rithwik-db commented on code in PR #39188:
URL: https://github.com/apache/spark/pull/39188#discussion_r1068924576


##########
python/pyspark/ml/torch/distributor.py:
##########
@@ -261,6 +312,130 @@ def __init__(
         super().__init__(num_processes, local_mode, use_gpu)
         self.ssl_conf = "pytorch.spark.distributor.ignoreSsl"  # type: ignore
         self._validate_input_params()
+        self.input_params = self._create_input_params()
+
+    @staticmethod
+    def _create_torchrun_command(
+        input_params: dict[str, Any], path_to_train_file: str, *args: Any
+    ) -> list[str]:
+        local_mode = input_params["local_mode"]
+        num_processes = input_params["num_processes"]
+
+        if local_mode:
+            torchrun_args = ["--standalone", "--nnodes=1"]
+            processes_per_node = num_processes
+        else:
+            pass
+            # TODO(SPARK-41592): Handle distributed training

Review Comment:
   `local_mode` will always be true for this PR, but the follow up 
[PR](https://github.com/apache/spark/pull/39267) addresses the `else` section. 



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