results: audit Rain EP bias confirmation

1 files changed, 121 insertions, 0 deletions

diff --git a/results/ep_bias/c1/rain-ep-c1-s1992-noise.json b/results/ep_bias/c1/rain-ep-c1-s1992-noise.json
new file mode 100644
index 0000000..931b6cd
--- /dev/null
+++ b/results/ep_bias/c1/rain-ep-c1-s1992-noise.json
@@ -0,0 +1,121 @@
+{
+  "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": "same_rms_noise",
+    "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": 1992,
+    "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": "7",
+    "device_name": "NVIDIA GeForce GTX 1080"
+  },
+  "metrics": [
+    {
+      "epoch": 1,
+      "train_accuracy": 0.6271,
+      "train_cost": 0.29068793649673463,
+      "test_accuracy": 0.74,
+      "test_cost": 0.21460011959075928,
+      "finite": true,
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+        "bias_state_difference_rms": 6.406043359413032e-05,
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+        "neutral_observations": 0
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+    {
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+        "bias_state_difference_rms": 6.44030091305619e-05,
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+        "bias_to_clean_state_difference_rms": 0.010478268948547318,
+        "residual_to_clean_state_difference_rms": 0.010305619073387973,
+        "neutral_observations": 0
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+  ],
+  "epochs_completed": 3,
+  "final": {
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+    "test_accuracy": 0.7925,
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+      "neutral_observations": 0
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+    "wall_seconds": 32.420751333236694
+  }
+}