moved over models

pentachora-adaptive-encoded/BreastMNIST/20250817-065314/README.md

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+# Pentachora Adaptive Encoded — 20250817-065314
+
+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/BreastMNIST/20250817-065314/config.json

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+{
+  "base_dim": 256,
+  "batch_size": 128,
+  "epochs": 50,
+  "hf_repo_id": "AbstractPhil/pentachora-frequency-encoded",
+  "input_dim": 64,
+  "lambda_separation": 0.29514,
+  "loss_weight_scalar": 0.05,
+  "lr": 0.0001,
+  "num_classes": 2,
+  "num_heads": 8,
+  "num_pentachoron_pairs": 1,
+  "temp": 0.70486,
+  "weight_decay": 1e-05
+}

pentachora-adaptive-encoded/BreastMNIST/20250817-065314/debug.txt

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+==== DEBUG INFO ====
+Timestamp: 20250817-065314
+Repo: AbstractPhil/pentachora-frequency-encoded
+Device: cuda
+Encoder params: 2270024
+Constellation params: 299309
+Diagnostic head params: 33281
+Best test accuracy: 0.730769

pentachora-adaptive-encoded/BreastMNIST/20250817-065314/history.csv

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pentachora-adaptive-encoded/BreastMNIST/20250817-065314/history.json

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pentachora-adaptive-encoded/BreastMNIST/20250817-065314/manifest.json

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+{
+  "class_names": [
+    "malignant",
+    "normal, benign"
+  ],
+  "dataset_name": "BreastMNIST",
+  "environment": {
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+    "cuda_device": "NVIDIA A100-SXM4-40GB",
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+    "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"
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+    "diagnostic_head": {
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+    "encoder": {
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+  "num_classes": 2,
+  "repo_id": "AbstractPhil/pentachora-frequency-encoded",
+  "results": {
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+  "subdirectory": "pentachora-adaptive-encoded/BreastMNIST/20250817-065314",
+  "timestamp": "20250817-065314"
+}

pentachora-adaptive-encoded/BreastMNIST/20250817-065314/tensorboard/events.out.tfevents.1755413568.9316958e07e5.17388.11

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pentachora-adaptive-encoded/BreastMNIST/20250817-065314/tensorboard_events.zip

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pentachora-adaptive-encoded/BreastMNIST/20250817-065416/README.md

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+# Pentachora Adaptive Encoded — 20250817-065416
+
+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/BreastMNIST/20250817-065416/config.json

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+{
+  "base_dim": 256,
+  "batch_size": 32,
+  "epochs": 50,
+  "hf_repo_id": "AbstractPhil/pentachora-frequency-encoded",
+  "input_dim": 64,
+  "lambda_separation": 0.29514,
+  "loss_weight_scalar": 0.05,
+  "lr": 0.0001,
+  "num_classes": 2,
+  "num_heads": 8,
+  "num_pentachoron_pairs": 1,
+  "temp": 0.70486,
+  "weight_decay": 1e-05
+}

pentachora-adaptive-encoded/BreastMNIST/20250817-065416/debug.txt

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+==== DEBUG INFO ====
+Timestamp: 20250817-065416
+Repo: AbstractPhil/pentachora-frequency-encoded
+Device: cuda
+Encoder params: 2270024
+Constellation params: 299309
+Diagnostic head params: 33281
+Best test accuracy: 0.852564

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pentachora-adaptive-encoded/BreastMNIST/20250817-065416/history.json

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pentachora-adaptive-encoded/BreastMNIST/20250817-065416/manifest.json

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+  "repo_id": "AbstractPhil/pentachora-frequency-encoded",
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+  "subdirectory": "pentachora-adaptive-encoded/BreastMNIST/20250817-065416",
+  "timestamp": "20250817-065416"
+}

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pentachora-adaptive-encoded/OrganAMNIST/20250817-065813/README.md

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+# Pentachora Adaptive Encoded — 20250817-065813
+
+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/OrganAMNIST/20250817-065813/config.json

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+{
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+  "batch_size": 1024,
+  "epochs": 50,
+  "hf_repo_id": "AbstractPhil/pentachora-frequency-encoded",
+  "input_dim": 64,
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+  "loss_weight_scalar": 0.05,
+  "lr": 0.0001,
+  "num_classes": 11,
+  "num_heads": 16,
+  "num_pentachoron_pairs": 2,
+  "temp": 0.70486,
+  "weight_decay": 1e-05
+}

pentachora-adaptive-encoded/OrganAMNIST/20250817-065813/debug.txt

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+==== DEBUG INFO ====
+Timestamp: 20250817-065813
+Repo: AbstractPhil/pentachora-frequency-encoded
+Device: cuda
+Encoder params: 2270024
+Constellation params: 304967
+Diagnostic head params: 33281
+Best test accuracy: 0.829396

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pentachora-adaptive-encoded/OrganAMNIST/20250817-065813/manifest.json

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+    "liver",
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pentachora-adaptive-encoded/OrganAMNIST/20250817-070206/README.md

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+# Pentachora Adaptive Encoded — 20250817-070206
+
+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/OrganAMNIST/20250817-070206/config.json

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+{
+  "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": 0.05,
+  "lr": 0.1,
+  "num_classes": 11,
+  "num_heads": 4,
+  "num_pentachoron_pairs": 1,
+  "temp": 0.70486,
+  "weight_decay": 1e-05
+}

pentachora-adaptive-encoded/OrganAMNIST/20250817-070206/debug.txt

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+==== DEBUG INFO ====
+Timestamp: 20250817-070206
+Repo: AbstractPhil/pentachora-frequency-encoded
+Device: cuda
+Encoder params: 2270024
+Constellation params: 302153
+Diagnostic head params: 33281
+Best test accuracy: 0.888514

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pentachora-adaptive-encoded/OrganAMNIST/20250817-070206/manifest.json

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+    "femur-left",
+    "femur-right",
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+    "kidney-left",
+    "kidney-right",
+    "liver",
+    "lung-left",
+    "lung-right",
+    "pancreas",
+    "spleen"
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+  "dataset_name": "OrganAMNIST",
+  "environment": {
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+    "python": "3.11.13 (main, Jun  4 2025, 08:57:29) [GCC 11.4.0]",
+    "torch": "2.6.0+cu124"
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+  "repo_id": "AbstractPhil/pentachora-frequency-encoded",
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+  "subdirectory": "pentachora-adaptive-encoded/OrganAMNIST/20250817-070206",
+  "timestamp": "20250817-070206"
+}

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