summaryrefslogtreecommitdiff
path: root/results/ep_bias/s1/layer-constant-r0p1-e3-s1988.json
diff options
context:
space:
mode:
Diffstat (limited to 'results/ep_bias/s1/layer-constant-r0p1-e3-s1988.json')
-rw-r--r--results/ep_bias/s1/layer-constant-r0p1-e3-s1988.json106
1 files changed, 106 insertions, 0 deletions
diff --git a/results/ep_bias/s1/layer-constant-r0p1-e3-s1988.json b/results/ep_bias/s1/layer-constant-r0p1-e3-s1988.json
new file mode 100644
index 0000000..dad16f5
--- /dev/null
+++ b/results/ep_bias/s1/layer-constant-r0p1-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": 0.1,
+ "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": 0.1101,
+ "train_cost": 0.5406586401939392,
+ "test_accuracy": 0.0985,
+ "test_cost": 0.5743606986999512,
+ "finite": true,
+ "corrector": {
+ "step": 78,
+ "clean_state_difference_rms": 0.0026653360674050563,
+ "bias_state_difference_rms": 0.0008354981837576119,
+ "residual_state_difference_rms": 0.0009511466295866758,
+ "bias_to_clean_state_difference_rms": 0.3134682316331855,
+ "residual_to_clean_state_difference_rms": 0.356858049241311,
+ "neutral_observations": 128
+ },
+ "wall_seconds": 11.139351844787598
+ },
+ {
+ "epoch": 2,
+ "train_accuracy": 0.101,
+ "train_cost": 0.5405060306549072,
+ "test_accuracy": 0.0985,
+ "test_cost": 0.5631736030578613,
+ "finite": true,
+ "corrector": {
+ "step": 157,
+ "clean_state_difference_rms": 0.002972019905486441,
+ "bias_state_difference_rms": 0.0009809527816267104,
+ "residual_state_difference_rms": 0.0010539141121602908,
+ "bias_to_clean_state_difference_rms": 0.3300626553058548,
+ "residual_to_clean_state_difference_rms": 0.3546120637397928,
+ "neutral_observations": 128
+ },
+ "wall_seconds": 21.776801109313965
+ },
+ {
+ "epoch": 3,
+ "train_accuracy": 0.1015,
+ "train_cost": 0.5353086183547974,
+ "test_accuracy": 0.0985,
+ "test_cost": 0.5520355472564697,
+ "finite": true,
+ "corrector": {
+ "step": 236,
+ "clean_state_difference_rms": 0.002808309689352526,
+ "bias_state_difference_rms": 0.0009608045527965721,
+ "residual_state_difference_rms": 0.0010381629161631783,
+ "bias_to_clean_state_difference_rms": 0.3421291307149575,
+ "residual_to_clean_state_difference_rms": 0.36967536739245216,
+ "neutral_observations": 128
+ },
+ "wall_seconds": 32.33472681045532
+ }
+ ],
+ "epochs_completed": 3,
+ "final": {
+ "epoch": 3,
+ "train_accuracy": 0.1015,
+ "train_cost": 0.5353086183547974,
+ "test_accuracy": 0.0985,
+ "test_cost": 0.5520355472564697,
+ "finite": true,
+ "corrector": {
+ "step": 236,
+ "clean_state_difference_rms": 0.002808309689352526,
+ "bias_state_difference_rms": 0.0009608045527965721,
+ "residual_state_difference_rms": 0.0010381629161631783,
+ "bias_to_clean_state_difference_rms": 0.3421291307149575,
+ "residual_to_clean_state_difference_rms": 0.36967536739245216,
+ "neutral_observations": 128
+ },
+ "wall_seconds": 32.33472681045532
+ }
+}