[KMNIST] 20250817-130529 | best_acc=0.9603

.gitattributes

@@ -97,3 +97,4 @@ FashionMNIST/20250817-125216_FashionMNIST/plots/confusion_epoch_7.png filter=lfs
 FashionMNIST/20250817-125216_FashionMNIST/plots/confusion_epoch_8.png filter=lfs diff=lfs merge=lfs -text
 FashionMNIST/20250817-125216_FashionMNIST/plots/confusion_epoch_9.png filter=lfs diff=lfs merge=lfs -text
 KMNIST/20250817-125921_KMNIST/plots/best_confusion_epoch_19.png filter=lfs diff=lfs merge=lfs -text
+KMNIST/20250817-130529_KMNIST/plots/best_confusion_epoch_19.png filter=lfs diff=lfs merge=lfs -text

KMNIST/20250817-130529_KMNIST/README.md

@@ -0,0 +1,10 @@
+# Pentachora Adaptive Encoded — 20250817-130529
+
+**Dataset:** KMNIST
+
+**Contents**
+- `weights/*.safetensors` — encoder, constellation, diagnostic head
+- `config.json`, `manifest.json`
+- `history.json` / `history.csv`
+- `tensorboard/` (and `tensorboard_events.zip`)
+- `plots/` — accuracy, loss, λ, confusion

KMNIST/20250817-130529_KMNIST/config.json

@@ -0,0 +1,40 @@
+{
+  "augment": false,
+  "base_dim": 56,
+  "batch_size": 1024,
+  "channels": 12,
+  "dataset": "KMNIST",
+  "deterministic": true,
+  "deterministic_cublas": false,
+  "epochs": 20,
+  "hf_dataset_dir_template": "{dataset}",
+  "hf_preserve_case": true,
+  "hf_repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
+  "hf_run_dir_template": "{ts}_{dataset}",
+  "hf_subdir_root": "",
+  "hf_weight_suffix_dataset": true,
+  "img_channels": "auto",
+  "img_size": 28,
+  "input_channels": 1,
+  "input_dim": 784,
+  "lambda_separation": 0.391,
+  "loss_weight_scalar": 0.1,
+  "lr": 0.005,
+  "normalize": true,
+  "num_classes": 10,
+  "num_heads": 7,
+  "num_pentachoron_pairs": 2,
+  "per_dataset_norm": true,
+  "proj_dim": null,
+  "seed": 420,
+  "seed_per_dataset": false,
+  "strict_determinism": false,
+  "sweep_all": false,
+  "temp": 0.7,
+  "w_ce": 1.0,
+  "w_diag": 0.1,
+  "w_dual": 1.0,
+  "w_reg": 0.1,
+  "w_rose": 1.0,
+  "weight_decay": 1e-05
+}

KMNIST/20250817-130529_KMNIST/history.csv

@@ -0,0 +1,21 @@
+epoch,train_loss,train_acc,test_acc,ce,dual,rose,diag,reg,lambda
+1,3.7126439802805584,0.6101666666666666,0.7322,1.5390440570831299,1.4751412883758546,0.4360123820622762,0.13862921332120895,2.4858332445780436,0.5343832969665527
+2,2.362481654485067,0.8382,0.8364,0.6121240393002828,1.163474889755249,0.27906366047859194,0.014866838141779104,3.063323991775513,0.5701658725738525
+3,2.0445237144470214,0.9207666666666666,0.9054,0.349472038380305,1.1234338766733805,0.26168467631340026,0.009388311677177748,3.089942737833659,0.6082525253295898
+4,1.8607240129470826,0.9654,0.9159,0.19919036285877229,1.1013816509246825,0.2505410659233729,0.006408445838838816,3.089700653966268,0.6403403878211975
+5,1.7983917213439942,0.9716166666666667,0.9211,0.1499716437657674,1.0924830905914307,0.2466868339061737,0.00517149974356095,3.087329767227173,0.6648118495941162
+6,1.7584340834935506,0.9767666666666667,0.936,0.12259299084742864,1.0851846875508626,0.24235738914807636,0.004312472246587276,3.0786775577545167,0.6863706111907959
+7,1.7067928847630818,0.98195,0.9351,0.0916774409254392,1.0713593247731528,0.23609876273473104,0.0028444592834139864,3.073729005432129,0.6986310482025146
+8,1.687131327120463,0.98465,0.9481,0.08124183454513549,1.065468245569865,0.23358254650433857,0.002512375791122516,3.065874520111084,0.7080601453781128
+9,1.6635776486714682,0.9875666666666667,0.949,0.06658251667817433,1.0598679824829103,0.23080646560986837,0.0020348499385640026,3.06117184232076,0.7129764556884766
+10,1.6453760179519654,0.9894166666666667,0.95,0.05662236673037211,1.0548761171976726,0.22836551084518433,0.0016884444169700146,3.0534316080729167,0.7194313406944275
+11,1.6271428475697836,0.9920666666666667,0.95,0.0459533653875192,1.0502238231023153,0.22624947772820792,0.001279781716503203,3.045881981150309,0.7216070294380188
+12,1.6147555652618408,0.9929333333333333,0.9525,0.03912965183655421,1.046825887298584,0.224481188694636,0.0010527820018430552,3.0421355218251547,0.7224725484848022
+13,1.6067099040349324,0.9942166666666666,0.9557,0.035675994618733727,1.0439190707524617,0.2232173882007599,0.0008590000539785251,3.0381154507954915,0.7248674035072327
+14,1.5949031188964844,0.9959833333333333,0.9586,0.02804841789205869,1.0412432181676228,0.22204294945398967,0.0006740384023093308,3.03501120707194,0.7239469885826111
+15,1.5900493865331013,0.99645,0.9564,0.025677133787671724,1.039693239847819,0.22141219052473704,0.0005741175494079168,3.0320941613515218,0.7233170866966248
+16,1.586395303853353,0.9965833333333334,0.9603,0.02369166025320689,1.0386968128204346,0.2209162409543991,0.00048722473458231736,3.0304186396280923,0.7229419946670532
+17,1.5840091033935546,0.9969833333333333,0.9594,0.02197702190776666,1.038292481358846,0.22080322959423065,0.0004705179747310467,3.0288930717468263,0.7228105664253235
+18,1.5834828716913858,0.9969666666666667,0.9593,0.022185761674741903,1.0378979394276937,0.22056522069772083,0.000431617499969434,3.0279077228546143,0.722453773021698
+19,1.582681685256958,0.9970166666666667,0.96,0.021671445746223133,1.037691507848104,0.2205128221988678,0.0004088683879002929,3.027650182978312,0.7223960757255554
+20,1.5815816937764486,0.99735,0.9595,0.020908520595232644,1.0375038759231567,0.22040014375050862,0.0003881607473517458,3.0273031907399495,0.722368597984314

KMNIST/20250817-130529_KMNIST/history.json

@@ -0,0 +1,200 @@
+{
+  "ce": [
+    1.5390440570831299,
+    0.6121240393002828,
+    0.349472038380305,
+    0.19919036285877229,
+    0.1499716437657674,
+    0.12259299084742864,
+    0.0916774409254392,
+    0.08124183454513549,
+    0.06658251667817433,
+    0.05662236673037211,
+    0.0459533653875192,
+    0.03912965183655421,
+    0.035675994618733727,
+    0.02804841789205869,
+    0.025677133787671724,
+    0.02369166025320689,
+    0.02197702190776666,
+    0.022185761674741903,
+    0.021671445746223133,
+    0.020908520595232644
+  ],
+  "diag": [
+    0.13862921332120895,
+    0.014866838141779104,
+    0.009388311677177748,
+    0.006408445838838816,
+    0.00517149974356095,
+    0.004312472246587276,
+    0.0028444592834139864,
+    0.002512375791122516,
+    0.0020348499385640026,
+    0.0016884444169700146,
+    0.001279781716503203,
+    0.0010527820018430552,
+    0.0008590000539785251,
+    0.0006740384023093308,
+    0.0005741175494079168,
+    0.00048722473458231736,
+    0.0004705179747310467,
+    0.000431617499969434,
+    0.0004088683879002929,
+    0.0003881607473517458
+  ],
+  "dual": [
+    1.4751412883758546,
+    1.163474889755249,
+    1.1234338766733805,
+    1.1013816509246825,
+    1.0924830905914307,
+    1.0851846875508626,
+    1.0713593247731528,
+    1.065468245569865,
+    1.0598679824829103,
+    1.0548761171976726,
+    1.0502238231023153,
+    1.046825887298584,
+    1.0439190707524617,
+    1.0412432181676228,
+    1.039693239847819,
+    1.0386968128204346,
+    1.038292481358846,
+    1.0378979394276937,
+    1.037691507848104,
+    1.0375038759231567
+  ],
+  "lambda": [
+    0.5343832969665527,
+    0.5701658725738525,
+    0.6082525253295898,
+    0.6403403878211975,
+    0.6648118495941162,
+    0.6863706111907959,
+    0.6986310482025146,
+    0.7080601453781128,
+    0.7129764556884766,
+    0.7194313406944275,
+    0.7216070294380188,
+    0.7224725484848022,
+    0.7248674035072327,
+    0.7239469885826111,
+    0.7233170866966248,
+    0.7229419946670532,
+    0.7228105664253235,
+    0.722453773021698,
+    0.7223960757255554,
+    0.722368597984314
+  ],
+  "reg": [
+    2.4858332445780436,
+    3.063323991775513,
+    3.089942737833659,
+    3.089700653966268,
+    3.087329767227173,
+    3.0786775577545167,
+    3.073729005432129,
+    3.065874520111084,
+    3.06117184232076,
+    3.0534316080729167,
+    3.045881981150309,
+    3.0421355218251547,
+    3.0381154507954915,
+    3.03501120707194,
+    3.0320941613515218,
+    3.0304186396280923,
+    3.0288930717468263,
+    3.0279077228546143,
+    3.027650182978312,
+    3.0273031907399495
+  ],
+  "rose": [
+    0.4360123820622762,
+    0.27906366047859194,
+    0.26168467631340026,
+    0.2505410659233729,
+    0.2466868339061737,
+    0.24235738914807636,
+    0.23609876273473104,
+    0.23358254650433857,
+    0.23080646560986837,
+    0.22836551084518433,
+    0.22624947772820792,
+    0.224481188694636,
+    0.2232173882007599,
+    0.22204294945398967,
+    0.22141219052473704,
+    0.2209162409543991,
+    0.22080322959423065,
+    0.22056522069772083,
+    0.2205128221988678,
+    0.22040014375050862
+  ],
+  "test_acc": [
+    0.7322,
+    0.8364,
+    0.9054,
+    0.9159,
+    0.9211,
+    0.936,
+    0.9351,
+    0.9481,
+    0.949,
+    0.95,
+    0.95,
+    0.9525,
+    0.9557,
+    0.9586,
+    0.9564,
+    0.9603,
+    0.9594,
+    0.9593,
+    0.96,
+    0.9595
+  ],
+  "train_acc": [
+    0.6101666666666666,
+    0.8382,
+    0.9207666666666666,
+    0.9654,
+    0.9716166666666667,
+    0.9767666666666667,
+    0.98195,
+    0.98465,
+    0.9875666666666667,
+    0.9894166666666667,
+    0.9920666666666667,
+    0.9929333333333333,
+    0.9942166666666666,
+    0.9959833333333333,
+    0.99645,
+    0.9965833333333334,
+    0.9969833333333333,
+    0.9969666666666667,
+    0.9970166666666667,
+    0.99735
+  ],
+  "train_loss": [
+    3.7126439802805584,
+    2.362481654485067,
+    2.0445237144470214,
+    1.8607240129470826,
+    1.7983917213439942,
+    1.7584340834935506,
+    1.7067928847630818,
+    1.687131327120463,
+    1.6635776486714682,
+    1.6453760179519654,
+    1.6271428475697836,
+    1.6147555652618408,
+    1.6067099040349324,
+    1.5949031188964844,
+    1.5900493865331013,
+    1.586395303853353,
+    1.5840091033935546,
+    1.5834828716913858,
+    1.582681685256958,
+    1.5815816937764486
+  ]
+}

KMNIST/20250817-130529_KMNIST/manifest.json

@@ -0,0 +1,43 @@
+{
+  "class_names": [
+    "kmnist-\u304a",
+    "kmnist-\u304d",
+    "kmnist-\u3059",
+    "kmnist-\u3064",
+    "kmnist-\u306a",
+    "kmnist-\u306f",
+    "kmnist-\u307e",
+    "kmnist-\u3084",
+    "kmnist-\u308c",
+    "kmnist-\u3092"
+  ],
+  "dataset_name": "KMNIST",
+  "environment": {
+    "cpu_count": 12,
+    "cuda_available": true,
+    "cuda_device": "NVIDIA A100-SXM4-40GB",
+    "memory_gb": 83.48,
+    "platform": "Linux-6.1.123+-x86_64-with-glibc2.35",
+    "python": "3.11.13 (main, Jun  4 2025, 08:57:29) [GCC 11.4.0]",
+    "torch": "2.6.0+cu124"
+  },
+  "models": {
+    "constellation": {
+      "params": 16777
+    },
+    "diagnostic_head": {
+      "params": 7681
+    },
+    "encoder": {
+      "params": 255393
+    }
+  },
+  "num_classes": 10,
+  "repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
+  "results": {
+    "best_epoch": 16,
+    "best_test_accuracy": 0.9603
+  },
+  "subdirectory": "KMNIST/20250817-130529_KMNIST",
+  "timestamp": "20250817-130529"
+}