Upload folder using huggingface_hub

pentachora-adaptive-encoded/PneumoniaMNIST/20250817-062958/README.md

@@ -0,0 +1,13 @@
+# Pentachora Adaptive Encoded — 20250817-062958
+
+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/PneumoniaMNIST/20250817-062958/config.json

@@ -0,0 +1,15 @@
+{
+  "base_dim": 64,
+  "batch_size": 512,
+  "epochs": 50,
+  "hf_repo_id": "AbstractPhil/pentachora-frequency-encoded",
+  "input_dim": 64,
+  "lambda_separation": 0.29514,
+  "loss_weight_scalar": 0.1,
+  "lr": 0.001,
+  "num_classes": 2,
+  "num_heads": 4,
+  "num_pentachoron_pairs": 1,
+  "temp": 0.70486,
+  "weight_decay": 1e-05
+}

pentachora-adaptive-encoded/PneumoniaMNIST/20250817-062958/debug.txt

@@ -0,0 +1,8 @@
+==== DEBUG INFO ====
+Timestamp: 20250817-062958
+Repo: AbstractPhil/pentachora-frequency-encoded
+Device: cuda
+Encoder params: 288392
+Constellation params: 19565
+Diagnostic head params: 8705
+Best test accuracy: 0.918269

pentachora-adaptive-encoded/PneumoniaMNIST/20250817-062958/history.csv

@@ -0,0 +1,51 @@
+epoch,train_loss,train_acc,test_acc
+1,1.620670068942599,0.8305012744265081,0.625
+2,1.068436243317344,0.9522090059473237,0.625
+3,0.9706782057007796,0.9607051826677995,0.625
+4,0.9170622902597121,0.9607051826677995,0.625
+5,0.8772807545143361,0.9666525063721325,0.7147435897435898
+6,0.847921435926157,0.9694137638062872,0.8317307692307693
+7,0.8221062554478544,0.969626168224299,0.8621794871794872
+8,0.7980878258926339,0.9717502124044181,0.8894230769230769
+9,0.7715192376908956,0.9745114698385726,0.8958333333333334
+10,0.7512938278959075,0.9751486830926084,0.7596153846153846
+11,0.7308289966749355,0.9753610875106202,0.9086538461538461
+12,0.7077920272781774,0.9764231096006797,0.8878205128205128
+13,0.6816507012234366,0.9802463891248938,0.907051282051282
+14,0.6627093959178779,0.9789719626168224,0.8173076923076923
+15,0.643572897858405,0.9791843670348344,0.7644230769230769
+16,0.6204107647845577,0.9821580288870009,0.9022435897435898
+17,0.6016803369647685,0.9796091758708582,0.9166666666666666
+18,0.5816334418654948,0.9804587935429057,0.8814102564102564
+19,0.5640860978282906,0.983857264231096,0.8044871794871795
+20,0.5529419126506568,0.9821580288870009,0.8942307692307693
+21,0.5409791033553591,0.9810960067969414,0.7868589743589743
+22,0.5276607015726419,0.9821580288870009,0.9182692307692307
+23,0.5153898551186568,0.9834324553950722,0.7788461538461539
+24,0.502713626283858,0.9849192863211554,0.9182692307692307
+25,0.5011113575179392,0.9815208156329651,0.844551282051282
+26,0.48663256177480885,0.9844944774851316,0.8637820512820513
+27,0.47614075573906617,0.9872557349192863,0.8141025641025641
+28,0.47432749838067395,0.9849192863211554,0.907051282051282
+29,0.4694048901331455,0.9830076465590484,0.8108974358974359
+30,0.45757638889039687,0.9840696686491079,0.8878205128205128
+31,0.45160366256761675,0.9870433305012745,0.8589743589743589
+32,0.4455524741742402,0.9866185216652507,0.8173076923076923
+33,0.4433547348771545,0.9840696686491079,0.8653846153846154
+34,0.43682937520281584,0.9872557349192863,0.8878205128205128
+35,0.434715516453794,0.985768903993203,0.8685897435897436
+36,0.4290697381166249,0.9912914188615123,0.8717948717948718
+37,0.42678897557566503,0.9893797790994052,0.8878205128205128
+38,0.42688907615796123,0.9870433305012745,0.8846153846153846
+39,0.4242828539497486,0.9893797790994052,0.8685897435897436
+40,0.42131487484594066,0.9893797790994052,0.8685897435897436
+41,0.42366209015971845,0.9844944774851316,0.8814102564102564
+42,0.4192288234614678,0.9881053525913339,0.8862179487179487
+43,0.4190623396873069,0.9872557349192863,0.8766025641025641
+44,0.4165563261296249,0.9881053525913339,0.875
+45,0.4180082539531672,0.985981308411215,0.8782051282051282
+46,0.41598410915801765,0.9885301614273577,0.8766025641025641
+47,0.41804626100429965,0.9874681393372983,0.8766025641025641
+48,0.4179211391061671,0.9874681393372983,0.8766025641025641
+49,0.4190752054030549,0.9851316907391674,0.8814102564102564
+50,0.4185465897101918,0.987892948173322,0.8766025641025641

pentachora-adaptive-encoded/PneumoniaMNIST/20250817-062958/history.json

@@ -0,0 +1,158 @@
+{
+  "test_acc": [
+    0.625,
+    0.625,
+    0.625,
+    0.625,
+    0.7147435897435898,
+    0.8317307692307693,
+    0.8621794871794872,
+    0.8894230769230769,
+    0.8958333333333334,
+    0.7596153846153846,
+    0.9086538461538461,
+    0.8878205128205128,
+    0.907051282051282,
+    0.8173076923076923,
+    0.7644230769230769,
+    0.9022435897435898,
+    0.9166666666666666,
+    0.8814102564102564,
+    0.8044871794871795,
+    0.8942307692307693,
+    0.7868589743589743,
+    0.9182692307692307,
+    0.7788461538461539,
+    0.9182692307692307,
+    0.844551282051282,
+    0.8637820512820513,
+    0.8141025641025641,
+    0.907051282051282,
+    0.8108974358974359,
+    0.8878205128205128,
+    0.8589743589743589,
+    0.8173076923076923,
+    0.8653846153846154,
+    0.8878205128205128,
+    0.8685897435897436,
+    0.8717948717948718,
+    0.8878205128205128,
+    0.8846153846153846,
+    0.8685897435897436,
+    0.8685897435897436,
+    0.8814102564102564,
+    0.8862179487179487,
+    0.8766025641025641,
+    0.875,
+    0.8782051282051282,
+    0.8766025641025641,
+    0.8766025641025641,
+    0.8766025641025641,
+    0.8814102564102564,
+    0.8766025641025641
+  ],
+  "train_acc": [
+    0.8305012744265081,
+    0.9522090059473237,
+    0.9607051826677995,
+    0.9607051826677995,
+    0.9666525063721325,
+    0.9694137638062872,
+    0.969626168224299,
+    0.9717502124044181,
+    0.9745114698385726,
+    0.9751486830926084,
+    0.9753610875106202,
+    0.9764231096006797,
+    0.9802463891248938,
+    0.9789719626168224,
+    0.9791843670348344,
+    0.9821580288870009,
+    0.9796091758708582,
+    0.9804587935429057,
+    0.983857264231096,
+    0.9821580288870009,
+    0.9810960067969414,
+    0.9821580288870009,
+    0.9834324553950722,
+    0.9849192863211554,
+    0.9815208156329651,
+    0.9844944774851316,
+    0.9872557349192863,
+    0.9849192863211554,
+    0.9830076465590484,
+    0.9840696686491079,
+    0.9870433305012745,
+    0.9866185216652507,
+    0.9840696686491079,
+    0.9872557349192863,
+    0.985768903993203,
+    0.9912914188615123,
+    0.9893797790994052,
+    0.9870433305012745,
+    0.9893797790994052,
+    0.9893797790994052,
+    0.9844944774851316,
+    0.9881053525913339,
+    0.9872557349192863,
+    0.9881053525913339,
+    0.985981308411215,
+    0.9885301614273577,
+    0.9874681393372983,
+    0.9874681393372983,
+    0.9851316907391674,
+    0.987892948173322
+  ],
+  "train_loss": [
+    1.620670068942599,
+    1.068436243317344,
+    0.9706782057007796,
+    0.9170622902597121,
+    0.8772807545143361,
+    0.847921435926157,
+    0.8221062554478544,
+    0.7980878258926339,
+    0.7715192376908956,
+    0.7512938278959075,
+    0.7308289966749355,
+    0.7077920272781774,
+    0.6816507012234366,
+    0.6627093959178779,
+    0.643572897858405,
+    0.6204107647845577,
+    0.6016803369647685,
+    0.5816334418654948,
+    0.5640860978282906,
+    0.5529419126506568,
+    0.5409791033553591,
+    0.5276607015726419,
+    0.5153898551186568,
+    0.502713626283858,
+    0.5011113575179392,
+    0.48663256177480885,
+    0.47614075573906617,
+    0.47432749838067395,
+    0.4694048901331455,
+    0.45757638889039687,
+    0.45160366256761675,
+    0.4455524741742402,
+    0.4433547348771545,
+    0.43682937520281584,
+    0.434715516453794,
+    0.4290697381166249,
+    0.42678897557566503,
+    0.42688907615796123,
+    0.4242828539497486,
+    0.42131487484594066,
+    0.42366209015971845,
+    0.4192288234614678,
+    0.4190623396873069,
+    0.4165563261296249,
+    0.4180082539531672,
+    0.41598410915801765,
+    0.41804626100429965,
+    0.4179211391061671,
+    0.4190752054030549,
+    0.4185465897101918
+  ]
+}

pentachora-adaptive-encoded/PneumoniaMNIST/20250817-062958/manifest.json

@@ -0,0 +1,34 @@
+{
+  "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": 19565
+    },
+    "diagnostic_head": {
+      "params": 8705
+    },
+    "encoder": {
+      "params": 288392
+    }
+  },
+  "num_classes": 2,
+  "repo_id": "AbstractPhil/pentachora-frequency-encoded",
+  "results": {
+    "best_test_accuracy": 0.9182692307692307
+  },
+  "subdirectory": "pentachora-adaptive-encoded/PneumoniaMNIST/20250817-062958",
+  "timestamp": "20250817-062958"
+}

pentachora-adaptive-encoded/PneumoniaMNIST/20250817-062958/tensorboard/events.out.tfevents.1755412156.9316958e07e5.17388.2

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d338d242b90a6ecd6dd3ea08dbb1bb47cfe186125c3439c9d6abf5c7c84ba770
+size 8280

pentachora-adaptive-encoded/PneumoniaMNIST/20250817-062958/tensorboard_events.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:87fc9515dd404daf036f19f5c78a332dabd8a9754a21f2b4dc95b39f7a3def1d
+size 3055

pentachora-adaptive-encoded/PneumoniaMNIST/20250817-062958/weights/constellation.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6f052e076fb0fcec3328bb3ede025a7e2ea3ff4d91761b6630116d5b4cb391bc
+size 80540

pentachora-adaptive-encoded/PneumoniaMNIST/20250817-062958/weights/diagnostic_head.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:43389b565234eff5632616015db5d90b26092eea1933c139f6c9d2c76bec3c48
+size 35268

pentachora-adaptive-encoded/PneumoniaMNIST/20250817-062958/weights/encoder.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b40362de76743916faaa8c7cc2df156e3b5b56b67c0aedf22b08530f49f10a63
+size 1163884