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from typing import List | |
import onnxruntime | |
def encode_execution_providers(execution_providers : List[str]) -> List[str]: | |
return [ execution_provider.replace('ExecutionProvider', '').lower() for execution_provider in execution_providers ] | |
def decode_execution_providers(execution_providers: List[str]) -> List[str]: | |
available_execution_providers = onnxruntime.get_available_providers() | |
encoded_execution_providers = encode_execution_providers(available_execution_providers) | |
return [ execution_provider for execution_provider, encoded_execution_provider in zip(available_execution_providers, encoded_execution_providers) if any(execution_provider in encoded_execution_provider for execution_provider in execution_providers) ] | |
def map_device(execution_providers : List[str]) -> str: | |
if 'CoreMLExecutionProvider' in execution_providers: | |
return 'mps' | |
if 'CUDAExecutionProvider' in execution_providers or 'ROCMExecutionProvider' in execution_providers : | |
return 'cuda' | |
if 'OpenVINOExecutionProvider' in execution_providers: | |
return 'mkl' | |
return 'cpu' | |