Do not restore constant_buffer, and use bytes instead of Buffer

devtools/bundled_program/test/test_bundle_data.py

@@ -70,11 +70,16 @@ def test_bundled_program(self) -> None:
                     method_test_case.expected_outputs,
                 )
 
+        emitter_output = executorch_program._emitter_output
         self.assertEqual(
             bundled_program.serialize_to_schema().program,
             bytes(
                 _serialize_pte_binary(
-                    pte_file=_PTEFile(program=executorch_program.executorch_program)
+                    pte_file=_PTEFile(
+                        program=executorch_program.executorch_program,
+                        constant_data=emitter_output.constant_data,
+                        mutable_data=emitter_output.mutable_data,
+                    )
                 )
             ),
         )
@@ -116,10 +121,18 @@ def test_bundled_program_from_pte(self) -> None:
                         bundled_program_ioset.expected_outputs,
                         method_test_case.expected_outputs,
                     )
-
+            emitter_output = executorch_program._emitter_output
             self.assertEqual(
                 bundled_program.serialize_to_schema().program,
-                executorch_program.buffer,
+                bytes(
+                    _serialize_pte_binary(
+                        pte_file=_PTEFile(
+                            program=executorch_program.executorch_program,
+                            constant_data=emitter_output.constant_data,
+                            mutable_data=emitter_output.mutable_data,
+                        )
+                    )
+                ),
             )
 
     def test_bundled_miss_methods(self) -> None:

exir/_serialize/_program.py

@@ -11,7 +11,7 @@
 import math
 import re
 
-from dataclasses import dataclass
+from dataclasses import dataclass, field
 from typing import ClassVar, Dict, List, Literal, Optional, Sequence, Tuple
 
 from executorch.exir._serialize._cord import Cord
@@ -33,7 +33,6 @@
 from executorch.exir.schema import (
     BackendDelegateDataReference,
     BackendDelegateInlineData,
-    Buffer,
     DataLocation,
     DataSegment,
     NamedData,
@@ -56,9 +55,10 @@ class PTEFile:
     """
 
     program: Program
-    # TODO(lfq): add constant data (currently restored in the program)
-    # TODO(lfq): update this to List[bytes]
-    mutable_data: Optional[List[Buffer]] = None
+    # Placeholder for non-const tensors.
+    constant_data: List[bytes] = field(default_factory=lambda: [b""])
+    # Placeholder for non-const tensors.
+    mutable_data: List[bytes] = field(default_factory=lambda: [b""])
     named_data: Optional[NamedDataStoreOutput] = None
 
 
@@ -346,14 +346,14 @@ def _extract_delegate_segments(
 
 
 def _extract_constant_segment(
-    constant_buffer: List[Buffer],
+    constant_buffer: List[bytes],
     tensor_alignment: Optional[int] = None,
 ) -> Tuple[Cord, List[int]]:
     """Copies the tensors from the provided list into a Cord and tracks the offsets
         of each tensor.
 
     Args:
-        constant_buffer: list of Buffers from which to extract constants from. Not modified.
+        constant_buffer: list of bytes from which to extract constants from. Not modified.
         tensor_alignment: Alignment in bytes. Each tensor in the cord will be padded to align
             with this value. Defaults to ALIGNMENT.
 
@@ -365,8 +365,8 @@ def _extract_constant_segment(
     current_offset: int = 0
     for i in range(len(constant_buffer)):
         buffer = constant_buffer[i]
-        constant_segment_data.append(buffer.storage)
-        buffer_length = len(buffer.storage)
+        constant_segment_data.append(buffer)
+        buffer_length = len(buffer)
         pad_length = (
             padding_required(buffer_length, tensor_alignment)
             if tensor_alignment is not None
@@ -460,25 +460,24 @@ def serialize_pte_binary(
     # This may be constant data, delegate data or named data.
     segments: List[AlignedData] = []
 
-    constant_segment_data, constant_segment_offsets = _extract_constant_segment(
-        program.constant_buffer, tensor_alignment=constant_tensor_alignment
-    )
-
-    # If there are no constants, len(constant_segment_data) = 0. However, there may
-    # be non-constants, in which case len(constant_segment_offsets) = 1, containing
-    # the placeholder value 0. Ensure the placeholder value is put into
-    # program.constant_segment.offsets.
-    if len(constant_segment_offsets) > 0:
-        # Update program.constant_segment with constant subsegment offset information.
-        program.constant_segment = SubsegmentOffsets(
-            segment_index=len(segments), offsets=constant_segment_offsets
+    if len(pte_file.constant_data) > 1:
+        constant_segment_data, constant_segment_offsets = _extract_constant_segment(
+            pte_file.constant_data, tensor_alignment=constant_tensor_alignment
         )
-        # Clear the constant buffer, as constant data will be stored in segments.
-        program.constant_buffer = []
-        # Add to the aggregate segments cord.
-        segments.append(AlignedData(constant_segment_data))
 
-    if pte_file.mutable_data is not None:
+        # If there are no constants, len(constant_segment_data) = 0. However, there may
+        # be non-constants, in which case len(constant_segment_offsets) = 1, containing
+        # the placeholder value 0. Ensure the placeholder value is put into
+        # program.constant_segment.offsets.
+        if len(constant_segment_offsets) > 0:
+            # Update program.constant_segment with constant subsegment offset information.
+            program.constant_segment = SubsegmentOffsets(
+                segment_index=len(segments), offsets=constant_segment_offsets
+            )
+            # Add to the aggregate segments cord.
+            segments.append(AlignedData(constant_segment_data))
+
+    if len(pte_file.mutable_data) > 1:
         mutable_segment_data, mutable_segment_offsets = _extract_constant_segment(
             pte_file.mutable_data,
             tensor_alignment=None,  # data is copied at Method load so no need to align.
@@ -637,8 +636,9 @@ def _restore_segments(program: Program, segment_data: bytes) -> PTEFile:
             )
 
     # Replace constants from constant_segment into constant_buffer.
+    constant_data = None
     if program.constant_segment and len(program.constant_segment.offsets) > 0:
-        constant_buffers: List[Buffer] = []
+        constant_buffers: List[bytes] = []
         constant_segment = segments[program.constant_segment.segment_index]
         for i in range(len(program.constant_segment.offsets)):
             start_offset = program.constant_segment.offsets[i]
@@ -649,17 +649,15 @@ def _restore_segments(program: Program, segment_data: bytes) -> PTEFile:
                 if i < len(program.constant_segment.offsets) - 1
                 else len(constant_segment)
             )
-            constant_buffers.append(
-                Buffer(storage=constant_segment[start_offset:end_offset])
-            )
-        program.constant_buffer = constant_buffers
+            constant_buffers.append(constant_segment[start_offset:end_offset])
+        constant_data = constant_buffers
         program.constant_segment.segment_index = 0
         program.constant_segment.offsets = []
 
     # Extract mutable segments.
     mutable_data = None
     if program.mutable_data_segments and len(program.mutable_data_segments.offsets) > 0:
-        mutable_buffers: List[Buffer] = []
+        mutable_buffers: List[bytes] = []
         mutable_segment = segments[program.mutable_segment.segment_index]
         for i in range(len(program.mutable_segments.offsets)):
             start_offset = program.mutable_segment.offsets[i]
@@ -670,9 +668,7 @@ def _restore_segments(program: Program, segment_data: bytes) -> PTEFile:
                 if i < len(program.mutable_segment.offsets) - 1
                 else len(mutable_segment)
             )
-            mutable_buffers.append(
-                Buffer(storage=mutable_segment[start_offset:end_offset])
-            )
+            mutable_buffers.append(mutable_segment[start_offset:end_offset])
             mutable_data = mutable_buffers
         program.mutable_segment.segment_index = 0
         program.mutable_segment.offsets = []
@@ -699,7 +695,12 @@ def _restore_segments(program: Program, segment_data: bytes) -> PTEFile:
         named_data = named_data_store.get_named_data_store_output()
     program.named_data = []
     program.segments = []
-    return PTEFile(program=program, mutable_data=mutable_data, named_data=named_data)
+    return PTEFile(
+        program=program,
+        constant_data=constant_data,
+        mutable_data=mutable_data,
+        named_data=named_data,
+    )
 
 
 def deserialize_pte_binary(program_data: bytes) -> PTEFile:

exir/_serialize/_serialize.py

@@ -49,6 +49,7 @@ def serialize_for_executorch(
     pte: Cord = serialize_pte_binary(
         pte_file=PTEFile(
             program=emitter_output.program,
+            constant_data=emitter_output.constant_data,
             mutable_data=emitter_output.mutable_data,
             named_data=pte_named_data,
         ),

exir/_serialize/test/test_program.py

@@ -49,12 +49,6 @@
 CONSTANT_TENSOR_ALIGNMENT: int = 16
 
 
-def add_constant_data(program: Program, blobs: Sequence[bytes]) -> None:
-    """Adds the provided constant data blobs to the program."""
-    for blob in blobs:
-        program.constant_buffer.append(Buffer(storage=blob))
-
-
 def add_delegate_data(
     program: Program, plan: ExecutionPlan, blobs: Sequence[bytes]
 ) -> None:
@@ -169,12 +163,14 @@ def constant_segment_with_tensor_alignment(
             self.gen_blob_data(constant_tensor_alignment, b"\x30\x33\x03"),
             self.gen_blob_data(constant_tensor_alignment + 1, b"\x40\x44\x04"),
         )
-        add_constant_data(program, blobs)
 
         # Extract blobs into constant segment during serialization.
         pte_data = bytes(
             serialize_pte_binary(
-                PTEFile(program=program),
+                PTEFile(
+                    program=program,
+                    constant_data=blobs,
+                ),
                 segment_alignment=SEGMENT_ALIGNMENT,
                 constant_tensor_alignment=constant_tensor_alignment,
             )
@@ -289,9 +285,7 @@ def constant_segment_with_tensor_alignment(
         # during serialization.
         self.assertEqual(deserialized.program.execution_plan, program.execution_plan)
         # Number of constant tensors should be the same.
-        self.assertEqual(
-            len(deserialized.program.constant_buffer), len(program.constant_buffer)
-        )
+        self.assertEqual(len(deserialized.constant_data), len(blobs))
         self.assertEqual(deserialized.mutable_data, None)
         self.assertEqual(deserialized.named_data, None)
 
@@ -647,12 +641,13 @@ def test_round_trip_with_segments(self) -> None:
 
     def test_no_constants(self) -> None:
         program = get_test_program()
-        # Insert placeholder for non-const tensors.
-        add_constant_data(program, [b""])
 
         pte_data = bytes(
             serialize_pte_binary(
-                PTEFile(program=program),
+                PTEFile(
+                    program=program,
+                    constant_data=[b""],  # placeholder for non-const tensors.
+                ),
                 extract_delegate_segments=True,
                 segment_alignment=SEGMENT_ALIGNMENT,
                 constant_tensor_alignment=CONSTANT_TENSOR_ALIGNMENT,
@@ -667,10 +662,9 @@ def test_no_constants(self) -> None:
         # Constant buffer should be empty.
         self.assertEqual(len(flatbuffer_program.constant_buffer), 0)
 
-        # Constant segment should contain the placeholder.
+        # Constant segment also empty
         self.assertEqual(flatbuffer_program.constant_segment.segment_index, 0)
-        self.assertEqual(len(flatbuffer_program.constant_segment.offsets), 1)
-        self.assertEqual(flatbuffer_program.constant_segment.offsets[0], 0)
+        self.assertEqual(len(flatbuffer_program.constant_segment.offsets), 0)
 
     def test_unused_inline_delegate_blobs_with_segments(self) -> None:
         # Create a program with some delegate data blobs.
@@ -736,7 +730,6 @@ def test_constant_delegate_and_named_data_segments(self) -> None:
             self.gen_blob_data(SEGMENT_ALIGNMENT // 2, b"\x30\x33\x03"),
             self.gen_blob_data(SEGMENT_ALIGNMENT + 1, b"\x40\x44\x04"),
         )
-        add_constant_data(program, constant_blobs)
         add_delegate_data(program, program.execution_plan[0], delegate_blobs)
 
         # Create named data segment.
@@ -755,7 +748,9 @@ def test_constant_delegate_and_named_data_segments(self) -> None:
         # Extract the blobs into segments during serialization.
         pte_data = bytes(
             serialize_pte_binary(
-                PTEFile(program=program, named_data=named_data),
+                PTEFile(
+                    program=program, constant_data=constant_blobs, named_data=named_data
+                ),
                 extract_delegate_segments=True,
                 segment_alignment=SEGMENT_ALIGNMENT,
                 constant_tensor_alignment=CONSTANT_TENSOR_ALIGNMENT,
@@ -933,9 +928,7 @@ def test_constant_delegate_and_named_data_segments(self) -> None:
         # during serialization.
         self.assertEqual(deserialized.program.execution_plan, program.execution_plan)
         # Number of constant tensors should be the same.
-        self.assertEqual(
-            len(deserialized.program.constant_buffer), len(program.constant_buffer)
-        )
+        self.assertEqual(len(deserialized.constant_data), len(constant_blobs))
         self.assertEqual(deserialized.mutable_data, None)
         self._check_named_data_store_output(deserialized.named_data, named_data)
 

exir/emit/_emit_program.py

@@ -5,7 +5,7 @@
 # LICENSE file in the root directory of this source tree.
 
 # pyre-strict
-from dataclasses import dataclass
+from dataclasses import dataclass, field
 from typing import Any, Dict, List, Optional, Union
 
 import torch
@@ -50,14 +50,17 @@ class EmitterOutput:
     # generated by each instruction.
     instruction_id_to_num_outs_map: Dict[str, Dict[int, int]]
 
-    mutable_data: Optional[List[Buffer]]
+    # Constant data stored in the PTE file.
+    constant_data: List[bytes] = field(default_factory=list)
+    # Mutable data stored in the PTE file.
+    mutable_data: List[bytes] = field(default_factory=list)
 
     # Constants are optionally stored in external files.
     # Aggregate unique external constants into one buffer.
-    external_constant_buffer: List[bytes]
+    external_constant_buffer: Optional[List[bytes]] = None
     # Each constant_tag groups a set of constants together.
     # {constant_tag: {fqn: index into external_constant_buffer}}
-    external_constant_map: Optional[Dict[str, Dict[str, int]]]
+    external_constant_map: Optional[Dict[str, Dict[str, int]]] = None
 
 
 def _remove_non_user_outputs(exported_program: ExportedProgram) -> torch.fx.GraphModule:
@@ -198,18 +201,23 @@ def emit_program(
         program=Program(
             version=EXECUTORCH_SCHEMA_VERSION,
             execution_plan=plans,
-            constant_buffer=program_state.constant_buffer,
+            constant_buffer=[],  # Do not add constants here anymore.
             backend_delegate_data=program_state.backend_delegate_data,
             # Segments may be added at serialization time.
             segments=[],
             # Subsegment offsets may be added at serialization time.
             constant_segment=SubsegmentOffsets(segment_index=0, offsets=[]),
             mutable_data_segments=None,  # Will be filled in during serialization
         ),
+        constant_data=(
+            program_state.constant_buffer
+            if len(program_state.constant_buffer) > 1
+            else []
+        ),
         mutable_data=(
             program_state.mutable_buffer
             if len(program_state.mutable_buffer) > 1
-            else None
+            else []
         ),
         external_constant_buffer=program_state.external_constant_buffer,
         external_constant_map=program_state.external_constant_map,