Upload folder using huggingface_hub

.gitattributes

@@ -38,3 +38,4 @@ pentachora-adaptive-encoded/EMNIST/20250817-043055/best_confusion_matrix_epoch_4
 pentachora-adaptive-encoded/KMNIST/20250817-043743/best_confusion_matrix_epoch_39.png filter=lfs diff=lfs merge=lfs -text
 pentachora-adaptive-encoded/QMNIST/20250817-044901/best_confusion_matrix_epoch_43.png filter=lfs diff=lfs merge=lfs -text
 pentachora-adaptive-encoded/BloodMNIST/20250817-051038/best_confusion_matrix_epoch_46.png filter=lfs diff=lfs merge=lfs -text
+pentachora-adaptive-encoded/PathMNIST/20250817-053014/best_confusion_matrix_epoch_46.png filter=lfs diff=lfs merge=lfs -text

pentachora-adaptive-encoded/PathMNIST/20250817-053014/README.md

@@ -0,0 +1,13 @@
+# Pentachora Adaptive Encoded — 20250817-053014
+
+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/PathMNIST/20250817-053014/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": 9,
+  "num_heads": 4,
+  "num_pentachoron_pairs": 2,
+  "temp": 0.70486,
+  "weight_decay": 1e-05
+}

pentachora-adaptive-encoded/PathMNIST/20250817-053014/debug.txt

@@ -0,0 +1,8 @@
+==== DEBUG INFO ====
+Timestamp: 20250817-053014
+Repo: AbstractPhil/pentachora-frequency-encoded
+Device: cuda
+Encoder params: 2270024
+Constellation params: 304199
+Diagnostic head params: 33281
+Best test accuracy: 0.762256

pentachora-adaptive-encoded/PathMNIST/20250817-053014/history.csv

@@ -0,0 +1,51 @@
+epoch,train_loss,train_acc,test_acc
+1,23.20966831344123,0.366682963687275,0.117966573816156
+2,1.698602230174048,0.5179674652206765,0.16754874651810586
+3,1.5418002885248117,0.5706586959420419,0.27618384401114204
+4,1.544682750961951,0.5781034712653895,0.3850974930362117
+5,1.4087246758465535,0.6259500422240989,0.3084958217270195
+6,1.2774616196142938,0.6774078847948798,0.23718662952646238
+7,1.1810800868715994,0.7155540246233166,0.4020891364902507
+8,1.1011702006454176,0.7439663985066003,0.28259052924791084
+9,1.0575306791428212,0.7611449397751011,0.4232590529247911
+10,1.0024994506937244,0.7809124849993333,0.34735376044568245
+11,0.9471585914195233,0.7988688386150495,0.3041782729805014
+12,0.9144699674690293,0.8096359838215031,0.15278551532033427
+13,0.8715503936084336,0.8227143428596827,0.5036211699164346
+14,0.836972284369471,0.8295035334903773,0.27019498607242337
+15,0.8084856268405766,0.8377594559758211,0.2704735376044568
+16,0.7792206514283834,0.8458375927819014,0.26880222841225626
+17,0.7670613342992221,0.8495933152584559,0.3997214484679666
+18,0.7413374110721864,0.8564602871238721,0.4002785515320334
+19,0.7127835939256788,0.8640828481265834,0.283983286908078
+20,0.700618940407162,0.8659940441797414,0.3937325905292479
+21,0.6847894471896225,0.871672074314414,0.5922005571030641
+22,0.6630693224198162,0.8776278945730921,0.3635097493036212
+23,0.6524438238116369,0.8798724387750567,0.4396935933147632
+24,0.6426498472619053,0.8825058891506289,0.49345403899721446
+25,0.6302249129202436,0.8845948708831504,0.5788300835654596
+26,0.6156363945451544,0.8905173563269478,0.44721448467966574
+27,0.5948645257013068,0.8964065069558647,0.6534818941504178
+28,0.5881191926896029,0.8977621227610116,0.39721448467966575
+29,0.5731551230888938,0.901106715854038,0.566016713091922
+30,0.5590967121794624,0.9057402551224499,0.401949860724234
+31,0.5464093529535371,0.9086403840170674,0.38454038997214485
+32,0.5331347769586514,0.9127850126672297,0.4381615598885794
+33,0.525649157215359,0.9142850793368594,0.48844011142061283
+34,0.5112728238678004,0.9186408284812658,0.4909470752089137
+35,0.49172050351857916,0.924996666518512,0.29011142061281336
+36,0.48250760769408524,0.9271078714609539,0.7112813370473537
+37,0.4688206753750272,0.9306191386283835,0.4959610027855153
+38,0.45972387770228007,0.9336526067825237,0.704874651810585
+39,0.44374446234356973,0.9385639361749412,0.715041782729805
+40,0.43406484628832126,0.9411529401306725,0.7069637883008356
+41,0.4220370702030574,0.9447197653229032,0.6508356545961003
+42,0.41124959792252186,0.9480421352060091,0.7614206128133705
+43,0.4005169528561956,0.9509978221254278,0.6958217270194986
+44,0.3948980418622396,0.9529979110182675,0.6798050139275766
+45,0.38622806533754517,0.9546757633672608,0.727158774373259
+46,0.38234333966518963,0.9569647539890662,0.7622562674094707
+47,0.37568172661589166,0.9576981199164407,0.7268802228412257
+48,0.3737481380469047,0.9590092893017468,0.7444289693593314
+49,0.3729176310278203,0.9595093115249567,0.7448467966573816
+50,0.3689380815807589,0.959731543624161,0.7463788300835654

pentachora-adaptive-encoded/PathMNIST/20250817-053014/history.json

@@ -0,0 +1,158 @@
+{
+  "test_acc": [
+    0.117966573816156,
+    0.16754874651810586,
+    0.27618384401114204,
+    0.3850974930362117,
+    0.3084958217270195,
+    0.23718662952646238,
+    0.4020891364902507,
+    0.28259052924791084,
+    0.4232590529247911,
+    0.34735376044568245,
+    0.3041782729805014,
+    0.15278551532033427,
+    0.5036211699164346,
+    0.27019498607242337,
+    0.2704735376044568,
+    0.26880222841225626,
+    0.3997214484679666,
+    0.4002785515320334,
+    0.283983286908078,
+    0.3937325905292479,
+    0.5922005571030641,
+    0.3635097493036212,
+    0.4396935933147632,
+    0.49345403899721446,
+    0.5788300835654596,
+    0.44721448467966574,
+    0.6534818941504178,
+    0.39721448467966575,
+    0.566016713091922,
+    0.401949860724234,
+    0.38454038997214485,
+    0.4381615598885794,
+    0.48844011142061283,
+    0.4909470752089137,
+    0.29011142061281336,
+    0.7112813370473537,
+    0.4959610027855153,
+    0.704874651810585,
+    0.715041782729805,
+    0.7069637883008356,
+    0.6508356545961003,
+    0.7614206128133705,
+    0.6958217270194986,
+    0.6798050139275766,
+    0.727158774373259,
+    0.7622562674094707,
+    0.7268802228412257,
+    0.7444289693593314,
+    0.7448467966573816,
+    0.7463788300835654
+  ],
+  "train_acc": [
+    0.366682963687275,
+    0.5179674652206765,
+    0.5706586959420419,
+    0.5781034712653895,
+    0.6259500422240989,
+    0.6774078847948798,
+    0.7155540246233166,
+    0.7439663985066003,
+    0.7611449397751011,
+    0.7809124849993333,
+    0.7988688386150495,
+    0.8096359838215031,
+    0.8227143428596827,
+    0.8295035334903773,
+    0.8377594559758211,
+    0.8458375927819014,
+    0.8495933152584559,
+    0.8564602871238721,
+    0.8640828481265834,
+    0.8659940441797414,
+    0.871672074314414,
+    0.8776278945730921,
+    0.8798724387750567,
+    0.8825058891506289,
+    0.8845948708831504,
+    0.8905173563269478,
+    0.8964065069558647,
+    0.8977621227610116,
+    0.901106715854038,
+    0.9057402551224499,
+    0.9086403840170674,
+    0.9127850126672297,
+    0.9142850793368594,
+    0.9186408284812658,
+    0.924996666518512,
+    0.9271078714609539,
+    0.9306191386283835,
+    0.9336526067825237,
+    0.9385639361749412,
+    0.9411529401306725,
+    0.9447197653229032,
+    0.9480421352060091,
+    0.9509978221254278,
+    0.9529979110182675,
+    0.9546757633672608,
+    0.9569647539890662,
+    0.9576981199164407,
+    0.9590092893017468,
+    0.9595093115249567,
+    0.959731543624161
+  ],
+  "train_loss": [
+    23.20966831344123,
+    1.698602230174048,
+    1.5418002885248117,
+    1.544682750961951,
+    1.4087246758465535,
+    1.2774616196142938,
+    1.1810800868715994,
+    1.1011702006454176,
+    1.0575306791428212,
+    1.0024994506937244,
+    0.9471585914195233,
+    0.9144699674690293,
+    0.8715503936084336,
+    0.836972284369471,
+    0.8084856268405766,
+    0.7792206514283834,
+    0.7670613342992221,
+    0.7413374110721864,
+    0.7127835939256788,
+    0.700618940407162,
+    0.6847894471896225,
+    0.6630693224198162,
+    0.6524438238116369,
+    0.6426498472619053,
+    0.6302249129202436,
+    0.6156363945451544,
+    0.5948645257013068,
+    0.5881191926896029,
+    0.5731551230888938,
+    0.5590967121794624,
+    0.5464093529535371,
+    0.5331347769586514,
+    0.525649157215359,
+    0.5112728238678004,
+    0.49172050351857916,
+    0.48250760769408524,
+    0.4688206753750272,
+    0.45972387770228007,
+    0.44374446234356973,
+    0.43406484628832126,
+    0.4220370702030574,
+    0.41124959792252186,
+    0.4005169528561956,
+    0.3948980418622396,
+    0.38622806533754517,
+    0.38234333966518963,
+    0.37568172661589166,
+    0.3737481380469047,
+    0.3729176310278203,
+    0.3689380815807589
+  ]
+}

pentachora-adaptive-encoded/PathMNIST/20250817-053014/manifest.json

@@ -0,0 +1,41 @@
+{
+  "class_names": [
+    "adipose",
+    "background",
+    "debris",
+    "lymphocytes",
+    "mucus",
+    "smooth muscle",
+    "normal colon mucosa",
+    "cancer-associated stroma",
+    "colorectal adenocarcinoma epithelium"
+  ],
+  "dataset_name": "PathMNIST",
+  "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": 304199
+    },
+    "diagnostic_head": {
+      "params": 33281
+    },
+    "encoder": {
+      "params": 2270024
+    }
+  },
+  "num_classes": 9,
+  "repo_id": "AbstractPhil/pentachora-frequency-encoded",
+  "results": {
+    "best_test_accuracy": 0.7622562674094707
+  },
+  "subdirectory": "pentachora-adaptive-encoded/PathMNIST/20250817-053014",
+  "timestamp": "20250817-053014"
+}

pentachora-adaptive-encoded/PathMNIST/20250817-053014/tensorboard/events.out.tfevents.1755408242.be8619c33324.23595.4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9a42b8cbaaa2ceca9b09118701f32806879fd7fe63e4b689d6fcf1b169e48ed6
+size 8776

pentachora-adaptive-encoded/PathMNIST/20250817-053014/tensorboard_events.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:630731a671d594af96065f556257f5cf067c07dcd9dbb9d15d5f368a7a94d76a
+size 3317

pentachora-adaptive-encoded/PathMNIST/20250817-053014/weights/constellation.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b10063d278e0b847466220139a61c81b6520ad7d5be14da46463854174ea996a
+size 1219868

pentachora-adaptive-encoded/PathMNIST/20250817-053014/weights/diagnostic_head.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5fff2b52840cefce3b78e115854907e0e0a5c7e515b8cf9a4e3b6cb350893c94
+size 133580

pentachora-adaptive-encoded/PathMNIST/20250817-053014/weights/encoder.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2e3ad628e65b0d3491179678850752098ae451847fb3c72e729cbef93c763fb2
+size 9098220