zhengruifeng commented on code in PR #40695:
URL: https://github.com/apache/spark/pull/40695#discussion_r1162185540


##########
python/pyspark/ml/torch/distributor.py:
##########
@@ -548,12 +560,23 @@ def set_torch_config(context: "BarrierTaskContext") -> 
None:
                 os.environ["NODE_RANK"] = str(context.partitionId())
                 os.environ["RANK"] = str(context.partitionId())
 
-            def set_gpus(context: "BarrierTaskContext") -> None:
-                if CUDA_VISIBLE_DEVICES in os.environ:
-                    return
+            if local_master:
+                # distributed training on a local mode spark cluster
+                def set_gpus(context: "BarrierTaskContext") -> None:
+                    if CUDA_VISIBLE_DEVICES in os.environ:
+                        return

Review Comment:
   I am not sure about this, here follows the distributed mode which respects 
the `CUDA_VISIBLE_DEVICES` env



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