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Paddle/paddle/fluid/operators/reverse_op.h

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2.9 KiB

// Copyright (c) 2018 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 <vector>
#include "paddle/fluid/framework/eigen.h"
#include "paddle/fluid/framework/op_registry.h"
namespace paddle {
namespace operators {
template <typename DeviceContext, typename T, int Rank>
struct ReverseFunctor {
void operator()(const DeviceContext& context, const framework::LoDTensor& in,
framework::LoDTensor* out, const std::vector<int>& axis) {
Eigen::array<bool, Rank> reverse_axis;
for (int i = 0; i < Rank; ++i) {
reverse_axis[i] = false;
}
for (int a : axis) {
reverse_axis[a] = true;
}
auto in_eigen = framework::EigenTensor<T, Rank>::From(in);
auto out_eigen = framework::EigenTensor<T, Rank>::From(*out);
auto* dev = context.eigen_device();
out_eigen.device(*dev) = in_eigen.reverse(reverse_axis);
}
};
template <typename DeviceContext, typename T>
class ReverseKernel : public framework::OpKernel<T> {
public:
void Compute(const framework::ExecutionContext& context) const override {
auto* x = context.Input<framework::LoDTensor>("X");
auto* out = context.Output<framework::LoDTensor>("Out");
out->mutable_data<T>(context.GetPlace());
const auto& axis = context.Attr<std::vector<int>>("axis");
int rank = x->dims().size();
auto& dev_ctx = context.template device_context<DeviceContext>();
switch (rank) {
case 1:
ReverseFunctor<DeviceContext, T, 1> functor1;
functor1(dev_ctx, *x, out, axis);
break;
case 2:
ReverseFunctor<DeviceContext, T, 2> functor2;
functor2(dev_ctx, *x, out, axis);
break;
case 3:
ReverseFunctor<DeviceContext, T, 3> functor3;
functor3(dev_ctx, *x, out, axis);
break;
case 4:
ReverseFunctor<DeviceContext, T, 4> functor4;
functor4(dev_ctx, *x, out, axis);
break;
case 5:
ReverseFunctor<DeviceContext, T, 5> functor5;
functor5(dev_ctx, *x, out, axis);
break;
case 6:
ReverseFunctor<DeviceContext, T, 6> functor6;
functor6(dev_ctx, *x, out, axis);
break;
default:
PADDLE_THROW(
"Reserve operator doesn't supports tensors whose ranks are greater "
"than 6.");
}
}
};
} // namespace operators
} // namespace paddle