wehub-resource-sync
89 lines
3.3 KiB
Python
89 lines
3.3 KiB
Python
#
|
|
# SPDX-FileCopyrightText: Copyright (c) 1993-2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
|
|
# SPDX-License-Identifier: Apache-2.0
|
|
#
|
|
# Licensed under the Apache License, Version 2.0 (the "License");
|
|
# you may not use this file except in compliance with the License.
|
|
# You may obtain a copy of the License at
|
|
#
|
|
# http://www.apache.org/licenses/LICENSE-2.0
|
|
#
|
|
# Unless required by applicable law or agreed to in writing, software
|
|
# distributed under the License is distributed on an "AS IS" BASIS,
|
|
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
|
# See the License for the specific language governing permissions and
|
|
# limitations under the License.
|
|
#
|
|
from polygraphy.backend.onnxrt import SessionFromOnnx
|
|
from polygraphy.exception import PolygraphyException
|
|
from tests.models.meta import ONNX_MODELS
|
|
|
|
import onnxruntime as onnxrt
|
|
import pytest
|
|
|
|
|
|
class TestSessionFromOnnx:
|
|
def test_defaults(self):
|
|
model = ONNX_MODELS["identity"]
|
|
loader = SessionFromOnnx(model.loader)
|
|
sess = loader()
|
|
|
|
assert sess
|
|
assert isinstance(sess, onnxrt.InferenceSession)
|
|
assert sess.get_providers() == ["CPUExecutionProvider"]
|
|
|
|
@pytest.mark.parametrize(
|
|
"providers,expected",
|
|
[
|
|
(["cpu"], ["CPUExecutionProvider"]),
|
|
(["CPU"], ["CPUExecutionProvider"]),
|
|
],
|
|
)
|
|
def test_provider_matching(self, providers, expected):
|
|
model = ONNX_MODELS["identity"]
|
|
loader = SessionFromOnnx(model.loader, providers=providers)
|
|
sess = loader()
|
|
|
|
assert sess
|
|
assert isinstance(sess, onnxrt.InferenceSession)
|
|
assert sess.get_providers() == expected
|
|
|
|
@pytest.mark.skipif(
|
|
"TensorrtExecutionProvider" not in onnxrt.get_available_providers(),
|
|
reason="Skip test if TensorrtExecutionProvider is not available",
|
|
)
|
|
@pytest.mark.parametrize(
|
|
"providers,expected_dict",
|
|
[
|
|
# Searches for 'tensorrt' as the execution provider's name
|
|
(["tensorrt", "cpu"], {"TensorrtExecutionProvider": {}, "CPUExecutionProvider": {}}),
|
|
# Searches for the execution provider's name if the item is a tuple in the format (EP name, EP options)
|
|
(
|
|
[("TensorrtExecutionProvider", {"trt_op_types_to_exclude": "Add"}), "CPUExecutionProvider"],
|
|
{"TensorrtExecutionProvider": {"trt_op_types_to_exclude": "Add"}, "CPUExecutionProvider": {}}
|
|
),
|
|
],
|
|
)
|
|
def test_provider_with_options(self, providers, expected_dict):
|
|
model = ONNX_MODELS["identity"]
|
|
loader = SessionFromOnnx(model.loader, providers=providers)
|
|
sess = loader()
|
|
|
|
assert sess
|
|
assert isinstance(sess, onnxrt.InferenceSession)
|
|
assert sess.get_providers() == list(expected_dict.keys())
|
|
|
|
provider_options = sess.get_provider_options()
|
|
for k, v in provider_options.items():
|
|
if expected_dict.get(k, None):
|
|
assert set(expected_dict[k].items()).issubset(v.items())
|
|
|
|
def test_invalid_providers_raise_errors(self):
|
|
model = ONNX_MODELS["identity"]
|
|
loader = SessionFromOnnx(model.loader, providers=["cpu", "not_a_real_provider"])
|
|
with pytest.raises(
|
|
PolygraphyException,
|
|
match="Could not find specified ONNX-Runtime execution provider",
|
|
):
|
|
loader()
|