#include #include #include #include #include #include #include #include #include #include "test.hpp" TEST_CASE(averagepool_notset_test) { auto p = migraphx::parse_onnx("averagepool_notset_test.onnx"); p.compile(migraphx::ref::target{}); std::vector data_x = {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}; migraphx::shape s_x{migraphx::shape::float_type, {1, 1, 5, 5}}; migraphx::parameter_map pp; pp["x"] = migraphx::argument(s_x, data_x.data()); auto result = p.eval(pp).back(); std::vector result_vector; result.visit([&](auto output) { result_vector.assign(output.begin(), output.end()); }); std::vector gold = {12}; EXPECT(migraphx::verify_range(result_vector, gold)); } TEST_CASE(averagepool_nt_cip_test) { auto p = migraphx::parse_onnx("averagepool_nt_cip_test.onnx"); p.compile(migraphx::ref::target{}); std::vector data_x = {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}; migraphx::shape s_x{migraphx::shape::float_type, {1, 1, 5, 5}}; migraphx::parameter_map pp; pp["x"] = migraphx::argument(s_x, data_x.data()); auto result = p.eval(pp).back(); std::vector result_vector; result.visit([&](auto output) { result_vector.assign(output.begin(), output.end()); }); std::vector gold = {8.33333}; EXPECT(migraphx::verify_range(result_vector, gold)); } TEST_CASE(depthtospace_simple_test) { auto p = migraphx::parse_onnx("depthtospace_simple_test.onnx"); p.compile(migraphx::ref::target{}); std::vector data_in(48); std::iota(std::begin(data_in), std::end(data_in), 0); migraphx::shape s_x{migraphx::shape::float_type, {1, 8, 2, 3}}; migraphx::parameter_map pp; pp["x"] = migraphx::argument(s_x, data_in.data()); auto result = p.eval(pp).back(); std::vector result_vector; result.visit([&](auto output) { result_vector.assign(output.begin(), output.end()); }); std::vector gold = {0, 12, 1, 13, 2, 14, 24, 36, 25, 37, 26, 38, 3, 15, 4, 16, 5, 17, 27, 39, 28, 40, 29, 41, 6, 18, 7, 19, 8, 20, 30, 42, 31, 43, 32, 44, 9, 21, 10, 22, 11, 23, 33, 45, 34, 46, 35, 47}; EXPECT(migraphx::verify_range(result_vector, gold)); } TEST_CASE(spacetodepth_simple_test) { auto p = migraphx::parse_onnx("spacetodepth_simple_test.onnx"); p.compile(migraphx::ref::target{}); std::vector data_in(48); std::iota(std::begin(data_in), std::end(data_in), 0); migraphx::shape s_x{migraphx::shape::float_type, {1, 2, 4, 6}}; migraphx::parameter_map pp; pp["x"] = migraphx::argument(s_x, data_in.data()); auto result = p.eval(pp).back(); std::vector result_vector; result.visit([&](auto output) { result_vector.assign(output.begin(), output.end()); }); std::vector gold = {0, 2, 4, 12, 14, 16, 24, 26, 28, 36, 38, 40, 1, 3, 5, 13, 15, 17, 25, 27, 29, 37, 39, 41, 6, 8, 10, 18, 20, 22, 30, 32, 34, 42, 44, 46, 7, 9, 11, 19, 21, 23, 31, 33, 35, 43, 45, 47}; EXPECT(migraphx::verify_range(result_vector, gold)); } TEST_CASE(spacetodepth_depthtospace_test) { // space to depth auto p1 = migraphx::parse_onnx("spacetodepth_simple_test.onnx"); p1.compile(migraphx::ref::target{}); std::vector data_in(48); std::iota(std::begin(data_in), std::end(data_in), 0); migraphx::shape s_x_1{migraphx::shape::float_type, {1, 2, 4, 6}}; migraphx::parameter_map pp1; pp1["x"] = migraphx::argument(s_x_1, data_in.data()); auto result1 = p1.eval(pp1).back(); // depth to space auto p2 = migraphx::parse_onnx("depthtospace_simple_test.onnx"); p2.compile(migraphx::ref::target{}); migraphx::parameter_map pp2; pp2["x"] = result1; auto result2 = p2.eval(pp2).back(); std::vector result_vector2; result2.visit([&](auto output) { result_vector2.assign(output.begin(), output.end()); }); EXPECT(migraphx::verify_range(result_vector2, data_in)); } TEST_CASE(gather_elements) { migraphx::program p = migraphx::parse_onnx("gather_elements_axis0_test.onnx"); p.compile(migraphx::ref::target{}); migraphx::shape s_data{migraphx::shape::float_type, {3, 4}}; std::vector data = { 0.25, 0.75, 0.9375, 0.4375, 0.6875, 0.5625, -0.875, 0.1875, -0.125, 0.5, -0.9375, -0.0625}; migraphx::shape s_ind{migraphx::shape::int32_type, {2, 3}}; std::vector ind = {2, 1, 2, 0, 1, 0}; migraphx::parameter_map pp; pp["data"] = migraphx::argument(s_data, data.data()); pp["indices"] = migraphx::argument(s_ind, ind.data()); auto result = p.eval(pp).back(); std::vector result_vector; result.visit([&](auto output) { result_vector.assign(output.begin(), output.end()); }); std::vector gold = {-0.125, 0.5625, -0.9375, 0.25, 0.5625, 0.9375}; EXPECT(migraphx::verify_range(result_vector, gold)); } TEST_CASE(hardsigmoid_verify_test) { migraphx::program p = migraphx::parse_onnx("hardsigmoid_verify_test.onnx"); p.compile(migraphx::ref::target{}); migraphx::shape s{migraphx::shape::float_type, {2, 5}}; std::vector data = {-10.0, -2.5, -1.0, -0.5, 0, 1.0, 2.0, 2.5, 2.6, 100.0}; float alpha = 0.2; float beta = 0.5; migraphx::parameter_map pp; pp["x"] = migraphx::argument(s, data.data()); auto result = p.eval(pp).back(); std::vector result_vector; result.visit([&](auto output) { result_vector.assign(output.begin(), output.end()); }); std::vector gold(10); std::transform(data.begin(), data.end(), gold.begin(), [&](auto x) { return std::max(0.0f, std::min(x * alpha + beta, 1.0f)); }); EXPECT(migraphx::verify_range(result_vector, gold)); } TEST_CASE(if_else_test) { migraphx::program p = migraphx::parse_onnx("if_else_test.onnx"); p.compile(migraphx::ref::target{}); migraphx::shape s_data{migraphx::shape::float_type, {2, 3}}; std::vector data = {0.0625, 0.75, -0.0625, 0.125, -0.125, -0.5625}; migraphx::parameter_map pp; pp["x"] = migraphx::argument(s_data, data.data()); pp["y"] = migraphx::argument(s_data, data.data()); auto result = p.eval(pp).back(); std::vector result_vector; result.visit([&](auto output) { result_vector.assign(output.begin(), output.end()); }); std::vector gold = { -0.0364609435, 0.475317657, -0.00417715637, -0.0599277429, 0.0755792186, -0.0218581557}; EXPECT(migraphx::verify_range(result_vector, gold)); } TEST_CASE(if_literal_test) { auto run_prog = [](bool cond) { migraphx::program p = migraphx::parse_onnx("if_literal_test.onnx"); p.compile(migraphx::ref::target{}); migraphx::shape s_data{migraphx::shape::bool_type}; std::vector data = {static_cast(cond)}; migraphx::parameter_map pp; pp["cond"] = migraphx::argument(s_data, data.data()); auto result = p.eval(pp).back(); std::vector result_vector; result.visit([&](auto output) { result_vector.assign(output.begin(), output.end()); }); return result_vector; }; // then branch { auto result_vector = run_prog(true); std::vector gold = {1, 2, 3, 4, 5}; EXPECT(migraphx::verify_range(result_vector, gold)); } // else branch { auto result_vector = run_prog(false); std::vector gold = {5, 4, 3, 2, 1}; EXPECT(migraphx::verify_range(result_vector, gold)); } } TEST_CASE(if_pl_test) { auto run_prog = [](bool cond) { migraphx::program p = migraphx::parse_onnx("if_pl_test.onnx"); p.compile(migraphx::ref::target{}); migraphx::shape xs{migraphx::shape::float_type, {2, 3}}; migraphx::shape ys{migraphx::shape::float_type, {3, 3}}; migraphx::shape cond_s{migraphx::shape::bool_type}; std::vector x_data(xs.elements(), 1.0f); std::vector y_data(ys.elements(), 2.0f); std::vector cond_data{static_cast(cond)}; migraphx::parameter_map pp; pp["x"] = migraphx::argument(xs, x_data.data()); pp["y"] = migraphx::argument(ys, y_data.data()); pp["cond"] = migraphx::argument(cond_s, cond_data.data()); auto result = p.eval(pp).back(); std::vector ret; result.visit([&](auto output) { ret.assign(output.begin(), output.end()); }); return ret; }; // then branch { auto result_vector = run_prog(true); std::vector gold = {2, 3, 4, 5, 6, 7}; EXPECT(migraphx::verify_range(result_vector, gold)); } // else branch { auto result_vector = run_prog(false); std::vector gold = {1, 2, 3, 4, 5, 6}; EXPECT(migraphx::verify_range(result_vector, gold)); } } TEST_CASE(if_tuple_test) { auto run_prog = [](bool cond) { migraphx::program p = migraphx::parse_onnx("if_tuple_test.onnx"); p.compile(migraphx::ref::target{}); migraphx::shape xs{migraphx::shape::float_type, {1, 4}}; migraphx::shape ys{migraphx::shape::float_type, {3, 4}}; migraphx::shape cond_s{migraphx::shape::bool_type}; std::vector x_data(xs.elements(), 1.0f); std::vector y_data(ys.elements(), 2.0f); std::vector cond_data{static_cast(cond)}; migraphx::parameter_map pp; pp["x"] = migraphx::argument(xs, x_data.data()); pp["y"] = migraphx::argument(ys, y_data.data()); pp["cond"] = migraphx::argument(cond_s, cond_data.data()); auto results = p.eval(pp); std::vector> rets; for(const auto& arg : results) { std::vector vec; arg.visit([&](auto output) { vec.assign(output.begin(), output.end()); }); rets.push_back(vec); } return rets; }; // then branch { auto results = run_prog(true); std::vector gold0(4, 2.0f); std::vector gold1(12, 4.0f); EXPECT(migraphx::verify_range(results.at(0), gold0)); EXPECT(migraphx::verify_range(results.at(1), gold1)); } // else branch { auto results = run_prog(false); std::vector gold0(4, 3.0f); std::vector gold1(12, 5.0f); EXPECT(migraphx::verify_range(results.at(0), gold0)); EXPECT(migraphx::verify_range(results.at(1), gold1)); } } TEST_CASE(instance_norm_test) { migraphx::program p = migraphx::parse_onnx("instance_norm_val_test.onnx"); p.compile(migraphx::ref::target{}); auto result = p.eval({}).back(); std::vector result_vector(9); result.visit([&](auto output) { result_vector.assign(output.begin(), output.end()); }); std::vector gold = {-1.54919, -1.16189, -0.774596, -0.387298, 0, 0.387298, 0.774596, 1.16189, 1.54919, -2.09838, -1.32379, -0.549192, 0.225404, 1, 1.7746, 2.54919, 3.32379, 4.09838}; EXPECT(migraphx::verify_range(result_vector, gold)); } TEST_CASE(instance_norm_3d_test) { migraphx::program p = migraphx::parse_onnx("instance_norm_val_3d_test.onnx"); p.compile(migraphx::ref::target{}); auto result = p.eval({}).back(); std::vector result_vector(16); result.visit([&](auto output) { result_vector.assign(output.begin(), output.end()); }); std::vector gold = {-1.52752, -1.09109, -0.654653, -0.218218, 0.218218, 0.654653, 1.09109, 1.52752, -2.05505, -1.18218, -0.309306, 0.563565, 1.43644, 2.30931, 3.18218, 4.05505}; EXPECT(migraphx::verify_range(result_vector, gold)); } TEST_CASE(lessorequal_test) { migraphx::program p = migraphx::parse_onnx("lessorequal_test.onnx"); p.compile(migraphx::ref::target{}); migraphx::shape s{migraphx::shape::float_type, {3}}; std::vector data1 = {0.25, 0.75, 0.9375}; std::vector data2 = {0.25, 0.74, 0.9411}; migraphx::parameter_map pp; pp["x1"] = migraphx::argument(s, data1.data()); pp["x2"] = migraphx::argument(s, data2.data()); auto result = p.eval(pp).back(); std::vector result_vector; result.visit([&](auto output) { result_vector.assign(output.begin(), output.end()); }); std::vector gold = {1, 0, 1}; EXPECT(migraphx::verify_range(result_vector, gold)); } TEST_CASE(nonzero_test) { migraphx::program p = migraphx::parse_onnx("nonzero_dynamic_test.onnx"); p.compile(migraphx::ref::target{}); migraphx::shape s{migraphx::shape::bool_type, {2, 2}}; std::vector data = {1, 1, 1, 0}; migraphx::parameter_map pp; pp["data"] = migraphx::argument(s, data.data()); auto result = p.eval(pp).back(); std::vector result_vector; result.visit([&](auto output) { result_vector.assign(output.begin(), output.end()); }); std::vector gold = {0, 0, 1, 0, 0, 1, 0, 0}; EXPECT(migraphx::verify_range(result_vector, gold)); } TEST_CASE(resize_downsample_f_test) { migraphx::program p = migraphx::parse_onnx("resize_downsample_f_test.onnx"); p.compile(migraphx::ref::target{}); migraphx::shape sx{migraphx::shape::float_type, {1, 1, 2, 4}}; std::vector dx(sx.elements()); std::iota(dx.begin(), dx.end(), 0.0f); migraphx::parameter_map pp; pp["X"] = migraphx::argument(sx, dx.data()); auto result = p.eval(pp).back(); std::vector result_vector; result.visit([&](auto output) { result_vector.assign(output.begin(), output.end()); }); std::vector gold = {0.0f, 3.0f}; EXPECT(migraphx::verify_range(result_vector, gold)); } TEST_CASE(resize_upsample_linear_ac_test) { migraphx::program p = migraphx::parse_onnx("resize_upsample_linear_ac_test.onnx"); p.compile(migraphx::ref::target{}); migraphx::shape sx{migraphx::shape::float_type, {1, 1, 2, 2}}; std::vector dx = {1.0f, 2.0f, 3.0f, 4.0f}; migraphx::parameter_map pp; pp["X"] = migraphx::argument(sx, dx.data()); auto result = p.eval(pp).back(); std::vector result_vector; result.visit([&](auto output) { result_vector.assign(output.begin(), output.end()); }); std::vector gold = {1, 4.0f / 3, 5.0f / 3, 2, 5.0f / 3, 2, 7.0f / 3, 8.0f / 3, 7.0f / 3, 8.0f / 3, 3, 10.0f / 3, 3, 10.0f / 3, 11.0f / 3, 4}; EXPECT(migraphx::verify_range(result_vector, gold)); } TEST_CASE(resize_upsample_linear_test) { migraphx::program p = migraphx::parse_onnx("resize_upsample_linear_test.onnx"); p.compile(migraphx::ref::target{}); migraphx::shape sx{migraphx::shape::float_type, {1, 1, 2, 2}}; std::vector dx = {1.0f, 2.0f, 3.0f, 4.0f}; migraphx::parameter_map pp; pp["X"] = migraphx::argument(sx, dx.data()); auto result = p.eval(pp).back(); std::vector result_vector; result.visit([&](auto output) { result_vector.assign(output.begin(), output.end()); }); std::vector gold = { 1, 1.25, 1.75, 2, 1.5, 1.75, 2.25, 2.5, 2.5, 2.75, 3.25, 3.5, 3, 3.25, 3.75, 4}; EXPECT(migraphx::verify_range(result_vector, gold)); } TEST_CASE(resize_upsample_pf_test) { migraphx::program p = migraphx::parse_onnx("resize_upsample_pf_test.onnx"); p.compile(migraphx::ref::target{}); migraphx::shape sx{migraphx::shape::float_type, {1, 1, 2, 2}}; std::vector dx = {1.0f, 2.0f, 3.0f, 4.0f}; migraphx::parameter_map pp; pp["X"] = migraphx::argument(sx, dx.data()); auto result = p.eval(pp).back(); std::vector result_vector; result.visit([&](auto output) { result_vector.assign(output.begin(), output.end()); }); std::vector gold = {1, 1, 1, 2, 2, 2, 1, 1, 1, 2, 2, 2, 3, 3, 3, 4, 4, 4, 3, 3, 3, 4, 4, 4}; EXPECT(migraphx::verify_range(result_vector, gold)); } TEST_CASE(selu_test) { migraphx::program p = migraphx::parse_onnx("selu_test.onnx"); p.compile(migraphx::ref::target{}); migraphx::shape xs{migraphx::shape::double_type, {2, 3}}; std::vector x_data = {1.1, 2.1, 0.0, -1.3, -5.3, 12.0}; migraphx::parameter_map pp; pp["x"] = migraphx::argument(xs, x_data.data()); auto result = p.eval(pp).back(); std::vector result_vector; result.visit([&](auto output) { result_vector.assign(output.begin(), output.end()); }); std::vector gold = {0.55, 1.05, 0, -0.10912, -0.149251, 6}; EXPECT(migraphx::verify_range(result_vector, gold)); } TEST_CASE(slice_test) { migraphx::program p = migraphx::parse_onnx("slice_test.onnx"); p.compile(migraphx::ref::target{}); migraphx::shape sh_data{migraphx::shape::float_type, {3, 2}}; std::vector data = {0, 1, 2, 3, 4, 5}; migraphx::parameter_map pp; pp["0"] = migraphx::argument(sh_data, data.data()); auto result = p.eval(pp).back(); std::vector result_vector; result.visit([&](auto output) { result_vector.assign(output.begin(), output.end()); }); std::vector gold = {2, 3}; EXPECT(migraphx::verify_range(result_vector, gold)); } TEST_CASE(slice_5arg_test) { migraphx::program p = migraphx::parse_onnx("slice_5arg_test.onnx"); p.compile(migraphx::ref::target{}); migraphx::shape sh_data{migraphx::shape::float_type, {5, 5}}; // start std::vector data = {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}; migraphx::parameter_map pp; pp["0"] = migraphx::argument(sh_data, data.data()); auto result = p.eval(pp).back(); std::vector result_vector; result.visit([&](auto output) { result_vector.assign(output.begin(), output.end()); }); std::vector gold = {10, 11, 12, 13, 15, 16, 17, 18}; EXPECT(migraphx::verify_range(result_vector, gold)); } TEST_CASE(slice_reverse_test) { migraphx::program p = migraphx::parse_onnx("slice_5arg_reverse_test.onnx"); p.compile(migraphx::ref::target{}); migraphx::shape sh_data{migraphx::shape::float_type, {5, 5}}; // start std::vector data = {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}; migraphx::parameter_map pp; pp["0"] = migraphx::argument(sh_data, data.data()); auto result = p.eval(pp).back(); std::vector result_vector; result.visit([&](auto output) { result_vector.assign(output.begin(), output.end()); }); std::vector gold = {14, 13, 12, 11, 19, 18, 17, 16}; EXPECT(migraphx::verify_range(result_vector, gold)); } TEST_CASE(slice_step_test) { migraphx::program p = migraphx::parse_onnx("slice_5arg_step_test.onnx"); p.compile(migraphx::ref::target{}); migraphx::shape sh_data{migraphx::shape::float_type, {5, 5}}; // start std::vector data = {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}; migraphx::parameter_map pp; pp["0"] = migraphx::argument(sh_data, data.data()); auto result = p.eval(pp).back(); std::vector result_vector; result.visit([&](auto output) { result_vector.assign(output.begin(), output.end()); }); std::vector gold = {14, 12}; EXPECT(migraphx::verify_range(result_vector, gold)); } TEST_CASE(softplus_test) { migraphx::program p = migraphx::parse_onnx("softplus_test.onnx"); p.compile(migraphx::ref::target{}); migraphx::shape s{migraphx::shape::float_type, {5}}; std::vector data = {0, 1, 2, 3, 4}; migraphx::parameter_map pp; pp["x"] = migraphx::argument(s, data.data()); auto result = p.eval(pp).back(); std::vector result_vector; result.visit([&](auto output) { result_vector.assign(output.begin(), output.end()); }); std::vector gold(5); std::transform( data.begin(), data.end(), gold.begin(), [](auto x) { return std::log1p(std::exp(x)); }); EXPECT(migraphx::verify_range(result_vector, gold)); } TEST_CASE(softsign_test) { migraphx::program p = migraphx::parse_onnx("softsign_test.onnx"); p.compile(migraphx::ref::target{}); migraphx::shape s{migraphx::shape::float_type, {5}}; std::vector data = {0, 1, 2, 3, 4}; migraphx::parameter_map pp; pp["x"] = migraphx::argument(s, data.data()); auto result = p.eval(pp).back(); std::vector result_vector; result.visit([&](auto output) { result_vector.assign(output.begin(), output.end()); }); std::vector gold(5); std::transform( data.begin(), data.end(), gold.begin(), [](auto x) { return x / (1.0 + std::abs(x)); }); EXPECT(migraphx::verify_range(result_vector, gold)); } TEST_CASE(upsample_test) { migraphx::program p = migraphx::parse_onnx("upsample_test.onnx"); std::vector x_data = {1, 2, 3, 4}; migraphx::shape sx{migraphx::shape::float_type, {1, 1, 2, 2}}; migraphx::parameter_map pp; pp["X"] = migraphx::argument(sx, x_data.data()); auto result = p.eval(pp).back(); std::vector result_vector; result.visit([&](auto output) { result_vector.assign(output.begin(), output.end()); }); std::vector gold = {1, 1, 1, 2, 2, 2, 1, 1, 1, 2, 2, 2, 3, 3, 3, 4, 4, 4, 3, 3, 3, 4, 4, 4}; EXPECT(migraphx::verify_range(result_vector, gold)); } TEST_CASE(where_test) { migraphx::program p = migraphx::parse_onnx("where_test.onnx"); p.compile(migraphx::ref::target{}); migraphx::shape c_shape{migraphx::shape::bool_type, {2}}; std::vector c_data = {1, 0}; migraphx::shape x_shape{migraphx::shape::float_type, {2, 2, 2}}; std::vector x_data(8, 1.0f); migraphx::shape y_shape{migraphx::shape::float_type, {2, 1, 2, 2}}; std::vector y_data(8, 2.0f); migraphx::parameter_map pp; pp["c"] = migraphx::argument(c_shape, c_data.data()); pp["x"] = migraphx::argument(x_shape, x_data.data()); pp["y"] = migraphx::argument(y_shape, y_data.data()); auto result = p.eval(pp).back(); std::vector result_vector; result.visit([&](auto output) { result_vector.assign(output.begin(), output.end()); }); std::vector gold = {1.0f, 2.0f, 1.0f, 2.0f, 1.0f, 2.0f, 1.0f, 2.0f, 1.0f, 2.0f, 1.0f, 2.0f, 1.0f, 2.0f, 1.0f, 2.0f}; EXPECT(migraphx::verify_range(result_vector, gold)); } int main(int argc, const char* argv[]) { test::run(argc, argv); }