ncnn/src/layer/arm/swish_arm.cpp

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//
// Copyright (C) 2020 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
// specific language governing permissions and limitations under the License.

#include "swish_arm.h"

#if __ARM_NEON
#include "neon_mathfun.h"

#include <arm_neon.h>
#if __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
#include "neon_mathfun_fp16s.h"
#endif
#endif // __ARM_NEON

#include <math.h>

namespace ncnn {

Swish_arm::Swish_arm()
{
#if __ARM_NEON
    support_packing = true;
#if __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
    support_fp16_storage = true;
#endif
#endif // __ARM_NEON

    support_bf16_storage = true;
}

int Swish_arm::forward_inplace(Mat& bottom_top_blob, const Option& opt) const
{
    int elembits = bottom_top_blob.elembits();

#if __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
    if (opt.use_fp16_storage && elembits == 16)
    {
        if (opt.use_fp16_arithmetic)
            return forward_inplace_fp16sa(bottom_top_blob, opt);
        else
            return forward_inplace_fp16s(bottom_top_blob, opt);
    }
#endif

    if (opt.use_bf16_storage && elembits == 16)
        return forward_inplace_bf16s(bottom_top_blob, opt);

    int w = bottom_top_blob.w;
    int h = bottom_top_blob.h;
    int channels = bottom_top_blob.c;
    int size = w * h;
    int elempack = bottom_top_blob.elempack;

#if __ARM_NEON
    if (elempack == 4)
    {
        #pragma omp parallel for num_threads(opt.num_threads)
        for (int q = 0; q < channels; q++)
        {
            float* ptr = bottom_top_blob.channel(q);

            float32x4_t _one = vdupq_n_f32(1.f);
            for (int i = 0; i < size; i++)
            {
                float32x4_t _p = vld1q_f32(ptr);
                _p = div_ps(_p, vaddq_f32(_one, exp_ps(vnegq_f32(_p))));
                vst1q_f32(ptr, _p);
                ptr += 4;
            }
        }

        return 0;
    }
#endif // __ARM_NEON

    #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 _one = vdupq_n_f32(1.f);
        for (; nn > 0; nn--)
        {
            float32x4_t _p = vld1q_f32(ptr);
            _p = div_ps(_p, vaddq_f32(_one, exp_ps(vnegq_f32(_p))));
            vst1q_f32(ptr, _p);
            ptr += 4;
        }
#endif // __ARM_NEON
        for (; remain > 0; remain--)
        {
            *ptr = *ptr / (1.f + exp(-*ptr));
            ptr++;
        }
    }

    return 0;
}

#if __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
int Swish_arm::forward_inplace_fp16s(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;
    int elempack = bottom_top_blob.elempack;

    if (elempack == 4)
    {
        #pragma omp parallel for num_threads(opt.num_threads)
        for (int q = 0; q < channels; q++)
        {
            __fp16* ptr = bottom_top_blob.channel(q);

            float32x4_t _one = vdupq_n_f32(1.f);
            for (int i = 0; i < size; i++)
            {
                float32x4_t _p = vcvt_f32_f16(vld1_f16(ptr));
                _p = vdivq_f32(_p, vaddq_f32(_one, exp_ps(vnegq_f32(_p))));
                vst1_f16(ptr, vcvt_f16_f32(_p));

                ptr += 4;
            }
        }

        return 0;
    }

    #pragma omp parallel for num_threads(opt.num_threads)
    for (int q = 0; q < channels; q++)
    {
        __fp16* ptr = bottom_top_blob.channel(q);

        float32x4_t _one = vdupq_n_f32(1.f);
        int i = 0;
        for (; i + 3 < size; i += 4)
        {
            float32x4_t _p = vcvt_f32_f16(vld1_f16(ptr));
            _p = vdivq_f32(_p, vaddq_f32(_one, exp_ps(vnegq_f32(_p))));
            vst1_f16(ptr, vcvt_f16_f32(_p));

            ptr += 4;
        }
        for (; i < size; i++)
        {
            float v = (float)*ptr;
            v = v / (1.f + exp(-v));
            *ptr = (__fp16)v;
            ptr++;
        }
    }

    return 0;
}

int Swish_arm::forward_inplace_fp16sa(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;
    int elempack = bottom_top_blob.elempack;

    if (elempack == 8)
    {
        #pragma omp parallel for num_threads(opt.num_threads)
        for (int q = 0; q < channels; q++)
        {
            __fp16* ptr = bottom_top_blob.channel(q);

            float16x8_t _one = vdupq_n_f16(1.f);
            for (int i = 0; i < size; i++)
            {
                float16x8_t _p = vld1q_f16(ptr);
                _p = vdivq_f16(_p, vaddq_f16(_one, exp_ps(vnegq_f16(_p))));
                vst1q_f16(ptr, _p);

                ptr += 8;
            }
        }

        return 0;
    }

    if (elempack == 4)
    {
        #pragma omp parallel for num_threads(opt.num_threads)
        for (int q = 0; q < channels; q++)
        {
            __fp16* ptr = bottom_top_blob.channel(q);

            float16x4_t _one = vdup_n_f16(1.f);
            for (int i = 0; i < size; i++)
            {
                float16x4_t _p = vld1_f16(ptr);
                _p = vdiv_f16(_p, vadd_f16(_one, exp_ps(vneg_f16(_p))));
                vst1_f16(ptr, _p);

                ptr += 4;
            }
        }

        return 0;
    }

    #pragma omp parallel for num_threads(opt.num_threads)
    for (int q = 0; q < channels; q++)
    {
        __fp16* ptr = bottom_top_blob.channel(q);

        float16x4_t _one = vdup_n_f16(1.f);
        int i = 0;
        for (; i + 3 < size; i += 4)
        {
            float16x4_t _p = vld1_f16(ptr);
            _p = vdiv_f16(_p, vadd_f16(_one, exp_ps(vneg_f16(_p))));
            vst1_f16(ptr, _p);

            ptr += 4;
        }
        for (; i < size; i++)
        {
            __fp16 v = *ptr;
            v = v / ((__fp16)1.f + exp(-v));
            *ptr = v;
            ptr++;
        }
    }

    return 0;
}
#endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC

int Swish_arm::forward_inplace_bf16s(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;
    int elempack = bottom_top_blob.elempack;

#if __ARM_NEON
    if (elempack == 4)
    {
        #pragma omp parallel for num_threads(opt.num_threads)
        for (int q = 0; q < channels; q++)
        {
            unsigned short* ptr = bottom_top_blob.channel(q);

            float32x4_t _one = vdupq_n_f32(1.f);
            for (int i = 0; i < size; i++)
            {
                float32x4_t _p = vcvt_f32_bf16(vld1_u16(ptr));
                _p = div_ps(_p, vaddq_f32(_one, exp_ps(vnegq_f32(_p))));
                vst1_u16(ptr, vcvt_bf16_f32(_p));
                ptr += 4;
            }
        }

        return 0;
    }
#endif // __ARM_NEON

    #pragma omp parallel for num_threads(opt.num_threads)
    for (int q = 0; q < channels; q++)
    {
        unsigned short* 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 _one = vdupq_n_f32(1.f);
        for (; nn > 0; nn--)
        {
            float32x4_t _p = vcvt_f32_bf16(vld1_u16(ptr));
            _p = div_ps(_p, vaddq_f32(_one, exp_ps(vnegq_f32(_p))));
            vst1_u16(ptr, vcvt_bf16_f32(_p));
            ptr += 4;
        }
#endif // __ARM_NEON
        for (; remain > 0; remain--)
        {
            float v = bfloat16_to_float32(*ptr);
            v = v / (1.f + exp(-v));
            *ptr = float32_to_bfloat16(v);
            ptr++;
        }
    }

    return 0;
}

} // namespace ncnn