[DermaMNIST] 20250825-021513 | best_acc=0.1935

.gitattributes

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sweep/DermaMNIST/20250825-021513_DermaMNIST/README.md

@@ -0,0 +1,10 @@
+# Pentachora Adaptive Encoded — 20250825-021513
+
+**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/20250825-021513_DermaMNIST/config.json

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+{
+  "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/20250825-021513_DermaMNIST/history.csv

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+epoch,train_loss,train_acc,test_acc,ce,dual,rose,diag,reg,lambda
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sweep/DermaMNIST/20250825-021513_DermaMNIST/history.json

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+}

sweep/DermaMNIST/20250825-021513_DermaMNIST/manifest.json

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+{
+  "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": 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": 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": 0.19351620947630924
+  },
+  "subdirectory": "sweep/DermaMNIST/20250825-021513_DermaMNIST",
+  "timestamp": "20250825-021513"
+}

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