#include #include #include #include #include #include #include void fwd_conv_batchnorm_rewrite_test() { std::vector xdata = { 0.26485917, 0.61703885, 0.32762103, 0.2503367, 0.6552712, 0.07947932, 0.95442678, 0.70892651, 0.890563, 0.80808088, 0.89540492, 0.52657048, 0.94614791, 0.64371508, 0.0971229, 0.2475562, 0.47405955, 0.85538928, 0.05428386, 0.993078, 0.72771973, 0.18312255, 0.3091522, 0.51396558, 0.35158192, 0.2419852, 0.83691474, 0.36355352, 0.04769134, 0.08312604, 0.61804092, 0.0508887, 0.30987137, 0.81307629, 0.16398955, 0.69886166, 0.02415926, 0.60608918, 0.81907569, 0.13208211, 0.48303735, 0.87533734, 0.92998813, 0.65553674, 0.73223327, 0.99401001, 0.09850688, 0.76972609, 0.11118327, 0.04392097, 0.39252306, 0.91129653, 0.89078693, 0.60571206, 0.98410397, 0.15290698, 0.86992609, 0.7575111, 0.80583525, 0.23649562, 0.7478029, 0.62888878, 0.39886601, 0.37066793, 0.72627947, 0.8745595, 0.13568234, 0.7413787, 0.5039495, 0.18945697, 0.87046838, 0.63970494, 0.01124038, 0.27459063, 0.65745586, 0.69182619, 0.80470603, 0.58039348, 0.36950583, 0.43634225, 0.01694425, 0.14099377, 0.77015849, 0.35809292, 0.40547674, 0.46538817, 0.65835358, 0.2266954, 0.39057646, 0.64642207, 0.84491134, 0.20998067, 0.41074121, 0.73055221, 0.26424874, 0.10612507, 0.24478521, 0.24091282, 0.52536754, 0.57292341, 0.82190903, 0.51858515, 0.17162996, 0.52048114, 0.96624787, 0.17527163, 0.56384485, 0.91991603}; std::vector wdata = { -1.12125056, 0.50228441, 1.12719446, -2.61705068, -0.2027315, -0.82199441, 0.05337102, -0.62146691, -2.40572931, -1.47175612, 1.49654601, -1.07070376, -0.65908074, -0.28457694, 1.60046717, 0.20677642, -1.51844486, 0.41203847, -0.01285751, 0.07948031, -0.91507006, -1.59481079, -0.12856238, 0.39970482, -1.89015158, 0.66969754, 0.10312618}; migraph::shape xs{migraph::shape::float_type, {1, 3, 6, 6}}; migraph::shape ws{migraph::shape::float_type, {1, 3, 3, 3}}; migraph::shape vars{migraph::shape::float_type, {1}}; auto create_program = [&]() { migraph::program p; auto x = p.add_literal(xs, xdata); auto w = p.add_literal(ws, wdata); auto conv = p.add_instruction(migraph::op::convolution{{{0, 0}}, {{1, 1}}, {{1, 1}}}, x, w); auto scale = p.add_literal(migraph::literal{vars, {3.0f}}); auto bias = p.add_literal(migraph::literal{vars, {8.1f}}); auto mean = p.add_literal(migraph::literal{vars, {4.0f}}); auto variance = p.add_literal(migraph::literal{vars, {37.11f}}); p.add_instruction(migraph::op::batch_norm_inference{}, conv, scale, bias, mean, variance); return p; }; migraph::program p1 = create_program(); migraph::program p2 = create_program(); migraph::fwd_conv_batchnorm_rewrite opt; opt.apply(p2); p1.compile(migraph::cpu::target{}); p2.compile(migraph::cpu::target{}); auto result1 = p1.eval({}); auto result2 = p2.eval({}); std::vector results_vector1; std::vector results_vector2; result1.visit([&](auto output) { results_vector1.assign(output.begin(), output.end()); }); result2.visit([&](auto output) { results_vector2.assign(output.begin(), output.end()); }); EXPECT(migraph::verify_range(results_vector1, results_vector2)); } int main() { fwd_conv_batchnorm_rewrite_test(); return 0; }