cpu_ops_test.cpp

#include <iostream>
#include <vector>
#include <rtg/literal.hpp>
#include <rtg/operators.hpp>
#include <rtg/cpu/cpu_target.hpp>
#include "test.hpp"
#include "verify.hpp"


void exp_test() {
    rtg::program p;
    rtg::shape s{rtg::shape::float_type, {3}};
    auto l = p.add_literal(rtg::literal{s, {-1,0,1}});
    p.add_instruction(rtg::exp{}, l);
    p.compile(rtg::cpu::cpu_target{});
    auto result = p.eval({});
    std::vector<float> results_vector(3);
    result.visit([&] (auto output){ results_vector.assign(output.begin(), output.end()); });
    std::vector<float> gold = {0.36787944f,1.f,2.71828183f};
    EXPECT(test::verify_range(results_vector, gold));
}

void sin_test() {
    rtg::program p;
    rtg::shape s{rtg::shape::float_type, {3}};
    auto l = p.add_literal(rtg::literal{s, {-1,0,1}});
    p.add_instruction(rtg::sin{}, l);
    p.compile(rtg::cpu::cpu_target{});
    auto result = p.eval({});
    std::vector<float> results_vector(3);
    result.visit([&] (auto output){ results_vector.assign(output.begin(), output.end()); });
    std::vector<float> gold = {-0.84147098f,0.f,0.84147098f};
    EXPECT(test::verify_range(results_vector, gold));
}

void cos_test() {
    rtg::program p;
    rtg::shape s{rtg::shape::float_type, {3}};
    auto l = p.add_literal(rtg::literal{s, {-1,0,1}});
    p.add_instruction(rtg::cos{}, l);
    p.compile(rtg::cpu::cpu_target{});
    auto result = p.eval({});
    std::vector<float> results_vector(3);
    result.visit([&] (auto output){ results_vector.assign(output.begin(), output.end()); });
    std::vector<float> gold = {0.54030231f,1.f,0.54030231f};
    EXPECT(test::verify_range(results_vector, gold));
}

void tan_test() {
    rtg::program p;
    rtg::shape s{rtg::shape::float_type, {3}};
    auto l = p.add_literal(rtg::literal{s, {-1,0,1}});
    p.add_instruction(rtg::tan{}, l);
    p.compile(rtg::cpu::cpu_target{});
    auto result = p.eval({});
    std::vector<float> results_vector(3);
    result.visit([&] (auto output){ results_vector.assign(output.begin(), output.end()); });
    std::vector<float> gold = {-1.55740772f,0.0f,1.55740772f};
    EXPECT(test::verify_range(results_vector, gold));
}

void reshape_test() {
    rtg::shape a_shape{rtg::shape::float_type, {24,1,1,1}};
    std::vector<float> data(24);
    std::iota(data.begin(), data.end(), -3);
    {
        rtg::program p;
        auto l = p.add_literal(rtg::literal{a_shape, data});
        std::vector<int64_t> new_shape = {8,3,1,1};
        p.add_instruction(rtg::reshape{new_shape}, l);
        p.compile(rtg::cpu::cpu_target{});
        auto result = p.eval({});
        std::vector<float> results_vector(3);
        result.visit([&] (auto output){ results_vector.assign(output.begin(), output.end()); });
        EXPECT(test::verify_range(results_vector, data));
    }
    {
        rtg::program p;
        auto l = p.add_literal(rtg::literal{a_shape, data});
        std::vector<int64_t> new_shape = {1,3,4,2};
        p.add_instruction(rtg::reshape{new_shape}, l);
        p.compile(rtg::cpu::cpu_target{});
        auto result = p.eval({});
        std::vector<float> results_vector(3);
        result.visit([&] (auto output){ results_vector.assign(output.begin(), output.end()); });
        EXPECT(test::verify_range(results_vector, data));
    }
    {
        rtg::program p;
        auto l = p.add_literal(rtg::literal{a_shape, data});
        std::vector<int64_t> new_shape = {1,3,4,2};
        p.add_instruction(rtg::reshape{new_shape}, l);
        p.compile(rtg::cpu::cpu_target{});
        auto result = p.eval({});
        std::vector<float> results_vector(3);
        result.visit([&] (auto output){ results_vector.assign(output.begin(), output.end()); });
        EXPECT(test::verify_range(results_vector, data));
    }
}

        //std::cout << std::abs(results_vector[i]-gold[i])  << std::endl;
void gemm_test() {
    rtg::program p;
    std::vector<float> a = {-0.00925222,  0.56250403,  0.70107397,  0.75402161, -0.505885  ,
                             1.33628943, -0.11413   , -0.31270559,  1.59336732, -0.19361027,
                            -0.91620867,  0.40108416, -0.06969921,  0.68483471, -0.39906632,
                            -1.66423624,  0.69040076, -1.31490171, -0.11282616, -0.79391814};
    std::vector<float> b = { 6.09568541e-01,  -6.10527007e-01,   3.66646462e-01,
                             1.18951101e-01,   5.58777432e-01,  -3.21296298e-01,
                            -5.95997198e-01,  -5.01425721e-01,  -2.84606807e-01,
                            -5.73673557e-01,  -8.99430260e-01,  -4.25103093e-01,
                             1.53027987e+00,  -3.81407415e-04,  -3.29650255e-01};
    std::vector<float> c = {-1.56327541e+00,  -7.09570140e-01,  -5.37424982e-01,
                            -2.22994831e-01,  -2.15586437e+00,   2.09177941e-03,
                            -1.47279677e+00,   2.02627040e-01,  -6.04527691e-01,
                            -1.29885596e+00,   2.16294914e+00,  -1.48101497e-01};
    rtg::shape a_shape{rtg::shape::float_type, {4,5}};
    auto al = p.add_literal(rtg::literal{a_shape, a});
    rtg::shape b_shape{rtg::shape::float_type, {5,3}};
    auto bl = p.add_literal(rtg::literal{b_shape, b});
    p.add_instruction(rtg::gemm{}, al, bl);
    p.compile(rtg::cpu::cpu_target{});
    auto result = p.eval({});
    std::vector<float> results_vector(12);
    result.visit([&] (auto output){ results_vector.assign(output.begin(), output.end()); });
    float tol = 1e-6;
    for (int i = 0; i < results_vector.size(); i++) {
        EXPECT(std::abs(results_vector[i]-c[i]) < tol);
    }
}

void softmax_test() {
    rtg::program p;
    std::vector<float> a = {-5.61869681e-01,   9.07827199e-01,   1.29255986e+00,
                             3.18533443e-02,  -1.22183852e-03,  -2.83830553e-01,
                            -1.03245842e+00,  -9.28322077e-01,  -8.82696748e-01,
                             1.11327164e-01,  -9.20038462e-01,   8.47388089e-01,
                             2.51734018e-01,   1.50563884e+00,   2.23056650e+00,
                            -6.17576987e-02,  -1.00264274e-01,  -6.10369384e-01,
                             1.17537189e+00,  -2.51560897e-01,  -8.50333512e-01,
                            -8.03578615e-01,  -6.51194930e-01,  -2.58137047e-01,
                             4.65528190e-01,   3.23284641e-02,  -1.54700470e+00,
                             1.38096774e+00,   5.39869189e-01,  -7.56884992e-01,
                             1.81503093e+00,  -2.11269641e+00,   1.92466557e+00,
                             1.77230799e+00,   2.21660900e+00,   1.56777036e+00,
                            -2.08995026e-03,   3.50566894e-01,  -1.15042710e+00,
                            -1.18577778e+00,   8.90633047e-01,  -6.63949102e-02,
                             1.44661188e+00,   1.59215283e+00,  -2.56262213e-01,
                             9.39079225e-01,   4.07298543e-02,   3.86590779e-01,
                             6.09607756e-01,   8.22331488e-01,  -2.82126725e-01,
                            -9.49052632e-01,  -4.24012303e-01,  -5.32990396e-01,
                            -3.18386006e+00,   3.27092171e-01,  -1.33315325e+00,
                             3.62459183e-01,   3.74710828e-01,  -1.30302286e+00,
                             1.79680198e-01,  -4.51832324e-01,   4.34282750e-01,
                            -7.09520102e-01,   6.20333970e-01,  -1.28712380e+00,
                             2.04130828e-01,  -7.70607769e-01,   1.61889160e+00,
                            -1.50951004e+00,  -4.10505563e-01,  -3.56566496e-02,
                            -1.29747534e+00,  -1.49967879e-01,   7.77626812e-01,
                            -8.28408226e-02,   2.73412596e-02,   5.79780899e-03,
                             9.87900198e-02,  -7.95276761e-01,  -1.38536084e+00,
                            -6.63573861e-01,   3.89783204e-01,  -1.30670881e+00,
                            -7.62425125e-01,  -4.04883057e-01,   6.24344349e-01,
                             3.68128955e-01,  -1.01577950e+00,  -3.06715906e-01,
                             5.67961395e-01,   2.98198581e-01,  -1.63613629e+00,
                            -3.75131965e-01,  -6.75393403e-01,   2.59172034e+00,
                             6.75538957e-01,   9.07939598e-02,   1.92257717e-01,
                            -1.21592450e+00,  -2.73682117e-01,   1.25232983e+00,
                            -1.39969170e+00,  -1.91483587e-01,   2.57732719e-01,
                             3.10056299e-01,   1.41833842e+00,  -1.81386679e-01,
                             3.92868072e-01,  -8.14771175e-01,   2.02392387e+00,
                            -9.42091495e-02,  -3.77683818e-01,   2.05638766e+00,
                             2.93796062e-01,  -6.02131486e-01,   2.70461679e-01,
                            -8.92358482e-01,   1.04388881e+00,   2.66154885e-01};

    std::vector<float> s = {0.30191708,  0.59879845,  0.50029165,  0.24915339,  0.36823985,
                            0.13190967,  0.0349741 ,  0.18750034,  0.21905553,  0.27000085,
                            0.0547399 ,  0.56318235,  0.47422904,  0.78964758,  0.91381913,
                            0.44601166,  0.47902739,  0.13120073,  0.4449684 ,  0.18766427,
                            0.15753111,  0.07844277,  0.05120674,  0.36648798,  0.14637007,
                            0.13152322,  0.01560997,  0.29065287,  0.49196178,  0.10550152,
                            0.81890774,  0.06369215,  0.62972021,  0.74931765,  0.67285055,
                            0.35034987,  0.28612873,  0.31931475,  0.04220394,  0.16093165,
                            0.22390974,  0.11915915,  0.3115395 ,  0.35899726,  0.22190949,
                            0.57518375,  0.13888834,  0.7753762 ,  0.4642328 ,  0.57055861,
                            0.21954368,  0.34515455,  0.09486015,  0.40631217,  0.01842281,
                            0.48770609,  0.06652815,  0.36023033,  0.42343026,  0.24226256,
                            0.17348589,  0.44066274,  0.6865865 ,  0.17296699,  0.46923906,
                            0.06921105,  0.3570261 ,  0.4125829 ,  0.73165393,  0.15302512,
                            0.29499072,  0.33932695,  0.30852377,  0.40762195,  0.40170741,
                            0.36259529,  0.60848355,  0.42618036,  0.31721094,  0.02960522,
                            0.28256637,  0.24389413,  0.2725659 ,  0.10663581,  0.27622163,
                            0.28264219,  0.53652936,  0.09476089,  0.40890986,  0.34848392,
                            0.32572666,  0.53076893,  0.11529481,  0.29117745,  0.14625968,
                            0.8756339 ,  0.49818122,  0.10656087,  0.1813329 ,  0.17664003,
                            0.21410346,  0.80408043,  0.02315119,  0.27155462,  0.32804728,
                            0.13268511,  0.61795473,  0.49703068,  0.41696799,  0.10175809,
                            0.71028161,  0.29929739,  0.17377149,  0.76075399,  0.20071237,
                            0.32632929,  0.36892858,  0.09416146,  0.26656723,  0.42914796};

    rtg::shape a_shape{rtg::shape::float_type, {5,3,4,2}};
    auto al = p.add_literal(rtg::literal{a_shape, a});
    p.add_instruction(rtg::softmax{}, al);
    p.compile(rtg::cpu::cpu_target{});
    auto result = p.eval({});
    std::vector<float> results_vector(120);
    result.visit([&] (auto output){ results_vector.assign(output.begin(), output.end()); });
    EXPECT(test::verify_range(results_vector, s));
}

void conv2d_test() {
    rtg::program p;
    std::vector<float> a = { 2.71567607, -0.9960829 ,  0.91671127,  0.28140706,  0.63235772,
                             0.08077253,  0.80927712, -0.59108931, -1.05421555, -2.76622486,
                            -0.85044265, -0.52049929,  0.67726439, -0.65290606,  0.02345525,
                            -0.33579525,  0.38901961,  1.05473483, -1.31188095,  1.8963089 ,
                            -0.07265259,  0.947339  ,  0.41949373, -0.70814759,  0.25892952,
                             1.07311416,  1.2571274 , -0.62318051, -0.19951548, -0.94232577,
                            -0.29393643,  0.42292568, -0.80230367,  1.40909171,  0.63617158,
                             0.13900366,  1.09253144, -0.15265895,  1.54781747,  0.72780299,
                             1.09189606, -0.38068101,  0.97057933, -0.58958799,  1.56188643,
                             0.21474874,  0.58725154, -1.27097559, -0.03024297,  1.09437096,
                            -0.4897908 ,  0.34838957, -1.31042492, -1.69069934,  0.86956722,
                            -0.40457946,  0.46691212,  1.29273605,  0.26464137,  0.22073045,
                            -1.02178168,  0.22163901, -1.84387338,  0.75522131, -0.45775682,
                            -0.42241111, -1.50944722,  1.07256448, -1.95876884, -0.28106022,
                             0.3341668 ,  2.13129425, -1.14728117, -1.06555498, -0.298444  ,
                            -0.88322699, -0.65866792, -2.06007552,  0.01374334,  0.45612028,
                             0.52715492,  1.01914406, -1.72659791,  0.80650896,  0.16860051,
                             2.24112225, -0.78620857,  0.36566174, -0.07020134, -0.47976932,
                            -0.68230027, -0.94711417, -0.54506505,  1.66504931, -0.71860826,
                             0.61132306};


    std::vector<float> c = { 2.82721668e-02,   6.44195229e-02,   1.53499246e-02,
                             1.72468081e-01,  -6.33238107e-02,   9.49496776e-02,
                             1.40258059e-01,  -7.92879611e-02,  -1.29301161e-01,
                             3.11307609e-03,  -1.90624535e-01,   1.13238767e-01,
                            -2.80647576e-02,   3.12882811e-02,  -3.52091640e-02,
                             3.33581865e-02,   6.43158704e-02,   7.40238279e-02,
                            -1.00106120e-01,  -9.56912562e-02,   1.44342467e-01,
                             9.40258950e-02,   6.36333972e-02,   1.66158378e-03,
                            -8.91554281e-02,   2.58734226e-02,   1.70919895e-02,
                             1.78214177e-01,   8.84564668e-02,   8.98126513e-02,
                            -1.63809001e-01,   1.37802169e-01,   1.66439757e-01,
                            -1.45631135e-02,   1.88469887e-04,   4.76950556e-02,
                            -1.91969007e-01,  -1.76233292e-01,  -7.70473927e-02,
                             1.14828631e-01,   1.76608220e-01,  -1.50728196e-01,
                             1.99946314e-02,  -5.88052124e-02,   1.31612435e-01,
                             1.61106288e-02,  -1.35080189e-01,   1.49512306e-01,
                             3.86456847e-02,   1.29330024e-01,  -3.22975963e-02,
                            -5.60784787e-02,  -5.41997552e-02,   4.78562862e-02};

    std::vector<float> s = { 0.27039781,  0.19105849, -0.06339942, -0.65087199,  0.40867025,
                             0.05063812, -0.14907975,  0.49018705, -0.49197209,  0.33236548,
                            -0.39374301,  0.16012701,  0.06574871,  0.71606487, -0.55201721,
                            -0.46427044};
    rtg::shape a_shape{rtg::shape::float_type, {2,3,4,4}};
    auto al = p.add_literal(rtg::literal{a_shape, a});

    rtg::shape c_shape{rtg::shape::float_type, {2,3,3,3}};
    auto cl = p.add_literal(rtg::literal{c_shape, c});

    p.add_instruction(rtg::convolution{}, al, cl);
    p.compile(rtg::cpu::cpu_target{});
    auto result = p.eval({});

    std::vector<float> results_vector(16);
    result.visit([&] (auto output){ results_vector.assign(output.begin(), output.end()); });
    EXPECT(test::verify_range(results_vector, s));
}

void conv2d_padding_test() {
    rtg::program p;
    std::vector<float> a = { 2.71567607, -0.9960829 ,  0.91671127,  0.28140706,  0.63235772,
                             0.08077253,  0.80927712, -0.59108931, -1.05421555, -2.76622486,
                            -0.85044265, -0.52049929,  0.67726439, -0.65290606,  0.02345525,
                            -0.33579525,  0.38901961,  1.05473483, -1.31188095,  1.8963089 ,
                            -0.07265259,  0.947339  ,  0.41949373, -0.70814759,  0.25892952,
                             1.07311416,  1.2571274 , -0.62318051, -0.19951548, -0.94232577,
                            -0.29393643,  0.42292568, -0.80230367,  1.40909171,  0.63617158,
                             0.13900366,  1.09253144, -0.15265895,  1.54781747,  0.72780299,
                             1.09189606, -0.38068101,  0.97057933, -0.58958799,  1.56188643,
                             0.21474874,  0.58725154, -1.27097559, -0.03024297,  1.09437096,
                            -0.4897908 ,  0.34838957, -1.31042492, -1.69069934,  0.86956722,
                            -0.40457946,  0.46691212,  1.29273605,  0.26464137,  0.22073045,
                            -1.02178168,  0.22163901, -1.84387338,  0.75522131, -0.45775682,
                            -0.42241111, -1.50944722,  1.07256448, -1.95876884, -0.28106022,
                             0.3341668 ,  2.13129425, -1.14728117, -1.06555498, -0.298444  ,
                            -0.88322699, -0.65866792, -2.06007552,  0.01374334,  0.45612028,
                             0.52715492,  1.01914406, -1.72659791,  0.80650896,  0.16860051,
                             2.24112225, -0.78620857,  0.36566174, -0.07020134, -0.47976932,
                            -0.68230027, -0.94711417, -0.54506505,  1.66504931, -0.71860826,
                             0.61132306};

    std::vector<float> c = {-0.16115488, -0.09800646, -0.05412646,  0.10475694,  0.00555485,
                            -0.12667653,  0.0458357 , -0.02656217, -0.16338061,  0.15037455,
                             0.0102711 ,  0.01303349,  0.05242859,  0.02034754,  0.04751867,
                            -0.17038961, -0.1434752 , -0.10770349,  0.05676742, -0.15838449,
                             0.10128359, -0.18958683,  0.11954515,  0.10758857, -0.01058291,
                            -0.12797487,  0.08971019,  0.18793164, -0.00881396, -0.06588994,
                            -0.13321903, -0.03300409,  0.01439607,  0.07618178, -0.11556662,
                             0.00764295,  0.12956454, -0.08937147, -0.12763587,  0.04674943,
                             0.05765297,  0.11336918,  0.14747436, -0.06199479, -0.01166052,
                            -0.12432006, -0.04494537, -0.17581205,  0.09475745,  0.1149437 ,
                            -0.1014564 ,  0.0274073 , -0.01323579, -0.11092556};

    std::vector<float> s = {-0.0201216 ,  0.40407312, -0.39005592, -0.0631946 ,  0.37963012,
                            -0.64611685,  0.1349397 , -0.54113752,  0.28533003,  0.27667275,
                            -0.16442731, -0.181494  ,  0.30564839,  0.58744538,  0.32015014,
                             0.24969585, -0.27367792, -0.53308117,  0.41236052,  0.26136363,
                            -0.01489828,  0.57652152, -0.38506854,  0.119615  ,  0.0437076 ,
                             0.04779706,  0.57887721,  0.23126155,  0.05695833, -0.68200272,
                             0.02063358, -0.10267162,  0.8062973 , -0.38149622, -0.40134856,
                            -0.03353126,  0.38991132, -0.3478111 ,  0.03661491,  0.25783631,
                             0.62772679, -0.1961118 ,  0.76423508, -0.36241418, -0.20994355,
                            -0.12368261, -0.9406727 ,  0.02340185, -0.08793129, -0.02471633,
                            -0.58163726, -0.02211772, -0.42014724,  0.77525634,  0.504951  ,
                            -0.20537445, -0.20369984, -0.83037728, -1.40423918, -0.46160448,
                            -0.22944322,  0.36074194,  0.49579027,  0.46527559};

    rtg::shape a_shape{rtg::shape::float_type, {2,3,4,4}};
    auto al = p.add_literal(rtg::literal{a_shape, a});

    rtg::shape c_shape{rtg::shape::float_type, {2,3,3,3}};
    auto cl = p.add_literal(rtg::literal{c_shape, c});

    p.add_instruction(rtg::convolution{{{1,1}},{{1,1}}}, al, cl);
    p.compile(rtg::cpu::cpu_target{});
    auto result = p.eval({});

    std::vector<float> results_vector(64);
    result.visit([&] (auto output){ results_vector.assign(output.begin(), output.end()); });
    EXPECT(test::verify_range(results_vector, s));
}

void conv2d_padding_stride_test() {
    rtg::program p;
    std::vector<float> a = { 2.71567607, -0.9960829 ,  0.91671127,  0.28140706,  0.63235772,
                             0.08077253,  0.80927712, -0.59108931, -1.05421555, -2.76622486,
                            -0.85044265, -0.52049929,  0.67726439, -0.65290606,  0.02345525,
                            -0.33579525,  0.38901961,  1.05473483, -1.31188095,  1.8963089 ,
                            -0.07265259,  0.947339  ,  0.41949373, -0.70814759,  0.25892952,
                             1.07311416,  1.2571274 , -0.62318051, -0.19951548, -0.94232577,
                            -0.29393643,  0.42292568, -0.80230367,  1.40909171,  0.63617158,
                             0.13900366,  1.09253144, -0.15265895,  1.54781747,  0.72780299,
                             1.09189606, -0.38068101,  0.97057933, -0.58958799,  1.56188643,
                             0.21474874,  0.58725154, -1.27097559, -0.03024297,  1.09437096,
                            -0.4897908 ,  0.34838957, -1.31042492, -1.69069934,  0.86956722,
                            -0.40457946,  0.46691212,  1.29273605,  0.26464137,  0.22073045,
                            -1.02178168,  0.22163901, -1.84387338,  0.75522131, -0.45775682,
                            -0.42241111, -1.50944722,  1.07256448, -1.95876884, -0.28106022,
                             0.3341668 ,  2.13129425, -1.14728117, -1.06555498, -0.298444  ,
                            -0.88322699, -0.65866792, -2.06007552,  0.01374334,  0.45612028,
                             0.52715492,  1.01914406, -1.72659791,  0.80650896,  0.16860051,
                             2.24112225, -0.78620857,  0.36566174, -0.07020134, -0.47976932,
                            -0.68230027, -0.94711417, -0.54506505,  1.66504931, -0.71860826,
                             0.61132306};

    std::vector<float> c = {-0.14601797, -0.13000923,  0.06521662,  0.06178288, -0.11083675,
                             0.10154136,  0.09990512,  0.06030385, -0.11374587, -0.17523311,
                            -0.14344215,  0.17802463,  0.06300922, -0.15325832,  0.07066704,
                             0.05166031,  0.00615084, -0.02606523,  0.08083995, -0.17913306,
                             0.0624622 ,  0.0735731 , -0.04198661, -0.0164391 , -0.06374192,
                             0.16569914,  0.10681538,  0.07370754,  0.02802075,  0.00282027,
                             0.15104802, -0.11084409, -0.00197773,  0.07924436,  0.03528272,
                             0.04765259, -0.15896152,  0.07917164,  0.12125669, -0.1154705 ,
                            -0.11999125,  0.12749968, -0.06269585,  0.18658121, -0.03944227,
                             0.0111798 , -0.17731084,  0.11789055, -0.09982193,  0.08142821,
                             0.0729029 ,  0.11303909,  0.12735154,  0.03885292};

    std::vector<float> s = {-0.20817225,  0.87965256,  0.14958936, -1.24887264, -0.06540672,
                             0.20778663,  0.40456355, -0.99900877,  0.4917807 ,  0.1994698 ,
                             0.64205718,  0.37798831, -0.25315839,  0.44276932, -0.16138598,
                             0.79344082};

    rtg::shape a_shape{rtg::shape::float_type, {2,3,4,4}};
    auto al = p.add_literal(rtg::literal{a_shape, a});

    rtg::shape c_shape{rtg::shape::float_type, {2,3,3,3}};
    auto cl = p.add_literal(rtg::literal{c_shape, c});

    p.add_instruction(rtg::convolution{{{1,1}},{{2,2}}}, al, cl);
    p.compile(rtg::cpu::cpu_target{});
    auto result = p.eval({});

    std::vector<float> results_vector(16);
    result.visit([&] (auto output){ results_vector.assign(output.begin(), output.end()); });
    EXPECT(test::verify_range(results_vector, s));
}

int main()
{
    exp_test();
    sin_test();
    cos_test();
    tan_test();
    gemm_test();
    reshape_test();
    softmax_test();
    conv2d_test();
    conv2d_padding_test();
    conv2d_padding_stride_test();
}