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Paddle/paddle/fluid/operators/jit/more/mix/mix.cc

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/* 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. */
#include "paddle/fluid/operators/jit/more/mix/mix.h"
#include "paddle/fluid/operators/jit/kernels.h"
#include "paddle/fluid/operators/jit/registry.h"
#include "paddle/fluid/platform/cpu_info.h"
namespace paddle {
namespace operators {
namespace jit {
namespace more {
namespace mix {
template <typename T>
void VSigmoid(const T* x, T* y, int n) {
const float min = SIGMOID_THRESHOLD_MIN;
const float max = SIGMOID_THRESHOLD_MAX;
for (int i = 0; i < n; ++i) {
y[i] = (x[i] < min) ? min : ((x[i] > max) ? max : x[i]);
y[i] = static_cast<T>(0) - y[i];
}
auto compute = Get<KernelType::vexp, XYNTuples<T>, platform::CPUPlace>(n);
compute(y, y, n);
for (int i = 0; i < n; ++i) {
y[i] = static_cast<T>(1) / (static_cast<T>(1) + y[i]);
}
}
template <typename T>
void VTanh(const T* x, T* y, int n) {
const T a = 2, b = -1;
auto compute_scal = Get<vscal, AXYNTuples<T>, platform::CPUPlace>(n);
auto compute_addbias = Get<vaddbias, AXYNTuples<T>, platform::CPUPlace>(n);
auto compute_sigmoid = Get<vsigmoid, XYNTuples<T>, platform::CPUPlace>(n);
compute_scal(&a, x, y, n);
compute_sigmoid(y, y, n);
compute_scal(&a, y, y, n);
compute_addbias(&b, y, y, n);
}
template <>
bool VSigmoidKernel<float>::UseMe(int d) const {
return true;
}
template <>
bool VTanhKernel<float>::UseMe(int d) const {
return true;
}
#define AWALYS_USE_ME_WITH_DOUBLE(func) \
template <> \
bool func##Kernel<double>::UseMe(int d) const { \
return true; \
}
AWALYS_USE_ME_WITH_DOUBLE(VSigmoid);
AWALYS_USE_ME_WITH_DOUBLE(VTanh);
#undef AWALYS_USE_ME_WITH_DOUBLE
} // namespace mix
} // namespace more
} // namespace jit
} // namespace operators
} // namespace paddle
namespace mix = paddle::operators::jit::more::mix;
#define REGISTER_MORE_KERNEL(key, func) \
REGISTER_JITKERNEL_MORE(key, mix, mix::func##Kernel<float>, \
mix::func##Kernel<double>)
REGISTER_MORE_KERNEL(vsigmoid, VSigmoid);
REGISTER_MORE_KERNEL(vtanh, VTanh);
#undef REGISTER_MORE_KERNEL