[PneumoniaMNIST] 20250825-021258 | best_acc=0.6250

.gitattributes

@@ -603,3 +603,8 @@ sweep/OCTMNIST/20250825-021124_OCTMNIST/plots/best_confusion_emnist_epoch_10.png
 sweep/OCTMNIST/20250825-021124_OCTMNIST/plots/best_confusion_fashionmnist_epoch_9.png filter=lfs diff=lfs merge=lfs -text
 sweep/OCTMNIST/20250825-021124_OCTMNIST/plots/best_confusion_pathmnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
 sweep/OCTMNIST/20250825-021124_OCTMNIST/plots/best_confusion_qmnist_epoch_9.png filter=lfs diff=lfs merge=lfs -text
+sweep/PneumoniaMNIST/20250825-021258_PneumoniaMNIST/plots/best_confusion_bloodmnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+sweep/PneumoniaMNIST/20250825-021258_PneumoniaMNIST/plots/best_confusion_emnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+sweep/PneumoniaMNIST/20250825-021258_PneumoniaMNIST/plots/best_confusion_fashionmnist_epoch_9.png filter=lfs diff=lfs merge=lfs -text
+sweep/PneumoniaMNIST/20250825-021258_PneumoniaMNIST/plots/best_confusion_pathmnist_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+sweep/PneumoniaMNIST/20250825-021258_PneumoniaMNIST/plots/best_confusion_qmnist_epoch_9.png filter=lfs diff=lfs merge=lfs -text

sweep/PneumoniaMNIST/20250825-021258_PneumoniaMNIST/README.md

@@ -0,0 +1,10 @@
+# Pentachora Adaptive Encoded — 20250825-021258
+
+**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/20250825-021258_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/20250825-021258_PneumoniaMNIST/history.csv

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+epoch,train_loss,train_acc,test_acc,ce,dual,rose,diag,reg,lambda
+1,4.737370910539197,0.7442650807136788,0.625,0.6313531310657575,2.7000767647865573,1.1600482319002954,0.11245668902296886,2.3464698345861703,0.49998509883880615
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+4,2.807603370971161,0.8974086661002549,0.625,0.5809459250258914,1.5430594041576402,0.3880831751918631,0.015462106468825393,2.9396862266624795,0.4979768991470337
+5,2.7184197392216554,0.9148258283772303,0.625,0.5764032677765508,1.4907335268813062,0.3566356503619111,0.011008076873008943,2.935463182988973,0.4974988102912903
+6,2.669765959174935,0.9205607476635514,0.625,0.5714561511828116,1.463217692954518,0.3409784679050251,0.008481391067810502,2.9326558805869207,0.4972495436668396
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+8,2.639021335665007,0.927570093457944,0.625,0.565823312877292,1.4434039201793167,0.3360714149505482,0.008025787976082215,2.929201380114689,0.4970186948776245
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+10,2.6084070973408453,0.9299065420560748,0.625,0.5637175130864372,1.4253793643912525,0.3259200532252037,0.005801110082529897,2.9280998040379966,0.49701032042503357

sweep/PneumoniaMNIST/20250825-021258_PneumoniaMNIST/history.json

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+{
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+  "lambda": [
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+  "test_acc": [
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+    2.619313143427937,
+    2.6084070973408453
+  ]
+}

sweep/PneumoniaMNIST/20250825-021258_PneumoniaMNIST/manifest.json

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+{
+  "class_names": [
+    "normal",
+    "pneumonia"
+  ],
+  "dataset_name": "PneumoniaMNIST",
+  "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": 15689
+    },
+    "diagnostic_head": {
+      "params": 7681
+    },
+    "encoder": {
+      "params": 429897
+    }
+  },
+  "num_classes": 2,
+  "repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
+  "results": {
+    "best_epoch": 1,
+    "best_test_accuracy": 0.625
+  },
+  "subdirectory": "sweep/PneumoniaMNIST/20250825-021258_PneumoniaMNIST",
+  "timestamp": "20250825-021258"
+}

sweep/PneumoniaMNIST/20250825-021258_PneumoniaMNIST/tensorboard/events.out.tfevents.1756087889.5def8ea04e29.2559.9

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