Merge master into main

14 files changed, 125 insertions, 0 deletions

diff --git a/runs/mvp-H256/20251110-100604/args.json b/runs/mvp-H256/20251110-100604/args.json
new file mode 100644
index 0000000..9120927
--- /dev/null
+++ b/runs/mvp-H256/20251110-100604/args.json
@@ -0,0 +1,14 @@
+{
+  "cfg": "data_io/configs/shd.yaml",
+  "epochs": 3,
+  "hidden": 256,
+  "classes": 20,
+  "lr": 0.001,
+  "device": "cuda",
+  "lyapunov": false,
+  "lambda_reg": 0.1,
+  "lambda_target": 0.0,
+  "no_progress": false,
+  "out_dir": "runs/mvp",
+  "log_batches": false
+}
\ No newline at end of file
diff --git a/runs/mvp-H256/20251110-100604/metrics.csv b/runs/mvp-H256/20251110-100604/metrics.csv
new file mode 100644
index 0000000..9ff0544
--- /dev/null
+++ b/runs/mvp-H256/20251110-100604/metrics.csv
@@ -0,0 +1,4 @@
+step,epoch,batch,loss,acc,lyap,time_sec

+epoch,1,-1,2.7949047564524774,0.10286905345757724,nan,53.332730531692505

+epoch,2,-1,2.4967066046652575,0.15951446787641,nan,51.94334006309509

+epoch,3,-1,2.360550615470628,0.2091711623344777,nan,52.19387125968933

diff --git a/runs/mvp-H256/20251110-100903/args.json b/runs/mvp-H256/20251110-100903/args.json
new file mode 100644
index 0000000..83d7d4a
--- /dev/null
+++ b/runs/mvp-H256/20251110-100903/args.json
@@ -0,0 +1,14 @@
+{
+  "cfg": "data_io/configs/shd.yaml",
+  "epochs": 3,
+  "hidden": 256,
+  "classes": 20,
+  "lr": 0.001,
+  "device": "cuda",
+  "lyapunov": true,
+  "lambda_reg": 0.05,
+  "lambda_target": 0.0,
+  "no_progress": false,
+  "out_dir": "runs/mvp",
+  "log_batches": false
+}
\ No newline at end of file
diff --git a/runs/mvp-H256/20251110-100903/metrics.csv b/runs/mvp-H256/20251110-100903/metrics.csv
new file mode 100644
index 0000000..41a7f34
--- /dev/null
+++ b/runs/mvp-H256/20251110-100903/metrics.csv
@@ -0,0 +1,4 @@
+step,epoch,batch,loss,acc,lyap,time_sec

+epoch,1,-1,2.80341294432692,0.1049534085335949,-0.044300367661258756,53.57110786437988

+epoch,2,-1,2.504105520809673,0.16270230505149583,-0.04713961067152958,53.29314112663269

+epoch,3,-1,2.3779310921701278,0.1920058852378617,-0.04999014180080563,54.13906121253967

diff --git a/runs/mvp-H256/20251110-101151/args.json b/runs/mvp-H256/20251110-101151/args.json
new file mode 100644
index 0000000..2dd2935
--- /dev/null
+++ b/runs/mvp-H256/20251110-101151/args.json
@@ -0,0 +1,14 @@
+{
+  "cfg": "data_io/configs/shd.yaml",
+  "epochs": 3,
+  "hidden": 256,
+  "classes": 20,
+  "lr": 0.001,
+  "device": "cuda",
+  "lyapunov": true,
+  "lambda_reg": 0.1,
+  "lambda_target": 0.0,
+  "no_progress": false,
+  "out_dir": "runs/mvp",
+  "log_batches": false
+}
\ No newline at end of file
diff --git a/runs/mvp-H256/20251110-101151/metrics.csv b/runs/mvp-H256/20251110-101151/metrics.csv
new file mode 100644
index 0000000..cf6b7f0
--- /dev/null
+++ b/runs/mvp-H256/20251110-101151/metrics.csv
@@ -0,0 +1,4 @@
+step,epoch,batch,loss,acc,lyap,time_sec

+epoch,1,-1,2.806817127946196,0.10090730750367827,-0.04270421966326003,53.824782371520996

+epoch,2,-1,2.49006130883599,0.16920058852378617,-0.047932456368032623,54.28358864784241

+epoch,3,-1,2.35648926395362,0.1998528690534576,-0.046607623052071126,54.12811613082886

diff --git a/runs/mvp-H256/20251110-101439/args.json b/runs/mvp-H256/20251110-101439/args.json
new file mode 100644
index 0000000..15fd77a
--- /dev/null
+++ b/runs/mvp-H256/20251110-101439/args.json
@@ -0,0 +1,14 @@
+{
+  "cfg": "data_io/configs/shd.yaml",
+  "epochs": 3,
+  "hidden": 256,
+  "classes": 20,
+  "lr": 0.001,
+  "device": "cuda",
+  "lyapunov": true,
+  "lambda_reg": 0.2,
+  "lambda_target": 0.0,
+  "no_progress": false,
+  "out_dir": "runs/mvp",
+  "log_batches": false
+}
\ No newline at end of file
diff --git a/runs/mvp-H256/20251110-101439/metrics.csv b/runs/mvp-H256/20251110-101439/metrics.csv
new file mode 100644
index 0000000..e2103c1
--- /dev/null
+++ b/runs/mvp-H256/20251110-101439/metrics.csv
@@ -0,0 +1,4 @@
+step,epoch,batch,loss,acc,lyap,time_sec

+epoch,1,-1,2.8293499490570473,0.09919077979401668,-0.04610435669766921,53.37599182128906

+epoch,2,-1,2.517829451741045,0.15975968612064737,-0.048436608990910006,53.27887964248657

+epoch,3,-1,2.371559557229529,0.19396763119176066,-0.05026604536117292,53.15420746803284

diff --git a/runs/mvp-H256/20251110-101745/args.json b/runs/mvp-H256/20251110-101745/args.json
new file mode 100644
index 0000000..eb10462
--- /dev/null
+++ b/runs/mvp-H256/20251110-101745/args.json
@@ -0,0 +1,14 @@
+{
+  "cfg": "data_io/configs/shd.yaml",
+  "epochs": 3,
+  "hidden": 256,
+  "classes": 20,
+  "lr": 0.001,
+  "device": "cuda",
+  "lyapunov": true,
+  "lambda_reg": 0.1,
+  "lambda_target": -0.05,
+  "no_progress": false,
+  "out_dir": "runs/mvp",
+  "log_batches": false
+}
\ No newline at end of file
diff --git a/runs/mvp-H256/20251110-101745/metrics.csv b/runs/mvp-H256/20251110-101745/metrics.csv
new file mode 100644
index 0000000..1aad9ee
--- /dev/null
+++ b/runs/mvp-H256/20251110-101745/metrics.csv
@@ -0,0 +1,3 @@
+step,epoch,batch,loss,acc,lyap,time_sec

+epoch,1,-1,2.815228329855417,0.09870034330554193,-0.04323558968071844,53.76375889778137

+epoch,2,-1,2.51720092587754,0.15510053948013733,-0.049996646223407167,53.1995587348938

diff --git a/runs/mvp-H256/20251110-102245/args.json b/runs/mvp-H256/20251110-102245/args.json
new file mode 100644
index 0000000..eb10462
--- /dev/null
+++ b/runs/mvp-H256/20251110-102245/args.json
@@ -0,0 +1,14 @@
+{
+  "cfg": "data_io/configs/shd.yaml",
+  "epochs": 3,
+  "hidden": 256,
+  "classes": 20,
+  "lr": 0.001,
+  "device": "cuda",
+  "lyapunov": true,
+  "lambda_reg": 0.1,
+  "lambda_target": -0.05,
+  "no_progress": false,
+  "out_dir": "runs/mvp",
+  "log_batches": false
+}
\ No newline at end of file
diff --git a/runs/mvp-H256/20251110-102245/metrics.csv b/runs/mvp-H256/20251110-102245/metrics.csv
new file mode 100644
index 0000000..6a8a0f6
--- /dev/null
+++ b/runs/mvp-H256/20251110-102245/metrics.csv
@@ -0,0 +1,4 @@
+step,epoch,batch,loss,acc,lyap,time_sec

+epoch,1,-1,2.8309382315416323,0.09440902403138794,-0.04454908597410894,57.428497076034546

+epoch,2,-1,2.504851148548285,0.1579205492888671,-0.04922183896688854,57.093120098114014

+epoch,3,-1,2.3711434332046397,0.1977685139774399,-0.04921886846423149,59.92918062210083

diff --git a/runs/mvp-H256/20251110-102549/args.json b/runs/mvp-H256/20251110-102549/args.json
new file mode 100644
index 0000000..8cd5b74
--- /dev/null
+++ b/runs/mvp-H256/20251110-102549/args.json
@@ -0,0 +1,14 @@
+{
+  "cfg": "data_io/configs/shd.yaml",
+  "epochs": 3,
+  "hidden": 256,
+  "classes": 20,
+  "lr": 0.001,
+  "device": "cuda",
+  "lyapunov": true,
+  "lambda_reg": 0.1,
+  "lambda_target": 0.05,
+  "no_progress": false,
+  "out_dir": "runs/mvp",
+  "log_batches": false
+}
\ No newline at end of file
diff --git a/runs/mvp-H256/20251110-102549/metrics.csv b/runs/mvp-H256/20251110-102549/metrics.csv
new file mode 100644
index 0000000..9c35883
--- /dev/null
+++ b/runs/mvp-H256/20251110-102549/metrics.csv
@@ -0,0 +1,4 @@
+step,epoch,batch,loss,acc,lyap,time_sec

+epoch,1,-1,2.800421311961722,0.10752820009808729,-0.03987686899947185,55.23640322685242

+epoch,2,-1,2.5067620413042624,0.15730750367827367,-0.049738997264819985,58.84191346168518

+epoch,3,-1,2.3771892627586975,0.18746934771947033,-0.04844353697901847,58.00176692008972