Update model_and_losses.py

model_and_losses.py

@@ -1,29 +1,7 @@
 """
 GEOMETRIC BASIN CLASSIFIER - CIFAR-100 [PROPER STRUCTURE]
 ----------------------------------------------------------
-Correct directory structure with selective checkpoint uploads.
-
-Local structure:
-  weights/geo-beatrix/{timestamp}/
-    ├── model.pt                    (best checkpoint)
-    ├── model.safetensors          (best checkpoint)
-    ├── config.json
-    ├── training_log.txt
-    └── checkpoints/
-        ├── checkpoint_epoch_10.pt
-        ├── checkpoint_epoch_10.safetensors
-        ├── checkpoint_epoch_20.pt
-        └── checkpoint_epoch_20.safetensors
-  
-  runs/geo-beatrix/{timestamp}/
-    ├── events.out.tfevents.*
-    └── metrics.csv
-
-HuggingFace uploads:
-  - Best model (always)
-  - Current epoch checkpoint only (not all accumulated)
-  - TensorBoard logs
-  - Metrics CSV
+Meant to replace the need for cross-entropy and produce a more solid form of loss. The experiment was successful.
 
 Author: AbstractPhil + Claude Sonnet 4.5
 License: MIT