// Copyright © Advanced Micro Devices, Inc., or its affiliates. // SPDX-License-Identifier: MIT #include #include "utils.hpp" #include #include #include int main() { using InputType = hipdnn_data_sdk::types::half; const int64_t dyN0 = 64; const int64_t dyN1 = 32; const int64_t dxN0 = 128; const int64_t dxN1 = 64; auto buildGetitemBackwardGraph = [=](hipdnnHandle_t handle) { auto graph = std::make_shared(); graph->set_name("getitem_backward_graph") .set_io_data_type(hipdnn_frontend::getDataTypeEnumFromType()) .set_intermediate_data_type(hipdnn_frontend::getDataTypeEnumFromType()) .set_compute_data_type(hipdnn_frontend::DataType::FLOAT); auto dy = std::make_shared( hipdnn_frontend::graph::Tensor_attributes() .set_name("dy") .set_dim({dyN0, dyN1}) .set_stride({dyN1, 1})); auto xIndeices = std::make_shared( hipdnn_frontend::graph::Tensor_attributes() .set_name("x_indeices") .set_dim({64, 32}) .set_stride({32, 1}) .set_data_type(hipdnn_frontend::DataType::INT32)); auto yIndeices = std::make_shared( hipdnn_frontend::graph::Tensor_attributes() .set_name("y_indeices") .set_dim({64, 32}) .set_stride({32, 1}) .set_data_type(hipdnn_frontend::DataType::INT32)); auto getitemBackwardAttributes = hipdnn_frontend::graph::GetitemBackwardAttributes() .set_dims({0, 1}) .set_indices({xIndeices, yIndeices}) .set_offset(0) .set_name("getitem_backward"); auto [dx, error] = graph->getitem_backward(dy, getitemBackwardAttributes); dx->set_output(true).set_dim({dxN0, dxN1}).set_stride({dxN1, 1}); error->set_output(true); // build graph HIPDNN_FE_CHECK(graph->build(handle)); return std::make_tuple(graph, dy, xIndeices, yIndeices, dx, error); }; auto backend = hipdnn_frontend::detail::hipdnnBackend(); if(!backend) { std::cout << "Create backend failed.\n"; return 1; } hipdnnHandle_t handle; HIPDNN_CHECK(backend->create(&handle)); auto [graph, dy, xindex, yindex, dx, error] = buildGetitemBackwardGraph(handle); hipdnn_data_sdk::utilities::Tensor dyTensor(dy->get_dim(), dy->get_stride()); hipdnn_data_sdk::utilities::Tensor dxTensor(dx->get_dim(), dx->get_stride()); hipdnn_data_sdk::utilities::Tensor xIndexTensor(xindex->get_dim(), xindex->get_stride()); hipdnn_data_sdk::utilities::Tensor yIndexTensor(yindex->get_dim(), yindex->get_stride()); hipdnn_data_sdk::utilities::Tensor errorTensor(error->get_dim(), error->get_stride()); std::unordered_map variantPack; variantPack[dy->get_uid()] = dyTensor.memory().deviceData(); variantPack[dx->get_uid()] = dxTensor.memory().deviceData(); variantPack[xindex->get_uid()] = xIndexTensor.memory().deviceData(); variantPack[yindex->get_uid()] = yIndexTensor.memory().deviceData(); variantPack[error->get_uid()] = errorTensor.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 << "GetitemBackwardIndices graph execution complete.\n"; HIPDNN_CHECK(backend->destroy(handle)); return 0; }