[DermaMNIST] 20250817-142127 | best_acc=0.7032

.gitattributes

@@ -259,3 +259,27 @@ DermaMNIST/20250817-142017_DermaMNIST/plots/confusion_epoch_6.png filter=lfs dif
 DermaMNIST/20250817-142017_DermaMNIST/plots/confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
 DermaMNIST/20250817-142017_DermaMNIST/plots/confusion_epoch_8.png filter=lfs diff=lfs merge=lfs -text
 DermaMNIST/20250817-142017_DermaMNIST/plots/confusion_epoch_9.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142127_DermaMNIST/plots/best_confusion_epoch_17.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142127_DermaMNIST/plots/best_confusion_epoch_18.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142127_DermaMNIST/plots/best_confusion_epoch_19.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142127_DermaMNIST/plots/best_confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142127_DermaMNIST/plots/confusion_epoch_1.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142127_DermaMNIST/plots/confusion_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142127_DermaMNIST/plots/confusion_epoch_11.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142127_DermaMNIST/plots/confusion_epoch_12.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142127_DermaMNIST/plots/confusion_epoch_13.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142127_DermaMNIST/plots/confusion_epoch_14.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142127_DermaMNIST/plots/confusion_epoch_15.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142127_DermaMNIST/plots/confusion_epoch_16.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142127_DermaMNIST/plots/confusion_epoch_17.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142127_DermaMNIST/plots/confusion_epoch_18.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142127_DermaMNIST/plots/confusion_epoch_19.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142127_DermaMNIST/plots/confusion_epoch_2.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142127_DermaMNIST/plots/confusion_epoch_20.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142127_DermaMNIST/plots/confusion_epoch_3.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142127_DermaMNIST/plots/confusion_epoch_4.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142127_DermaMNIST/plots/confusion_epoch_5.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142127_DermaMNIST/plots/confusion_epoch_6.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142127_DermaMNIST/plots/confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142127_DermaMNIST/plots/confusion_epoch_8.png filter=lfs diff=lfs merge=lfs -text
+DermaMNIST/20250817-142127_DermaMNIST/plots/confusion_epoch_9.png filter=lfs diff=lfs merge=lfs -text

DermaMNIST/20250817-142127_DermaMNIST/README.md

@@ -0,0 +1,10 @@
+# Pentachora Adaptive Encoded — 20250817-142127
+
+**Dataset:** DermaMNIST
+
+**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

DermaMNIST/20250817-142127_DermaMNIST/config.json

@@ -0,0 +1,41 @@
+{
+  "augment": false,
+  "base_dim": 56,
+  "batch_size": 512,
+  "channels": 24,
+  "dataset": "DermaMNIST",
+  "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": 3,
+  "input_dim": 2352,
+  "lambda_separation": 0.391,
+  "loss_weight_scalar": 0.1,
+  "lr": 0.01,
+  "normalize": true,
+  "note": "",
+  "num_classes": 7,
+  "num_heads": 2,
+  "num_pentachoron_pairs": 5,
+  "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
+}

DermaMNIST/20250817-142127_DermaMNIST/history.csv

@@ -0,0 +1,21 @@
+epoch,train_loss,train_acc,test_acc,ce,dual,rose,diag,reg,lambda
+1,5.36124784643272,0.4422720137005851,0.6688279301745635,1.7358744450841768,2.3189770162267185,1.0015184582428125,0.709363290243913,2.339416904321526,0.5124930143356323
+2,4.349922112056187,0.6647638076209504,0.6688279301745635,1.2471197610475102,1.9712436636079136,0.8359139209996791,0.08717939423178409,2.869267321388307,0.5310692191123962
+3,4.014401145169887,0.6726131011845298,0.6688279301745635,0.9924196983874057,1.8923220719865135,0.8416558892338664,0.06826065076546711,2.8117747709688863,0.5503461956977844
+4,3.9978304551708317,0.6768945340373912,0.6688279301745635,0.9757123715921426,1.8690881314351826,0.8703319031143896,0.06274926063272503,2.7642306941916943,0.5782506465911865
+5,4.003385240109208,0.6721849578992436,0.6827930174563591,0.9519575848224858,1.8513499249298664,0.9186147941116669,0.07210707163885587,2.7425221584655426,0.6035106182098389
+6,3.9489624703408515,0.6709005280433852,0.6783042394014963,0.9372785936770432,1.8365881208926376,0.8936090238580559,0.06608279350737252,2.7487853255271233,0.620154857635498
+7,3.89664944191028,0.6723276723276723,0.6783042394014963,0.9183849896669422,1.8227217629035122,0.8756176907172025,0.060842918578986695,2.738407416334842,0.6345266103744507
+8,3.842365339443043,0.6807478236049664,0.6738154613466334,0.8942192052576738,1.7976938672730598,0.8715247640566188,0.06386483737655793,2.7254101271566045,0.6532019972801208
+9,3.789026326522076,0.6856001141715428,0.6942643391521197,0.8721529492743944,1.7777116281322394,0.8590056797875237,0.06075592720552809,2.740805054078416,0.6697559356689453
+10,3.7576033064620513,0.690452404738119,0.6822942643391521,0.8641777652314068,1.7695310892282308,0.847238921278704,0.05433008917642589,2.712224930962908,0.6862942576408386
+11,3.77128976728941,0.6880262594548309,0.6738154613466334,0.864425107417781,1.7622511830737524,0.8699742017415649,0.06073693707702298,2.6856562289630905,0.7037000060081482
+12,3.7242172582013064,0.690452404738119,0.6738154613466334,0.8531905106867331,1.7515269832466815,0.8435174221997256,0.055069932252364305,2.7047529569685467,0.7184354662895203
+13,3.7172285119153745,0.6881689738832596,0.6827930174563591,0.8512990221974511,1.7479226843205262,0.8410430383083397,0.055439944454393424,2.714197637828284,0.7301734685897827
+14,3.698778121264188,0.693449407735122,0.6837905236907731,0.838592477467119,1.7413441050796106,0.8440179540884041,0.056639698651567816,2.691595991446864,0.7371859550476074
+15,3.6977131859082646,0.7021549878692736,0.6957605985037406,0.8373217761082743,1.7386678657501795,0.8467249257921475,0.05785142774629205,2.6921349622152904,0.7432483434677124
+16,3.6676575537328118,0.698444412730127,0.7022443890274315,0.8243921460788226,1.7290101604419479,0.838652296584837,0.0556300902704344,2.7003998788392916,0.7453852295875549
+17,3.6416170464716164,0.7030112744398459,0.7012468827930175,0.8226879448681087,1.7226015946418323,0.8224423770661597,0.05261457099472811,2.6862370577929653,0.7472648620605469
+18,3.62813114983831,0.7032967032967034,0.7032418952618454,0.8152665828389347,1.7179120827183942,0.8203597359281644,0.05279413244972917,2.6931339024442638,0.7479811906814575
+19,3.6279660201164563,0.7075781361495648,0.7027431421446384,0.8181976024478789,1.714173467825836,0.8208745155471256,0.053211441798664896,2.693992239611966,0.7482591867446899
+20,3.6258058155996746,0.7067218495789924,0.7032418952618454,0.816332763044712,1.7136854182573125,0.8212163103907871,0.053541935044611265,2.6921711556323165,0.7483260035514832

DermaMNIST/20250817-142127_DermaMNIST/history.json

@@ -0,0 +1,200 @@
+{
+  "ce": [
+    1.7358744450841768,
+    1.2471197610475102,
+    0.9924196983874057,
+    0.9757123715921426,
+    0.9519575848224858,
+    0.9372785936770432,
+    0.9183849896669422,
+    0.8942192052576738,
+    0.8721529492743944,
+    0.8641777652314068,
+    0.864425107417781,
+    0.8531905106867331,
+    0.8512990221974511,
+    0.838592477467119,
+    0.8373217761082743,
+    0.8243921460788226,
+    0.8226879448681087,
+    0.8152665828389347,
+    0.8181976024478789,
+    0.816332763044712
+  ],
+  "diag": [
+    0.709363290243913,
+    0.08717939423178409,
+    0.06826065076546711,
+    0.06274926063272503,
+    0.07210707163885587,
+    0.06608279350737252,
+    0.060842918578986695,
+    0.06386483737655793,
+    0.06075592720552809,
+    0.05433008917642589,
+    0.06073693707702298,
+    0.055069932252364305,
+    0.055439944454393424,
+    0.056639698651567816,
+    0.05785142774629205,
+    0.0556300902704344,
+    0.05261457099472811,
+    0.05279413244972917,
+    0.053211441798664896,
+    0.053541935044611265
+  ],
+  "dual": [
+    2.3189770162267185,
+    1.9712436636079136,
+    1.8923220719865135,
+    1.8690881314351826,
+    1.8513499249298664,
+    1.8365881208926376,
+    1.8227217629035122,
+    1.7976938672730598,
+    1.7777116281322394,
+    1.7695310892282308,
+    1.7622511830737524,
+    1.7515269832466815,
+    1.7479226843205262,
+    1.7413441050796106,
+    1.7386678657501795,
+    1.7290101604419479,
+    1.7226015946418323,
+    1.7179120827183942,
+    1.714173467825836,
+    1.7136854182573125
+  ],
+  "lambda": [
+    0.5124930143356323,
+    0.5310692191123962,
+    0.5503461956977844,
+    0.5782506465911865,
+    0.6035106182098389,
+    0.620154857635498,
+    0.6345266103744507,
+    0.6532019972801208,
+    0.6697559356689453,
+    0.6862942576408386,
+    0.7037000060081482,
+    0.7184354662895203,
+    0.7301734685897827,
+    0.7371859550476074,
+    0.7432483434677124,
+    0.7453852295875549,
+    0.7472648620605469,
+    0.7479811906814575,
+    0.7482591867446899,
+    0.7483260035514832
+  ],
+  "reg": [
+    2.339416904321526,
+    2.869267321388307,
+    2.8117747709688863,
+    2.7642306941916943,
+    2.7425221584655426,
+    2.7487853255271233,
+    2.738407416334842,
+    2.7254101271566045,
+    2.740805054078416,
+    2.712224930962908,
+    2.6856562289630905,
+    2.7047529569685467,
+    2.714197637828284,
+    2.691595991446864,
+    2.6921349622152904,
+    2.7003998788392916,
+    2.6862370577929653,
+    2.6931339024442638,
+    2.693992239611966,
+    2.6921711556323165
+  ],
+  "rose": [
+    1.0015184582428125,
+    0.8359139209996791,
+    0.8416558892338664,
+    0.8703319031143896,
+    0.9186147941116669,
+    0.8936090238580559,
+    0.8756176907172025,
+    0.8715247640566188,
+    0.8590056797875237,
+    0.847238921278704,
+    0.8699742017415649,
+    0.8435174221997256,
+    0.8410430383083397,
+    0.8440179540884041,
+    0.8467249257921475,
+    0.838652296584837,
+    0.8224423770661597,
+    0.8203597359281644,
+    0.8208745155471256,
+    0.8212163103907871
+  ],
+  "test_acc": [
+    0.6688279301745635,
+    0.6688279301745635,
+    0.6688279301745635,
+    0.6688279301745635,
+    0.6827930174563591,
+    0.6783042394014963,
+    0.6783042394014963,
+    0.6738154613466334,
+    0.6942643391521197,
+    0.6822942643391521,
+    0.6738154613466334,
+    0.6738154613466334,
+    0.6827930174563591,
+    0.6837905236907731,
+    0.6957605985037406,
+    0.7022443890274315,
+    0.7012468827930175,
+    0.7032418952618454,
+    0.7027431421446384,
+    0.7032418952618454
+  ],
+  "train_acc": [
+    0.4422720137005851,
+    0.6647638076209504,
+    0.6726131011845298,
+    0.6768945340373912,
+    0.6721849578992436,
+    0.6709005280433852,
+    0.6723276723276723,
+    0.6807478236049664,
+    0.6856001141715428,
+    0.690452404738119,
+    0.6880262594548309,
+    0.690452404738119,
+    0.6881689738832596,
+    0.693449407735122,
+    0.7021549878692736,
+    0.698444412730127,
+    0.7030112744398459,
+    0.7032967032967034,
+    0.7075781361495648,
+    0.7067218495789924
+  ],
+  "train_loss": [
+    5.36124784643272,
+    4.349922112056187,
+    4.014401145169887,
+    3.9978304551708317,
+    4.003385240109208,
+    3.9489624703408515,
+    3.89664944191028,
+    3.842365339443043,
+    3.789026326522076,
+    3.7576033064620513,
+    3.77128976728941,
+    3.7242172582013064,
+    3.7172285119153745,
+    3.698778121264188,
+    3.6977131859082646,
+    3.6676575537328118,
+    3.6416170464716164,
+    3.62813114983831,
+    3.6279660201164563,
+    3.6258058155996746
+  ]
+}

DermaMNIST/20250817-142127_DermaMNIST/manifest.json

@@ -0,0 +1,40 @@
+{
+  "class_names": [
+    "actinic keratoses and intraepithelial carcinoma",
+    "basal cell carcinoma",
+    "benign keratosis-like lesions",
+    "dermatofibroma",
+    "melanoma",
+    "melanocytic nevi",
+    "vascular lesions"
+  ],
+  "dataset_name": "DermaMNIST",
+  "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": 18289
+    },
+    "diagnostic_head": {
+      "params": 7681
+    },
+    "encoder": {
+      "params": 436665
+    }
+  },
+  "num_classes": 7,
+  "repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
+  "results": {
+    "best_epoch": 18,
+    "best_test_accuracy": 0.7032418952618454
+  },
+  "subdirectory": "DermaMNIST/20250817-142127_DermaMNIST",
+  "timestamp": "20250817-142127"
+}