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101 changes: 101 additions & 0 deletions
101
python/paddle/fluid/tests/unittests/ir/inference/test_trt_slice_dynamic_plugin.py
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| # Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved. | ||
| # | ||
| # 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. | ||
|
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| from __future__ import print_function | ||
|
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| import unittest | ||
| import numpy as np | ||
| from inference_pass_test import InferencePassTest | ||
| import paddle.fluid as fluid | ||
| import paddle.fluid.core as core | ||
| from paddle.fluid.core import AnalysisConfig | ||
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| #normal starts && ends | ||
| class SlicePluginTRTDynamicTest(SlicePluginTRTTest): | ||
| def setUpSliceParams(self): | ||
| self.params_axes = [1, 3] | ||
| self.params_starts = [0, 1] | ||
| self.params_ends = [2, 3] | ||
|
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| def setUpTensorRTParams(self): | ||
| self.trt_parameters = SlicePluginTRTTest.TensorRTParam( | ||
| 1 << 30, 32, 1, AnalysisConfig.Precision.Float32, False, False) | ||
| self.enable_trt = True | ||
| self.dynamic_shape_params = SlicePluginTRTDynamicTest.DynamicShapeParam( | ||
| { | ||
| 'data': [1, 1, 1, 1] | ||
| }, {'data': [8, 8, 8, 8]}, {'data': [8, 8, 8, 8]}, False) | ||
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| def setUp(self): | ||
| self.setUpSliceParams() | ||
| self.setUpTensorRTParams() | ||
| with fluid.program_guard(self.main_program, self.startup_program): | ||
| data = fluid.data(name="data", shape=[3, 3, 3, 3], dtype="float32") | ||
| axes = self.params_axes | ||
| starts = self.params_starts | ||
| ends = self.params_ends | ||
| slice_out = fluid.layers.slice( | ||
| data, axes=axes, starts=starts, ends=ends) | ||
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| self.feeds = { | ||
| "data": np.random.random((3, 3, 3, 3)).astype("float32"), | ||
| } | ||
| self.fetch_list = [slice_out] | ||
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| def test_check_output(self): | ||
| use_gpu = [False] | ||
| if core.is_compiled_with_cuda(): | ||
| use_gpu.append(True) | ||
| for i in range(len(use_gpu)): | ||
| atol = 1e-5 | ||
| if self.trt_parameters.precision == AnalysisConfig.Precision.Half: | ||
| atol = 1e-3 | ||
| self.check_output_with_option(use_gpu[i], atol) | ||
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| class SlicePluginTRTDynamicBoundTest(SlicePluginTRTDynamicTest): | ||
| def setUpSliceParams(self): | ||
| self.params_axes = [1, 3] | ||
| self.params_starts = [0, 1] | ||
| self.params_ends = [2, 1000] | ||
|
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| def setUpTensorRTParams(self): | ||
| self.trt_parameters = SlicePluginTRTDynamicBoundTest.TensorRTParam( | ||
| 1 << 30, 32, 1, AnalysisConfig.Precision.Half, False, False) | ||
| self.enable_trt = True | ||
| self.dynamic_shape_params = SlicePluginTRTDynamicBoundTest.DynamicShapeParam( | ||
| { | ||
| 'data': [1, 1, 1, 1] | ||
| }, {'data': [8, 8, 8, 8]}, {'data': [8, 8, 8, 8]}, False) | ||
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| class SlicePluginTRTDynamicNegativeBoundTest(SlicePluginTRTDynamicTest): | ||
| def setUpSliceParams(self): | ||
| self.params_axes = [1, 3] | ||
| self.params_starts = [-5, 1] | ||
| self.params_ends = [2, 1000] | ||
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| def setUpTensorRTParams(self): | ||
| self.trt_parameters = SlicePluginTRTDynamicNegativeBoundTest.TensorRTParam( | ||
| 1 << 30, 32, 1, AnalysisConfig.Precision.Half, False, False) | ||
| self.enable_trt = True | ||
| self.dynamic_shape_params = SlicePluginTRTDynamicNegativeBoundTest.DynamicShapeParam( | ||
| { | ||
| 'data': [1, 1, 1, 1] | ||
| }, {'data': [8, 8, 8, 8]}, {'data': [8, 8, 8, 8]}, False) | ||
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| if __name__ == "__main__": | ||
| unittest.main() |
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