// 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 #include #include "lite/core/subgraph_bridge_registry.h" #include "lite/kernels/bm/bridges/graph.h" #include "lite/kernels/bm/bridges/utility.h" namespace paddle { namespace lite { namespace subgraph { namespace bm { int DropoutConverter(void* ctx, OpLite* op, KernelBase* kernel) { CHECK(ctx != nullptr); CHECK(op != nullptr); auto graph = static_cast(ctx); auto scope = op->scope(); auto op_info = op->op_info(); auto op_type = op_info->Type(); // input auto x_var_name = op_info->Input("X").front(); auto x = scope->FindVar(x_var_name)->GetMutable(); auto x_dims = x->dims(); const int64_t* x_shape_data = const_cast(&x_dims.data()[0]); std::vector i_x_shape_data(x_dims.size()); for (size_t i = 0; i < x_dims.size(); i++) { i_x_shape_data[i] = static_cast(x_shape_data[i]); } // output auto output_var_name = op_info->Output("Out").front(); auto output = scope->FindVar(output_var_name)->GetMutable(); auto output_dims = output->dims(); const int64_t* output_shape_data = const_cast(&output_dims.data()[0]); std::vector i_output_shape_data(output_dims.size()); for (size_t i = 0; i < output_dims.size(); i++) { i_output_shape_data[i] = static_cast(output_shape_data[i]); } auto dropout_prob = op_info->GetAttr("dropout_prob"); auto dropout_implementation = op_info->GetAttr("dropout_implementation"); if (dropout_implementation == "downgrade_in_infer") { add_const_binary_layer(graph->GetCompilerHandle(), static_cast(x_var_name.c_str()), const_cast(&i_x_shape_data[0]), x_dims.size(), 1.f - dropout_prob, static_cast(output_var_name.c_str()), BINARY_MUL, 0); } else { add_identity_layer(graph->GetCompilerHandle(), static_cast(x_var_name.c_str()), const_cast(&i_x_shape_data[0]), x_dims.size(), static_cast(output_var_name.c_str())); } graph->AddNode(output_var_name); return SUCCESS; } } // namespace bm } // namespace subgraph } // namespace lite } // namespace paddle REGISTER_SUBGRAPH_BRIDGE(dropout, kBM, paddle::lite::subgraph::bm::DropoutConverter);