summaryrefslogtreecommitdiff
path: root/results/ep_bias/s1/layer-constant-r0p01-e3-s1988.json
diff options
context:
space:
mode:
Diffstat (limited to 'results/ep_bias/s1/layer-constant-r0p01-e3-s1988.json')
-rw-r--r--results/ep_bias/s1/layer-constant-r0p01-e3-s1988.json106
1 files changed, 106 insertions, 0 deletions
diff --git a/results/ep_bias/s1/layer-constant-r0p01-e3-s1988.json b/results/ep_bias/s1/layer-constant-r0p01-e3-s1988.json
new file mode 100644
index 0000000..64b32b8
--- /dev/null
+++ b/results/ep_bias/s1/layer-constant-r0p01-e3-s1988.json
@@ -0,0 +1,106 @@
+{
+ "schema": "rain_ep_structured_bias_screen_v1",
+ "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,
+ "epochs": 3,
+ "train_limit": 10000,
+ "test_limit": 2000,
+ "batch_size": 128,
+ "training_iterations": 12,
+ "inference_iterations": 30,
+ "seed": 1988,
+ "device": "cuda",
+ "determinism": "author_default",
+ "autodiff_used_for_learning": false
+ },
+ "metrics": [
+ {
+ "epoch": 1,
+ "train_accuracy": 0.5418,
+ "train_cost": 0.3456231504678726,
+ "test_accuracy": 0.7,
+ "test_cost": 0.27050736045837404,
+ "finite": true,
+ "corrector": {
+ "step": 78,
+ "clean_state_difference_rms": 0.00220518357969036,
+ "bias_state_difference_rms": 8.139695991989966e-05,
+ "residual_state_difference_rms": 8.847031581067554e-05,
+ "bias_to_clean_state_difference_rms": 0.03691164793242701,
+ "residual_to_clean_state_difference_rms": 0.04011925203211339,
+ "neutral_observations": 128
+ },
+ "wall_seconds": 11.041993141174316
+ },
+ {
+ "epoch": 2,
+ "train_accuracy": 0.7203,
+ "train_cost": 0.24094166955947877,
+ "test_accuracy": 0.7095,
+ "test_cost": 0.24668947982788086,
+ "finite": true,
+ "corrector": {
+ "step": 157,
+ "clean_state_difference_rms": 0.0024822016295386524,
+ "bias_state_difference_rms": 8.225247019481232e-05,
+ "residual_state_difference_rms": 8.839977621608799e-05,
+ "bias_to_clean_state_difference_rms": 0.03313690121543428,
+ "residual_to_clean_state_difference_rms": 0.03561345507315543,
+ "neutral_observations": 128
+ },
+ "wall_seconds": 21.79225206375122
+ },
+ {
+ "epoch": 3,
+ "train_accuracy": 0.7258,
+ "train_cost": 0.23920346755981445,
+ "test_accuracy": 0.6295,
+ "test_cost": 0.30114346027374267,
+ "finite": true,
+ "corrector": {
+ "step": 236,
+ "clean_state_difference_rms": 0.002437890268465924,
+ "bias_state_difference_rms": 7.489153969713887e-05,
+ "residual_state_difference_rms": 7.972976077708221e-05,
+ "bias_to_clean_state_difference_rms": 0.03071981568073833,
+ "residual_to_clean_state_difference_rms": 0.03270440913948652,
+ "neutral_observations": 128
+ },
+ "wall_seconds": 32.627506256103516
+ }
+ ],
+ "epochs_completed": 3,
+ "final": {
+ "epoch": 3,
+ "train_accuracy": 0.7258,
+ "train_cost": 0.23920346755981445,
+ "test_accuracy": 0.6295,
+ "test_cost": 0.30114346027374267,
+ "finite": true,
+ "corrector": {
+ "step": 236,
+ "clean_state_difference_rms": 0.002437890268465924,
+ "bias_state_difference_rms": 7.489153969713887e-05,
+ "residual_state_difference_rms": 7.972976077708221e-05,
+ "bias_to_clean_state_difference_rms": 0.03071981568073833,
+ "residual_to_clean_state_difference_rms": 0.03270440913948652,
+ "neutral_observations": 128
+ },
+ "wall_seconds": 32.627506256103516
+ }
+}