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Revise power (#4901)

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* add power type prop test file to CMakeList

* add unit tests

* create power type_prop tests

* Update copyright year

* fix copyright year
This commit is contained in:
Piotr Szmelczynski 2021-03-24 13:29:16 +01:00 committed by GitHub
parent d5d0fca624
commit b62f49b66a
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3 changed files with 319 additions and 0 deletions
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1
ngraph/test/CMakeLists.txt
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@ -166,6 +166,7 @@ set(SRC
type_prop/one_hot.cpp
type_prop/pad.cpp
type_prop/parameter.cpp
type_prop/power.cpp
type_prop/prelu.cpp
type_prop/proposal.cpp
type_prop/psroi_pooling.cpp

53
ngraph/test/backend/power.in.cpp
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@ -60,3 +60,56 @@ NGRAPH_TEST(${BACKEND_NAME}, power)
test_case.add_expected_output<float>(shape, {1, 1, 729, 125});
test_case.run();
}
NGRAPH_TEST(${BACKEND_NAME}, power_broadcasted)
{
Shape shape_a{2, 1, 5};
Shape shape_b{2, 1};
Shape shape_r{2, 2, 5};
auto A = make_shared<op::Parameter>(element::f32, shape_a);
auto B = make_shared<op::Parameter>(element::f32, shape_b);
auto f = make_shared<Function>(make_shared<op::v1::Power>(A, B), ParameterVector{A, B});
std::vector<float> a{1, 2, 3, 4, 5, 6, 7, 8, 9, 10};
std::vector<float> b{1, 2};
auto test_case = test::TestCase<TestEngine>(f);
test_case.add_multiple_inputs<float>({a, b});
test_case.add_expected_output<float>(shape_r, {1, 2, 3, 4, 5, 1, 4, 9, 16, 25,
6, 7, 8, 9, 10, 36, 49, 64, 81, 100});
test_case.run();
}
NGRAPH_TEST(${BACKEND_NAME}, power_scalars)
{
Shape shape{};
auto A = make_shared<op::Parameter>(element::f32, shape);
auto B = make_shared<op::Parameter>(element::f32, shape);
auto f = make_shared<Function>(make_shared<op::v1::Power>(A, B), ParameterVector{A, B});
std::vector<float> a{2};
std::vector<float> b{3};
auto test_case = test::TestCase<TestEngine>(f);
test_case.add_multiple_inputs<float>({a, b});
test_case.add_expected_output<float>(shape, {8});
test_case.run();
}
NGRAPH_TEST(${BACKEND_NAME}, power_vector_and_scalar)
{
Shape shape_a{2, 2};
Shape shape_b{};
auto A = make_shared<op::Parameter>(element::f32, shape_a);
auto B = make_shared<op::Parameter>(element::f32, shape_b);
auto f = make_shared<Function>(make_shared<op::v1::Power>(A, B), ParameterVector{A, B});
std::vector<float> a{2, 3, 4, 5};
std::vector<float> b{2};
auto test_case = test::TestCase<TestEngine>(f);
test_case.add_multiple_inputs<float>({a, b});
test_case.add_expected_output<float>(shape_a, {4, 9, 16, 25});
test_case.run();
}

265
ngraph/test/type_prop/power.cpp Normal file
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@ -0,0 +1,265 @@
//*****************************************************************************
// Copyright 2021 Intel Corporation
//
// 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.
//*****************************************************************************
#include "gtest/gtest.h"
#include "ngraph/ngraph.hpp"
#include "util/type_prop.hpp"
using namespace std;
using namespace ngraph;
TEST(type_prop, power_2D_same)
{
auto A = make_shared<op::Parameter>(element::f32, Shape{2, 2});
auto B = make_shared<op::Parameter>(element::f32, Shape{2, 2});
auto power = make_shared<op::v1::Power>(A, B);
ASSERT_EQ(power->get_element_type(), element::f32);
ASSERT_EQ(power->get_shape(), (Shape{2, 2}));
}
TEST(type_prop, power_4D_same)
{
auto A = make_shared<op::Parameter>(element::f32, Shape{2, 2, 3, 3});
auto B = make_shared<op::Parameter>(element::f32, Shape{2, 2, 3, 3});
auto power = make_shared<op::v1::Power>(A, B);
ASSERT_EQ(power->get_element_type(), element::f32);
ASSERT_EQ(power->get_shape(), (Shape{2, 2, 3, 3}));
}
TEST(type_prop, power_default_autobroadcast)
{
auto A = make_shared<op::Parameter>(element::f32, Shape{2, 2});
auto B = make_shared<op::Parameter>(element::f32, Shape{2, 2});
auto power = make_shared<op::v1::Power>(A, B);
ASSERT_EQ(power->get_element_type(), element::f32);
ASSERT_EQ(power->get_shape(), (Shape{2, 2}));
ASSERT_EQ(power->get_autob(), op::AutoBroadcastType::NUMPY);
}
TEST(type_prop, power_no_autobroadcast)
{
auto A = make_shared<op::Parameter>(element::f32, Shape{2, 2});
auto B = make_shared<op::Parameter>(element::f32, Shape{2, 2});
auto power = make_shared<op::v1::Power>(A, B, op::AutoBroadcastSpec::NONE);
ASSERT_EQ(power->get_element_type(), element::f32);
ASSERT_EQ(power->get_shape(), (Shape{2, 2}));
ASSERT_EQ(power->get_autob(), op::AutoBroadcastType::NONE);
}
TEST(type_prop, power_4D_x_scalar_numpy_broadcast)
{
auto A = make_shared<op::Parameter>(element::f32, Shape{2, 3, 4, 5});
auto B = make_shared<op::Parameter>(element::f32, Shape{1});
auto power = make_shared<op::v1::Power>(A, B);
ASSERT_EQ(power->get_element_type(), element::f32);
ASSERT_EQ(power->get_shape(), (Shape{2, 3, 4, 5}));
}
TEST(type_prop, power_4D_x_1D_numpy_broadcast)
{
auto A = make_shared<op::Parameter>(element::f32, Shape{2, 3, 4, 5});
auto B = make_shared<op::Parameter>(element::f32, Shape{5});
auto power = make_shared<op::v1::Power>(A, B);
ASSERT_EQ(power->get_element_type(), element::f32);
ASSERT_EQ(power->get_shape(), (Shape{2, 3, 4, 5}));
}
TEST(type_prop, power_2D_x_4D_numpy_broadcast)
{
auto A = make_shared<op::Parameter>(element::f32, Shape{4, 5});
auto B = make_shared<op::Parameter>(element::f32, Shape{2, 3, 4, 5});
auto power = make_shared<op::v1::Power>(A, B);
ASSERT_EQ(power->get_element_type(), element::f32);
ASSERT_EQ(power->get_shape(), (Shape{2, 3, 4, 5}));
}
TEST(type_prop, power_3D_x_4D_numpy_broadcast)
{
auto A = make_shared<op::Parameter>(element::f32, Shape{1, 4, 5});
auto B = make_shared<op::Parameter>(element::f32, Shape{2, 3, 1, 1});
auto power = make_shared<op::v1::Power>(A, B);
ASSERT_EQ(power->get_element_type(), element::f32);
ASSERT_EQ(power->get_shape(), (Shape{2, 3, 4, 5}));
}
TEST(type_prop, power_4D_x_3D_numpy_broadcast)
{
auto A = make_shared<op::Parameter>(element::f32, Shape{8, 1, 6, 1});
auto B = make_shared<op::Parameter>(element::f32, Shape{7, 1, 5});
auto power = make_shared<op::v1::Power>(A, B);
ASSERT_EQ(power->get_element_type(), element::f32);
ASSERT_EQ(power->get_shape(), (Shape{8, 7, 6, 5}));
ASSERT_EQ(power->get_autob(), op::AutoBroadcastType::NUMPY);
}
TEST(type_prop, power_incompatible_element_types)
{
auto A = make_shared<op::Parameter>(element::f32, Shape{2, 2, 3, 3});
auto B = make_shared<op::Parameter>(element::i32, Shape{2, 2, 3, 3});
try
{
auto power = make_shared<op::v1::Power>(A, B);
// Should have thrown, so fail if it didn't
FAIL() << "Incompatible element types not detected";
}
catch (const NodeValidationFailure& error)
{
EXPECT_HAS_SUBSTRING(error.what(), std::string("Argument element types are inconsistent"));
}
catch (...)
{
FAIL() << "power element type validation failed for unexpexted reason";
}
}
TEST(type_prop, power_incompatible_boolean_type)
{
auto A = make_shared<op::Parameter>(element::boolean, Shape{2, 2, 3, 3});
auto B = make_shared<op::Parameter>(element::boolean, Shape{2, 2, 3, 3});
try
{
auto power = make_shared<op::v1::Power>(A, B);
// Should have thrown, so fail if it didn't
FAIL() << "Incompatible boolean type not detected";
}
catch (const NodeValidationFailure& error)
{
EXPECT_HAS_SUBSTRING(error.what(),
std::string("Arguments cannot have boolean element type"));
}
catch (...)
{
FAIL() << "power element type validation failed for unexpexted reason";
}
}
TEST(type_prop, power_1D_x_1D_incompatible)
{
auto A = make_shared<op::Parameter>(element::f32, Shape{3});
auto B = make_shared<op::Parameter>(element::f32, Shape{4});
try
{
auto power = make_shared<op::v1::Power>(A, B);
// Should have thrown, so fail if it didn't
FAIL() << "Incompatible matrix dimensions not detected. ";
}
catch (const ngraph_error& error)
{
EXPECT_HAS_SUBSTRING(error.what(), std::string("Argument shapes are inconsistent"));
}
catch (...)
{
FAIL() << "power shape validation failed for unexpected reason";
}
}
TEST(type_prop, power_3D_x_3D_incompatible)
{
auto A = make_shared<op::Parameter>(element::f32, Shape{3, 5, 6});
auto B = make_shared<op::Parameter>(element::f32, Shape{4, 10, 12});
try
{
auto power = make_shared<op::v1::Power>(A, B);
// Should have thrown, so fail if it didn't
FAIL() << "Incompatible matrix dimensions not detected. ";
}
catch (const ngraph_error& error)
{
EXPECT_HAS_SUBSTRING(error.what(), std::string("Argument shapes are inconsistent"));
}
catch (...)
{
FAIL() << "power shape validation failed for unexpected reason";
}
}
TEST(type_prop, power_5D_x_5D_incompatible)
{
auto A = make_shared<op::Parameter>(element::f32, Shape{389, 112, 12});
auto B = make_shared<op::Parameter>(element::f32, Shape{389, 112, 19});
try
{
auto power = make_shared<op::v1::Power>(A, B);
// Should have thrown, so fail if it didn't
FAIL() << "Incompatible matrix dimensions not detected. ";
}
catch (const ngraph_error& error)
{
EXPECT_HAS_SUBSTRING(error.what(), std::string("Argument shapes are inconsistent"));
}
catch (...)
{
FAIL() << "power shape validation failed for unexpected reason";
}
}
TEST(type_prop, power_3D_dynamic_shape)
{
Dimension dynamic = Dimension::dynamic();
auto A = make_shared<op::Parameter>(element::f32, PartialShape{dynamic, dynamic, 6});
auto B = make_shared<op::Parameter>(element::f32, PartialShape{dynamic, dynamic, 6});
auto power = make_shared<op::v1::Power>(A, B);
ASSERT_EQ(power->get_element_type(), element::f32);
ASSERT_EQ(power->get_output_partial_shape(0), (PartialShape{dynamic, dynamic, 6}));
}
TEST(type_prop, power_5D_dynamic_shape)
{
Dimension dynamic = Dimension::dynamic();
auto A =
make_shared<op::Parameter>(element::f32, PartialShape{dynamic, 4, dynamic, dynamic, 6});
auto B =
make_shared<op::Parameter>(element::f32, PartialShape{dynamic, 4, dynamic, dynamic, 6});
auto power = make_shared<op::v1::Power>(A, B);
ASSERT_EQ(power->get_element_type(), element::f32);
ASSERT_EQ(power->get_output_partial_shape(0),
(PartialShape{dynamic, 4, dynamic, dynamic, 6}));
}
TEST(type_prop, power_full_dynamic_shape)
{
auto param = std::make_shared<op::Parameter>(element::f64, PartialShape::dynamic());
const auto op = std::make_shared<op::v1::Power>(param, param);
ASSERT_EQ(op->get_element_type(), element::f64);
ASSERT_TRUE(op->get_output_partial_shape(0).same_scheme(PartialShape::dynamic()));
}