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如何用AVX512指令实现Alpha混合图像叠加?及性能优化疑问

ARGB图像Alpha混合的AVX512优化问题

我有两张以ARGB字节数组形式存储的图像A和B:

Image A: [a0, r0, g0, b0, a1, r1, g1, b1, ...]
Image B: [a0, r0, g0, b0, a1, r1, g1, b1, ...]

我希望使用Alpha混合公式将图像B叠加到图像A之上。请问如何使用可批量处理多像素的AVX512指令实现该功能?若使用256替代255进行计算以简化实现,我也可以接受。

补充说明:
我基于StackOverflow的一篇回答实现了该功能,但发现AVX512版本的代码比逐像素处理的非AVX512代码运行速度更慢。我尝试移除了lazy_static!(因推测其使用了锁结构)并将常量传入函数,但性能仍未提升。难道这个问题并不适合用AVX512解决?看起来应该是适合的。

我的AVX512实现代码:

#[cfg(any(target_arch = "x86", target_arch = "x86_64"))]
unsafe fn overlay_row_avx512(this_chunk: &mut [u8], image_chunk: &[u8]) {
    use std::arch::x86_64::*;

    let this_ptr = this_chunk.as_mut_ptr() as *mut i8;
    let image_ptr = image_chunk.as_ptr() as *const i8;

    let this_argb = _mm512_loadu_epi8(this_ptr);
    let image_argb = _mm512_loadu_epi8(image_ptr);

    // Pick out the upper 256-bits and calculate inv_alpha.
    let this_upper = _mm512_shuffle_epi8(this_argb, *UPPER_TO_U16);
    let image_upper = _mm512_shuffle_epi8(image_argb, *UPPER_TO_U16);
    let alpha_upper = _mm512_shuffle_epi8(image_argb, *UPPER_ALPHA_TO_U16);
    let inv_alpha_upper = _mm512_subs_epu8(*U8_MAX_VALUE, alpha_upper);

    // Apply the blend function and store the result in blended_upper_u8.
    let this_blended_upper = _mm512_mullo_epi16(this_upper, inv_alpha_upper);
    let image_blended_upper = _mm512_mullo_epi16(image_upper, alpha_upper); // TODO: premultiply alpha
    let blended_upper = _mm512_add_epi16(this_blended_upper, image_blended_upper);
    let blended_upper_u8 = _mm512_shuffle_epi8(blended_upper, *UPPER_U16_TO_U8);

    // Repeat for the lower 256-bits.
    let this_lower = _mm512_shuffle_epi8(this_argb, *LOWER_TO_U16);
    let image_lower = _mm512_shuffle_epi8(image_argb, *LOWER_TO_U16);
    let alpha_lower = _mm512_shuffle_epi8(image_argb, *LOWER_ALPHA_TO_U16);
    let inv_alpha_lower = _mm512_subs_epu8(*U8_MAX_VALUE, alpha_lower);

    let this_blended_lower = _mm512_mullo_epi16(this_lower, inv_alpha_lower);
    let image_blended_lower = _mm512_mullo_epi16(image_lower, alpha_lower); // TODO: premultiply alpha
    let blended_lower = _mm512_add_epi16(this_blended_lower, image_blended_lower);
    let blended_lower_u8 = _mm512_add_epi16(blended_lower, *LOWER_U16_TO_U8);

    // OR together the upper and lower 256-bits.
    let blended = _mm512_or_si512(blended_upper_u8, blended_lower_u8);

    _mm512_storeu_epi8(this_ptr, blended);
}

lazy_static! {
    static ref U8_MAX_VALUE: __m512i = unsafe { _mm512_set1_epi8(-1) };

    static ref UPPER_TO_U16: __m512i = unsafe {
        _mm512_set_epi8(
            X, 63, X, 62, X, 61, X, 60, X, 59, X, 58, X, 57, X, 56,
            X, 55, X, 54, X, 53, X, 52, X, 51, X, 50, X, 49, X, 48,
            X, 47, X, 46, X, 45, X, 44, X, 43, X, 42, X, 41, X, 40,
            X, 39, X, 38, X, 37, X, 36, X, 35, X, 34, X, 33, X, 32,
        )
    };

    static ref LOWER_TO_U16: __m512i = unsafe {
        _mm512_set_epi8(
            X, 31, X, 30, X, 29, X, 28, X, 27, X, 26, X, 25, X, 24,
            X, 23, X, 22, X, 21, X, 20, X, 19, X, 18, X, 17, X, 16,
            X, 15, X, 14, X, 13, X, 12, X, 11, X, 10, X,  9, X,  8,
            X,  7, X,  6, X,  5, X,  4, X,  3, X,  2, X,  1, X,  0,
        )
    };

    static ref UPPER_ALPHA_TO_U16: __m512i = unsafe {
        _mm512_set_epi8(
            X, 63, X, 63, X, 63, X, 63, X, 59, X, 59, X, 59, X, 59,
            X, 55, X, 55, X, 55, X, 55, X, 51, X, 51, X, 51, X, 51,
            X, 47, X, 47, X, 47, X, 47, X, 43, X, 43, X, 43, X, 43,
            X, 39, X, 39, X, 39, X, 39, X, 35, X, 35, X, 35, X, 35,
        )
    };

    static ref LOWER_ALPHA_TO_U16: __m512i = unsafe {
        _mm512_set_epi8(
            X, 31, X, 31, X, 31, X, 31, X, 27, X, 27, X, 27, X, 27,
            X, 23, X, 23, X, 23, X, 23, X, 19, X, 19, X, 19, X, 19,
            X, 15, X, 15, X, 15, X, 15, X, 11, X, 11, X, 11, X, 11,
            X,  7, X,  7, X,  7, X,  7, X,  3, X,  3, X,  3, X,  3,
        )
    };

    // Pick out the upper 8-bits of each 16-bit u16.
    // This effectively divides by 256.
    static ref UPPER_U16_TO_U8: __m512i = unsafe {
        _mm512_set_epi8(
            63, X, 62, X, 61, X, 60, X, 59, X, 58, X, 57, X, 56, X,
            55, X, 54, X, 53, X, 52, X, 51, X, 50, X, 49, X, 48, X,
            47, X, 46, X, 45, X, 44, X, 43, X, 42, X, 41, X, 40, X,
            39, X, 38, X, 37, X, 36, X, 35, X, 34, X, 33, X, 32, X,
        )
    };

    static ref LOWER_U16_TO_U8: __m512i = unsafe {
        _mm512_set_epi8(
            31, X, 30, X, 29, X, 28, X, 27, X, 26, X, 25, X, 24, X,
            23, X, 22, X, 21, X, 20, X, 19, X, 18, X, 17, X, 16, X,
            15, X, 14, X, 13, X, 12, X, 11, X, 10, X,  9, X,  8, X,
             7, X,  6, X,  5, X,  4, X,  3, X,  2, X,  1, X,  0, X,
        )
    };
}

作为对比,我的逐像素处理代码:

// A chunk is just 4 bytes in this case rather than 64 bytes.
fn overlay_row_without_simd(this_chunk: &mut [u8], image_chunk: &[u8]) {
    let alpha = image_chunk[0] as u32;
    let inv_alpha = 255 - alpha;

    this_chunk[1] = ((this_chunk[1] as u32 * inv_alpha + image_chunk[1] as u32 * alpha) / 255) as u8;
    this_chunk[2] = ((this_chunk[2] as u32 * inv_alpha + image_chunk[2] as u32 * alpha) / 255) as u8;
    this_chunk[3] = ((this_chunk[3] as u32 * inv_alpha + image_chunk[3] as u32 * alpha) / 255) as u8;
}

内容的提问来源于stack exchange,提问作者Chris

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最近更新时间:2026.07.11 17:05:54