ncnn/src/layer/arm/hardsigmoid_arm.cpp

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//
// Copyright (C) 2017 THL A29 Limited, a Tencent company. All rights reserved.
//
// Licensed under the BSD 3-Clause License (the "License"); you may not use this file except
// in compliance with the License. You may obtain a copy of the License at
//
// https://opensource.org/licenses/BSD-3-Clause
//
// 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
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#include "hardsigmoid_arm.h"

#if __ARM_NEON
#include <arm_neon.h>
#endif // __ARM_NEON

namespace ncnn {

DEFINE_LAYER_CREATOR(HardSigmoid_arm)

int HardSigmoid_arm::forward_inplace(Mat& bottom_top_blob, const Option& opt) const
{
    int w = bottom_top_blob.w;
    int h = bottom_top_blob.h;
    int channels = bottom_top_blob.c;
    int size = w * h;

    #pragma omp parallel for num_threads(opt.num_threads)
    for (int q=0; q<channels; q++)
    {
        float* ptr = bottom_top_blob.channel(q);

#if __ARM_NEON
        int nn = size >> 2;
        int remain = size - (nn << 2);
#else
        int remain = size;
#endif // __ARM_NEON

#if __ARM_NEON
        float32x4_t _zero = vdupq_n_f32(0.f);
        float32x4_t _one = vdupq_n_f32(1.f);
        while (nn--)
        {
            float32x4_t _p = vld1q_f32(ptr);
            float32x4_t _ans = vdupq_n_f32(beta);
            _ans = vmlaq_n_f32(_ans, _p, alpha);
            _ans = vmaxq_f32(_ans, _zero);
            _ans = vminq_f32(_ans, _one);
            vst1q_f32(ptr, _ans);

            ptr += 4;
        }
#endif // __ARM_NEON
        for (; remain>0; remain--)
        {
            if (*ptr < lower)
                *ptr = 0.f;
            else if (*ptr > upper)
                *ptr = 1.f;
            else
                *ptr = *ptr * alpha + beta;
            ++ptr;
        }
    }

    return 0;
}

} // namespace ncnn