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-s1993-constant.json | 121 ++++++++++++++++++++++
 1 file changed, 121 insertions(+)
 create mode 100644 results/ep_bias/c1/rain-ep-c1-s1993-constant.json

(limited to 'results/ep_bias/c1/rain-ep-c1-s1993-constant.json')

diff --git a/results/ep_bias/c1/rain-ep-c1-s1993-constant.json b/results/ep_bias/c1/rain-ep-c1-s1993-constant.json
new file mode 100644
index 0000000..ff4ed5a
--- /dev/null
+++ b/results/ep_bias/c1/rain-ep-c1-s1993-constant.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": "constant",
+    "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": 1993,
+    "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": 0.5341,
+      "train_cost": 0.34079625742435454,
+      "test_accuracy": 0.622,
+      "test_cost": 0.30056933212280273,
+      "finite": true,
+      "corrector": {
+        "step": 78,
+        "clean_state_difference_rms": 0.002098381744367025,
+        "bias_state_difference_rms": 8.915044435786554e-05,
+        "residual_state_difference_rms": 9.582084018021796e-05,
+        "bias_to_clean_state_difference_rms": 0.04248533165959166,
+        "residual_to_clean_state_difference_rms": 0.04566416022129578,
+        "neutral_observations": 128
+      },
+      "wall_seconds": 11.65096116065979
+    },
+    {
+      "epoch": 2,
+      "train_accuracy": 0.6948,
+      "train_cost": 0.24951874573230742,
+      "test_accuracy": 0.7075,
+      "test_cost": 0.2353134069442749,
+      "finite": true,
+      "corrector": {
+        "step": 157,
+        "clean_state_difference_rms": 0.00202241005156775,
+        "bias_state_difference_rms": 8.398425602252974e-05,
+        "residual_state_difference_rms": 8.711167211254876e-05,
+        "bias_to_clean_state_difference_rms": 0.0415268189343828,
+        "residual_to_clean_state_difference_rms": 0.04307319974256494,
+        "neutral_observations": 128
+      },
+      "wall_seconds": 22.69250512123108
+    },
+    {
+      "epoch": 3,
+      "train_accuracy": 0.6981,
+      "train_cost": 0.24762562580108644,
+      "test_accuracy": 0.6675,
+      "test_cost": 0.2755371017456055,
+      "finite": true,
+      "corrector": {
+        "step": 236,
+        "clean_state_difference_rms": 0.0022535803533020923,
+        "bias_state_difference_rms": 8.682708514204154e-05,
+        "residual_state_difference_rms": 8.825382383163159e-05,
+        "bias_to_clean_state_difference_rms": 0.03852850643413573,
+        "residual_to_clean_state_difference_rms": 0.039161605088683146,
+        "neutral_observations": 128
+      },
+      "wall_seconds": 33.86230134963989
+    }
+  ],
+  "epochs_completed": 3,
+  "final": {
+    "epoch": 3,
+    "train_accuracy": 0.6981,
+    "train_cost": 0.24762562580108644,
+    "test_accuracy": 0.6675,
+    "test_cost": 0.2755371017456055,
+    "finite": true,
+    "corrector": {
+      "step": 236,
+      "clean_state_difference_rms": 0.0022535803533020923,
+      "bias_state_difference_rms": 8.682708514204154e-05,
+      "residual_state_difference_rms": 8.825382383163159e-05,
+      "bias_to_clean_state_difference_rms": 0.03852850643413573,
+      "residual_to_clean_state_difference_rms": 0.039161605088683146,
+      "neutral_observations": 128
+    },
+    "wall_seconds": 33.86230134963989
+  }
+}
-- 
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