[PneumoniaMNIST] 20250817-145755 | best_acc=0.7853

.gitattributes

@@ -416,3 +416,10 @@ sweep/OCTMNIST/20250817-145733_OCTMNIST/plots/best_confusion_epoch_7.png filter=
 sweep/OCTMNIST/20250817-145733_OCTMNIST/plots/best_confusion_fashionmnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
 sweep/OCTMNIST/20250817-145733_OCTMNIST/plots/best_confusion_pathmnist_epoch_9.png filter=lfs diff=lfs merge=lfs -text
 sweep/OCTMNIST/20250817-145733_OCTMNIST/plots/best_confusion_qmnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_bloodmnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_emnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_18.png filter=lfs diff=lfs merge=lfs -text
+sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/plots/best_confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
+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/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/README.md

@@ -0,0 +1,10 @@
+# Pentachora Adaptive Encoded — 20250817-145755
+
+**Dataset:** PneumoniaMNIST
+
+**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/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/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": 1,
+  "input_dim": 784,
+  "lambda_separation": 0.391,
+  "loss_weight_scalar": 0.1,
+  "lr": 0.001,
+  "normalize": true,
+  "note": "",
+  "num_classes": 2,
+  "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/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/history.csv

@@ -0,0 +1,11 @@
+epoch,train_loss,train_acc,test_acc,ce,dual,rose,diag,reg,lambda
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+4,2.8278962020258227,0.9258708581138487,0.625,0.5745123072306585,1.569922567224138,0.38188511054700175,0.03410464549593836,2.9816578639799394,0.5018135905265808
+5,2.7112612967381766,0.9260832625318607,0.625,0.5703769210748179,1.4959422966739133,0.345492305928808,0.02108057373430431,2.9734166902106196,0.501556396484375
+6,2.6430217387216417,0.9324553950722175,0.6314102564102564,0.5639829083631478,1.4553470686521182,0.32569220895066336,0.01149460086211271,2.968501377429816,0.501381516456604
+7,2.612011572012176,0.9290569243840272,0.6682692307692307,0.5605364629243933,1.4363136233772984,0.31749552933969233,0.011841479866126886,2.9648182250325115,0.5013386011123657
+8,2.5893774214900946,0.9350042480883602,0.6955128205128205,0.5561998369537782,1.4241855487847794,0.3119003270122087,0.008545661980908177,2.962371250078044,0.5012457966804504
+9,2.5724837474126176,0.9430756159728122,0.7339743589743589,0.5544341930212768,1.4143162210208435,0.3069129261103543,0.007188640985900604,2.96101523417989,0.5011981129646301
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sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/history.json

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+    2.5665453873960873
+  ]
+}

sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST/manifest.json

@@ -0,0 +1,35 @@
+{
+  "class_names": [
+    "normal",
+    "pneumonia"
+  ],
+  "dataset_name": "PneumoniaMNIST",
+  "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": 15689
+    },
+    "diagnostic_head": {
+      "params": 7681
+    },
+    "encoder": {
+      "params": 429897
+    }
+  },
+  "num_classes": 2,
+  "repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
+  "results": {
+    "best_epoch": 10,
+    "best_test_accuracy": 0.7852564102564102
+  },
+  "subdirectory": "sweep/PneumoniaMNIST/20250817-145755_PneumoniaMNIST",
+  "timestamp": "20250817-145755"
+}