diff --git a/src/llamafactory/hparams/parser.py b/src/llamafactory/hparams/parser.py
index 968067a1..d49e4e1d 100644
--- a/src/llamafactory/hparams/parser.py
+++ b/src/llamafactory/hparams/parser.py
@@ -164,6 +164,9 @@ def _check_extra_dependencies(
     if finetuning_args.use_adam_mini:
         check_version("adam-mini", mandatory=True)
 
+    if finetuning_args.use_swanlab:
+        check_version("swanlab", mandatory=True)
+
     if finetuning_args.plot_loss:
         check_version("matplotlib", mandatory=True)
 
@@ -345,6 +348,9 @@ def get_train_args(args: Optional[Union[dict[str, Any], list[str]]] = None) -> _
     if finetuning_args.finetuning_type == "lora":
         # https://github.com/huggingface/transformers/blob/v4.50.0/src/transformers/trainer.py#L782
         training_args.label_names = training_args.label_names or ["labels"]
+    
+    if "swanlab" in training_args.report_to and finetuning_args.use_swanlab:
+        training_args.report_to.remove("swanlab")
 
     if (
         training_args.parallel_mode == ParallelMode.DISTRIBUTED