Polish NEWS

NEWS.md

@@ -1,18 +1,22 @@
 # torch 0.14.0
 
-# torch (development version) 
+## Breaking changes
+
+- Updated to LibTorch v2.5.1 (#1204) -- potentially breaking change!
+
+## New features
+
+- Feature: Faster optimizers (`optim_ignite_<name>()`) are available: Adam, AdamW, Adagrad, RMSprop,SGD.
+  These can be used as drop-in replacements for `optim_<name>` but are considerably
+  faster as they wrap the LibTorch implementation of the optimizer.
+  The biggest speed differences can be observed for complex optimizers such as `AdamW`.
 
 ## Bug fixes
 
 - `torch_iinfo()` now support all integer dtypes (#1190 @cregouby)
 - Fixed float key_padding_mask in `nnf_multi_head_attention_forward()` (#1205)
-- Updated to LibTorch v2.5.1 (#1204)
 - Fix french translation (#1176 @cregouby)
 - Trace jitted modules now respect 'train' and 'eval' mode (#1211)
-- Feature: Faster optimizers (`optim_ignite_<name>()`) are available: Adam, AdamW, Adagrad, RMSprop,SGD.
-  These can be used as drop-in replacements for `optim_<name>` but are considerably
-  faster as they wrap the LibTorch implementation of the optimizer.
-  The biggest speed differences can be observed for complex optimizers such as `AdamW`.
 * Fix: Avoid name clashes between multiple calls to `jit_trace` (#1246)
 
 # torch 0.13.0