Upload folder using huggingface_hub

pentachora-adaptive-encoded/MNIST/20250817-042118/README.md

@@ -0,0 +1,13 @@
+# Pentachora Adaptive Encoded — 20250817-042118
+
+This folder is an immutable snapshot of training artifacts.
+
+**Contents**
+- `weights/*.safetensors` — encoder, constellation, diagnostic head
+- `config.json` — full run configuration
+- `manifest.json` — environment + model sizes + dataset
+- `history.json` / `history.csv` — per-epoch metrics
+- `tensorboard/` + `tensorboard_events.zip` — raw TB event files ("the tensorflow")
+- `accuracy_plot.png` (if available)
+- `best_confusion_matrix_epoch_*.png` (if available)
+- `debug.txt` — quick human-readable summary

pentachora-adaptive-encoded/MNIST/20250817-042118/config.json

@@ -0,0 +1,15 @@
+{
+  "base_dim": 256,
+  "batch_size": 1024,
+  "epochs": 50,
+  "hf_repo_id": "AbstractPhil/pentachora-frequency-encoded",
+  "input_dim": 64,
+  "lambda_separation": 0.29514,
+  "loss_weight_scalar": 0.1,
+  "lr": 0.5,
+  "num_classes": 10,
+  "num_heads": 4,
+  "num_pentachoron_pairs": 1,
+  "temp": 0.70486,
+  "weight_decay": 1e-05
+}

pentachora-adaptive-encoded/MNIST/20250817-042118/debug.txt

@@ -0,0 +1,8 @@
+==== DEBUG INFO ====
+Timestamp: 20250817-042118
+Repo: AbstractPhil/pentachora-frequency-encoded
+Device: cuda
+Encoder params: 2270024
+Constellation params: 301805
+Diagnostic head params: 33281
+Best test accuracy: 0.992700

pentachora-adaptive-encoded/MNIST/20250817-042118/history.csv

@@ -0,0 +1,51 @@
+epoch,train_loss,train_acc,test_acc
+1,52.60639644012451,0.5346333333333333,0.8063
+2,0.8142639509836833,0.8883666666666666,0.8678
+3,0.6113257586797078,0.9466666666666667,0.9564
+4,0.5167012015183766,0.9671,0.9791
+5,0.4255714215437571,0.9765,0.9758
+6,0.3563062307834625,0.9813333333333333,0.9838
+7,0.31297947152455646,0.9839,0.9817
+8,0.29901639192899065,0.9849333333333333,0.9734
+9,0.2852829585870107,0.9879833333333333,0.9799
+10,0.2783388931274414,0.9888666666666667,0.9822
+11,0.26880987598101297,0.9899333333333333,0.9883
+12,0.2648463840484619,0.9905166666666667,0.9888
+13,0.2571990021546682,0.9915,0.9765
+14,0.258221905374527,0.9914833333333334,0.9893
+15,0.25426868448257445,0.9927333333333334,0.9889
+16,0.24867452667554218,0.9928666666666667,0.9885
+17,0.2471658716281255,0.9934333333333333,0.983
+18,0.2410669472694397,0.99415,0.9806
+19,0.24111124811967213,0.99415,0.9898
+20,0.23815091034571328,0.9948666666666667,0.9892
+21,0.2388465740442276,0.9946166666666667,0.986
+22,0.23432350359757742,0.99535,0.9882
+23,0.22919093515872954,0.9959833333333333,0.9893
+24,0.22940242938995362,0.99615,0.9882
+25,0.2268609057267507,0.9964166666666666,0.9896
+26,0.22600147075653076,0.99675,0.9887
+27,0.22780212801297506,0.9962333333333333,0.9884
+28,0.2250972644964854,0.9972166666666666,0.9897
+29,0.22381280414263408,0.9970333333333333,0.9906
+30,0.2208332498073578,0.9976666666666667,0.9909
+31,0.21930705812772114,0.9979,0.991
+32,0.2168807804743449,0.9982666666666666,0.9906
+33,0.2190045725186666,0.9977833333333334,0.9924
+34,0.21488269788424175,0.9987333333333334,0.9927
+35,0.21312853979269664,0.9988666666666667,0.9911
+36,0.21378558861414593,0.9984666666666666,0.9911
+37,0.21361539339224497,0.9987,0.9916
+38,0.21118648166656495,0.99915,0.9924
+39,0.21106968878904978,0.9991166666666667,0.9922
+40,0.21119267871379852,0.99905,0.9916
+41,0.20979335293769835,0.9992666666666666,0.9917
+42,0.20932014991442363,0.99925,0.9921
+43,0.210208110499382,0.9991,0.9924
+44,0.20860997058550518,0.9994166666666666,0.9923
+45,0.20866352673371633,0.9994333333333333,0.9921
+46,0.20860334712664286,0.9994333333333333,0.9923
+47,0.20829437528451283,0.9994333333333333,0.9921
+48,0.20782000896930694,0.9995666666666667,0.9922
+49,0.2080437429745992,0.9995,0.9923
+50,0.20797167727947236,0.9994833333333333,0.9921

pentachora-adaptive-encoded/MNIST/20250817-042118/history.json

@@ -0,0 +1,158 @@
+{
+  "test_acc": [
+    0.8063,
+    0.8678,
+    0.9564,
+    0.9791,
+    0.9758,
+    0.9838,
+    0.9817,
+    0.9734,
+    0.9799,
+    0.9822,
+    0.9883,
+    0.9888,
+    0.9765,
+    0.9893,
+    0.9889,
+    0.9885,
+    0.983,
+    0.9806,
+    0.9898,
+    0.9892,
+    0.986,
+    0.9882,
+    0.9893,
+    0.9882,
+    0.9896,
+    0.9887,
+    0.9884,
+    0.9897,
+    0.9906,
+    0.9909,
+    0.991,
+    0.9906,
+    0.9924,
+    0.9927,
+    0.9911,
+    0.9911,
+    0.9916,
+    0.9924,
+    0.9922,
+    0.9916,
+    0.9917,
+    0.9921,
+    0.9924,
+    0.9923,
+    0.9921,
+    0.9923,
+    0.9921,
+    0.9922,
+    0.9923,
+    0.9921
+  ],
+  "train_acc": [
+    0.5346333333333333,
+    0.8883666666666666,
+    0.9466666666666667,
+    0.9671,
+    0.9765,
+    0.9813333333333333,
+    0.9839,
+    0.9849333333333333,
+    0.9879833333333333,
+    0.9888666666666667,
+    0.9899333333333333,
+    0.9905166666666667,
+    0.9915,
+    0.9914833333333334,
+    0.9927333333333334,
+    0.9928666666666667,
+    0.9934333333333333,
+    0.99415,
+    0.99415,
+    0.9948666666666667,
+    0.9946166666666667,
+    0.99535,
+    0.9959833333333333,
+    0.99615,
+    0.9964166666666666,
+    0.99675,
+    0.9962333333333333,
+    0.9972166666666666,
+    0.9970333333333333,
+    0.9976666666666667,
+    0.9979,
+    0.9982666666666666,
+    0.9977833333333334,
+    0.9987333333333334,
+    0.9988666666666667,
+    0.9984666666666666,
+    0.9987,
+    0.99915,
+    0.9991166666666667,
+    0.99905,
+    0.9992666666666666,
+    0.99925,
+    0.9991,
+    0.9994166666666666,
+    0.9994333333333333,
+    0.9994333333333333,
+    0.9994333333333333,
+    0.9995666666666667,
+    0.9995,
+    0.9994833333333333
+  ],
+  "train_loss": [
+    52.60639644012451,
+    0.8142639509836833,
+    0.6113257586797078,
+    0.5167012015183766,
+    0.4255714215437571,
+    0.3563062307834625,
+    0.31297947152455646,
+    0.29901639192899065,
+    0.2852829585870107,
+    0.2783388931274414,
+    0.26880987598101297,
+    0.2648463840484619,
+    0.2571990021546682,
+    0.258221905374527,
+    0.25426868448257445,
+    0.24867452667554218,
+    0.2471658716281255,
+    0.2410669472694397,
+    0.24111124811967213,
+    0.23815091034571328,
+    0.2388465740442276,
+    0.23432350359757742,
+    0.22919093515872954,
+    0.22940242938995362,
+    0.2268609057267507,
+    0.22600147075653076,
+    0.22780212801297506,
+    0.2250972644964854,
+    0.22381280414263408,
+    0.2208332498073578,
+    0.21930705812772114,
+    0.2168807804743449,
+    0.2190045725186666,
+    0.21488269788424175,
+    0.21312853979269664,
+    0.21378558861414593,
+    0.21361539339224497,
+    0.21118648166656495,
+    0.21106968878904978,
+    0.21119267871379852,
+    0.20979335293769835,
+    0.20932014991442363,
+    0.210208110499382,
+    0.20860997058550518,
+    0.20866352673371633,
+    0.20860334712664286,
+    0.20829437528451283,
+    0.20782000896930694,
+    0.2080437429745992,
+    0.20797167727947236
+  ]
+}

pentachora-adaptive-encoded/MNIST/20250817-042118/manifest.json

@@ -0,0 +1,42 @@
+{
+  "class_names": [
+    "0",
+    "1",
+    "2",
+    "3",
+    "4",
+    "5",
+    "6",
+    "7",
+    "8",
+    "9"
+  ],
+  "dataset_name": "MNIST",
+  "environment": {
+    "cpu_count": 8,
+    "cuda_available": true,
+    "cuda_device": "Tesla T4",
+    "memory_gb": 50.99,
+    "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": 301805
+    },
+    "diagnostic_head": {
+      "params": 33281
+    },
+    "encoder": {
+      "params": 2270024
+    }
+  },
+  "num_classes": 10,
+  "repo_id": "AbstractPhil/pentachora-frequency-encoded",
+  "results": {
+    "best_test_accuracy": 0.9927
+  },
+  "subdirectory": "pentachora-adaptive-encoded/MNIST/20250817-042118",
+  "timestamp": "20250817-042118"
+}

pentachora-adaptive-encoded/MNIST/20250817-042118/tensorboard/events.out.tfevents.1755404236.be8619c33324.7014.0

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4b545f79dbfb353270f2605bb0d4fe047ed4afb5fcaa5641c1ac3b167e3ca98a
+size 8957

pentachora-adaptive-encoded/MNIST/20250817-042118/tensorboard_events.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ac6d6c22e4839e03bc1a4df98a55977bf18c04cb1901746605f10da3eb98b213
+size 3318

pentachora-adaptive-encoded/MNIST/20250817-042118/weights/constellation.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:760a673281d5941fa69d0f24d4d864194e503458bdbdeed16efd4c3e2a935fdd
+size 1210316

pentachora-adaptive-encoded/MNIST/20250817-042118/weights/diagnostic_head.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4d5feae09ec801ce260366365a049397140b155b3b27cffdb0c8b1b0bc34a376
+size 133580

pentachora-adaptive-encoded/MNIST/20250817-042118/weights/encoder.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:311e2813a1758c3ed4d13edb2ee0402e904bd7be4444c15ef32ffc3dde747763
+size 9098220