results: validate beta-independent Rain bias

1 files changed, 128 insertions, 0 deletions

diff --git a/results/ep_bias/s3/constant-free2e-4-e3-s1988.json b/results/ep_bias/s3/constant-free2e-4-e3-s1988.json
new file mode 100644
index 0000000..fec6744
--- /dev/null
+++ b/results/ep_bias/s3/constant-free2e-4-e3-s1988.json
@@ -0,0 +1,128 @@
+{
+  "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_positive",
+    "beta_seed": 7100,
+    "adapter": "layer",
+    "mode": "constant",
+    "bias_ratio": 0.0002,
+    "predictor_rate": 0.2,
+    "neutral_cadence": 1,
+    "layer_calibration_steps": 1,
+    "layer_bias_normalization": "first_state",
+    "calibration_batches": 0,
+    "calibration_observations": 0,
+    "calibration_seconds": 7.152557373046875e-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": 0.5198,
+      "train_cost": 0.34942384424209594,
+      "test_accuracy": 0.644,
+      "test_cost": 0.2898437919616699,
+      "finite": true,
+      "corrector": {
+        "step": 78,
+        "clean_state_difference_rms": 0.0020764383364302295,
+        "bias_state_difference_rms": 6.861449949557335e-05,
+        "residual_state_difference_rms": 4.1124872197605746e-05,
+        "bias_to_clean_state_difference_rms": 0.033044323200819924,
+        "residual_to_clean_state_difference_rms": 0.019805486864737234,
+        "neutral_observations": 128
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+      "wall_seconds": 11.24186635017395
+    },
+    {
+      "epoch": 2,
+      "train_accuracy": 0.6665,
+      "train_cost": 0.2653476401329041,
+      "test_accuracy": 0.678,
+      "test_cost": 0.2564698133468628,
+      "finite": true,
+      "corrector": {
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+        "clean_state_difference_rms": 0.00235124565424161,
+        "bias_state_difference_rms": 6.73391516348739e-05,
+        "residual_state_difference_rms": 4.1810892800434386e-05,
+        "bias_to_clean_state_difference_rms": 0.028639777180829714,
+        "residual_to_clean_state_difference_rms": 0.017782443414625006,
+        "neutral_observations": 128
+      },
+      "wall_seconds": 21.91631555557251
+    },
+    {
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+      "test_accuracy": 0.671,
+      "test_cost": 0.2543458433151245,
+      "finite": true,
+      "corrector": {
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+        "clean_state_difference_rms": 0.002086502742845201,
+        "bias_state_difference_rms": 6.859923823062401e-05,
+        "residual_state_difference_rms": 4.179419675284569e-05,
+        "bias_to_clean_state_difference_rms": 0.03287761708718417,
+        "residual_to_clean_state_difference_rms": 0.02003074134273804,
+        "neutral_observations": 128
+      },
+      "wall_seconds": 32.619558334350586
+    }
+  ],
+  "epochs_completed": 3,
+  "beta_sign_counts": {
+    "positive": 0,
+    "negative": 0
+  },
+  "final": {
+    "epoch": 3,
+    "train_accuracy": 0.685,
+    "train_cost": 0.25095000991821287,
+    "test_accuracy": 0.671,
+    "test_cost": 0.2543458433151245,
+    "finite": true,
+    "corrector": {
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+      "clean_state_difference_rms": 0.002086502742845201,
+      "bias_state_difference_rms": 6.859923823062401e-05,
+      "residual_state_difference_rms": 4.179419675284569e-05,
+      "bias_to_clean_state_difference_rms": 0.03287761708718417,
+      "residual_to_clean_state_difference_rms": 0.02003074134273804,
+      "neutral_observations": 128
+    },
+    "wall_seconds": 32.619558334350586
+  }
+}