
  "epochs_completed": 3,
  "beta_sign_counts": {
    "positive": 0,
    "negative": 237
  },
  "final": {
    "epoch": 3,
    "train_accuracy": 0.1016,
    "train_cost": 0.47106613149642945,
    "test_accuracy": 0.099,
    "test_cost": 0.47838667488098147,
    "finite": true,
    "corrector": {
      "step": 236,
      "clean_state_difference_rms": 0.004298488890043378,
      "bias_state_difference_rms": 0.0,
      "residual_state_difference_rms": 0.0,
      "bias_to_clean_state_difference_rms": 0.0,
      "residual_to_clean_state_difference_rms": 0.0,
      "neutral_observations": 0
    },
    "wall_seconds": 32.60152792930603
  }
}