#include #include #include #include #include #include #include #include #include #include "test.hpp" 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::ref::target{}); auto result = p.eval({}).back(); auto res_gold = p_uncompiled.eval({}).back(); std::vector result_vec; result.visit([&](auto output) { result_vec.assign(output.begin(), output.end()); }); std::vector res_gold_vec; res_gold.visit([&](auto output) { res_gold_vec.assign(output.begin(), output.end()); }); EXPECT(migraphx::verify_range(result_vec, res_gold_vec)); } 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::ref::target{}); auto result = p.eval({}).back(); auto res_gold = p_uncompiled.eval({}).back(); std::vector result_vec; result.visit([&](auto output) { result_vec.assign(output.begin(), output.end()); }); std::vector res_gold_vec; res_gold.visit([&](auto output) { res_gold_vec.assign(output.begin(), output.end()); }); EXPECT(migraphx::verify_range(result_vec, res_gold_vec)); } TEST_CASE(squeeze_transpose_test) { migraphx::program p; auto* mm = p.get_main_module(); auto l0 = mm->add_literal(migraphx::generate_literal({migraphx::shape::float_type, {4, 1, 3, 1, 3}})); auto l0_trans = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", {1, 2, 3, 0, 4}}}), l0); mm->add_instruction(migraphx::make_op("squeeze"), l0_trans); auto p_uncompiled = p; // contiguous is required to read the values in standard shaped order auto* mm_uncompiled = p_uncompiled.get_main_module(); mm_uncompiled->add_instruction(migraphx::make_op("contiguous"), std::prev(mm_uncompiled->end())); p.compile(migraphx::ref::target{}); auto result = p.eval({}).back(); auto expected_result = p_uncompiled.eval({}).back(); EXPECT(result.get_shape() == migraphx::shape{migraphx::shape::float_type, {3, 4, 3}}); EXPECT(result == expected_result); } TEST_CASE(squeeze_multibroadcast_test) { migraphx::program p; auto* mm = p.get_main_module(); auto l0 = mm->add_literal(migraphx::generate_literal({migraphx::shape::float_type, {1, 3, 1, 3}})); auto l0_brcst = mm->add_instruction( migraphx::make_op("multibroadcast", {{"out_lens", {4, 1, 3, 4, 3}}}), l0); mm->add_instruction(migraphx::make_op("squeeze"), l0_brcst); auto p_uncompiled = p; auto* mm_uncompiled = p_uncompiled.get_main_module(); mm_uncompiled->add_instruction(migraphx::make_op("contiguous"), std::prev(mm_uncompiled->end())); p.compile(migraphx::ref::target{}); auto result = p.eval({}).back(); auto expected_result = p_uncompiled.eval({}).back(); EXPECT(result.get_shape() == migraphx::shape{migraphx::shape::float_type, {4, 3, 4, 3}}); EXPECT(result == expected_result); } TEST_CASE(squeeze_slice_test) { migraphx::program p; auto* mm = p.get_main_module(); auto l0 = mm->add_literal(migraphx::generate_literal({migraphx::shape::float_type, {1, 3, 4, 3}})); auto l0_slice = mm->add_instruction( migraphx::make_op("slice", {{"axes", {2}}, {"starts", {2}}, {"ends", {3}}}), l0); mm->add_instruction(migraphx::make_op("squeeze"), l0_slice); auto p_uncompiled = p; auto* mm_uncompiled = p_uncompiled.get_main_module(); mm_uncompiled->add_instruction(migraphx::make_op("contiguous"), std::prev(mm_uncompiled->end())); p.compile(migraphx::ref::target{}); auto result = p.eval({}).back(); auto expected_result = p_uncompiled.eval({}).back(); EXPECT(result.get_shape() == migraphx::shape{migraphx::shape::float_type, {3, 3}}); EXPECT(result == expected_result); } TEST_CASE(unsqueeze_transpose_test) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape s1{migraphx::shape::float_type, {4, 3, 3}}; auto l0 = mm->add_literal(migraphx::generate_literal(s1)); auto l0_trans = mm->add_instruction(migraphx::make_op("transpose", {{"permutation", {2, 0, 1}}}), l0); mm->add_instruction(migraphx::make_op("unsqueeze", {{"axes", {2}}}), l0_trans); auto p_uncompiled = p; auto* mm_uncompiled = p_uncompiled.get_main_module(); mm_uncompiled->add_instruction(migraphx::make_op("contiguous"), std::prev(mm_uncompiled->end())); p.compile(migraphx::ref::target{}); auto result = p.eval({}).back(); auto expected_result = p_uncompiled.eval({}).back(); EXPECT(result.get_shape() == migraphx::shape{migraphx::shape::float_type, {3, 4, 1, 3}}); EXPECT(result == expected_result); } TEST_CASE(unsqueeze_multibroadcast_test) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape s1{migraphx::shape::float_type, {4, 1, 3}}; auto l0 = mm->add_literal(migraphx::generate_literal(s1)); auto l0_brcst = mm->add_instruction(migraphx::make_op("multibroadcast", {{"out_lens", {4, 4, 3, 3}}}), l0); mm->add_instruction(migraphx::make_op("unsqueeze", {{"axes", {2}}}), l0_brcst); auto p_uncompiled = p; auto* mm_uncompiled = p_uncompiled.get_main_module(); mm_uncompiled->add_instruction(migraphx::make_op("contiguous"), std::prev(mm_uncompiled->end())); p.compile(migraphx::ref::target{}); auto result = p.eval({}).back(); auto expected_result = p_uncompiled.eval({}).back(); EXPECT(result.get_shape() == migraphx::shape{migraphx::shape::float_type, {4, 4, 1, 3, 3}}); EXPECT(result == expected_result); } TEST_CASE(unsqueeze_slice_test) { migraphx::program p; auto* mm = p.get_main_module(); migraphx::shape s1{migraphx::shape::float_type, {2, 3, 4, 4}}; auto l0 = mm->add_literal(migraphx::generate_literal(s1)); auto l0_slice = mm->add_instruction( migraphx::make_op("slice", {{"axes", {3}}, {"starts", {2}}, {"ends", {3}}}), l0); mm->add_instruction(migraphx::make_op("unsqueeze", {{"axes", {1}}}), l0_slice); auto p_uncompiled = p; auto* mm_uncompiled = p_uncompiled.get_main_module(); mm_uncompiled->add_instruction(migraphx::make_op("contiguous"), std::prev(mm_uncompiled->end())); p.compile(migraphx::ref::target{}); auto result = p.eval({}).back(); auto expected_result = p_uncompiled.eval({}).back(); EXPECT(result.get_shape() == migraphx::shape{migraphx::shape::float_type, {2, 1, 3, 4, 1}}); EXPECT(result == expected_result); } int main(int argc, const char* argv[]) { test::run(argc, argv); }