graphengine/ge/graph/passes/constant_folding_pass.cc

/**
 * Copyright 2019-2020 Huawei Technologies Co., Ltd
 *
 * 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 "graph/passes/constant_folding_pass.h"

#include <vector>

#include "common/debug/log.h"
#include "common/types.h"
#include "framework/common/debug/ge_log.h"
#include "graph/operator_factory.h"
#include "graph/utils/attr_utils.h"
#include "graph/utils/node_utils.h"
#include "graph/utils/op_desc_utils.h"
#include "graph/utils/type_utils.h"
#include "inc/kernel.h"

namespace ge {
const int64_t kStartCallNum = 1;

const std::unordered_map<std::string, std::pair<std::uint64_t, uint64_t>>
  &ConstantFoldingPass::GetGeConstantFoldingPerfStatistic() const {
  return statistic_of_ge_constant_folding_;
}

const std::unordered_map<std::string, std::pair<std::uint64_t, uint64_t>>
  &ConstantFoldingPass::GetOpConstantFoldingPerfStatistic() const {
  return statistic_of_op_constant_folding_;
}

Status ConstantFoldingPass::Run(ge::NodePtr &node) {
  GE_CHECK_NOTNULL(node);
  GELOGD("Begin to run constant folding on node %s", node->GetName().c_str());

  if (folding_pass::IsNoNeedConstantFolding(node)) {
    return SUCCESS;
  }
  OpDescPtr node_desc = node->GetOpDesc();
  DataType data_type = node_desc->GetOutputDesc(0).GetDataType();
  Format format = node_desc->GetOutputDesc(0).GetFormat();
  GELOGD("Current [node:%s, type:%s] info: format: %s, datatype:%s", node->GetName().c_str(), node->GetType().c_str(),
         TypeUtils::FormatToSerialString(format).c_str(), TypeUtils::DataTypeToSerialString(data_type).c_str());
  auto input_nodes = OpDescUtils::GetConstInputNode(*node);
  if (input_nodes.empty() || input_nodes.size() != node_desc->GetInputsSize()) {
    GELOGD("Node:%s, const input nodes size is %zu, and nodeDesc inputsSize is %zu.", node->GetName().c_str(),
           input_nodes.size(), node_desc->GetInputsSize());
    return SUCCESS;
  }

  auto inputs = OpDescUtils::GetInputData(input_nodes);
  vector<GeTensorPtr> outputs;
  // Statistic of ge constant folding kernel
  uint64_t start_time = GetCurrentTimestap();
  auto ret = RunOpKernel(node, inputs, outputs);
  if (ret != SUCCESS) {
    auto op_kernel = folding_pass::GetKernelByType(node);
    if (op_kernel == nullptr) {
      GELOGD("No op kernel for node %s type %s, skip the constant folding", node->GetName().c_str(),
             node->GetType().c_str());
      return SUCCESS;
    }

    // Statistic of op and fe constant folding kernel
    start_time = GetCurrentTimestap();
    ret = op_kernel->Compute(node_desc, inputs, outputs);
    uint64_t cost_time = GetCurrentTimestap() - start_time;
    if (statistic_of_ge_constant_folding_.find(node->GetType()) != statistic_of_ge_constant_folding_.end()) {
      uint64_t &cnt = statistic_of_ge_constant_folding_[node->GetType()].first;
      uint64_t &cur_cost_time = statistic_of_ge_constant_folding_[node->GetType()].second;
      cnt++;
      cur_cost_time += cost_time;
    } else {
      statistic_of_ge_constant_folding_[node->GetType()] = std::pair<uint64_t, uint64_t>(kStartCallNum, cost_time);
    }
    if (ret != SUCCESS) {
      if (ret == NOT_CHANGED) {
        GELOGD("Node %s type %s, compute terminates and exits the constant folding.", node->GetName().c_str(),
               node->GetType().c_str());
        return SUCCESS;
      }
      GELOGE(INTERNAL_ERROR, "Calculate for node %s failed in constant folding", node->GetName().c_str());
      return ret;
    }
    GELOGI("Node %s type %s, constant folding compute success.", node->GetName().c_str(), node->GetType().c_str());
  } else {
    if (statistic_of_op_constant_folding_.find(node->GetType()) != statistic_of_op_constant_folding_.end()) {
      uint64_t &cnt = statistic_of_op_constant_folding_[node->GetType()].first;
      uint64_t &cost_time = statistic_of_op_constant_folding_[node->GetType()].second;
      cnt++;
      cost_time += GetCurrentTimestap() - start_time;
    } else {
      statistic_of_op_constant_folding_[node->GetType()] =
        std::pair<uint64_t, uint64_t>(kStartCallNum, GetCurrentTimestap() - start_time);
    }
  }

  if (outputs.empty()) {
    GELOGE(INTERNAL_ERROR,
           "Failed to constant folding on node %s,"
           " no output weight",
           node->GetName().c_str());
    return INTERNAL_ERROR;
  }

  return Folding(node, outputs);
}
}  // namespace ge