diff --git a/src/transformers/training_args.py b/src/transformers/training_args.py
index fe6a6cd638ec..ec8f575b6c3e 100644
--- a/src/transformers/training_args.py
+++ b/src/transformers/training_args.py
@@ -611,8 +611,8 @@ class TrainingArguments:
 
             The options should be separated by whitespaces.
         optim (`str` or [`training_args.OptimizerNames`], *optional*, defaults to `"adamw_torch"`):
-            The optimizer to use, such as "adamw_hf", "adamw_torch", "adamw_torch_fused", "adamw_apex_fused", "adamw_anyprecision", 
-            "adafactor". See `OptimizerNames` in [training_args.py](https://github.com/huggingface/transformers/blob/main/src/transformers/training_args.py) 
+            The optimizer to use, such as "adamw_hf", "adamw_torch", "adamw_torch_fused", "adamw_apex_fused", "adamw_anyprecision",
+            "adafactor". See `OptimizerNames` in [training_args.py](https://github.com/huggingface/transformers/blob/main/src/transformers/training_args.py)
             for a full list of optimizers.
         optim_args (`str`, *optional*):
             Optional arguments that are supplied to AnyPrecisionAdamW.