From d8fe36a0c44fd45edb6a637d3530fdaeeca74fd5 Mon Sep 17 00:00:00 2001
From: YurenHao0426 <Blackhao0426@gmail.com>
Date: Thu, 6 Aug 2026 17:15:51 -0500
Subject: results: audit Rain EP bias confirmation

---
 results/ep_bias/c1/rain-ep-c1-s1989-raw.json | 121 +++++++++++++++++++++++++++
 1 file changed, 121 insertions(+)
 create mode 100644 results/ep_bias/c1/rain-ep-c1-s1989-raw.json

(limited to 'results/ep_bias/c1/rain-ep-c1-s1989-raw.json')

diff --git a/results/ep_bias/c1/rain-ep-c1-s1989-raw.json b/results/ep_bias/c1/rain-ep-c1-s1989-raw.json
new file mode 100644
index 0000000..c810065
--- /dev/null
+++ b/results/ep_bias/c1/rain-ep-c1-s1989-raw.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": "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": 1989,
+    "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": 0.4335,
+      "train_cost": 0.4560521974563599,
+      "test_accuracy": 0.306,
+      "test_cost": 0.7802567749023438,
+      "finite": true,
+      "corrector": {
+        "step": 78,
+        "clean_state_difference_rms": 0.0032625819183305306,
+        "bias_state_difference_rms": 8.008660649985776e-05,
+        "residual_state_difference_rms": 8.008660851268821e-05,
+        "bias_to_clean_state_difference_rms": 0.024547002498204927,
+        "residual_to_clean_state_difference_rms": 0.024547003115148965,
+        "neutral_observations": 0
+      },
+      "wall_seconds": 11.117750644683838
+    },
+    {
+      "epoch": 2,
+      "train_accuracy": 0.3683,
+      "train_cost": 0.58563308801651,
+      "test_accuracy": 0.279,
+      "test_cost": 0.8746520080566407,
+      "finite": true,
+      "corrector": {
+        "step": 157,
+        "clean_state_difference_rms": 0.002783718474111749,
+        "bias_state_difference_rms": 7.21401487570343e-05,
+        "residual_state_difference_rms": 7.214014093610922e-05,
+        "bias_to_clean_state_difference_rms": 0.02591503035523495,
+        "residual_to_clean_state_difference_rms": 0.02591502754571051,
+        "neutral_observations": 0
+      },
+      "wall_seconds": 21.870208740234375
+    },
+    {
+      "epoch": 3,
+      "train_accuracy": 0.36,
+      "train_cost": 0.5739224248886109,
+      "test_accuracy": 0.2115,
+      "test_cost": 0.6092560310363769,
+      "finite": true,
+      "corrector": {
+        "step": 236,
+        "clean_state_difference_rms": 0.002947041962686802,
+        "bias_state_difference_rms": 8.032219654963042e-05,
+        "residual_state_difference_rms": 8.032219654963042e-05,
+        "bias_to_clean_state_difference_rms": 0.02725519268697522,
+        "residual_to_clean_state_difference_rms": 0.02725519268697522,
+        "neutral_observations": 0
+      },
+      "wall_seconds": 32.614163637161255
+    }
+  ],
+  "epochs_completed": 3,
+  "final": {
+    "epoch": 3,
+    "train_accuracy": 0.36,
+    "train_cost": 0.5739224248886109,
+    "test_accuracy": 0.2115,
+    "test_cost": 0.6092560310363769,
+    "finite": true,
+    "corrector": {
+      "step": 236,
+      "clean_state_difference_rms": 0.002947041962686802,
+      "bias_state_difference_rms": 8.032219654963042e-05,
+      "residual_state_difference_rms": 8.032219654963042e-05,
+      "bias_to_clean_state_difference_rms": 0.02725519268697522,
+      "residual_to_clean_state_difference_rms": 0.02725519268697522,
+      "neutral_observations": 0
+    },
+    "wall_seconds": 32.614163637161255
+  }
+}
-- 
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