//***************************************************************************** // Copyright 2017-2019 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/all_close.hpp" #include "util/all_close_f.hpp" #include "util/ndarray.hpp" #include "util/test_control.hpp" #include "util/test_tools.hpp" using namespace std; using namespace ngraph; static string s_manifest = "${MANIFEST}"; NGRAPH_TEST(${BACKEND_NAME}, slice_scalar) { Shape shape_a{}; auto A = make_shared<op::Parameter>(element::f32, shape_a); Shape shape_r{}; auto r = make_shared<op::Slice>(A, Coordinate{}, Coordinate{}); auto f = make_shared<Function>(r, ParameterVector{A}); auto backend = runtime::Backend::create("${BACKEND_NAME}"); // Create some tensors for input/output auto a = backend->create_tensor(element::f32, shape_a); copy_data(a, vector<float>{312}); auto result = backend->create_tensor(element::f32, shape_r); auto handle = backend->compile(f); handle->call_with_validate({result}, {a}); EXPECT_TRUE(test::all_close_f( (vector<float>{312}), read_vector<float>(result), MIN_FLOAT_TOLERANCE_BITS)); } NGRAPH_TEST(${BACKEND_NAME}, slice_matrix) { Shape shape_a{4, 4}; auto A = make_shared<op::Parameter>(element::f32, shape_a); Shape shape_r{3, 2}; auto r = make_shared<op::Slice>(A, Coordinate{0, 1}, Coordinate{3, 3}); auto f = make_shared<Function>(r, ParameterVector{A}); auto backend = runtime::Backend::create("${BACKEND_NAME}"); // Create some tensors for input/output auto a = backend->create_tensor(element::f32, shape_a); copy_data(a, vector<float>{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16}); auto result = backend->create_tensor(element::f32, shape_r); auto handle = backend->compile(f); handle->call_with_validate({result}, {a}); EXPECT_TRUE(test::all_close_f( (vector<float>{2, 3, 6, 7, 10, 11}), read_vector<float>(result), MIN_FLOAT_TOLERANCE_BITS)); } NGRAPH_TEST(${BACKEND_NAME}, slice_vector) { Shape shape_a{16}; auto A = make_shared<op::Parameter>(element::f32, shape_a); Shape shape_r{12}; auto r = make_shared<op::Slice>(A, Coordinate{2}, Coordinate{14}); auto f = make_shared<Function>(r, ParameterVector{A}); auto backend = runtime::Backend::create("${BACKEND_NAME}"); // Create some tensors for input/output auto a = backend->create_tensor(element::f32, shape_a); copy_data(a, vector<float>{0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15}); auto result = backend->create_tensor(element::f32, shape_r); auto handle = backend->compile(f); handle->call_with_validate({result}, {a}); EXPECT_TRUE(test::all_close_f((vector<float>{2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13}), read_vector<float>(result), MIN_FLOAT_TOLERANCE_BITS)); } NGRAPH_TEST(${BACKEND_NAME}, slice_matrix_axis_0_overlap) { Shape shape_a{4, 4}; auto A = make_shared<op::Parameter>(element::f32, shape_a); auto B = make_shared<op::Parameter>(element::f32, shape_a); auto C = make_shared<op::Add>(A, B); Shape shape_r{2, 4}; auto D = make_shared<op::Slice>(C, Coordinate{0, 0}, Coordinate{2, 4}); auto E = make_shared<op::Slice>(C, Coordinate{1, 0}, Coordinate{3, 4}); auto r = make_shared<op::Add>(D, E); auto f = make_shared<Function>(r, ParameterVector{A, B}); auto backend = runtime::Backend::create("${BACKEND_NAME}"); // Create some tensors for input/output auto a = backend->create_tensor(element::f32, shape_a); copy_data(a, vector<float>{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16}); auto b = backend->create_tensor(element::f32, shape_a); copy_data(b, vector<float>{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16}); auto result = backend->create_tensor(element::f32, shape_r); auto handle = backend->compile(f); handle->call_with_validate({result}, {a, b}); EXPECT_TRUE(test::all_close_f((vector<float>{12, 16, 20, 24, 28, 32, 36, 40}), read_vector<float>(result), MIN_FLOAT_TOLERANCE_BITS)); } NGRAPH_TEST(${BACKEND_NAME}, slice_matrix_axis_0_in_place) { Shape shape_a{4, 4}; auto A = make_shared<op::Parameter>(element::f32, shape_a); Shape shape_r{2, 4}; auto D = make_shared<op::Slice>(A, Coordinate{0, 0}, Coordinate{2, 4}); auto E = make_shared<op::Slice>(A, Coordinate{2, 0}, Coordinate{4, 4}); auto r = make_shared<op::Add>(D, E); auto f = make_shared<Function>(r, ParameterVector{A}); auto backend = runtime::Backend::create("${BACKEND_NAME}"); // Create some tensors for input/output auto a = backend->create_tensor(element::f32, shape_a); copy_data(a, vector<float>{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16}); auto result = backend->create_tensor(element::f32, shape_r); auto handle = backend->compile(f); handle->call_with_validate({result}, {a}); EXPECT_TRUE(test::all_close_f((vector<float>{10, 12, 14, 16, 18, 20, 22, 24}), read_vector<float>(result), MIN_FLOAT_TOLERANCE_BITS)); } NGRAPH_TEST(${BACKEND_NAME}, slice_matrix_axis_0_in_place_twice) { Shape shape_a{4, 4}; auto A = make_shared<op::Parameter>(element::f32, shape_a); Shape shape_r{1, 4}; auto B = make_shared<op::Slice>(A, Coordinate{0, 0}, Coordinate{2, 4}); auto D = make_shared<op::Slice>(B, Coordinate{1, 0}, Coordinate{2, 4}); auto E = make_shared<op::Slice>(A, Coordinate{2, 0}, Coordinate{3, 4}); auto r = make_shared<op::Add>(D, E); auto f = make_shared<Function>(r, ParameterVector{A}); auto backend = runtime::Backend::create("${BACKEND_NAME}"); // Create some tensors for input/output auto a = backend->create_tensor(element::f32, shape_a); copy_data(a, vector<float>{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16}); auto result = backend->create_tensor(element::f32, shape_r); auto handle = backend->compile(f); handle->call_with_validate({result}, {a}); EXPECT_TRUE(test::all_close_f( (vector<float>{14, 16, 18, 20}), read_vector<float>(result), MIN_FLOAT_TOLERANCE_BITS)); } NGRAPH_TEST(${BACKEND_NAME}, slice_matrix_axis_0_in_place_twice_overlap) { Shape shape_a{5, 4}; auto A = make_shared<op::Parameter>(element::f32, shape_a); Shape shape_r{2, 4}; auto B = make_shared<op::Slice>(A, Coordinate{1, 0}, Coordinate{5, 4}); auto D = make_shared<op::Slice>(B, Coordinate{1, 0}, Coordinate{3, 4}); auto E = make_shared<op::Slice>(B, Coordinate{2, 0}, Coordinate{4, 4}); auto r = make_shared<op::Add>(D, E); auto f = make_shared<Function>(r, ParameterVector{A}); auto backend = runtime::Backend::create("${BACKEND_NAME}"); // Create some tensors for input/output auto a = backend->create_tensor(element::f32, shape_a); copy_data(a, vector<float>{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20}); auto result = backend->create_tensor(element::f32, shape_r); auto handle = backend->compile(f); handle->call_with_validate({result}, {a}); EXPECT_TRUE(test::all_close_f((vector<float>{22, 24, 26, 28, 30, 32, 34, 36}), read_vector<float>(result), MIN_FLOAT_TOLERANCE_BITS)); } NGRAPH_TEST(${BACKEND_NAME}, slice_matrix_axis_0_in_place_with_reshape) { Shape shape_a{4, 5}; auto A = make_shared<op::Parameter>(element::f32, shape_a); Shape shape_r{2, 4}; auto B = make_shared<op::Slice>(A, Coordinate{1, 0}, Coordinate{4, 5}); auto C = make_shared<op::Reshape>(B, AxisVector{1, 0}, Shape{5, 3}); auto D = make_shared<op::Slice>(C, Coordinate{1, 0}, Coordinate{5, 3}); auto E = make_shared<op::Reshape>(D, AxisVector{1, 0}, Shape{3, 4}); auto r = make_shared<op::Slice>(E, Coordinate{1, 0}, Coordinate{3, 4}); auto f = make_shared<Function>(r, ParameterVector{A}); auto backend = runtime::Backend::create("${BACKEND_NAME}"); // Create some tensors for input/output auto a = backend->create_tensor(element::f32, shape_a); copy_data(a, vector<float>{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20}); auto result = backend->create_tensor(element::f32, shape_r); auto handle = backend->compile(f); handle->call_with_validate({result}, {a}); EXPECT_TRUE(test::all_close_f((vector<float>{12, 13, 14, 15, 17, 18, 19, 20}), read_vector<float>(result), MIN_FLOAT_TOLERANCE_BITS)); } NGRAPH_TEST(${BACKEND_NAME}, slice_matrix_strided) { Shape shape_a{4, 4}; auto A = make_shared<op::Parameter>(element::f32, shape_a); Shape shape_r{2, 2}; auto r = make_shared<op::Slice>(A, Coordinate{1, 0}, Coordinate{4, 4}, Strides{2, 3}); auto f = make_shared<Function>(r, ParameterVector{A}); auto backend = runtime::Backend::create("${BACKEND_NAME}"); // Create some tensors for input/output auto a = backend->create_tensor(element::f32, shape_a); copy_data(a, vector<float>{0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15}); auto result = backend->create_tensor(element::f32, shape_r); auto handle = backend->compile(f); handle->call_with_validate({result}, {a}); EXPECT_TRUE(test::all_close_f( (vector<float>{4, 7, 12, 15}), read_vector<float>(result), MIN_FLOAT_TOLERANCE_BITS)); } NGRAPH_TEST(${BACKEND_NAME}, slice_3d) { Shape shape_a{4, 4, 4}; auto A = make_shared<op::Parameter>(element::f32, shape_a); Shape shape_r{2, 2, 2}; auto r = make_shared<op::Slice>(A, Coordinate{1, 1, 1}, Coordinate{3, 3, 3}); auto f = make_shared<Function>(r, ParameterVector{A}); auto backend = runtime::Backend::create("${BACKEND_NAME}"); // Create some tensors for input/output auto a = backend->create_tensor(element::f32, shape_a); copy_data(a, vector<float>{0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63}); auto result = backend->create_tensor(element::f32, shape_r); auto handle = backend->compile(f); handle->call_with_validate({result}, {a}); EXPECT_TRUE(test::all_close_f((vector<float>{21, 22, 25, 26, 37, 38, 41, 42}), read_vector<float>(result), MIN_FLOAT_TOLERANCE_BITS)); } NGRAPH_TEST(${BACKEND_NAME}, slice_3d_strided) { Shape shape_a{4, 4, 4}; auto A = make_shared<op::Parameter>(element::f32, shape_a); Shape shape_r{2, 2, 2}; auto r = make_shared<op::Slice>(A, Coordinate{0, 0, 0}, Coordinate{4, 4, 4}, Strides{2, 2, 2}); auto f = make_shared<Function>(r, ParameterVector{A}); auto backend = runtime::Backend::create("${BACKEND_NAME}"); // Create some tensors for input/output auto a = backend->create_tensor(element::f32, shape_a); copy_data(a, vector<float>{0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63}); auto result = backend->create_tensor(element::f32, shape_r); auto handle = backend->compile(f); handle->call_with_validate({result}, {a}); EXPECT_TRUE(test::all_close_f((vector<float>{0, 2, 8, 10, 32, 34, 40, 42}), read_vector<float>(result), MIN_FLOAT_TOLERANCE_BITS)); } NGRAPH_TEST(${BACKEND_NAME}, slice_3d_strided_different_strides) { Shape shape_a{4, 4, 4}; auto A = make_shared<op::Parameter>(element::f32, shape_a); Shape shape_r{2, 2, 2}; auto r = make_shared<op::Slice>(A, Coordinate{0, 0, 0}, Coordinate{4, 4, 4}, Strides{2, 2, 3}); auto f = make_shared<Function>(r, ParameterVector{A}); auto backend = runtime::Backend::create("${BACKEND_NAME}"); // Create some tensors for input/output auto a = backend->create_tensor(element::f32, shape_a); copy_data(a, vector<float>{0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63}); auto result = backend->create_tensor(element::f32, shape_r); auto handle = backend->compile(f); handle->call_with_validate({result}, {a}); EXPECT_TRUE(test::all_close_f((vector<float>{0, 3, 8, 11, 32, 35, 40, 43}), read_vector<float>(result), MIN_FLOAT_TOLERANCE_BITS)); } NGRAPH_TEST(${BACKEND_NAME}, slice_3d_strided_different_strides_int64) { Shape shape_a{4, 4, 4}; auto A = make_shared<op::Parameter>(element::i64, shape_a); Shape shape_r{2, 2, 2}; auto r = make_shared<op::Slice>(A, Coordinate{0, 0, 0}, Coordinate{4, 4, 4}, Strides{2, 2, 3}); auto f = make_shared<Function>(r, ParameterVector{A}); auto backend = runtime::Backend::create("${BACKEND_NAME}"); // Create some tensors for input/output auto a = backend->create_tensor(element::i64, shape_a); copy_data(a, vector<int64_t>{0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63}); auto result = backend->create_tensor(element::i64, shape_r); auto handle = backend->compile(f); handle->call_with_validate({result}, {a}); EXPECT_EQ((vector<int64_t>{0, 3, 8, 11, 32, 35, 40, 43}), read_vector<int64_t>(result)); } NGRAPH_TEST(${BACKEND_NAME}, slice_3d_start_just_oob) { Shape shape_a{20, 10, 5}; auto A = make_shared<op::Parameter>(element::f32, shape_a); Shape shape_r{20, 0, 5}; auto r = make_shared<op::Slice>(A, Coordinate{0, 10, 0}, Coordinate{20, 10, 5}, Strides{1, 1, 1}); auto f = make_shared<Function>(r, ParameterVector{A}); auto backend = runtime::Backend::create("${BACKEND_NAME}"); // Create some tensors for input/output auto a = backend->create_tensor(element::f32, shape_a); vector<float> a_data(20 * 10 * 5, 222.0f); copy_data(a, a_data); auto result = backend->create_tensor(element::f32, shape_r); auto handle = backend->compile(f); handle->call_with_validate({result}, {a}); EXPECT_TRUE(test::all_close_f((vector<float>{}), read_vector<float>(result))); }