#include #include #include #include "triton/runtime/jit.h" #include "triton/driver/backend.h" #include "triton/driver/stream.h" #include "triton/dnn/conv.h" #include "triton/tools/bench.hpp" int main() { // initialize default compute device auto context = triton::driver::backend::contexts::get_default(); triton::dnn::conv::type ty = triton::dnn::conv::FPROP; // initialization int32_t B = 16, NF = 128; int32_t D = 1, H = 16, W = 16; int32_t NC = 64, T = 1, R = 3, S = 3; int32_t pad_d = 0, pad_h = 0, pad_w = 0; int32_t stride_d = 1, stride_h = 1, stride_w = 1; int32_t upsample_d = 1, upsample_h = 1, upsample_w = 1; // triton::dnn::conv configuration(128, 256, 1, 14, 14, 1, 5, 5, 512, 1, 1, 1, 0, 0, 0, 1, 1, 1, "fp32", "fp32", triton::dnn::conv::FPROP, 0); triton::dnn::conv configuration(B, NC, D, H, W, T, R, S, NF, stride_d, stride_h, stride_w, pad_d, pad_h, pad_w, upsample_d, upsample_h, upsample_w, "fp32", "fp32", ty, 0); // convolution configuration std::vector hc(configuration.c_size()); std::vector rc(configuration.c_size()); std::vector ha(configuration.a_size()); std::vector hb(configuration.b_size()); srand(0); for(size_t i = 0; i < ha.size(); i++) ha[i] = (float)rand()/RAND_MAX; for(size_t i = 0; i < hb.size(); i++) hb[i] = (float)rand()/RAND_MAX; for(size_t i = 0; i < hc.size(); i++) hc[i] = 0; rc = hc; triton::driver::buffer* dc = triton::driver::buffer::create(context, hc.size()*4); triton::driver::buffer* da = triton::driver::buffer::create(context, ha.size()*4); triton::driver::buffer* db = triton::driver::buffer::create(context, hb.size()*4); triton::driver::stream* stream = triton::driver::stream::create(context); stream->write(da, true, 0, ha); stream->write(db, true, 0, hb); stream->write(dc, true, 0, hc); stream->synchronize(); configuration.enqueue(stream, {da, db, dc, nullptr}); stream->read(dc, true, 0, hc); configuration.cpu_ref(rc.data(), ha.data(), hb.data()); for(size_t i = 0; i < hc.size(); i++){ if(std::isnan(hc[i]) || std::abs(hc[i] - rc[i])/std::max(hc[i], rc[i]) > 1e-4){ std::cout << i << " " << hc[i] << " " << rc[i] << std::endl; exit(EXIT_FAILURE); } } std::cout << "Pass!" << std::endl; }