multi_tensor_adam_kernel.h 1.8 KB
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// Copyright (c) 2022 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.

#pragma once

#include "paddle/phi/common/scalar.h"
#include "paddle/phi/core/dense_tensor.h"

namespace phi {

template <typename T, typename Context>
void MultiTensorAdamKernel(
    const Context &dev_ctx,
    const std::vector<const DenseTensor *> &params,
    const std::vector<const DenseTensor *> &grads,
    const DenseTensor &learning_rate,
    const std::vector<const DenseTensor *> &moments1,
    const std::vector<const DenseTensor *> &moments2,
    const std::vector<const DenseTensor *> &beta1_pows,
    const std::vector<const DenseTensor *> &beta2_pows,
    const paddle::optional<std::vector<const DenseTensor *>> &master_params,
    const paddle::optional<DenseTensor> &skip_update,
    const Scalar &beta1,
    const Scalar &beta2,
    const Scalar &epsilon,
    int chunk_size,
    float weight_decay,
    bool use_adamw,
    bool multi_precision,
    bool use_global_beta_pow,
    std::vector<DenseTensor *> params_out,
    std::vector<DenseTensor *> moments1_out,
    std::vector<DenseTensor *> moments2_out,
    std::vector<DenseTensor *> beta1_pows_out,
    std::vector<DenseTensor *> beta2_pows_out,
    std::vector<DenseTensor *> master_params_out);

}  // namespace phi