elementwise_ops.cc

// 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 {

std::vector<int64_t> CvtYShape(const DDim& x_dims,
                               const DDim& y_dims,
                               int axis) {
  CHECK_EQ(x_dims.size(), 4UL) << "[NPU] Only support 4-dimension x";
  CHECK_GE(x_dims.size(), y_dims.size());

  if (axis < 0) {
    axis += x_dims.size();
  }

  std::vector<int64_t> y_new_shape(y_dims.Vectorize());
  if (y_new_shape.size() == 4UL) {
    return y_new_shape;
  }
  for (int i = 0; i < axis; i++) {
    y_new_shape.insert(y_new_shape.begin(), 1);
  }
  while (y_new_shape.size() < 4) {
    y_new_shape.push_back(1);
  }
  CHECK_EQ(y_new_shape.size(), 4UL);
  return y_new_shape;
}

int ElementwiseConverter(void* ctx, OpLite* op, KernelBase* kernel) {
  CHECK(ctx != nullptr);
  CHECK(op != nullptr);
  auto graph = static_cast<Graph*>(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_type = kernel->GetInputDeclType("X");
  CHECK(x_type->precision() == PRECISION(kFloat));
  CHECK(x_type->layout() == DATALAYOUT(kNCHW));
  auto x = scope->FindMutableTensor(x_name);
  auto x_dims = x->dims();
  auto y_name = op_info->Input("Y").front();
  auto y_type = kernel->GetInputDeclType("Y");
  CHECK(y_type->precision() == PRECISION(kFloat));
  CHECK(y_type->layout() == DATALAYOUT(kNCHW));
  auto y = scope->FindMutableTensor(y_name);
  auto y_dims = y->dims();
  auto out_name = op_info->Output("Out").front();
  auto out_type = kernel->GetOutputDeclType("Out");
  CHECK(out_type->precision() == PRECISION(kFloat));
  CHECK(out_type->layout() == DATALAYOUT(kNCHW));
  auto axis = op_info->GetAttr<int>("axis");

  // X node
  std::shared_ptr<ge::Operator> x_node = nullptr;
  if (graph->HasNode(x_name)) {
    x_node = graph->GetNode(x_name);
  } else {
    x_node = graph->AddNode(x_name, x_dims);
  }

  // Y node
  std::shared_ptr<ge::Operator> y_node = nullptr;
  if (graph->HasNode(y_name)) {
    y_node = graph->GetNode(y_name);
  } else {
    auto y_new_shape = CvtYShape(x_dims, y_dims, axis);
    y_node = graph->AddNode(y_name, y_new_shape);
  }

  // Elementwise node
  std::shared_ptr<ge::Operator> elementwise_node = nullptr;
  if (op_type == "elementwise_add" ||
      op_type == "fusion_elementwise_add_activation") {
    auto elt_node = graph->AddNode<ge::op::Add>(out_name);
    elt_node->set_input_x1(*x_node);
    elt_node->set_input_x2(*y_node);
    elementwise_node = elt_node;
  } else if (op_type == "elementwise_sub") {
    auto elt_node = graph->AddNode<ge::op::Sub>(out_name);
    elt_node->set_input_x1(*x_node);
    elt_node->set_input_x2(*y_node);
    elementwise_node = elt_node;
  } else if (op_type == "elementwise_mul") {
    auto elt_node = graph->AddNode<ge::op::Mul>(out_name);
    elt_node->set_input_x(*x_node);
    elt_node->set_input_y(*y_node);
    elementwise_node = elt_node;
  } else if (op_type == "elementwise_div") {
    auto elt_node = graph->AddNode<ge::op::RealDiv>(out_name);
    elt_node->set_input_x1(*x_node);
    elt_node->set_input_x2(*y_node);
    elementwise_node = elt_node;
  } else {
    LOG(WARNING) << "[NPU] Unsupported op type: " << op_type;
    return FAILED;
  }

  // Act node
  if (op_type == "fusion_elementwise_add_activation") {
    auto act_type = op_info->GetAttr<std::string>("act_type");
    auto act_node = graph->AddNode<ge::op::Activation>(out_name);
    act_node->set_input_x(*elementwise_node);
    // TODO(hong19860320) set the coef value for act Ops, such as leaky_relu,
    // clipped_relu etc.
    act_node->set_attr_mode(CvtActMode(act_type));
  }
  return REBUILD_WHEN_SHAPE_CHANGED;
}

}  // namespace npu
}  // namespace subgraph
}  // namespace lite
}  // namespace paddle

REGISTER_SUBGRAPH_BRIDGE(NPU,
                         elementwise_add,
                         paddle::lite::subgraph::npu::ElementwiseConverter);
REGISTER_SUBGRAPH_BRIDGE(NPU,
                         fusion_elementwise_add_activation,
                         paddle::lite::subgraph::npu::ElementwiseConverter);
REGISTER_SUBGRAPH_BRIDGE(NPU,
                         elementwise_sub,
                         paddle::lite::subgraph::npu::ElementwiseConverter);
REGISTER_SUBGRAPH_BRIDGE(NPU,
                         elementwise_mul,
                         paddle::lite::subgraph::npu::ElementwiseConverter);
REGISTER_SUBGRAPH_BRIDGE(NPU,
                         elementwise_div,
                         paddle::lite::subgraph::npu::ElementwiseConverter);