// 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/kernels/npu/bridges/graph.h" #include "lite/kernels/npu/bridges/registry.h" #include "lite/kernels/npu/bridges/utility.h" namespace paddle { namespace lite { namespace subgraph { namespace npu { int ActConverter(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(); // 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); } // Act node auto act_node = graph->Add(out_name); auto act_op = act_node->data(); act_op->set_input_x(*x_node->data()); // TODO(hong19860320) set the coef value for act Ops, such as leaky_relu, // clipped_relu etc. act_op->set_attr_mode(CvtActMode(op_type)); if (op_type == "relu_clipped") { auto Relu_clipped_coef = op_info->GetAttr("Relu_clipped_coef"); act_op->set_attr_coef(Relu_clipped_coef); } else if (op_type == "relu6") { float Relu_clipped_coef = 6.f; act_op->set_attr_coef(Relu_clipped_coef); } else if (op_type == "leaky_relu") { auto alpha = op_info->GetAttr("alpha"); act_op->set_attr_negative_slope(alpha); } else if (op_type == "hard_sigmoid") { auto slope = op_info->GetAttr("slope"); auto offset = op_info->GetAttr("offset"); act_op->set_attr_negative_slope(slope); act_op->set_attr_coef(offset); } return SUCCESS; } } // namespace npu } // namespace subgraph } // namespace lite } // namespace paddle REGISTER_SUBGRAPH_BRIDGE(sigmoid, kNPU, paddle::lite::subgraph::npu::ActConverter); REGISTER_SUBGRAPH_BRIDGE(relu, kNPU, paddle::lite::subgraph::npu::ActConverter); REGISTER_SUBGRAPH_BRIDGE(tanh, kNPU, paddle::lite::subgraph::npu::ActConverter); REGISTER_SUBGRAPH_BRIDGE(relu_clipped, kNPU, paddle::lite::subgraph::npu::ActConverter); REGISTER_SUBGRAPH_BRIDGE(relu6, kNPU, paddle::lite::subgraph::npu::ActConverter); REGISTER_SUBGRAPH_BRIDGE(leaky_relu, kNPU, paddle::lite::subgraph::npu::ActConverter); REGISTER_SUBGRAPH_BRIDGE(abs, kNPU, paddle::lite::subgraph::npu::ActConverter); REGISTER_SUBGRAPH_BRIDGE(softsign, kNPU, paddle::lite::subgraph::npu::ActConverter); REGISTER_SUBGRAPH_BRIDGE(softplus, kNPU, paddle::lite::subgraph::npu::ActConverter); REGISTER_SUBGRAPH_BRIDGE(hard_sigmoid, kNPU, paddle::lite::subgraph::npu::ActConverter);