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winml.py
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68 lines (59 loc) · 2.47 KB
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# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
import sys
from pathlib import Path
import traceback
# This needs to be alive throughout the lifetime of the application
_instance = None
class WinML:
def __new__(cls, *args, **kwargs):
global _instance
if _instance is None:
_instance = super(WinML, cls).__new__(cls, *args, **kwargs)
_instance._initialized = False
return _instance
def __init__(self):
if self._initialized:
return
self._initialized = True
self._fix_winrt_runtime()
from winui3.microsoft.windows.applicationmodel.dynamicdependency.bootstrap import (
InitializeOptions,
initialize
)
import winui3.microsoft.windows.ai.machinelearning as winml
self._win_app_sdk_handle = initialize(options=InitializeOptions.ON_NO_MATCH_SHOW_UI)
self._win_app_sdk_handle.__enter__()
catalog = winml.ExecutionProviderCatalog.get_default()
self._providers = catalog.find_all_providers()
self._ep_paths : dict[str, str] = {}
for provider in self._providers:
provider.ensure_ready_async().get()
if provider.library_path == '':
continue
self._ep_paths[provider.name] = provider.library_path
self._registered_eps : list[str] = []
def __del__(self):
self._providers = None
self._win_app_sdk_handle.__exit__(None, None, None)
def _fix_winrt_runtime(self):
"""
This function removes the msvcp140.dll from the winrt-runtime package.
So it does not cause issues with other libraries.
"""
from importlib import metadata
site_packages_path = Path(str(metadata.distribution('winrt-runtime').locate_file('')))
dll_path = site_packages_path / 'winrt' / 'msvcp140.dll'
if dll_path.exists():
dll_path.unlink()
def register_execution_providers_to_ort(self) -> list[str]:
import onnxruntime as ort
for name, path in self._ep_paths.items():
if name not in self._registered_eps:
try:
ort.register_execution_provider_library(name, path)
self._registered_eps.append(name)
except Exception as e:
print(f"Failed to register execution provider {name}: {e}", file=sys.stderr)
traceback.print_exc()
return self._registered_eps