Update README.md

README.md

@@ -47,7 +47,8 @@ Each folder has
 
 * train_logits_##.pt - logits at the end of training for model `##` for validation points
 * val_logits_##.pt  - logits at the end of training for model `##` for train points
-* `##__val_margins_#.npy` - margins of model `##` at epoch `#` (this is derived from logits)
+* `##__val_margins_#.pt` - margins of model `##` at epoch `#` (this is derived from logits)
+* `##__train_margins_#.pt` - margins of model `##` at epoch `#` (this is derived from logits)
 * `sd_##____epoch_#.pt` - model `##` checkpoint at epoch `#`