[Executorch][to_backend] Introduce preprocess_multimethod

exir/backend/backend_details.py

@@ -50,15 +50,6 @@ class BackendDetails(ABC):
     the decorators, this interface will be static, abstract and all inheritances are
     enforced to implement this method.
 
-    Args:
-        edge_program: The original exported program. It will not be modified in place.
-        compile_specs: List of values needed for compilation
-
-    Returns:
-        PreprocessResult: It wraps the following information:
-            processed_bytes -> bytes: A compiled blob - a binary that can run the desired program in the backend.
-            debug_handle_map (Optional[Dict[int, Tuple[int]]]): For profiling purposes, a map from the node_id in the final graph (either EXIR or the user's self-defined IR)
-            to debug handle id attached in the original exported program.
     """
 
     @staticmethod
@@ -70,6 +61,69 @@ def preprocess(
         edge_program: ExportedProgram,
         compile_specs: List[CompileSpec],
     ) -> PreprocessResult:
+        """
+        Preprocesses an edge program and returns the preprocess result fo the given backend
+
+        Args:
+            edge_program: The original exported program. It will not be modified in place.
+            compile_specs: List of values needed for compilation
+
+        Returns:
+            PreprocessResult: It wraps the following information:
+                processed_bytes -> bytes: A compiled blob - a binary that can run the desired
+                program in the backend.
+                debug_handle_map (Optional[Dict[int, Tuple[int]]]): For profiling purposes, a
+                map from the node_id  in the final graph (either EXIR or the user's self-defined
+                IR) to debug handle id attached in the original exported program.
+        """
         # Users should return a compiled blob - a binary that can run the desired
         # program in the backend.
         pass
+
+    @classmethod
+    def preprocess_multimethod(
+        cls,
+        edge_programs: Dict[str, List[ExportedProgram]],
+        compile_specs: Dict[str, List[List[CompileSpec]]],
+    ) -> Dict[str, list[PreprocessResult]]:
+        """
+        Runs preprocess on all partitioned Edge Programs across multiple methods. This allows
+        backends to share information across partitioned graphs. Backend can serialize shared
+        data by putting the shared data into the data_store_output of the preprocess results.
+        This will record the shared data used by that specific partition.
+
+        Default implementation is running the existing preprocess implementation on all
+
+        Args:
+            edge_programs: Dictionary mapping the method name to a list of all the partitioned
+                           edge_programs from that method to be lowered.
+            compile_specs: Dictionary mapping the method name to a list of compile_specs. The
+                           list of compile specs maps directly to the list of edge_programs for the
+                           same given method name i.e. edge_program[method_name][i] --> compile_specs[method_name][i]
+
+        Returns:
+            Dictionary mapping the method name to a list of PreprocessResults. The list of
+            PreprocessResults maps directly to the list of edge_programs for the same given
+            method name. i.e. edge_program[method_name][i] --> result[method_name][i]
+
+
+        """
+        preprocess_results = {}
+        for method_name, programs in edge_programs.items():
+            assert (
+                method_name in compile_specs
+            ), f"Error: missing compile specs for {method_name}"
+            compile_specs_for_method = compile_specs[method_name]
+            assert len(compile_specs_for_method) == len(
+                programs
+            ), f"Error: method {method_name} has {len(programs)} partitions but only {len(compile_specs_for_method)}"
+            results_for_method = []
+            for program, compile_spec_for_program in zip(
+                programs, compile_specs_for_method
+            ):
+                preprocess_result = cls.preprocess(program, compile_spec_for_program)
+                results_for_method.append(preprocess_result)
+
+            preprocess_results[method_name] = results_for_method
+
+        return preprocess_results