#include #include "utils.hpp" #include #include #include int main() { using InputType = hipdnn_data_sdk::types::half; const int64_t n = 2; // Batch size // Input const int64_t c = 3; // Number of channels const int64_t h = 4; // Height const int64_t w = 5; // Width auto buildGenstatsGraph = [=](hipdnnHandle_t handle) { auto graph = std::make_shared(); graph->set_name("genstats_graph") .set_io_data_type(hipdnn_frontend::getDataTypeEnumFromType()) .set_intermediate_data_type(hipdnn_frontend::getDataTypeEnumFromType()) .set_compute_data_type(hipdnn_frontend::DataType::FLOAT); // // create genstats auto input = std::make_shared( hipdnn_frontend::graph::Tensor_attributes() .set_name("input") .set_dim({n, c, h, w}) .set_stride({c * h * w, 1, c * w, c})); auto genstatsAttributes = hipdnn_frontend::graph::GenstatsAttributes().set_name("genstats_node"); auto [sum, sqSum] = graph->genstats(input, genstatsAttributes); sum->set_output(true); sqSum->set_output(true); // build graph HIPDNN_FE_CHECK(graph->build(handle)); return std::make_tuple(graph, input, sum, sqSum); }; auto backend = hipdnn_frontend::detail::hipdnnBackend(); if(!backend) { std::cout << "Creat backend failed. \n"; return 1; } hipdnnHandle_t handle; HIPDNN_CHECK(backend->create(&handle)); auto [graph, input, sum, sqSum] = buildGenstatsGraph(handle); // Allocate DCU memory hipdnn_data_sdk::utilities::Tensor inputTensor(input->get_dim(), input->get_stride()); hipdnn_data_sdk::utilities::Tensor sumTensor(sum->get_dim(), sum->get_stride()); hipdnn_data_sdk::utilities::Tensor sqSumTensor(sqSum->get_dim(), sqSum->get_stride()); std::unordered_map variantPack; variantPack[input->get_uid()] = inputTensor.memory().deviceData(); variantPack[sum->get_uid()] = sumTensor.memory().deviceData(); variantPack[sqSum->get_uid()] = sqSumTensor.memory().deviceData(); int64_t workspaceSize = 0; HIPDNN_FE_CHECK(graph->get_workspace_size(workspaceSize)); const hipdnn_data_sdk::utilities::Workspace workspace(static_cast(workspaceSize)); HIPDNN_FE_CHECK(graph->execute(handle, variantPack, workspace.get())); std::cout << "Genstats graph execution complete. \n"; HIPDNN_CHECK(backend->destroy(handle)); return 0; }