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import tempfile | ||
import unittest | ||
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import onnxruntime as ort | ||
import torch | ||
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from optimum.onnxruntime.configuration import AutoQuantizationConfig, OptimizationConfig, ORTConfig | ||
from optimum.onnxruntime.utils import get_device_for_provider, get_provider_for_device | ||
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class ProviderAndDeviceGettersTest(unittest.TestCase): | ||
def test_get_device_for_provider(self): | ||
self.assertEqual(get_device_for_provider("CPUExecutionProvider", provider_options={}), torch.device("cpu")) | ||
self.assertEqual( | ||
get_device_for_provider("CUDAExecutionProvider", provider_options={"device_id": 1}), torch.device("cuda:1") | ||
) | ||
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def test_get_provider_for_device(self): | ||
self.assertEqual(get_provider_for_device(torch.device("cpu")), "CPUExecutionProvider") | ||
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if "ROCMExecutionProvider" in ort.get_available_providers(): | ||
self.assertEqual(get_provider_for_device(torch.device("cuda")), "ROCMExecutionProvider") | ||
else: | ||
self.assertEqual(get_provider_for_device(torch.device("cuda")), "CUDAExecutionProvider") | ||
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class ORTConfigTest(unittest.TestCase): | ||
def test_save_and_load(self): | ||
with tempfile.TemporaryDirectory() as tmp_dir: | ||
quantization_config = AutoQuantizationConfig.arm64(is_static=False, per_channel=False) | ||
optimization_config = OptimizationConfig(optimization_level=2) | ||
ort_config = ORTConfig(opset=11, quantization=quantization_config, optimization=optimization_config) | ||
ort_config.save_pretrained(tmp_dir) | ||
loaded_ort_config = ORTConfig.from_pretrained(tmp_dir) | ||
self.assertEqual(ort_config.to_dict(), loaded_ort_config.to_dict()) |