Add best C-MAPSS JEPA, critic, and RUL checkpoints

README.md

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+---
+license: mit
+tags:
+  - predictive-maintenance
+  - cmapss
+  - remaining-useful-life
+  - graph-neural-networks
+  - jepa
+  - anomaly-detection
+library_name: pytorch
+---
+
+# Diagnostic Graph PDM — Best C-MAPSS Checkpoints
+
+Best observed checkpoints from the [Diagnostic-Graph-PDM](https://github.com/Sph3inz/Diagnostic-Graph-PDM) stack: Graph-JEPA pretrain → Energy Critic → TCN+Transformer RUL with energy fusion.
+
+## Files
+
+| File | Role | Selection criterion |
+|------|------|-------------------|
+| `checkpoints/jepa/jepa_epoch0003.pt` | Graph-JEPA encoder (FD123 + unlabeled FD004) | Epoch 3 val loss 0.0025 |
+| `checkpoints/critic/vulcan_epoch0030.pt` | Energy Critic + encoder (JEPA-init) | Best saved FD1234 critic (~0.97 val F1) |
+| `checkpoints/rul/rul_sequence.pt` | TCN+Transformer RUL (FD001) | Best val RMSE epoch 54 — test RMSE **12.485**, NASA **294.6** |
+
+See `checkpoints.json` for paths and metrics.
+
+## Usage
+
+```powershell
+pip install torch typer omegaconf rich
+git clone https://github.com/Sph3inz/Diagnostic-Graph-PDM.git
+cd Diagnostic-Graph-PDM
+pip install -e .
+
+hf download Sph3inxz/Diagnostic-Graph-PDM --local-dir ./hf_ckpt
+
+# Scan / localize (critic)
+python -m vulcan scan data/cmapss_fd001.graphs.jsonl `
+  --checkpoint hf_ckpt/checkpoints/critic/vulcan_epoch0030.pt --format summary
+
+# RUL eval
+python eval_ckpt.py hf_ckpt/checkpoints/rul/rul_sequence.pt
+```
+
+Train critic from JEPA:
+
+```powershell
+python -m vulcan train --config configs/critic_cmapss_fd1234_jepa.yaml `
+  --resume-from hf_ckpt/checkpoints/jepa/jepa_epoch0003.pt
+```
+
+## Citation
+
+If you use these weights, link the GitHub repo: https://github.com/Sph3inz/Diagnostic-Graph-PDM

checkpoints.json

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+{
+  "stack": "jepa-critic-rul",
+  "benchmark": "NASA C-MAPSS",
+  "checkpoints": {
+    "jepa": {
+      "path": "checkpoints/jepa/jepa_epoch0003.pt",
+      "config": "configs/jepa_cmapss_fd123_plus_fd004_unlabeled.yaml",
+      "epoch": 3,
+      "notes": "FD123 + unlabeled FD004 JEPA pretrain"
+    },
+    "critic": {
+      "path": "checkpoints/critic/vulcan_epoch0030.pt",
+      "config": "configs/critic_cmapss_fd1234_jepa.yaml",
+      "epoch": 30,
+      "val_f1_approx": 0.9697,
+      "notes": "JEPA-initialized FD1234 energy critic; use for scan and RUL energy fusion"
+    },
+    "rul": {
+      "path": "checkpoints/rul/rul_sequence.pt",
+      "config": "configs/rul_sota_cmapss.yaml",
+      "best_epoch": 54,
+      "test_rmse": 12.485,
+      "test_mae": 8.963,
+      "nasa_score": 294.6,
+      "notes": "FD001 TCN+Transformer RUL, best validation checkpoint reloaded"
+    }
+  },
+  "github": "https://github.com/Sph3inz/Diagnostic-Graph-PDM"
+}

checkpoints/critic/vulcan_epoch0030.pt

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checkpoints/jepa/jepa_epoch0003.pt

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checkpoints/rul/rul_sequence.pt

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