liferoad commented on code in PR #34379:
URL: https://github.com/apache/beam/pull/34379#discussion_r2025290386


##########
sdks/python/apache_beam/ml/inference/base.py:
##########
@@ -339,6 +346,139 @@ def should_garbage_collect_on_timeout(self) -> bool:
     return self.share_model_across_processes()
 
 
+class RemoteModelHandler(ABC, ModelHandler[ExampleT, PredictionT, ModelT]):
+  """Has the ability to call a model at a remote endpoint."""
+  def __init__(

Review Comment:
   just an idea to use config classes since the init arg list could be long 
(might be not):
   ```
   from dataclasses import dataclass, field
   from typing import Callable
   
   @dataclass
   class RemoteModelHandlerConfig:
       namespace: str = ''
       num_retries: int = 5
       throttle_delay_secs: int = 5
       retry_filter: Callable[[Exception], bool] = 
field(default_factory=lambda: lambda x: True)
       window_ms: int = 1 * _MILLISECOND_TO_SECOND
       bucket_ms: int = 1 * _MILLISECOND_TO_SECOND
       overload_ratio: float = 2
       ```



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