summaryrefslogtreecommitdiff
path: root/results/ep_bias/c1/rain-ep-c1-s1991-raw.json
blob: 3f535db65ffdfd51c0ac0c4d6ce31dc5930af61a (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
{
  "schema": "rain_ep_structured_bias_screen_v1",
  "sdil": {
    "revision": "a10a84066a6f7aa38d86b1a71ed371c9c6f22815"
  },
  "author": {
    "repository": "https://github.com/rain-neuromorphics/energy-based-learning",
    "revision": "6b253fd8a5d267535f58ab79992256ef10031ceb"
  },
  "protocol": {
    "dataset": "FashionMNIST",
    "network": "author ConvHopfieldEnergy28 32-64-10",
    "algorithm": "positive equilibrium propagation",
    "adapter": "layer",
    "mode": "raw",
    "bias_ratio": 0.01,
    "predictor_rate": 0.2,
    "neutral_cadence": 1,
    "layer_calibration_steps": 1,
    "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": "experimenter_initial_clean_layer_state_difference_rms",
    "bias_ratio_normalization_visible_to_predictor": false,
    "epochs": 3,
    "train_limit": 10000,
    "test_limit": 2000,
    "evaluation_split": "train_holdout",
    "data_seed": 6100,
    "batch_size": 128,
    "training_iterations": 12,
    "inference_iterations": 30,
    "seed": 1991,
    "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": 0.577,
      "train_cost": 0.33761201457977297,
      "test_accuracy": 0.5615,
      "test_cost": 0.43006853103637693,
      "finite": true,
      "corrector": {
        "step": 78,
        "clean_state_difference_rms": 0.0023809005014334564,
        "bias_state_difference_rms": 9.288215051157267e-05,
        "residual_state_difference_rms": 9.288215398265422e-05,
        "bias_to_clean_state_difference_rms": 0.03901135324876096,
        "residual_to_clean_state_difference_rms": 0.039011354706646975,
        "neutral_observations": 0
      },
      "wall_seconds": 11.003859996795654
    },
    {
      "epoch": 2,
      "train_accuracy": 0.5732,
      "train_cost": 0.38016895189285277,
      "test_accuracy": 0.4245,
      "test_cost": 0.648435380935669,
      "finite": true,
      "corrector": {
        "step": 157,
        "clean_state_difference_rms": 0.002497732432988877,
        "bias_state_difference_rms": 0.00011400955449380664,
        "residual_state_difference_rms": 0.00011400955449380664,
        "bias_to_clean_state_difference_rms": 0.04564522323849504,
        "residual_to_clean_state_difference_rms": 0.04564522323849504,
        "neutral_observations": 0
      },
      "wall_seconds": 21.67133378982544
    },
    {
      "epoch": 3,
      "train_accuracy": 0.4037,
      "train_cost": 0.5053416069030762,
      "test_accuracy": 0.096,
      "test_cost": 1.0389843139648438,
      "finite": true,
      "corrector": {
        "step": 236,
        "clean_state_difference_rms": 0.012119475889763545,
        "bias_state_difference_rms": 9.015432462439181e-05,
        "residual_state_difference_rms": 9.01543217188047e-05,
        "bias_to_clean_state_difference_rms": 0.007438797308102962,
        "residual_to_clean_state_difference_rms": 0.0074387970683576846,
        "neutral_observations": 0
      },
      "wall_seconds": 32.37710404396057
    }
  ],
  "epochs_completed": 3,
  "final": {
    "epoch": 3,
    "train_accuracy": 0.4037,
    "train_cost": 0.5053416069030762,
    "test_accuracy": 0.096,
    "test_cost": 1.0389843139648438,
    "finite": true,
    "corrector": {
      "step": 236,
      "clean_state_difference_rms": 0.012119475889763545,
      "bias_state_difference_rms": 9.015432462439181e-05,
      "residual_state_difference_rms": 9.01543217188047e-05,
      "bias_to_clean_state_difference_rms": 0.007438797308102962,
      "residual_to_clean_state_difference_rms": 0.0074387970683576846,
      "neutral_observations": 0
    },
    "wall_seconds": 32.37710404396057
  }
}