[DermaMNIST] 20250817-145824 | best_acc=0.5965

.gitattributes

@@ -423,3 +423,21 @@ sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_7
 sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_fashionmnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
 sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_pathmnist_epoch_9.png filter=lfs diff=lfs merge=lfs -text
 sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_qmnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+sweep/DermaMNIST/20250817-145824_DermaMNIST/plots/best_confusion_bloodmnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+sweep/DermaMNIST/20250817-145824_DermaMNIST/plots/best_confusion_dermamnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
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+sweep/DermaMNIST/20250817-145824_DermaMNIST/plots/best_confusion_fashionmnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+sweep/DermaMNIST/20250817-145824_DermaMNIST/plots/best_confusion_pathmnist_epoch_9.png filter=lfs diff=lfs merge=lfs -text
+sweep/DermaMNIST/20250817-145824_DermaMNIST/plots/best_confusion_qmnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+sweep/DermaMNIST/20250817-145824_DermaMNIST/plots/confusion_epoch_1.png filter=lfs diff=lfs merge=lfs -text
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+sweep/DermaMNIST/20250817-145824_DermaMNIST/plots/confusion_epoch_4.png filter=lfs diff=lfs merge=lfs -text
+sweep/DermaMNIST/20250817-145824_DermaMNIST/plots/confusion_epoch_5.png filter=lfs diff=lfs merge=lfs -text
+sweep/DermaMNIST/20250817-145824_DermaMNIST/plots/confusion_epoch_6.png filter=lfs diff=lfs merge=lfs -text
+sweep/DermaMNIST/20250817-145824_DermaMNIST/plots/confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
+sweep/DermaMNIST/20250817-145824_DermaMNIST/plots/confusion_epoch_8.png filter=lfs diff=lfs merge=lfs -text
+sweep/DermaMNIST/20250817-145824_DermaMNIST/plots/confusion_epoch_9.png filter=lfs diff=lfs merge=lfs -text

sweep/DermaMNIST/20250817-145824_DermaMNIST/README.md

@@ -0,0 +1,10 @@
+# Pentachora Adaptive Encoded — 20250817-145824
+
+**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

sweep/DermaMNIST/20250817-145824_DermaMNIST/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": 7,
+  "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/DermaMNIST/20250817-145824_DermaMNIST/history.csv

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+epoch,train_loss,train_acc,test_acc,ce,dual,rose,diag,reg,lambda
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+4,4.786203600122803,0.45925503068360213,0.0743142144638404,1.8211493423904794,1.97176241816851,0.6866808691463032,0.09135091144432606,2.9747594533879185,0.5018300414085388
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+8,4.474383363986433,0.5919794491223063,0.4423940149625935,1.7514708219078785,1.8154052601946697,0.6073783557323479,0.04228352021148971,2.959006742112933,0.5023334622383118
+9,4.448574724969093,0.5988297416868845,0.5665835411471322,1.7441903461449766,1.8035171064956903,0.6008698315734069,0.04107253438209235,2.9589022820424944,0.5023472905158997
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sweep/DermaMNIST/20250817-145824_DermaMNIST/history.json

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+{
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+  "train_loss": [
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+}

sweep/DermaMNIST/20250817-145824_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": 16279
+    },
+    "diagnostic_head": {
+      "params": 7681
+    },
+    "encoder": {
+      "params": 436665
+    }
+  },
+  "num_classes": 7,
+  "repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
+  "results": {
+    "best_epoch": 10,
+    "best_test_accuracy": 0.5965087281795511
+  },
+  "subdirectory": "sweep/DermaMNIST/20250817-145824_DermaMNIST",
+  "timestamp": "20250817-145824"
+}