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adam_fusion.h 1.9 kB

5 years ago
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  1. /**
  2. * Copyright 2020 Huawei Technologies Co., Ltd
  3. *
  4. * Licensed under the Apache License, Version 2.0 (the "License");
  5. * you may not use this file except in compliance with the License.
  6. * You may obtain a copy of the License at
  7. *
  8. * http://www.apache.org/licenses/LICENSE-2.0
  9. *
  10. * Unless required by applicable law or agreed to in writing, software
  11. * distributed under the License is distributed on an "AS IS" BASIS,
  12. * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  13. * See the License for the specific language governing permissions and
  14. * limitations under the License.
  15. */
  16. #ifndef MINDSPORE_CCSRC_PRE_ACTIVATE_GPU_IR_FUSION_ADAM_FUSION_H_
  17. #define MINDSPORE_CCSRC_PRE_ACTIVATE_GPU_IR_FUSION_ADAM_FUSION_H_
  18. #include <memory>
  19. #include "pre_activate/common/optimizer.h"
  20. namespace mindspore {
  21. namespace opt {
  22. class AdamFusion : public PatternProcessPass {
  23. public:
  24. explicit AdamFusion(bool multigraph = true) : PatternProcessPass("adam_fusion", multigraph) {
  25. beta1_ = std::make_shared<Var>();
  26. one_sub_beta1_ = std::make_shared<Var>();
  27. beta2_ = std::make_shared<Var>();
  28. one_sub_beta2_ = std::make_shared<Var>();
  29. eps_ = std::make_shared<Var>();
  30. lr_ = std::make_shared<Var>();
  31. param_ = std::make_shared<Var>();
  32. m_ = std::make_shared<Var>();
  33. v_ = std::make_shared<Var>();
  34. gradient_ = std::make_shared<Var>();
  35. }
  36. ~AdamFusion() override = default;
  37. const BaseRef DefinePattern() const override;
  38. const AnfNodePtr Process(const FuncGraphPtr &, const AnfNodePtr &, const EquivPtr &) const override;
  39. private:
  40. VarPtr beta1_;
  41. VarPtr one_sub_beta1_;
  42. VarPtr beta2_;
  43. VarPtr one_sub_beta2_;
  44. VarPtr eps_;
  45. VarPtr lr_;
  46. VarPtr param_;
  47. VarPtr m_;
  48. VarPtr v_;
  49. VarPtr gradient_;
  50. };
  51. } // namespace opt
  52. } // namespace mindspore
  53. #endif // MINDSPORE_CCSRC_PRE_ACTIVATE_GPU_IR_FUSION_ADAM_FUSION_H_