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Unverified Commit a0894c2a authored by Ahsan Saghir's avatar Ahsan Saghir Committed by GitHub
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Move ref tests under a separate directory and split them based on the type of operation (#2106) 

Re-organizes ref tests to improve the speed of compilation
parent d4cfdb3e
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test/CMakeLists.txt
View file @ a0894c2a
...@@ -177,6 +177,7 @@ add_dependencies(check test_tf) ...@@ -177,6 +177,7 @@ add_dependencies(check test_tf)
add_subdirectory(api) add_subdirectory(api)
add_subdirectory(verify) add_subdirectory(verify)
add_subdirectory(ref)
if(MIGRAPHX_ENABLE_PYTHON) if(MIGRAPHX_ENABLE_PYTHON)
add_subdirectory(py) add_subdirectory(py)
......
test/ref/CMakeLists.txt 0 → 100644
View file @ a0894c2a
#####################################################################################
# The MIT License (MIT)
#
# Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved.
#
# Permission is hereby granted, free of charge, to any person obtaining a copy
# of this software and associated documentation files (the "Software"), to deal
# in the Software without restriction, including without limitation the rights
# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
# copies of the Software, and to permit persons to whom the Software is
# furnished to do so, subject to the following conditions:
#
# The above copyright notice and this permission notice shall be included in
# all copies or substantial portions of the Software.
#
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
# THE SOFTWARE.
#####################################################################################
file(GLOB REF CONFIGURE_DEPENDS *.cpp)
add_test_executable(test_ref ${REF})
target_include_directories(test_ref PUBLIC ../include)
rocm_clang_tidy_check(test_ref)
test/ref/abs.cpp 0 → 100644
View file @ a0894c2a
/*
* The MIT License (MIT)
*
* Copyright (c) 2015-2023 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#include <migraphx/instruction.hpp>
#include <migraphx/literal.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/onnx.hpp>
#include <migraphx/register_target.hpp>
#include <migraphx/verify.hpp>
#include <test.hpp>
TEST_CASE(abs_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape s{migraphx::shape::float_type, {2, 2}};
auto l = mm->add_literal(migraphx::literal{s, {-1, 2, -3, 4}});
mm->add_instruction(migraphx::make_op("abs"), l);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector(4);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold{1, 2, 3, 4};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
TEST_CASE(abs_dyn_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape s{migraphx::shape::float_type, {{2, 8}, {2, 2}}};
auto input = mm->add_parameter("X", s);
mm->add_instruction(migraphx::make_op("abs"), input);
p.compile(migraphx::make_target("ref"));
std::vector<float> a = {-1, 2, -3, 4};
migraphx::parameter_map params0;
migraphx::shape input_fixed_shape0{migraphx::shape::float_type, {2, 2}};
params0["X"] = migraphx::argument(input_fixed_shape0, a.data());
auto result = p.eval(params0).back();
std::vector<float> results_vector(4);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold{1, 2, 3, 4};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
test/ref/acos.cpp 0 → 100644
View file @ a0894c2a
/*
* The MIT License (MIT)
*
* Copyright (c) 2015-2023 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#include <migraphx/instruction.hpp>
#include <migraphx/literal.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/onnx.hpp>
#include <migraphx/register_target.hpp>
#include <migraphx/verify.hpp>
#include <test.hpp>
TEST_CASE(acos_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape s{migraphx::shape::double_type, {3}};
std::vector<float> data{-0.8f, 0.0f, 1.0f};
auto l = mm->add_literal(migraphx::literal{s, data});
mm->add_instruction(migraphx::make_op("acos"), l);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector(3);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = data;
std::transform(
gold.begin(), gold.end(), gold.begin(), [](float n) -> float { return acosf(n); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
TEST_CASE(acos_dyn_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape::dynamic_dimension dd{3, 8};
migraphx::shape s{migraphx::shape::float_type, {dd}};
auto input = mm->add_parameter("X", s);
mm->add_instruction(migraphx::make_op("acos"), input);
p.compile(migraphx::make_target("ref"));
std::vector<float> input_data{-0.8f, 0.0f, 1.0f};
migraphx::parameter_map params0;
migraphx::shape input_fixed_shape0{migraphx::shape::float_type, {3}};
params0["X"] = migraphx::argument(input_fixed_shape0, input_data.data());
auto result = p.eval(params0).back();
std::vector<float> results_vector(3);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = input_data;
std::transform(
gold.begin(), gold.end(), gold.begin(), [](float n) -> float { return acosf(n); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
test/ref/acosh.cpp 0 → 100644
View file @ a0894c2a
/*
* The MIT License (MIT)
*
* Copyright (c) 2015-2023 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#include <migraphx/instruction.hpp>
#include <migraphx/literal.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/onnx.hpp>
#include <migraphx/register_target.hpp>
#include <migraphx/verify.hpp>
#include <test.hpp>
TEST_CASE(acosh_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape s{migraphx::shape::double_type, {3}};
std::vector<float> data{1.1f, 1.2f, 2.0f};
auto l = mm->add_literal(migraphx::literal{s, data});
mm->add_instruction(migraphx::make_op("acosh"), l);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector(3);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = data;
std::transform(
gold.begin(), gold.end(), gold.begin(), [](float n) -> float { return acoshf(n); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
TEST_CASE(acosh_dyn_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape::dynamic_dimension dd{3, 8};
migraphx::shape s{migraphx::shape::float_type, {dd}};
auto input = mm->add_parameter("X", s);
std::vector<float> input_data{1.1f, 1.2f, 2.0f};
mm->add_instruction(migraphx::make_op("acosh"), input);
p.compile(migraphx::make_target("ref"));
migraphx::parameter_map params0;
migraphx::shape input_fixed_shape0{migraphx::shape::float_type, {3}};
params0["X"] = migraphx::argument(input_fixed_shape0, input_data.data());
auto result = p.eval(params0).back();
std::vector<float> results_vector(3);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = input_data;
std::transform(
gold.begin(), gold.end(), gold.begin(), [](float n) -> float { return acoshf(n); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
test/ref/add.cpp 0 → 100644
View file @ a0894c2a
/*
* The MIT License (MIT)
*
* Copyright (c) 2015-2023 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#include <migraphx/instruction.hpp>
#include <migraphx/literal.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/onnx.hpp>
#include <migraphx/quantization.hpp>
#include <migraphx/register_target.hpp>
#include <migraphx/verify.hpp>
#include <test.hpp>
TEST_CASE(add_broadcast_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape a_shape{migraphx::shape::float_type, {2, 2, 3}};
std::vector<float> a_data{0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11};
migraphx::shape b_shape{migraphx::shape::float_type, {2, 2}};
std::vector<float> b_data{0, -1, -2, -3};
uint64_t axis = 0;
auto l1 = mm->add_literal(migraphx::literal{a_shape, a_data});
auto l2 = mm->add_literal(migraphx::literal{b_shape, b_data});
auto l3 = mm->add_instruction(
migraphx::make_op("broadcast", {{"axis", axis}, {"out_lens", l1->get_shape().lens()}}), l2);
mm->add_instruction(migraphx::make_op("add"), l1, l3);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
EXPECT(result.get_shape().packed());
std::vector<float> results_vector(12);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = {0, 1, 2, 2, 3, 4, 4, 5, 6, 6, 7, 8};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
TEST_CASE(add_multibroadcast_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape a_shape{migraphx::shape::float_type, {2, 2, 3}};
std::vector<float> a_data{0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11};
migraphx::shape b_shape{migraphx::shape::float_type, {2, 2, 1}};
std::vector<float> b_data{0, -1, -2, -3};
auto l1 = mm->add_literal(migraphx::literal{a_shape, a_data});
auto l2 = mm->add_literal(migraphx::literal{b_shape, b_data});
auto l3 =
mm->add_instruction(migraphx::make_op("multibroadcast", {{"out_lens", {2, 2, 3}}}), l1);
auto l4 =
mm->add_instruction(migraphx::make_op("multibroadcast", {{"out_lens", {2, 2, 3}}}), l2);
mm->add_instruction(migraphx::make_op("add"), l3, l4);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
EXPECT(result.get_shape().packed());
std::vector<float> results_vector(12);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = {0, 1, 2, 2, 3, 4, 4, 5, 6, 6, 7, 8};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
TEST_CASE(add_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape s{migraphx::shape::float_type, {3}};
auto l1 = mm->add_literal(migraphx::literal{s, {-1, 0, 1}});
auto l2 = mm->add_literal(migraphx::literal{s, {1, 2, 3}});
mm->add_instruction(migraphx::make_op("add"), l1, l2);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector(3);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = {0, 2, 4};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
TEST_CASE(add_dyn_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
std::vector<migraphx::shape::dynamic_dimension> dd{{2, 6}};
migraphx::shape s{migraphx::shape::float_type, dd};
auto x = mm->add_parameter("x", s);
auto y = mm->add_parameter("y", s);
mm->add_instruction(migraphx::make_op("add"), x, y);
p.compile(migraphx::make_target("ref"));
std::vector<float> x_data{-1, 0, 1};
std::vector<float> y_data{1, 2, 3};
migraphx::parameter_map params0;
migraphx::shape input_fixed_shape0{migraphx::shape::float_type, {3}};
params0["x"] = migraphx::argument(input_fixed_shape0, x_data.data());
params0["y"] = migraphx::argument(input_fixed_shape0, y_data.data());
auto result = p.eval(params0).back();
std::vector<float> results_vector(3);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = {0, 2, 4};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
TEST_CASE(fp16_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape s{migraphx::shape::half_type, {1}};
migraphx::half a{1.5};
migraphx::half b{2.5};
migraphx::half c{4.0};
auto l0 = mm->add_literal(migraphx::literal{s, {a}});
auto l1 = mm->add_literal(migraphx::literal{s, {b}});
mm->add_instruction(migraphx::make_op("add"), l0, l1);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<migraphx::half> results_vector(1);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<migraphx::half> gold{c};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
TEST_CASE(fp32_fp16_test)
{
auto create_program = [] {
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape s{migraphx::shape::float_type, {2, 3}};
std::vector<float> data(2 * 3);
std::iota(data.begin(), data.end(), 1.0f);
auto l1 = mm->add_literal(migraphx::literal(s, data));
auto l2 = mm->add_literal(migraphx::literal(s, data));
mm->add_instruction(migraphx::make_op("add"), l1, l2);
return p;
};
auto test_case = [&](std::vector<std::string>&& op_names) {
std::vector<float> gold_res = {2.0, 4.0, 6.0, 8.0, 10.0, 12.0};
auto p = create_program();
migraphx::quantize_fp16(p, op_names);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> res;
result.visit([&](auto output) { res.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(res, gold_res));
};
test_case({"all"});
test_case({"add"});
}
test/ref/argmax.cpp 0 → 100644
View file @ a0894c2a
/*
* The MIT License (MIT)
*
* Copyright (c) 2015-2023 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#include <migraphx/generate.hpp>
#include <migraphx/instruction.hpp>
#include <migraphx/literal.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/onnx.hpp>
#include <migraphx/register_target.hpp>
#include <migraphx/verify.hpp>
#include <test.hpp>
TEST_CASE(argmax_test_0)
{
migraphx::program p;
auto* mm = p.get_main_module();
std::vector<float> data = {1.2255, 1.6834, -2.0305, -0.3221, 0.4701, 0.2583, 0.7545, 2.5758,
-1.6849, 0.0928, 0.9022, -0.8765, -0.4090, 0.9301, 2.0724, -1.5706,
0.4867, -0.1493, 0.6957, -0.2179, 0.7142, 0.7177, 0.0183, 1.3497};
std::vector<int64_t> res_gold = {0, 0, 1, 0, 1, 0, 0, 0, 1, 1, 0, 1};
migraphx::shape data_shape{migraphx::shape::float_type, {2, 3, 4}};
auto dl = mm->add_literal(migraphx::literal{data_shape, data});
mm->add_instruction(migraphx::make_op("argmax", {{"axis", 0}}), dl);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<int64_t> result_vec;
result.visit([&](auto output) { result_vec.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(result_vec, res_gold));
}
TEST_CASE(argmax_test_1)
{
migraphx::program p;
auto* mm = p.get_main_module();
std::vector<float> data = {1.2255, 1.6834, -2.0305, -0.3221, 0.4701, 0.2583, 0.7545, 2.5758,
-1.6849, 0.0928, 0.9022, -0.8765, -0.4090, 0.9301, 2.0724, -1.5706,
0.4867, -0.1493, 0.6957, -0.2179, 0.7142, 0.7177, 0.0183, 1.3497};
std::vector<int64_t> res_gold = {0, 0, 2, 1, 2, 0, 0, 2};
migraphx::shape data_shape{migraphx::shape::float_type, {2, 3, 4}};
auto dl = mm->add_literal(migraphx::literal{data_shape, data});
mm->add_instruction(migraphx::make_op("argmax", {{"axis", 1}}), dl);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<int64_t> result_vec;
result.visit([&](auto output) { result_vec.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(result_vec, res_gold));
}
TEST_CASE(argmax_test_2)
{
migraphx::program p;
auto* mm = p.get_main_module();
std::vector<float> data = {1.2255, 1.6834, -2.0305, -0.3221, 0.4701, 0.2583, 0.7545, 2.5758,
-1.6849, 0.0928, 0.9022, -0.8765, -0.4090, 0.9301, 2.0724, -1.5706,
0.4867, -0.1493, 0.6957, -0.2179, 0.7142, 0.7177, 0.0183, 1.3497};
std::vector<int64_t> res_gold = {1, 3, 2, 2, 2, 3};
migraphx::shape data_shape{migraphx::shape::float_type, {2, 3, 4}};
auto dl = mm->add_literal(migraphx::literal{data_shape, data});
mm->add_instruction(migraphx::make_op("argmax", {{"axis", 2}}), dl);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<int64_t> result_vec;
result.visit([&](auto output) { result_vec.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(result_vec, res_gold));
}
TEST_CASE(argmax_test_neg_2)
{
migraphx::program p;
auto* mm = p.get_main_module();
std::vector<float> data = {1.2255, 1.6834, -2.0305, -0.3221, 0.4701, 0.2583, 0.7545, 2.5758,
-1.6849, 0.0928, 0.9022, -0.8765, -0.4090, 0.9301, 2.0724, -1.5706,
0.4867, -0.1493, 0.6957, -0.2179, 0.7142, 0.7177, 0.0183, 1.3497};
std::vector<int64_t> res_gold = {0, 0, 2, 1, 2, 0, 0, 2};
migraphx::shape data_shape{migraphx::shape::float_type, {2, 3, 4}};
auto dl = mm->add_literal(migraphx::literal{data_shape, data});
mm->add_instruction(migraphx::make_op("argmax", {{"axis", -2}}), dl);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<int64_t> result_vec;
result.visit([&](auto output) { result_vec.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(result_vec, res_gold));
}
TEST_CASE(argmax_dyn_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape s{migraphx::shape::float_type, {{2, 2}, {3, 6}, {3, 6}}};
auto dl = mm->add_parameter("X", s);
mm->add_instruction(migraphx::make_op("argmax", {{"axis", 0}}), dl);
p.compile(migraphx::make_target("ref"));
std::vector<float> data = {1.2255, 1.6834, -2.0305, -0.3221, 0.4701, 0.2583, 0.7545, 2.5758,
-1.6849, 0.0928, 0.9022, -0.8765, -0.4090, 0.9301, 2.0724, -1.5706,
0.4867, -0.1493, 0.6957, -0.2179, 0.7142, 0.7177, 0.0183, 1.3497};
migraphx::parameter_map params;
migraphx::shape input_fixed_shape{migraphx::shape::float_type, {2, 3, 4}};
params["X"] = migraphx::argument(input_fixed_shape, data.data());
auto result = p.eval(params).back();
std::vector<int64_t> result_vec;
result.visit([&](auto output) { result_vec.assign(output.begin(), output.end()); });
std::vector<int64_t> res_gold = {0, 0, 1, 0, 1, 0, 0, 0, 1, 1, 0, 1};
EXPECT(migraphx::verify::verify_range(result_vec, res_gold));
}
TEST_CASE(argmax_test_nonstd_shape)
{
migraphx::program p;
auto* mm = p.get_main_module();
auto dl = mm->add_literal(migraphx::generate_literal({migraphx::shape::float_type, {2, 3, 4}}));
auto dl_trans =
mm->add_instruction(migraphx::make_op("transpose", {{"permutation", {1, 2, 0}}}), dl);
mm->add_instruction(migraphx::make_op("argmax", {{"axis", -3}}), dl_trans);
auto p_uncompiled = p;
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
auto res_gold = p_uncompiled.eval({}).back();
std::vector<int64_t> result_vec;
result.visit([&](auto output) { result_vec.assign(output.begin(), output.end()); });
std::vector<int64_t> res_gold_vec;
res_gold.visit([&](auto output) { res_gold_vec.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(result_vec, res_gold_vec));
}
test/ref/argmin.cpp 0 → 100644
View file @ a0894c2a
/*
* The MIT License (MIT)
*
* Copyright (c) 2015-2023 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#include <migraphx/generate.hpp>
#include <migraphx/instruction.hpp>
#include <migraphx/literal.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/onnx.hpp>
#include <migraphx/register_target.hpp>
#include <migraphx/verify.hpp>
#include <test.hpp>
TEST_CASE(argmin_test_0)
{
migraphx::program p;
auto* mm = p.get_main_module();
std::vector<float> data = {1.2255, 1.6834, -2.0305, -0.3221, 0.4701, 0.2583, 0.7545, 2.5758,
-1.6849, 0.0928, 0.9022, -0.8765, -0.4090, 0.9301, 2.0724, -1.5706,
0.4867, -0.1493, 0.6957, -0.2179, 0.7142, 0.7177, 0.0183, 1.3497};
std::vector<int64_t> res_gold = {1, 1, 0, 1, 0, 1, 1, 1, 0, 0, 1, 0};
migraphx::shape data_shape{migraphx::shape::float_type, {2, 3, 4}};
auto dl = mm->add_literal(migraphx::literal{data_shape, data});
mm->add_instruction(migraphx::make_op("argmin", {{"axis", 0}}), dl);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<int64_t> result_vec;
result.visit([&](auto output) { result_vec.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(result_vec, res_gold));
}
TEST_CASE(argmin_test_1)
{
migraphx::program p;
auto* mm = p.get_main_module();
std::vector<float> data = {1.2255, 1.6834, -2.0305, -0.3221, 0.4701, 0.2583, 0.7545, 2.5758,
-1.6849, 0.0928, 0.9022, -0.8765, -0.4090, 0.9301, 2.0724, -1.5706,
0.4867, -0.1493, 0.6957, -0.2179, 0.7142, 0.7177, 0.0183, 1.3497};
std::vector<int64_t> res_gold = {2, 2, 0, 2, 0, 1, 2, 0};
migraphx::shape data_shape{migraphx::shape::float_type, {2, 3, 4}};
auto dl = mm->add_literal(migraphx::literal{data_shape, data});
mm->add_instruction(migraphx::make_op("argmin", {{"axis", 1}}), dl);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<int64_t> result_vec;
result.visit([&](auto output) { result_vec.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(result_vec, res_gold));
}
TEST_CASE(argmin_test_2)
{
migraphx::program p;
auto* mm = p.get_main_module();
std::vector<float> data = {1.2255, 1.6834, -2.0305, -0.3221, 0.4701, 0.2583, 0.7545, 2.5758,
-1.6849, 0.0928, 0.9022, -0.8765, -0.4090, 0.9301, 2.0724, -1.5706,
0.4867, -0.1493, 0.6957, -0.2179, 0.7142, 0.7177, 0.0183, 1.3497};
std::vector<int64_t> res_gold = {2, 1, 0, 3, 3, 2};
migraphx::shape data_shape{migraphx::shape::float_type, {2, 3, 4}};
auto dl = mm->add_literal(migraphx::literal{data_shape, data});
mm->add_instruction(migraphx::make_op("argmin", {{"axis", 2}}), dl);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<int64_t> result_vec;
result.visit([&](auto output) { result_vec.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(result_vec, res_gold));
}
TEST_CASE(argmin_test_neg_1)
{
migraphx::program p;
auto* mm = p.get_main_module();
std::vector<float> data = {1.2255, 1.6834, -2.0305, -0.3221, 0.4701, 0.2583, 0.7545, 2.5758,
-1.6849, 0.0928, 0.9022, -0.8765, -0.4090, 0.9301, 2.0724, -1.5706,
0.4867, -0.1493, 0.6957, -0.2179, 0.7142, 0.7177, 0.0183, 1.3497};
std::vector<int64_t> res_gold = {2, 1, 0, 3, 3, 2};
migraphx::shape data_shape{migraphx::shape::float_type, {2, 3, 4}};
auto dl = mm->add_literal(migraphx::literal{data_shape, data});
mm->add_instruction(migraphx::make_op("argmin", {{"axis", -1}}), dl);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<int64_t> result_vec;
result.visit([&](auto output) { result_vec.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(result_vec, res_gold));
}
TEST_CASE(argmin_test_nonstd_shape)
{
migraphx::program p;
auto* mm = p.get_main_module();
auto dl = mm->add_literal(migraphx::generate_literal({migraphx::shape::float_type, {2, 3, 4}}));
auto dl_trans =
mm->add_instruction(migraphx::make_op("transpose", {{"permutation", {1, 2, 0}}}), dl);
mm->add_instruction(migraphx::make_op("argmin", {{"axis", -1}}), dl_trans);
auto p_uncompiled = p;
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
auto res_gold = p_uncompiled.eval({}).back();
std::vector<int64_t> result_vec;
result.visit([&](auto output) { result_vec.assign(output.begin(), output.end()); });
std::vector<int64_t> res_gold_vec;
res_gold.visit([&](auto output) { res_gold_vec.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(result_vec, res_gold_vec));
}
test/ref/asin.cpp 0 → 100644
View file @ a0894c2a
/*
* The MIT License (MIT)
*
* Copyright (c) 2015-2023 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#include <migraphx/instruction.hpp>
#include <migraphx/literal.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/onnx.hpp>
#include <migraphx/register_target.hpp>
#include <migraphx/verify.hpp>
#include <test.hpp>
TEST_CASE(asin_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape s{migraphx::shape::float_type, {3}};
std::vector<float> data{-0.5f, 0.0f, 0.9f};
auto l = mm->add_literal(migraphx::literal{s, data});
mm->add_instruction(migraphx::make_op("asin"), l);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector(3);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = data;
std::transform(
gold.begin(), gold.end(), gold.begin(), [](float n) -> float { return asinf(n); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
TEST_CASE(asin_dyn_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape::dynamic_dimension dd{3, 8};
migraphx::shape s{migraphx::shape::float_type, {dd}};
auto input = mm->add_parameter("X", s);
mm->add_instruction(migraphx::make_op("asin"), input);
p.compile(migraphx::make_target("ref"));
std::vector<float> input_data{-0.5f, 0.0f, 0.9f};
migraphx::parameter_map params0;
migraphx::shape input_fixed_shape0{migraphx::shape::float_type, {3}};
params0["X"] = migraphx::argument(input_fixed_shape0, input_data.data());
auto result = p.eval(params0).back();
std::vector<float> results_vector(3);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = input_data;
std::transform(
gold.begin(), gold.end(), gold.begin(), [](float n) -> float { return asinf(n); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
test/ref/asinh.cpp 0 → 100644
View file @ a0894c2a
/*
* The MIT License (MIT)
*
* Copyright (c) 2015-2023 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#include <migraphx/instruction.hpp>
#include <migraphx/literal.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/onnx.hpp>
#include <migraphx/register_target.hpp>
#include <migraphx/verify.hpp>
#include <test.hpp>
TEST_CASE(asinh_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape s{migraphx::shape::float_type, {3}};
std::vector<float> data{-0.5f, 0.0f, 0.9f};
auto l = mm->add_literal(migraphx::literal{s, data});
mm->add_instruction(migraphx::make_op("asinh"), l);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector(3);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = data;
std::transform(
gold.begin(), gold.end(), gold.begin(), [](float n) -> float { return asinhf(n); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
TEST_CASE(asinh_dyn_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape::dynamic_dimension dd{3, 8};
migraphx::shape s{migraphx::shape::float_type, {dd}};
auto input = mm->add_parameter("X", s);
mm->add_instruction(migraphx::make_op("asinh"), input);
p.compile(migraphx::make_target("ref"));
std::vector<float> input_data{-0.5f, 0.0f, 0.9f};
migraphx::parameter_map params0;
migraphx::shape input_fixed_shape0{migraphx::shape::float_type, {3}};
params0["X"] = migraphx::argument(input_fixed_shape0, input_data.data());
auto result = p.eval(params0).back();
std::vector<float> results_vector(3);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = input_data;
std::transform(
gold.begin(), gold.end(), gold.begin(), [](float n) -> float { return asinhf(n); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
test/ref/atan.cpp 0 → 100644
View file @ a0894c2a
/*
* The MIT License (MIT)
*
* Copyright (c) 2015-2023 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#include <migraphx/instruction.hpp>
#include <migraphx/literal.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/onnx.hpp>
#include <migraphx/register_target.hpp>
#include <migraphx/verify.hpp>
#include <test.hpp>
TEST_CASE(atan_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape s{migraphx::shape::double_type, {3}};
std::vector<float> data{-1.0f, 0.0f, 1.0f};
auto l = mm->add_literal(migraphx::literal{s, data});
mm->add_instruction(migraphx::make_op("atan"), l);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector(3);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = data;
std::transform(
gold.begin(), gold.end(), gold.begin(), [](float n) -> float { return atanf(n); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
TEST_CASE(atan_dyn_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape::dynamic_dimension dd{3, 8};
migraphx::shape s{migraphx::shape::float_type, {dd}};
auto input = mm->add_parameter("X", s);
mm->add_instruction(migraphx::make_op("atan"), input);
p.compile(migraphx::make_target("ref"));
std::vector<float> input_data{-1.0f, 0.0f, 1.0f};
migraphx::parameter_map params0;
migraphx::shape input_fixed_shape0{migraphx::shape::float_type, {3}};
params0["X"] = migraphx::argument(input_fixed_shape0, input_data.data());
auto result = p.eval(params0).back();
std::vector<float> results_vector(3);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = input_data;
std::transform(
gold.begin(), gold.end(), gold.begin(), [](float n) -> float { return atanf(n); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
test/ref/atanh.cpp 0 → 100644
View file @ a0894c2a
/*
* The MIT License (MIT)
*
* Copyright (c) 2015-2023 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#include <migraphx/instruction.hpp>
#include <migraphx/literal.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/onnx.hpp>
#include <migraphx/register_target.hpp>
#include <migraphx/verify.hpp>
#include <test.hpp>
TEST_CASE(atanh_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape s{migraphx::shape::double_type, {3}};
std::vector<float> data{0.4435683f, 0.6223626f, 0.316958f};
auto l = mm->add_literal(migraphx::literal{s, data});
mm->add_instruction(migraphx::make_op("atanh"), l);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector(3);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = data;
std::transform(
gold.begin(), gold.end(), gold.begin(), [](float n) -> float { return atanhf(n); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
TEST_CASE(atanh_dyn_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape::dynamic_dimension dd{3, 8};
migraphx::shape s{migraphx::shape::float_type, {dd}};
auto input = mm->add_parameter("X", s);
mm->add_instruction(migraphx::make_op("atanh"), input);
p.compile(migraphx::make_target("ref"));
std::vector<float> input_data{0.4435683f, 0.6223626f, 0.316958f};
migraphx::parameter_map params0;
migraphx::shape input_fixed_shape0{migraphx::shape::float_type, {3}};
params0["X"] = migraphx::argument(input_fixed_shape0, input_data.data());
auto result = p.eval(params0).back();
std::vector<float> results_vector(3);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = input_data;
std::transform(
gold.begin(), gold.end(), gold.begin(), [](float n) -> float { return atanhf(n); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
test/ref/broadcast.cpp 0 → 100644
View file @ a0894c2a
/*
* The MIT License (MIT)
*
* Copyright (c) 2015-2023 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#include <migraphx/instruction.hpp>
#include <migraphx/literal.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/onnx.hpp>
#include <migraphx/register_target.hpp>
#include <migraphx/verify.hpp>
#include <test.hpp>
TEST_CASE(broadcast_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape a_shape{migraphx::shape::int32_type, {2, 2}};
std::vector<int32_t> a_data{0, 0, 0, 0};
migraphx::shape b_shape{migraphx::shape::int32_type, {2}};
std::vector<int32_t> b_data{-2, -3};
uint64_t axis = 0;
auto l1 = mm->add_literal(migraphx::literal{a_shape, a_data});
auto l2 = mm->add_literal(migraphx::literal{b_shape, b_data});
mm->add_instruction(
migraphx::make_op("broadcast", {{"axis", axis}, {"out_lens", l1->get_shape().lens()}}), l2);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
auto output = result.get<int32_t>();
EXPECT(output(0, 0) == -2);
EXPECT(output(0, 1) == -2);
EXPECT(output(1, 0) == -3);
EXPECT(output(1, 1) == -3);
}
TEST_CASE(broadcast_2in_static_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape a_shape{migraphx::shape::int32_type, {2, 2}};
std::vector<int32_t> a_data{0, 0, 0, 0};
migraphx::shape b_shape{migraphx::shape::int32_type, {2}};
std::vector<int32_t> b_data{-2, -3};
uint64_t axis = 0;
auto l1 = mm->add_literal(migraphx::literal{a_shape, a_data});
auto l2 = mm->add_literal(migraphx::literal{b_shape, b_data});
mm->add_instruction(migraphx::make_op("broadcast", {{"axis", axis}}), l2, l1);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
auto output = result.get<int32_t>();
EXPECT(output(0, 0) == -2);
EXPECT(output(0, 1) == -2);
EXPECT(output(1, 0) == -3);
EXPECT(output(1, 1) == -3);
}
TEST_CASE(broadcast_2in_dyn_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape a_shape{migraphx::shape::int32_type, {{2, 2}, {2, 4}}};
migraphx::shape b_shape{migraphx::shape::int32_type, {2}};
std::vector<int32_t> b_data{-2, -3};
uint64_t axis = 0;
auto pa = mm->add_parameter("a", a_shape);
auto lb = mm->add_literal(migraphx::literal{b_shape, b_data});
mm->add_instruction(migraphx::make_op("broadcast", {{"axis", axis}}), lb, pa);
p.compile(migraphx::make_target("ref"));
std::vector<int32_t> a_data{0, 0, 0, 0};
migraphx::shape input_fixed_shape0{migraphx::shape::int32_type, {2, 2}};
migraphx::parameter_map params0;
params0["a"] = migraphx::argument(input_fixed_shape0, a_data.data());
auto result = p.eval(params0).back();
auto output = result.get<int32_t>();
EXPECT(output(0, 0) == -2);
EXPECT(output(0, 1) == -2);
EXPECT(output(1, 0) == -3);
EXPECT(output(1, 1) == -3);
}
TEST_CASE(isnan_broadcast_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape s0{migraphx::shape::float_type, {3}};
migraphx::shape s1{migraphx::shape::float_type, {3, 2}};
auto nan_val = std::numeric_limits<float>::quiet_NaN();
std::vector<float> data0 = {1.2, 5.2, nan_val};
auto l0 = mm->add_literal(migraphx::literal{s0, data0});
auto l1 = mm->add_instruction(
migraphx::make_op("broadcast", {{"axis", 0}, {"out_lens", s1.lens()}}), l0);
mm->add_instruction(migraphx::make_op("isnan"), l1);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> correct = {0, 0, 0, 0, 1, 1};
EXPECT(migraphx::verify::verify_range(results_vector, correct));
}
test/ref/ceil.cpp 0 → 100644
View file @ a0894c2a
/*
* The MIT License (MIT)
*
* Copyright (c) 2015-2023 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#include <migraphx/instruction.hpp>
#include <migraphx/literal.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/onnx.hpp>
#include <migraphx/register_target.hpp>
#include <migraphx/verify.hpp>
#include <test.hpp>
TEST_CASE(ceil_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape s{migraphx::shape::float_type, {9}};
std::vector<float> data = {1.1, 1.5, 1.6, -1.1, -1.5, -1.6, 0.0, 2.0, -2.0};
auto l = mm->add_literal(migraphx::literal{s, data});
mm->add_instruction(migraphx::make_op("ceil"), l);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = data;
std::transform(
gold.begin(), gold.end(), gold.begin(), [](float n) -> float { return std::ceil(n); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
TEST_CASE(ceil_dyn_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape::dynamic_dimension dd{4, 12};
migraphx::shape s{migraphx::shape::float_type, {dd}};
auto input = mm->add_parameter("X", s);
mm->add_instruction(migraphx::make_op("ceil"), input);
p.compile(migraphx::make_target("ref"));
std::vector<float> input_data = {1.1, 1.5, 1.6, -1.1, -1.5, -1.6, 0.0, 2.0, -2.0};
migraphx::parameter_map params0;
migraphx::shape input_fixed_shape0{migraphx::shape::float_type, {9}};
params0["X"] = migraphx::argument(input_fixed_shape0, input_data.data());
auto result = p.eval(params0).back();
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = input_data;
std::transform(
gold.begin(), gold.end(), gold.begin(), [](float n) -> float { return std::ceil(n); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
test/ref/clip.cpp 0 → 100644
View file @ a0894c2a
/*
* The MIT License (MIT)
*
* Copyright (c) 2015-2023 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#include <migraphx/instruction.hpp>
#include <migraphx/literal.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/onnx.hpp>
#include <migraphx/register_target.hpp>
#include <migraphx/verify.hpp>
#include <test.hpp>
TEST_CASE(clip_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape s{migraphx::shape::float_type, {3}};
auto l = mm->add_literal(migraphx::literal{s, {-1.0, 0.0, 10.0}});
auto min_val = mm->add_literal(0.0f);
auto max_val = mm->add_literal(6.0f);
min_val =
mm->add_instruction(migraphx::make_op("multibroadcast", {{"out_lens", {3}}}), min_val);
max_val =
mm->add_instruction(migraphx::make_op("multibroadcast", {{"out_lens", {3}}}), max_val);
mm->add_instruction(migraphx::make_op("clip"), l, min_val, max_val);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector(3);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = {0.0, 0.0, 6.0};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
TEST_CASE(clip_dyn_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
std::vector<migraphx::shape::dynamic_dimension> dds = {{2, 8, {3}}};
migraphx::shape s{migraphx::shape::float_type, dds};
auto l = mm->add_parameter("X", s);
auto min_val = mm->add_literal(0.0f);
auto max_val = mm->add_literal(6.0f);
min_val = mm->add_instruction(migraphx::make_op("multibroadcast"), min_val, l);
max_val = mm->add_instruction(migraphx::make_op("multibroadcast"), max_val, l);
mm->add_instruction(migraphx::make_op("clip"), l, min_val, max_val);
p.compile(migraphx::make_target("ref"));
migraphx::shape static_shape{migraphx::shape::float_type, {3}};
migraphx::parameter_map params;
std::vector<float> data = {-1.0, 0.0, 10.0};
params["X"] = migraphx::argument(static_shape, data.data());
auto result = p.eval(params).back();
std::vector<float> results_vector(3);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = {0.0, 0.0, 6.0};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
test/ref/concat.cpp 0 → 100644
View file @ a0894c2a
/*
* The MIT License (MIT)
*
* Copyright (c) 2015-2023 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#include <migraphx/instruction.hpp>
#include <migraphx/literal.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/onnx.hpp>
#include <migraphx/register_target.hpp>
#include <migraphx/verify.hpp>
#include <test.hpp>
TEST_CASE(concat_test_1)
{
migraphx::program p;
auto* mm = p.get_main_module();
int axis = 1;
std::vector<int> data0 = {0, 1, 5, 6};
std::vector<int> data1 = {2, 3, 4, 7, 8, 9};
std::vector<int> data2 = {10, 20};
migraphx::shape s0{migraphx::shape::int32_type, {2, 2}};
migraphx::shape s1{migraphx::shape::int32_type, {2, 3}};
migraphx::shape s2{migraphx::shape::int32_type, {2, 1}};
auto l0 = mm->add_literal(migraphx::literal{s0, data0});
auto l1 = mm->add_literal(migraphx::literal{s1, data1});
auto l2 = mm->add_literal(migraphx::literal{s2, data2});
mm->add_instruction(migraphx::make_op("concat", {{"axis", axis}}), l0, l1, l2);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<int> gold = {0, 1, 2, 3, 4, 10, 5, 6, 7, 8, 9, 20};
std::vector<int> results_vector(2 * 6);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_range(result.get_shape().lens(),
std::vector<std::size_t>({2, 6})));
EXPECT(migraphx::verify::verify_range(result.get_shape().strides(),
std::vector<std::size_t>({6, 1})));
}
TEST_CASE(concat_test_2)
{
migraphx::program p;
auto* mm = p.get_main_module();
int axis = -1;
std::vector<int> data0 = {0, 1, 5, 6};
std::vector<int> data1 = {2, 3, 4, 7, 8, 9};
std::vector<int> data2 = {10, 20};
migraphx::shape s0{migraphx::shape::int32_type, {2, 2}};
migraphx::shape s1{migraphx::shape::int32_type, {2, 3}};
migraphx::shape s2{migraphx::shape::int32_type, {2, 1}};
auto l0 = mm->add_literal(migraphx::literal{s0, data0});
auto l1 = mm->add_literal(migraphx::literal{s1, data1});
auto l2 = mm->add_literal(migraphx::literal{s2, data2});
mm->add_instruction(migraphx::make_op("concat", {{"axis", axis}}), l0, l1, l2);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<int> gold = {0, 1, 2, 3, 4, 10, 5, 6, 7, 8, 9, 20};
std::vector<int> results_vector(2 * 6);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_range(result.get_shape().lens(),
std::vector<std::size_t>({2, 6})));
EXPECT(migraphx::verify::verify_range(result.get_shape().strides(),
std::vector<std::size_t>({6, 1})));
}
TEST_CASE(concat_test_3)
{
migraphx::program p;
auto* mm = p.get_main_module();
int axis = 0;
std::vector<int> data0 = {0, 1, 2, 3};
std::vector<int> data1 = {4, 5, 6, 7, 8, 9};
std::vector<int> data2 = {10, 11};
migraphx::shape s0{migraphx::shape::int32_type, {2, 2}};
migraphx::shape s1{migraphx::shape::int32_type, {3, 2}};
migraphx::shape s2{migraphx::shape::int32_type, {1, 2}};
auto l0 = mm->add_literal(migraphx::literal{s0, data0});
auto l1 = mm->add_literal(migraphx::literal{s1, data1});
auto l2 = mm->add_literal(migraphx::literal{s2, data2});
mm->add_instruction(migraphx::make_op("concat", {{"axis", axis}}), l0, l1, l2);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<int> gold = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11};
std::vector<int> results_vector(6 * 2);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_range(result.get_shape().lens(),
std::vector<std::size_t>({6, 2})));
EXPECT(migraphx::verify::verify_range(result.get_shape().strides(),
std::vector<std::size_t>({2, 1})));
}
TEST_CASE(concat_test_4)
{
migraphx::program p;
auto* mm = p.get_main_module();
int axis = -2;
std::vector<int> data0 = {0, 1, 2, 3};
std::vector<int> data1 = {4, 5, 6, 7, 8, 9};
std::vector<int> data2 = {10, 11};
migraphx::shape s0{migraphx::shape::int32_type, {2, 2}};
migraphx::shape s1{migraphx::shape::int32_type, {3, 2}};
migraphx::shape s2{migraphx::shape::int32_type, {1, 2}};
auto l0 = mm->add_literal(migraphx::literal{s0, data0});
auto l1 = mm->add_literal(migraphx::literal{s1, data1});
auto l2 = mm->add_literal(migraphx::literal{s2, data2});
mm->add_instruction(migraphx::make_op("concat", {{"axis", axis}}), l0, l1, l2);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<int> gold = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11};
std::vector<int> results_vector(6 * 2);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_range(result.get_shape().lens(),
std::vector<std::size_t>({6, 2})));
EXPECT(migraphx::verify::verify_range(result.get_shape().strides(),
std::vector<std::size_t>({2, 1})));
}
TEST_CASE(concat_dyn_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
int axis = 0;
migraphx::shape s0{migraphx::shape::int32_type, {{2, 4, {2}}, {2, 3, {2}}}};
migraphx::shape s1{migraphx::shape::int32_type, {{3, 4, {4}}, {2, 3, {2}}}};
migraphx::shape s2{migraphx::shape::int32_type, {{1, 5, {3}}, {2, 3, {2}}}};
auto input0 = mm->add_parameter("X", s0);
auto input1 = mm->add_parameter("Y", s1);
auto input2 = mm->add_parameter("Z", s2);
mm->add_instruction(migraphx::make_op("concat", {{"axis", axis}}), input0, input1, input2);
p.compile(migraphx::make_target("ref"));
migraphx::shape static_shape0{migraphx::shape::int32_type, {2, 2}};
migraphx::shape static_shape1{migraphx::shape::int32_type, {3, 2}};
migraphx::shape static_shape2{migraphx::shape::int32_type, {1, 2}};
std::vector<int> data0 = {0, 1, 2, 3};
std::vector<int> data1 = {4, 5, 6, 7, 8, 9};
std::vector<int> data2 = {10, 11};
migraphx::parameter_map params;
params["X"] = migraphx::argument(static_shape0, data0.data());
params["Y"] = migraphx::argument(static_shape1, data1.data());
params["Z"] = migraphx::argument(static_shape2, data2.data());
auto result = p.eval(params).back();
std::vector<int> results_vector(12);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
EXPECT(migraphx::verify::verify_range(result.get_shape().lens(),
std::vector<std::size_t>({6, 2})));
}
test/ref/contiguous.cpp 0 → 100644
View file @ a0894c2a
/*
* The MIT License (MIT)
*
* Copyright (c) 2015-2023 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#include <migraphx/instruction.hpp>
#include <migraphx/literal.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/onnx.hpp>
#include <migraphx/register_target.hpp>
#include <migraphx/verify.hpp>
#include <test.hpp>
TEST_CASE(contiguous_test)
{
migraphx::shape a_shape{migraphx::shape::float_type, {1, 3, 2, 2}, {12, 1, 6, 3}};
std::vector<float> data(12);
std::iota(data.begin(), data.end(), 0);
migraphx::program p;
auto* mm = p.get_main_module();
auto l = mm->add_literal(migraphx::literal{a_shape, data});
mm->add_instruction(migraphx::make_op("contiguous"), l);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<size_t> new_strides = {12, 4, 2, 1};
EXPECT(result.get_shape().strides() == new_strides);
std::vector<float> results_vector(12);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
TEST_CASE(contiguous_param_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape a_shape{migraphx::shape::float_type, {1, 3, 2, 2}, {12, 1, 6, 3}};
auto a = mm->add_parameter("X", a_shape);
mm->add_instruction(migraphx::make_op("contiguous"), a);
p.compile(migraphx::make_target("ref"));
std::vector<float> data(12);
std::iota(data.begin(), data.end(), 0);
migraphx::parameter_map params;
params["X"] = migraphx::argument(a_shape, data.data());
auto result = p.eval(params).back();
std::vector<size_t> new_strides = {12, 4, 2, 1};
EXPECT(result.get_shape().strides() == new_strides);
std::vector<float> results_vector(12);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = {0, 3, 6, 9, 1, 4, 7, 10, 2, 5, 8, 11};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
TEST_CASE(contiguous_dyn_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape dyn_shape{migraphx::shape::float_type, {{1, 1}, {2, 6}, {2, 2}, {2, 2}}};
auto input = mm->add_parameter("X", dyn_shape);
mm->add_instruction(migraphx::make_op("contiguous"), input);
p.compile(migraphx::make_target("ref"));
migraphx::shape static_shape{migraphx::shape::float_type, {1, 3, 2, 2}, {12, 1, 6, 3}};
std::vector<float> data(12);
std::iota(data.begin(), data.end(), 0);
migraphx::parameter_map params;
params["X"] = migraphx::argument(static_shape, data.data());
auto result = p.eval(params).back();
std::vector<size_t> new_strides = {12, 4, 2, 1};
EXPECT(result.get_shape().strides() == new_strides);
std::vector<float> results_vector(12);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
std::vector<float> gold = {0, 3, 6, 9, 1, 4, 7, 10, 2, 5, 8, 11};
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
test/ref/convert.cpp 0 → 100644
View file @ a0894c2a
/*
* The MIT License (MIT)
*
* Copyright (c) 2015-2023 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#include <migraphx/instruction.hpp>
#include <migraphx/literal.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/onnx.hpp>
#include <migraphx/register_target.hpp>
#include <migraphx/verify.hpp>
#include <test.hpp>
TEST_CASE(convert_downcast_overflow_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape s{migraphx::shape::float_type, {2, 2}};
std::vector<float> data(4, 2 * std::numeric_limits<migraphx::half>::max());
auto l = mm->add_literal(migraphx::literal{s, data});
mm->add_instruction(migraphx::make_op("convert", {{"target_type", migraphx::shape::half_type}}),
l);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<migraphx::half> results_vector(4);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(std::all_of(results_vector.begin(), results_vector.end(), [](const auto& x) {
return x == std::numeric_limits<migraphx::half>::max();
}));
}
TEST_CASE(convert_downcast_underflow_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape s{migraphx::shape::float_type, {2, 2}};
std::vector<float> data(4, 2 * std::numeric_limits<migraphx::half>::lowest());
auto l = mm->add_literal(migraphx::literal{s, data});
mm->add_instruction(migraphx::make_op("convert", {{"target_type", migraphx::shape::half_type}}),
l);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<migraphx::half> results_vector(4);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(std::all_of(results_vector.begin(), results_vector.end(), [](const auto& x) {
return x == std::numeric_limits<migraphx::half>::lowest();
}));
}
TEST_CASE(convert_nan_upcast_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape s{migraphx::shape::half_type, {2, 2}};
std::vector<migraphx::half> data(4, std::numeric_limits<migraphx::half>::quiet_NaN());
auto l = mm->add_literal(migraphx::literal{s, data});
mm->add_instruction(
migraphx::make_op("convert", {{"target_type", migraphx::shape::float_type}}), l);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector(4, -1);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(std::all_of(
results_vector.begin(), results_vector.end(), [](const auto& x) { return std::isnan(x); }));
}
TEST_CASE(convert_nan_downcast_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape s{migraphx::shape::double_type, {2, 2}};
std::vector<double> data(4, std::numeric_limits<double>::quiet_NaN());
auto l = mm->add_literal(migraphx::literal{s, data});
mm->add_instruction(
migraphx::make_op("convert", {{"target_type", migraphx::shape::float_type}}), l);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector(4, -1);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(std::all_of(
results_vector.begin(), results_vector.end(), [](const auto& x) { return std::isnan(x); }));
}
TEST_CASE(convert_nan_double_convert_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape s{migraphx::shape::double_type, {2, 2}};
std::vector<double> data(4, std::numeric_limits<double>::quiet_NaN());
auto l = mm->add_literal(migraphx::literal{s, data});
auto f_l = mm->add_instruction(
migraphx::make_op("convert", {{"target_type", migraphx::shape::float_type}}), l);
mm->add_instruction(migraphx::make_op("convert", {{"target_type", migraphx::shape::half_type}}),
f_l);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<migraphx::half> results_vector(4);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(std::all_of(
results_vector.begin(), results_vector.end(), [](const auto& x) { return std::isnan(x); }));
}
TEST_CASE(convert_nan_convert_updown_test)
{
migraphx::program p;
auto* mm = p.get_main_module();
migraphx::shape s{migraphx::shape::float_type, {2, 2}};
std::vector<float> data(4, std::numeric_limits<float>::quiet_NaN());
auto l = mm->add_literal(migraphx::literal{s, data});
auto f_l = mm->add_instruction(
migraphx::make_op("convert", {{"target_type", migraphx::shape::float_type}}), l);
auto h_l = mm->add_instruction(
migraphx::make_op("convert", {{"target_type", migraphx::shape::half_type}}), f_l);
mm->add_instruction(
migraphx::make_op("convert", {{"target_type", migraphx::shape::float_type}}), h_l);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector(4);
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(std::all_of(
results_vector.begin(), results_vector.end(), [](const auto& x) { return std::isnan(x); }));
}
test/ref/convolution.cpp 0 → 100644
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test/ref/convolution_backwards.cpp 0 → 100644
View file @ a0894c2a
/*
* The MIT License (MIT)
*
* Copyright (c) 2015-2023 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#include <migraphx/instruction.hpp>
#include <migraphx/literal.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/onnx.hpp>
#include <migraphx/register_target.hpp>
#include <migraphx/verify.hpp>
#include <test.hpp>
TEST_CASE(convolution_backwards_1d)
{
migraphx::shape s{migraphx::shape::float_type, {1, 1, 3}};
std::vector<float> x_data{0, 0.5, 1};
std::vector<float> w_data{0.5, 0.5, 0.5};
std::vector<float> gold{0, 0.25, 0.75, 0.75, 0.5};
migraphx::program p;
auto* mm = p.get_main_module();
auto x = mm->add_literal(migraphx::literal{s, x_data});
auto w = mm->add_literal(migraphx::literal{s, w_data});
mm->add_instruction(migraphx::make_op("convolution_backwards",
{{"padding", {0}}, {"stride", {1}}, {"dilation", {1}}}),
x,
w);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
TEST_CASE(convolution_backwards_2d)
{
migraphx::shape s{migraphx::shape::float_type, {1, 1, 3, 3}};
std::vector<float> x_data{0, 1, 2, 3, 4, 5, 6, 7, 8};
std::vector<float> w_data{1, 1, 1, 1, 1, 1, 1, 1, 1};
std::vector<float> gold{0, 1, 3, 3, 2, 3, 8, 15, 12, 7, 9, 21, 36,
27, 15, 9, 20, 33, 24, 13, 6, 13, 21, 15, 8};
migraphx::program p;
auto* mm = p.get_main_module();
auto x = mm->add_literal(migraphx::literal{s, x_data});
auto w = mm->add_literal(migraphx::literal{s, w_data});
mm->add_instruction(migraphx::make_op("convolution_backwards"), x, w);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
TEST_CASE(convolution_backwards_3d)
{
migraphx::shape s_1{migraphx::shape::float_type, {1, 1, 1, 2, 3}};
migraphx::shape s_2{migraphx::shape::float_type, {1, 1, 3, 2, 3}};
// clang-format off
std::vector<float> x_data{0.8471, -0.4195, -2.2749, 1.2491, 0.1722, 0.3246};
std::vector<float> w_data{
0.6478, -0.1985, 0.0633, -0.3479, 2.7056, -0.1440,
-1.1229, -0.7507, -1.3151, 0.8884, -0.1859, -0.3407,
-1.1544, -1.5893, 1.6265, -1.4624, 0.3812, -1.5378
};
std::vector<float> gold{0.5488, -0.4399, -1.3369, 0.4251, -0.1439, 0.5145, 2.3015, -0.2104,
-6.1482, 0.3482, -0.4346, 3.3197, 0.1731, 0.8533, -0.0467, -0.9512,
-0.1649, 1.7553, 2.2594, 2.9917, -0.6500, -1.6612, -4.3680, 0.0957,
0.3482, 1.1097, -0.0792, -0.1692, -0.1190, -0.1106, -0.9779, -0.8621,
4.6707, 2.9332, -3.7001, -2.6808, -1.2476, 3.2475, -0.4578, 4.0263,
-1.8267, 0.2243, -2.3299, -0.1411, -0.4991};
// clang-format on
migraphx::program p;
auto* mm = p.get_main_module();
auto x = mm->add_literal(migraphx::literal{s_1, x_data});
auto w = mm->add_literal(migraphx::literal{s_2, w_data});
mm->add_instruction(
migraphx::make_op("convolution_backwards",
{{"padding", {0, 0, 0}}, {"stride", {1, 1, 1}}, {"dilation", {1, 1, 1}}}),
x,
w);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
TEST_CASE(convolution_backwards_padding1)
{
migraphx::shape s{migraphx::shape::float_type, {1, 1, 3, 3}};
std::vector<float> x_data{0, 1, 2, 3, 4, 5, 6, 7, 8};
std::vector<float> w_data{1, 1, 1, 1, 1, 1, 1, 1, 1};
std::vector<float> gold{8, 15, 12, 21, 36, 27, 20, 33, 24};
migraphx::program p;
auto* mm = p.get_main_module();
auto x = mm->add_literal(migraphx::literal{s, x_data});
auto w = mm->add_literal(migraphx::literal{s, w_data});
mm->add_instruction(
migraphx::make_op("convolution_backwards",
{{"padding", {1, 1}}, {"stride", {1, 1}}, {"dilation", {1, 1}}}),
x,
w);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
TEST_CASE(convolution_backwards_padding2)
{
migraphx::shape s{migraphx::shape::float_type, {1, 1, 3, 3}};
std::vector<float> x_data{0, 1, 2, 3, 4, 5, 6, 7, 8};
std::vector<float> w_data{1, 1, 1, 1, 1, 1, 1, 1, 1};
std::vector<float> gold{3., 8., 15., 12., 7., 9., 21., 36., 27., 15., 9., 20., 33., 24., 13.};
migraphx::program p;
auto* mm = p.get_main_module();
auto x = mm->add_literal(migraphx::literal{s, x_data});
auto w = mm->add_literal(migraphx::literal{s, w_data});
mm->add_instruction(
migraphx::make_op("convolution_backwards",
{{"padding", {1, 0}}, {"stride", {1, 1}}, {"dilation", {1, 1}}}),
x,
w);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
TEST_CASE(convolution_backwards_2stride)
{
migraphx::shape s{migraphx::shape::float_type, {1, 1, 3, 3}};
std::vector<float> x_data{0, 1, 2, 3, 4, 5, 6, 7, 8};
std::vector<float> w_data{1, 1, 1, 1, 1, 1, 1, 1, 1};
std::vector<float> gold{0., 0., 1., 1., 3., 2., 2., 0., 0., 1., 1., 3., 2.,
2., 3., 3., 8., 5., 12., 7., 7., 3., 3., 7., 4., 9.,
5., 5., 9., 9., 20., 11., 24., 13., 13., 6., 6., 13., 7.,
15., 8., 8., 6., 6., 13., 7., 15., 8., 8.};
migraphx::program p;
auto* mm = p.get_main_module();
auto x = mm->add_literal(migraphx::literal{s, x_data});
auto w = mm->add_literal(migraphx::literal{s, w_data});
mm->add_instruction(
migraphx::make_op("convolution_backwards",
{{"padding", {0, 0}}, {"stride", {2, 2}}, {"dilation", {1, 1}}}),
x,
w);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
TEST_CASE(convolution_backwards_2dilation)
{
migraphx::shape s{migraphx::shape::float_type, {1, 1, 3, 3}};
std::vector<float> x_data{0, 1, 2, 3, 4, 5, 6, 7, 8};
std::vector<float> w_data{1, 1, 1, 1, 1, 1, 1, 1, 1};
std::vector<float> gold{0., 1., 2., 1., 2., 1., 2., 3., 4., 8., 4., 8., 4.,
5., 6., 8., 16., 8., 16., 8., 10., 3., 4., 8., 4., 8.,
4., 5., 6., 8., 16., 8., 16., 8., 10., 3., 4., 8., 4.,
8., 4., 5., 6., 7., 14., 7., 14., 7., 8.};
migraphx::program p;
auto* mm = p.get_main_module();
auto x = mm->add_literal(migraphx::literal{s, x_data});
auto w = mm->add_literal(migraphx::literal{s, w_data});
mm->add_instruction(
migraphx::make_op("convolution_backwards",
{{"padding", {0, 0}}, {"stride", {1, 1}}, {"dilation", {2, 2}}}),
x,
w);
p.compile(migraphx::make_target("ref"));
auto result = p.eval({}).back();
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
TEST_CASE(convolution_backwards_dyn_batch1)
{
migraphx::program p;
auto* mm = p.get_main_module();
// clang-format off
migraphx::shape s{migraphx::shape::float_type, {{1, 4}, {1, 1}, {3, 3}, {3, 3}}};
// clang-format on
auto x = mm->add_parameter("x", s);
auto w = mm->add_parameter("w", s);
mm->add_instruction(migraphx::make_op("convolution_backwards"), x, w);
p.compile(migraphx::make_target("ref"));
std::vector<float> x_data{0, 1, 2, 3, 4, 5, 6, 7, 8};
std::vector<float> w_data{1, 1, 1, 1, 1, 1, 1, 1, 1};
migraphx::parameter_map params;
migraphx::shape input_fixed_shape{migraphx::shape::float_type, {1, 1, 3, 3}};
params["x"] = migraphx::argument(input_fixed_shape, x_data.data());
params["w"] = migraphx::argument(input_fixed_shape, w_data.data());
auto result = p.eval(params).back();
std::vector<float> gold{0, 1, 3, 3, 2, 3, 8, 15, 12, 7, 9, 21, 36,
27, 15, 9, 20, 33, 24, 13, 6, 13, 21, 15, 8};
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
TEST_CASE(convolution_backwards_dyn_batch2)
{
migraphx::program p;
auto* mm = p.get_main_module();
// clang-format off
migraphx::shape x_shape{migraphx::shape::float_type,
{{1, 4}, {1, 1}, {5, 5}, {5, 5}}};
// clang-format on
auto x = mm->add_parameter("x", x_shape);
migraphx::shape w_shape{migraphx::shape::float_type, {1, 1, 3, 3}};
std::vector<float> w_data(9, 1.);
auto w = mm->add_literal(migraphx::literal{w_shape, w_data});
mm->add_instruction(
migraphx::make_op("convolution_backwards",
{{"padding", {2, 2}}, {"stride", {2, 2}}, {"dilation", {2, 2}}}),
x,
w);
p.compile(migraphx::make_target("ref"));
std::vector<float> x_data(25);
std::iota(x_data.begin(), x_data.end(), 0.);
migraphx::parameter_map params;
migraphx::shape input_fixed_shape{migraphx::shape::float_type, {1, 1, 5, 5}};
params["x"] = migraphx::argument(input_fixed_shape, x_data.data());
auto result = p.eval(params).back();
//clang-format off
std::vector<float> gold{12., 0., 21., 0., 27., 0., 33., 0., 24., 0., 0., 0., 0., 0.,
0., 0., 0., 0., 33., 0., 54., 0., 63., 0., 72., 0., 51., 0.,
0., 0., 0., 0., 0., 0., 0., 0., 63., 0., 99., 0., 108., 0.,
117., 0., 81., 0., 0., 0., 0., 0., 0., 0., 0., 0., 93., 0.,
144., 0., 153., 0., 162., 0., 111., 0., 0., 0., 0., 0., 0., 0.,
0., 0., 72., 0., 111., 0., 117., 0., 123., 0., 84.};
//clang-format on
std::vector<float> results_vector;
result.visit([&](auto output) { results_vector.assign(output.begin(), output.end()); });
EXPECT(migraphx::verify::verify_range(results_vector, gold));
}
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