// Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved. // // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. #include "lite/core/subgraph_bridge_registry.h" #include "lite/kernels/npu/bridges/graph.h" #include "lite/kernels/npu/bridges/utility.h" namespace paddle { namespace lite { namespace subgraph { namespace npu { int Pad2dConverter(void* ctx, OpLite* op, KernelBase* kernel) { CHECK(ctx != nullptr); CHECK(op != nullptr); auto graph = static_cast(ctx); auto op_info = op->op_info(); auto op_type = op_info->Type(); auto scope = op->scope(); VLOG(3) << "[NPU] Converting " + op_type + "..."; // Get input and output vars and op attributes auto x_name = op_info->Input("X").front(); auto x = scope->FindMutableTensor(x_name); auto x_dims = x->dims(); auto out_name = op_info->Output("Out").front(); std::vector padding = op_info->GetAttr>("paddings"); CHECK_EQ(padding.size(), 4); // X node std::shared_ptr x_node = nullptr; if (graph->Has(x_name)) { x_node = graph->Get(x_name); } else { x_node = graph->Add(x_name, *x); } // Padding node int xds = x_dims.size(); padding.insert(padding.begin(), xds * 2 - 4, 0); auto padding_node = graph->Add(out_name + "/padding", padding, {xds, 2}); // Pad node auto mode = op_info->GetAttr("mode"); if (mode == "constant") { auto pad2d_node = graph->Add(out_name); auto pad2d_op = pad2d_node->data(); pad2d_op->set_input_x(*x_node->data()); pad2d_op->set_input_paddings(*padding_node->data()); // Pad value node auto pad_value = op_info->GetAttr("pad_value"); auto pad_value_node = graph->Add(out_name + "/pad_value", pad_value); pad2d_op->set_input_constant_values(*pad_value_node->data()); } else { auto pad2d_node = graph->Add(out_name); auto pad2d_op = pad2d_node->data(); pad2d_op->set_input_x(*x_node->data()); pad2d_op->set_input_padding(*padding_node->data()); if (mode == "reflect") { pad2d_op->set_attr_mode(1); LOG(WARNING) << "[NPU] pad mode " << mode << " isn't supported in HiAI DDK"; } else if (mode == "edge") { pad2d_op->set_attr_mode(3); LOG(WARNING) << "[NPU] pad mode " << mode << " isn't supported in HiAI DDK"; } else { LOG(WARNING) << "[NPU] pad mode " << mode << " isn't supported in HiAI DDK"; return FAILED; } } return REBUILD_WHEN_SHAPE_CHANGED; } } // namespace npu } // namespace subgraph } // namespace lite } // namespace paddle REGISTER_SUBGRAPH_BRIDGE(pad2d, kNPU, paddle::lite::subgraph::npu::Pad2dConverter);