#include #include #include #include #include #include #include #include #include #include "test.hpp" #include "verify.hpp" template rtg::argument run_cpu() { V v; auto p = v.create_program(); p.compile(rtg::cpu::cpu_target{}); return p.eval(v.create_params()); } template rtg::argument run_gpu() { V v; auto p = v.create_program(); p.compile(rtg::miopen::miopen_target{}); auto m = v.create_params(); for(auto&& e : m) { e.second = rtg::miopen::to_gpu(e.second); } m["output"] = rtg::miopen::to_gpu(rtg::generate_argument(p.get_parameter_shape("output"))); auto handle = rtg::miopen::make_obj(&miopenCreate); m["handle"] = {rtg::shape::any_type, handle.get()}; return rtg::miopen::from_gpu(p.eval(m)); } template void verify_program() { auto cpu_arg = run_cpu(); auto gpu_arg = run_gpu(); visit_all(cpu_arg, gpu_arg)([](auto cpu, auto gpu) { EXPECT(test::verify_range(cpu, gpu)); }); } struct test1 { rtg::program create_program() const { rtg::program p; auto input = p.add_parameter("x", rtg::shape{rtg::shape::float_type, {4, 3, 3, 3}}); auto weights = p.add_parameter("w", rtg::shape{rtg::shape::float_type, {4, 3, 3, 3}}); auto conv = p.add_instruction(rtg::convolution{}, input, weights); p.add_instruction(rtg::activation{"relu"}, conv); return p; } rtg::program::parameter_map create_params() const { rtg::program::parameter_map m; m["x"] = rtg::generate_argument({rtg::shape::float_type, {4, 3, 3, 3}}); m["w"] = rtg::generate_argument({rtg::shape::float_type, {4, 3, 3, 3}}); return m; } }; int main() { verify_program(); }