llama.cpp/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_q4_k.comp

#version 450

#extension GL_EXT_shader_explicit_arithmetic_types_int32 : require

#include "mul_mat_vec_base.comp"

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

FLOAT_TYPE temp[NUM_COLS][NUM_ROWS];

void calc_superblock(const uint a_offset, const uint b_offset, const uint v_im, const uint q_offset, const uint y_offset, const uint i, const uint num_blocks_per_row, const uint first_row, const uint num_rows) {
    const uint y1_idx = i * QUANT_K + y_offset;
    const uint y2_idx = y1_idx + 128;

    [[unroll]] for (uint n = 0; n < num_rows; ++n) {
        const uint ib0 = a_offset / QUANT_K + (first_row+n)*num_blocks_per_row;
        vec2 d = vec2(data_a[ib0 + i].d);
        const FLOAT_TYPE dall = FLOAT_TYPE(d.x);
        const FLOAT_TYPE dmin = FLOAT_TYPE(d.y);

        const uint32_t scale0_u32 = data_a_packed16[ib0 + i].scales[v_im    ];
        const uint32_t scale4_u32 = data_a_packed16[ib0 + i].scales[v_im + 2];
        const uint32_t scale8_u32 = data_a_packed16[ib0 + i].scales[v_im + 4];

        const uint32_t scale_0_4_l = (scale4_u32 << 16) | scale0_u32;
        const uint32_t scale_0_4_h = (scale_0_4_l & 0xC0C0C0C0) >> 2;
        const vec4 scale_0_4_l_f = vec4(unpack8(scale_0_4_l & 0x3F3F3F3F));
        const vec4 scale8_f = vec4(unpack8((((scale8_u32 << 12) | scale8_u32) & 0x0F0F0F0F) | scale_0_4_h));

        const FLOAT_TYPE sc0 = scale_0_4_l_f.x;
        const FLOAT_TYPE sc1 = scale_0_4_l_f.y;
        const FLOAT_TYPE sc2 = scale_0_4_l_f.z;
        const FLOAT_TYPE sc3 = scale_0_4_l_f.w;
        const FLOAT_TYPE sc4 = scale8_f.x;
        const FLOAT_TYPE sc5 = scale8_f.y;
        const FLOAT_TYPE sc6 = scale8_f.z;
        const FLOAT_TYPE sc7 = scale8_f.w;

        const uint32_t qs0_u32 = data_a_packed32[ib0 + i].qs[q_offset / 4];
        const uint32_t qs64_u32 = data_a_packed32[ib0 + i].qs[q_offset / 4 + 16];

        const uint32_t qs0_u32_lo4 = qs0_u32 & 0x0F0F0F0F;
        const uint32_t qs0_u32_hi4 = (qs0_u32 >> 4) & 0x0F0F0F0F;
        const uint32_t qs64_u32_lo4 = qs64_u32 & 0x0F0F0F0F;
        const uint32_t qs64_u32_hi4 = (qs64_u32 >> 4) & 0x0F0F0F0F;

        const vec4 qs0_lo4 = vec4(unpack8(qs0_u32_lo4));
        const vec4 qs64_lo4 = vec4(unpack8(qs64_u32_lo4));
        const vec4 qs0_hi4 = vec4(unpack8(qs0_u32_hi4));
        const vec4 qs64_hi4 = vec4(unpack8(qs64_u32_hi4));

        const FLOAT_TYPE q4_0  = qs0_lo4.x;
        const FLOAT_TYPE q4_1  = qs0_lo4.y;
        const FLOAT_TYPE q4_2  = qs0_lo4.z;
        const FLOAT_TYPE q4_3  = qs0_lo4.w;
        const FLOAT_TYPE q4_4  = qs0_hi4.x;
        const FLOAT_TYPE q4_5  = qs0_hi4.y;
        const FLOAT_TYPE q4_6  = qs0_hi4.z;
        const FLOAT_TYPE q4_7  = qs0_hi4.w;
        const FLOAT_TYPE q4_8  = qs64_lo4.x;
        const FLOAT_TYPE q4_9  = qs64_lo4.y;
        const FLOAT_TYPE q4_10 = qs64_lo4.z;
        const FLOAT_TYPE q4_11 = qs64_lo4.w;
        const FLOAT_TYPE q4_12 = qs64_hi4.x;
        const FLOAT_TYPE q4_13 = qs64_hi4.y;
        const FLOAT_TYPE q4_14 = qs64_hi4.z;
        const FLOAT_TYPE q4_15 = qs64_hi4.w;

        [[unroll]] for (uint j = 0; j < NUM_COLS; ++j) {
            vec4 by10 =  vec4(data_b_v4[(j*p.batch_stride_b + b_offset + y1_idx) / 4    ]);
            vec4 by132 = vec4(data_b_v4[(j*p.batch_stride_b + b_offset + y1_idx) / 4 + 8]);
            vec4 by20 =  vec4(data_b_v4[(j*p.batch_stride_b + b_offset + y2_idx) / 4    ]);
            vec4 by232 = vec4(data_b_v4[(j*p.batch_stride_b + b_offset + y2_idx) / 4 + 8]);

            const FLOAT_TYPE sx = fma(FLOAT_TYPE(by10.x),      q4_0,  fma(FLOAT_TYPE(by10.y),  q4_1,  fma(FLOAT_TYPE(by10.z),  q4_2,  FLOAT_TYPE(by10.w) *  q4_3)));
            const FLOAT_TYPE sy = fma(FLOAT_TYPE(by132.x),     q4_4,  fma(FLOAT_TYPE(by132.y), q4_5,  fma(FLOAT_TYPE(by132.z), q4_6,  FLOAT_TYPE(by132.w) * q4_7)));
            const FLOAT_TYPE sz = fma(FLOAT_TYPE(by20.x),      q4_8,  fma(FLOAT_TYPE(by20.y),  q4_9,  fma(FLOAT_TYPE(by20.z),  q4_10, FLOAT_TYPE(by20.w) *  q4_11)));
            const FLOAT_TYPE sw = fma(FLOAT_TYPE(by232.x),     q4_12, fma(FLOAT_TYPE(by232.y), q4_13, fma(FLOAT_TYPE(by232.z), q4_14, FLOAT_TYPE(by232.w) * q4_15)));
            const FLOAT_TYPE smin =
                fma(FLOAT_TYPE(by10.x), sc2, fma(FLOAT_TYPE(by132.x), sc3, fma(FLOAT_TYPE(by20.x), sc6, fma(FLOAT_TYPE(by232.x), sc7,
                fma(FLOAT_TYPE(by10.y), sc2, fma(FLOAT_TYPE(by132.y), sc3, fma(FLOAT_TYPE(by20.y), sc6, fma(FLOAT_TYPE(by232.y), sc7,
                fma(FLOAT_TYPE(by10.z), sc2, fma(FLOAT_TYPE(by132.z), sc3, fma(FLOAT_TYPE(by20.z), sc6, fma(FLOAT_TYPE(by232.z), sc7,
                fma(FLOAT_TYPE(by10.w), sc2, fma(FLOAT_TYPE(by132.w), sc3, fma(FLOAT_TYPE(by20.w), sc6,     FLOAT_TYPE(by232.w) * sc7)))))))))))))));
            temp[j][n] = fma(dall, fma(sx, sc0, fma(sy, sc1, fma(sz, sc4, sw * sc5))), fma(-dmin, smin, temp[j][n]));
        }
    }
}

void compute_outputs(const uint32_t first_row, const uint32_t num_rows) {
    uint a_offset, b_offset, d_offset;
    get_offsets(a_offset, b_offset, d_offset);

    const uint num_blocks_per_row = p.ncols / QUANT_K;

    // 16 threads are used to process each block
    const uint it_size = gl_WorkGroupSize.x/16;
    const uint tid = gl_LocalInvocationID.x;
    const uint itid = tid%16;  // 0...15
    const uint ix = tid/16;

    const uint il = itid/4;                         // 0...3
    const uint ir = itid - 4*il;                    // 0...3
    const uint n =  4;

    const uint v_im = il / 2;  // 0 or 1. 0 computes 0,32 + 128,160, 1 computes 64,96 + 192,224
    const uint v_in = il % 2;

    const uint l0 = n * (2 * ir + v_in);            // 0...15
    const uint q_offset = 32*v_im + l0;
    const uint y_offset = 64*v_im + l0;

    [[unroll]] for (uint j = 0; j < NUM_COLS; ++j) {
        [[unroll]] for (uint i = 0; i < NUM_ROWS; ++i) {
            temp[j][i] = FLOAT_TYPE(0);
        }
    }

    [[unroll]] for (uint i = ix; i < num_blocks_per_row; i += it_size)
        calc_superblock(a_offset, b_offset, v_im, q_offset, y_offset, i, num_blocks_per_row, first_row, num_rows);

    reduce_result(temp, d_offset, first_row, num_rows, tid);
}

void main() {
    const uint first_row = NUM_ROWS * (gl_WorkGroupID.x + gl_NumWorkGroups.x * gl_WorkGroupID.z);

    // do NUM_ROWS at a time, unless there aren't enough remaining rows
    if (first_row + NUM_ROWS <= p.stride_d) {
        compute_outputs(first_row, NUM_ROWS);
    } else {
        if (first_row >= p.stride_d) {
            return;
        }
        compute_outputs(first_row, p.stride_d - first_row);
    }
}