[FashionMNIST] 20250825-011246 | best_acc=0.9221

.gitattributes

@@ -537,3 +537,14 @@ sweep/TissueMNIST/20250817-150543_TissueMNIST/plots/confusion_epoch_6.png filter
 sweep/TissueMNIST/20250817-150543_TissueMNIST/plots/confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
 sweep/TissueMNIST/20250817-150543_TissueMNIST/plots/confusion_epoch_8.png filter=lfs diff=lfs merge=lfs -text
 sweep/TissueMNIST/20250817-150543_TissueMNIST/plots/confusion_epoch_9.png filter=lfs diff=lfs merge=lfs -text
+sweep/FashionMNIST/20250825-011246_FashionMNIST/plots/best_confusion_fashionmnist_epoch_9.png filter=lfs diff=lfs merge=lfs -text
+sweep/FashionMNIST/20250825-011246_FashionMNIST/plots/confusion_epoch_1.png filter=lfs diff=lfs merge=lfs -text
+sweep/FashionMNIST/20250825-011246_FashionMNIST/plots/confusion_epoch_10.png filter=lfs diff=lfs merge=lfs -text
+sweep/FashionMNIST/20250825-011246_FashionMNIST/plots/confusion_epoch_2.png filter=lfs diff=lfs merge=lfs -text
+sweep/FashionMNIST/20250825-011246_FashionMNIST/plots/confusion_epoch_3.png filter=lfs diff=lfs merge=lfs -text
+sweep/FashionMNIST/20250825-011246_FashionMNIST/plots/confusion_epoch_4.png filter=lfs diff=lfs merge=lfs -text
+sweep/FashionMNIST/20250825-011246_FashionMNIST/plots/confusion_epoch_5.png filter=lfs diff=lfs merge=lfs -text
+sweep/FashionMNIST/20250825-011246_FashionMNIST/plots/confusion_epoch_6.png filter=lfs diff=lfs merge=lfs -text
+sweep/FashionMNIST/20250825-011246_FashionMNIST/plots/confusion_epoch_7.png filter=lfs diff=lfs merge=lfs -text
+sweep/FashionMNIST/20250825-011246_FashionMNIST/plots/confusion_epoch_8.png filter=lfs diff=lfs merge=lfs -text
+sweep/FashionMNIST/20250825-011246_FashionMNIST/plots/confusion_epoch_9.png filter=lfs diff=lfs merge=lfs -text

sweep/FashionMNIST/20250825-011246_FashionMNIST/README.md

@@ -0,0 +1,10 @@
+# Pentachora Adaptive Encoded — 20250825-011246
+
+**Dataset:** FashionMNIST
+
+**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/FashionMNIST/20250825-011246_FashionMNIST/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": 1,
+  "input_dim": 784,
+  "lambda_separation": 0.391,
+  "loss_weight_scalar": 0.1,
+  "lr": 0.001,
+  "normalize": true,
+  "note": "",
+  "num_classes": 10,
+  "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/FashionMNIST/20250825-011246_FashionMNIST/history.csv

@@ -0,0 +1,11 @@
+epoch,train_loss,train_acc,test_acc,ce,dual,rose,diag,reg,lambda
+1,4.662385488891601,0.59835,0.7719,1.9785473901748658,1.8497433572133382,0.5892192542552948,0.07983070080081622,2.3689250661214194,0.5043014883995056
+2,3.7564958925882976,0.8505166666666667,0.8896,1.565934888712565,1.4954850419362387,0.40166557857195534,0.0238164808511734,2.910287418238322,0.5069479942321777
+3,3.325700936381022,0.8887,0.8979,1.2466032598495485,1.4120547097524008,0.3714123874505361,0.020961436926325162,2.93534427541097,0.5084181427955627
+4,2.9968503290812176,0.90355,0.9012,0.9974395618756612,1.3524139944076539,0.3489980826218923,0.01853677656153838,2.9614501026153564,0.5098332762718201
+5,2.7574253098805745,0.9175333333333333,0.9121,0.8169807472229004,1.30816054242452,0.33249259441693624,0.016885942601164182,2.981028149795532,0.510604977607727
+6,2.591482035191854,0.9277166666666666,0.9108,0.6980444258054097,1.2731985834757487,0.31907119736671447,0.015362284584840138,2.9963161769866944,0.5103619694709778
+7,2.485234659957886,0.9347166666666666,0.9155,0.623532309659322,1.2497626927693686,0.3098507282098134,0.01439392692397038,3.0064952751159666,0.5105664134025574
+8,2.407597166442871,0.9402333333333334,0.9186,0.5720466683387756,1.2312851296742757,0.3016748560587565,0.013311736539502938,3.01259345703125,0.510155439376831
+9,2.3616587618509928,0.94515,0.9221,0.5468409752209982,1.2169182946523032,0.2950767196337382,0.012588130690157413,3.01563954111735,0.5101481676101685
+10,2.331696878941854,0.9490333333333333,0.922,0.5308913292249043,1.2070914285024008,0.290820267645518,0.011975013341506323,3.016963645807902,0.5100754499435425

sweep/FashionMNIST/20250825-011246_FashionMNIST/history.json

@@ -0,0 +1,110 @@
+{
+  "ce": [
+    1.9785473901748658,
+    1.565934888712565,
+    1.2466032598495485,
+    0.9974395618756612,
+    0.8169807472229004,
+    0.6980444258054097,
+    0.623532309659322,
+    0.5720466683387756,
+    0.5468409752209982,
+    0.5308913292249043
+  ],
+  "diag": [
+    0.07983070080081622,
+    0.0238164808511734,
+    0.020961436926325162,
+    0.01853677656153838,
+    0.016885942601164182,
+    0.015362284584840138,
+    0.01439392692397038,
+    0.013311736539502938,
+    0.012588130690157413,
+    0.011975013341506323
+  ],
+  "dual": [
+    1.8497433572133382,
+    1.4954850419362387,
+    1.4120547097524008,
+    1.3524139944076539,
+    1.30816054242452,
+    1.2731985834757487,
+    1.2497626927693686,
+    1.2312851296742757,
+    1.2169182946523032,
+    1.2070914285024008
+  ],
+  "lambda": [
+    0.5043014883995056,
+    0.5069479942321777,
+    0.5084181427955627,
+    0.5098332762718201,
+    0.510604977607727,
+    0.5103619694709778,
+    0.5105664134025574,
+    0.510155439376831,
+    0.5101481676101685,
+    0.5100754499435425
+  ],
+  "reg": [
+    2.3689250661214194,
+    2.910287418238322,
+    2.93534427541097,
+    2.9614501026153564,
+    2.981028149795532,
+    2.9963161769866944,
+    3.0064952751159666,
+    3.01259345703125,
+    3.01563954111735,
+    3.016963645807902
+  ],
+  "rose": [
+    0.5892192542552948,
+    0.40166557857195534,
+    0.3714123874505361,
+    0.3489980826218923,
+    0.33249259441693624,
+    0.31907119736671447,
+    0.3098507282098134,
+    0.3016748560587565,
+    0.2950767196337382,
+    0.290820267645518
+  ],
+  "test_acc": [
+    0.7719,
+    0.8896,
+    0.8979,
+    0.9012,
+    0.9121,
+    0.9108,
+    0.9155,
+    0.9186,
+    0.9221,
+    0.922
+  ],
+  "train_acc": [
+    0.59835,
+    0.8505166666666667,
+    0.8887,
+    0.90355,
+    0.9175333333333333,
+    0.9277166666666666,
+    0.9347166666666666,
+    0.9402333333333334,
+    0.94515,
+    0.9490333333333333
+  ],
+  "train_loss": [
+    4.662385488891601,
+    3.7564958925882976,
+    3.325700936381022,
+    2.9968503290812176,
+    2.7574253098805745,
+    2.591482035191854,
+    2.485234659957886,
+    2.407597166442871,
+    2.3616587618509928,
+    2.331696878941854
+  ]
+}

sweep/FashionMNIST/20250825-011246_FashionMNIST/manifest.json

@@ -0,0 +1,43 @@
+{
+  "class_names": [
+    "fashion-T-shirt/top",
+    "fashion-Trouser",
+    "fashion-Pullover",
+    "fashion-Dress",
+    "fashion-Coat",
+    "fashion-Sandal",
+    "fashion-Shirt",
+    "fashion-Sneaker",
+    "fashion-Bag",
+    "fashion-Ankle boot"
+  ],
+  "dataset_name": "FashionMNIST",
+  "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": 16777
+    },
+    "diagnostic_head": {
+      "params": 7681
+    },
+    "encoder": {
+      "params": 429897
+    }
+  },
+  "num_classes": 10,
+  "repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
+  "results": {
+    "best_epoch": 9,
+    "best_test_accuracy": 0.9221
+  },
+  "subdirectory": "sweep/FashionMNIST/20250825-011246_FashionMNIST",
+  "timestamp": "20250825-011246"
+}

sweep/FashionMNIST/20250825-011246_FashionMNIST/tensorboard/events.out.tfevents.1756083900.5def8ea04e29.2559.1

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6fd6faf467774ed4d3b689dc43ee91de01e5ff23f15b1975e052896f19d3e795
+size 170008

sweep/FashionMNIST/20250825-011246_FashionMNIST/tensorboard_events.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:445647278657ac4d4fe99c9221dceed2150317fb4cca08bc3dab53e5f1ce0ec7
+size 55461

sweep/FashionMNIST/20250825-011246_FashionMNIST/weights/constellation_FashionMNIST.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d915aa009a776e5351b8632a6bf59d7e5553aeff0f46062bd6108757479ff4e2
+size 70076

sweep/FashionMNIST/20250825-011246_FashionMNIST/weights/diagnostic_head_FashionMNIST.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:60cd1ec4a13efdf93532f7adda2523fbba91d35d2c963c37fa8b4dfbd75968bc
+size 31172

sweep/FashionMNIST/20250825-011246_FashionMNIST/weights/encoder_FashionMNIST.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e388087284bc59eb66f6f435760f84e2187b2f03054996f24bc3c05e3e8b0c72
+size 1731664