llama.cpp/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_p021.comp

#version 450

#extension GL_EXT_control_flow_attributes : enable
#extension GL_EXT_shader_16bit_storage : require
#if USE_SUBGROUP_ADD
#extension GL_KHR_shader_subgroup_arithmetic : enable
#endif

#define FLOAT_TYPE float

layout(local_size_x_id = 0, local_size_y = 1, local_size_z = 1) in;

layout (binding = 0) readonly buffer A {A_TYPE data_a[];};
layout (binding = 1) readonly buffer B {B_TYPE data_b[];};
layout (binding = 2) writeonly buffer D {D_TYPE dst[];};

layout (binding = 0) readonly buffer AV4 {A_TYPE_VEC4 data_a_v4[];};
layout (binding = 1) readonly buffer BV4 {B_TYPE_VEC4 data_b_v4[];};

layout(constant_id = 0) const int BLOCK_SIZE = 32;
// gqa_ratio is in the range [1,8]
layout(constant_id = 1) const uint gqa_ratio = 1;

layout (push_constant) uniform parameter
{
    uint ncols_x;
    uint nrows_x;
    uint nchannels_x;
    uint nchannels_y;
    uint b_offset;
    uint d_offset;
} p;

#if !USE_SUBGROUP_ADD
shared FLOAT_TYPE tmp[8][BLOCK_SIZE];
#endif

void main() {
    const uint tid = gl_LocalInvocationID.x;
    const uint row_x = gl_GlobalInvocationID.y;

    uint channel, channel_x;

    // When gqa_ratio > 1, each invocation does multiple rows.
    // The row in the A matrix is starting from channel / gqa_ratio and the
    // rows in the B matrix are [channel, channel+gqa_ratio).
    // When gpa_ratio is 1, each invocation does one row.
    if (gqa_ratio > 1) {
        channel_x = gl_GlobalInvocationID.z;
        channel = channel_x * gqa_ratio;
    } else {
        channel = gl_GlobalInvocationID.z;
        channel_x = channel / (p.nchannels_y / p.nchannels_x);;
    }

    const uint nrows_y = p.ncols_x;
    const uint nrows_dst = p.nrows_x;
    const uint row_dst = row_x;

    FLOAT_TYPE temp[8];
    [[unroll]] for (uint i = 0; i < 8; ++i) {
        temp[i] = FLOAT_TYPE(0.0f);
    }

    // Detect alignment for vector loads
    bool is_aligned = (p.ncols_x % 4) == 0 && (p.nchannels_x % 4) == 0 && (nrows_y % 4) == 0;

    for (uint col_x0 = 0; col_x0 < p.ncols_x; col_x0 += BLOCK_SIZE) {

        // Use vec4 loads if aligned
        if (col_x0 + 4*BLOCK_SIZE <= p.ncols_x && is_aligned) {

            uint col_x = col_x0 + 4*tid;
            const uint row_y = col_x;

            // x is transposed and permuted
            const uint ix = row_x*p.nchannels_x*p.ncols_x + channel_x*p.ncols_x + col_x;
            const vec4 av4 = vec4(data_a_v4[ix / 4]);

            [[unroll]] for (uint c = 0; c < gqa_ratio; ++c) {
                // y is not transposed but permuted
                const uint iy = (channel + c)*nrows_y + row_y;

                vec4 bv4 = data_b_v4[iy / 4];
                temp[c] += dot(av4, bv4);
            }

            col_x0 += 3*BLOCK_SIZE;
        } else {
            const uint col_x = col_x0 + tid;

            if (col_x >= p.ncols_x) {
                break;
            }

            // x is transposed and permuted
            const uint ix = row_x*p.nchannels_x*p.ncols_x + channel_x*p.ncols_x + col_x;
            const FLOAT_TYPE xi = FLOAT_TYPE(data_a[ix]);

            const uint row_y = col_x;

            [[unroll]] for (uint c = 0; c < gqa_ratio; ++c) {
                // y is not transposed but permuted
                const uint iy = (channel + c)*nrows_y + row_y;

                temp[c] = fma(xi, FLOAT_TYPE(data_b[iy]), temp[c]);
            }
        }
    }

#if USE_SUBGROUP_ADD
    // reduce vec4 at a time
    vec4 t = vec4(temp[0], temp[1], temp[2], temp[3]);
    t = subgroupAdd(t);
    temp[0] = t[0];
    temp[1] = t[1];
    temp[2] = t[2];
    temp[3] = t[3];
    if (gqa_ratio > 4) {
        t = vec4(temp[4], temp[5], temp[6], temp[7]);
        t = subgroupAdd(t);
        temp[4] = t[0];
        temp[5] = t[1];
        temp[6] = t[2];
        temp[7] = t[3];
    }
#else
    [[unroll]] for (uint c = 0; c < gqa_ratio; ++c) {
        tmp[c][tid] = temp[c];
    }
    // sum up partial sums and write back result
    barrier();
    [[unroll]] for (int s = BLOCK_SIZE / 2; s > 0; s >>= 1) {
        if (tid < s) {
            [[unroll]] for (uint c = 0; c < gqa_ratio; ++c) {
                temp[c] += tmp[c][tid + s];
                tmp[c][tid] = temp[c];
            }
        }
        barrier();
    }
    [[unroll]] for (uint c = 0; c < gqa_ratio; ++c) {
        temp[c] = tmp[c][tid];
    }
#endif

    if (tid == 0) {
        [[unroll]] for (uint c = 0; c < gqa_ratio; ++c) {
            // dst is not transposed and not permuted
            const uint idst = (channel + c)*nrows_dst + row_dst;
            dst[idst] = temp[c];
        }
    }
}