Testing MediaPipe Python with GPU support

This commit is contained in:
kinaryml
2023-05-17 10:55:40 +05:30
parent 024f782cd9
commit 45addac249
3 changed files with 96 additions and 35 deletions
+2
View File
@@ -34,6 +34,8 @@ py_library(
],
deps = [
":optional_dependencies",
"//mediapipe/calculators/tensor/inference_calculator_py_pb2",
"//mediapipe/tasks/cc/core/proto:acceleration_py_pb2",
"//mediapipe/tasks/cc/core/proto:base_options_py_pb2",
"//mediapipe/tasks/cc/core/proto:external_file_py_pb2",
],
+17 -10
View File
@@ -14,13 +14,18 @@
"""Base options for MediaPipe Task APIs."""
import dataclasses
import enum
import os
from typing import Any, Optional
from mediapipe.calculators.tensor import inference_calculator_pb2
from mediapipe.tasks.cc.core.proto import acceleration_pb2
from mediapipe.tasks.cc.core.proto import base_options_pb2
from mediapipe.tasks.cc.core.proto import external_file_pb2
from mediapipe.tasks.python.core.optional_dependencies import doc_controls
_DelegateProto = inference_calculator_pb2.InferenceCalculatorOptions.Delegate
_AccelerationProto = acceleration_pb2.Acceleration
_BaseOptionsProto = base_options_pb2.BaseOptions
_ExternalFileProto = external_file_pb2.ExternalFile
@@ -42,10 +47,13 @@ class BaseOptions:
model_asset_path: Path to the model asset file.
model_asset_buffer: The model asset file contents as bytes.
"""
class Delegate(enum.Enum):
CPU = 0
GPU = 1
model_asset_path: Optional[str] = None
model_asset_buffer: Optional[bytes] = None
# TODO: Allow Python API to specify acceleration settings.
delegate: Optional[Delegate] = None
@doc_controls.do_not_generate_docs
def to_pb2(self) -> _BaseOptionsProto:
@@ -55,17 +63,16 @@ class BaseOptions:
else:
full_path = None
if self.delegate == BaseOptions.Delegate.GPU:
acceleration_proto = _AccelerationProto(gpu=_DelegateProto.Gpu())
else:
acceleration_proto = _AccelerationProto(tflite=_DelegateProto.TfLite())
return _BaseOptionsProto(
model_asset=_ExternalFileProto(
file_name=full_path, file_content=self.model_asset_buffer))
@classmethod
@doc_controls.do_not_generate_docs
def create_from_pb2(cls, pb2_obj: _BaseOptionsProto) -> 'BaseOptions':
"""Creates a `BaseOptions` object from the given protobuf object."""
return BaseOptions(
model_asset_path=pb2_obj.model_asset.file_name,
model_asset_buffer=pb2_obj.model_asset.file_content)
file_name=full_path, file_content=self.model_asset_buffer),
acceleration=acceleration_proto
)
def __eq__(self, other: Any) -> bool:
"""Checks if this object is equal to the given object.