[BloodMNIST] 20250825-014938 | best_acc=0.8568

.gitattributes

@@ -572,3 +572,14 @@ sweep/QMNIST/20250825-014657_QMNIST/plots/confusion_epoch_5.png filter=lfs diff=
 sweep/QMNIST/20250825-014657_QMNIST/plots/confusion_epoch_6.png filter=lfs diff=lfs merge=lfs -text
 sweep/QMNIST/20250825-014657_QMNIST/plots/confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
 sweep/QMNIST/20250825-014657_QMNIST/plots/confusion_epoch_8.png filter=lfs diff=lfs merge=lfs -text
+sweep/BloodMNIST/20250825-014938_BloodMNIST/plots/best_confusion_bloodmnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+sweep/BloodMNIST/20250825-014938_BloodMNIST/plots/best_confusion_emnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+sweep/BloodMNIST/20250825-014938_BloodMNIST/plots/best_confusion_fashionmnist_epoch_9.png filter=lfs diff=lfs merge=lfs -text
+sweep/BloodMNIST/20250825-014938_BloodMNIST/plots/best_confusion_qmnist_epoch_9.png filter=lfs diff=lfs merge=lfs -text
+sweep/BloodMNIST/20250825-014938_BloodMNIST/plots/confusion_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+sweep/BloodMNIST/20250825-014938_BloodMNIST/plots/confusion_epoch_4.png filter=lfs diff=lfs merge=lfs -text
+sweep/BloodMNIST/20250825-014938_BloodMNIST/plots/confusion_epoch_5.png filter=lfs diff=lfs merge=lfs -text
+sweep/BloodMNIST/20250825-014938_BloodMNIST/plots/confusion_epoch_6.png filter=lfs diff=lfs merge=lfs -text
+sweep/BloodMNIST/20250825-014938_BloodMNIST/plots/confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
+sweep/BloodMNIST/20250825-014938_BloodMNIST/plots/confusion_epoch_8.png filter=lfs diff=lfs merge=lfs -text
+sweep/BloodMNIST/20250825-014938_BloodMNIST/plots/confusion_epoch_9.png filter=lfs diff=lfs merge=lfs -text

sweep/BloodMNIST/20250825-014938_BloodMNIST/README.md

@@ -0,0 +1,10 @@
+# Pentachora Adaptive Encoded — 20250825-014938
+
+**Dataset:** BloodMNIST
+
+**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

sweep/BloodMNIST/20250825-014938_BloodMNIST/config.json

@@ -0,0 +1,41 @@
+{
+  "augment": false,
+  "base_dim": 56,
+  "batch_size": 1024,
+  "channels": 24,
+  "dataset": "all",
+  "deterministic": true,
+  "deterministic_cublas": false,
+  "epochs": 10,
+  "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": "sweep",
+  "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": 0.001,
+  "normalize": true,
+  "note": "",
+  "num_classes": 8,
+  "num_heads": 2,
+  "num_pentachoron_pairs": 2,
+  "per_dataset_norm": true,
+  "proj_dim": null,
+  "seed": 420,
+  "seed_per_dataset": false,
+  "strict_determinism": false,
+  "sweep_all": true,
+  "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
+}

sweep/BloodMNIST/20250825-014938_BloodMNIST/history.csv

@@ -0,0 +1,11 @@
+epoch,train_loss,train_acc,test_acc,ce,dual,rose,diag,reg,lambda
+1,5.644139096314058,0.33280374613261976,0.19467991815258695,1.9837409084343034,2.4201858353680596,0.9868199034761511,0.23263562413482167,2.3012877586384524,0.5019270777702332
+2,4.636435445729222,0.6530646375114976,0.19467991815258695,1.846874196749286,1.9229646566390832,0.5669284273907437,0.03631240019197996,2.9603694762381356,0.5032793283462524
+3,4.306056477949964,0.7568358558407894,0.19467991815258695,1.7556679547655412,1.781649148208021,0.4718143561555446,0.020484405217809226,2.948764643727741,0.5046323537826538
+4,4.112224523952767,0.8019065139225687,0.332651271558024,1.6879853402823646,1.6979962868060103,0.4308122158454248,0.015075485435033266,2.9392311839377943,0.5057690143585205
+5,3.957809930821009,0.8293335563174179,0.7223034200526162,1.6318323441757507,1.6341793493180283,0.3980616498989289,0.013197749828291618,2.924168153075891,0.5060237050056458
+6,3.85572384374478,0.8381135546450372,0.8386436714410991,1.5897311525048197,1.59364188998347,0.3782596240470078,0.012201784824832087,2.928709796065321,0.5058310627937317
+7,3.7721034098114097,0.8533322184129107,0.8345513007892429,1.5537465094961802,1.5626753392910537,0.3620017015926016,0.009653083277327808,2.927145636014909,0.5056405067443848
+8,3.7167301964466763,0.8588510745045572,0.8517977199649225,1.5297041806760805,1.5417070537917699,0.3519649613022216,0.008468501205686227,2.9250722587761526,0.5054338574409485
+9,3.682316830788421,0.8663767873568025,0.8517977199649225,1.516470731565691,1.5277217158566292,0.3448733132074326,0.00799661982575269,2.9245142293161788,0.5052446126937866
+10,3.665247721041671,0.868634501212476,0.8567670271850336,1.5112689178079075,1.5200373402546157,0.34080301081768416,0.007502643289082659,2.9238815051235973,0.5051937699317932

sweep/BloodMNIST/20250825-014938_BloodMNIST/history.json

@@ -0,0 +1,110 @@
+{
+  "ce": [
+    1.9837409084343034,
+    1.846874196749286,
+    1.7556679547655412,
+    1.6879853402823646,
+    1.6318323441757507,
+    1.5897311525048197,
+    1.5537465094961802,
+    1.5297041806760805,
+    1.516470731565691,
+    1.5112689178079075
+  ],
+  "diag": [
+    0.23263562413482167,
+    0.03631240019197996,
+    0.020484405217809226,
+    0.015075485435033266,
+    0.013197749828291618,
+    0.012201784824832087,
+    0.009653083277327808,
+    0.008468501205686227,
+    0.00799661982575269,
+    0.007502643289082659
+  ],
+  "dual": [
+    2.4201858353680596,
+    1.9229646566390832,
+    1.781649148208021,
+    1.6979962868060103,
+    1.6341793493180283,
+    1.59364188998347,
+    1.5626753392910537,
+    1.5417070537917699,
+    1.5277217158566292,
+    1.5200373402546157
+  ],
+  "lambda": [
+    0.5019270777702332,
+    0.5032793283462524,
+    0.5046323537826538,
+    0.5057690143585205,
+    0.5060237050056458,
+    0.5058310627937317,
+    0.5056405067443848,
+    0.5054338574409485,
+    0.5052446126937866,
+    0.5051937699317932
+  ],
+  "reg": [
+    2.3012877586384524,
+    2.9603694762381356,
+    2.948764643727741,
+    2.9392311839377943,
+    2.924168153075891,
+    2.928709796065321,
+    2.927145636014909,
+    2.9250722587761526,
+    2.9245142293161788,
+    2.9238815051235973
+  ],
+  "rose": [
+    0.9868199034761511,
+    0.5669284273907437,
+    0.4718143561555446,
+    0.4308122158454248,
+    0.3980616498989289,
+    0.3782596240470078,
+    0.3620017015926016,
+    0.3519649613022216,
+    0.3448733132074326,
+    0.34080301081768416
+  ],
+  "test_acc": [
+    0.19467991815258695,
+    0.19467991815258695,
+    0.19467991815258695,
+    0.332651271558024,
+    0.7223034200526162,
+    0.8386436714410991,
+    0.8345513007892429,
+    0.8517977199649225,
+    0.8517977199649225,
+    0.8567670271850336
+  ],
+  "train_acc": [
+    0.33280374613261976,
+    0.6530646375114976,
+    0.7568358558407894,
+    0.8019065139225687,
+    0.8293335563174179,
+    0.8381135546450372,
+    0.8533322184129107,
+    0.8588510745045572,
+    0.8663767873568025,
+    0.868634501212476
+  ],
+  "train_loss": [
+    5.644139096314058,
+    4.636435445729222,
+    4.306056477949964,
+    4.112224523952767,
+    3.957809930821009,
+    3.85572384374478,
+    3.7721034098114097,
+    3.7167301964466763,
+    3.682316830788421,
+    3.665247721041671
+  ]
+}

sweep/BloodMNIST/20250825-014938_BloodMNIST/manifest.json

@@ -0,0 +1,41 @@
+{
+  "class_names": [
+    "basophil",
+    "eosinophil",
+    "erythroblast",
+    "immature granulocytes(myelocytes, metamyelocytes and promyelocytes)",
+    "lymphocyte",
+    "monocyte",
+    "neutrophil",
+    "platelet"
+  ],
+  "dataset_name": "BloodMNIST",
+  "environment": {
+    "cpu_count": 96,
+    "cuda_available": false,
+    "cuda_device": null,
+    "memory_gb": 334.56,
+    "platform": "Linux-6.1.123+-x86_64-with-glibc2.35",
+    "python": "3.12.11 (main, Jun  4 2025, 08:56:18) [GCC 11.4.0]",
+    "torch": "2.8.0+cpu"
+  },
+  "models": {
+    "constellation": {
+      "params": 16433
+    },
+    "diagnostic_head": {
+      "params": 7681
+    },
+    "encoder": {
+      "params": 436665
+    }
+  },
+  "num_classes": 8,
+  "repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
+  "results": {
+    "best_epoch": 10,
+    "best_test_accuracy": 0.8567670271850336
+  },
+  "subdirectory": "sweep/BloodMNIST/20250825-014938_BloodMNIST",
+  "timestamp": "20250825-014938"
+}

sweep/BloodMNIST/20250825-014938_BloodMNIST/tensorboard/events.out.tfevents.1756086434.5def8ea04e29.2559.6

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ea586713ea6465f24e3b4b09152e8c2611da6fe8d56cdb3f4a47155165c62117
+size 36106

sweep/BloodMNIST/20250825-014938_BloodMNIST/tensorboard_events.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9b20562ef10804d24bc7f3a11a64efd024eb169264efc702489dbc342f03041e
+size 12353

sweep/BloodMNIST/20250825-014938_BloodMNIST/weights/constellation_BloodMNIST.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3238cfb699fd91de18bc6eb4f5217ceef51137217dd0fa752804f2366e12d087
+size 68652

sweep/BloodMNIST/20250825-014938_BloodMNIST/weights/diagnostic_head_BloodMNIST.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a7086ef0bd4e21f4b590c0a9f725910afd0798d2a30812cc9c488732f7af7be1
+size 31172

sweep/BloodMNIST/20250825-014938_BloodMNIST/weights/encoder_BloodMNIST.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b1213ff5a6006defb3a0319072740eb41508a83d4fc05034555477a2e2f8bcd0
+size 1758736