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

#version 450

#extension GL_EXT_shader_explicit_arithmetic_types_int32 : require
#extension GL_EXT_integer_dot_product : require

#define MMQ
#define B_TYPE block_q8_1_x4

#include "mul_mat_vec_base.comp"

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

#define K_PER_ITER 8

#include "mul_mmq_funcs.comp"

uint a_offset, b_offset, d_offset;

int32_t cache_b_qs[2];
vec2 cache_b_ds;

void iter(inout FLOAT_TYPE temp[NUM_COLS][NUM_ROWS], const uint first_row, const uint num_rows, const uint tid, const uint i) {
    [[unroll]] for (uint j = 0; j < NUM_COLS; ++j) {
        const uint col = i*BLOCK_SIZE + tid*K_PER_ITER;

        // Preload data_b block
        const uint b_block_idx = (j*p.batch_stride_b + col) / QUANT_K_Q8_1 + b_offset;
        const uint b_qs_idx = tid % 4;
        const uint b_block_idx_outer = b_block_idx / 4;
        const uint b_block_idx_inner = b_block_idx % 4;
        cache_b_ds = vec2(data_b[b_block_idx_outer].ds[b_block_idx_inner]);

#if QUANT_R == 2
        cache_b_qs[0] = data_b[b_block_idx_outer].qs[b_block_idx_inner * 8 + b_qs_idx];
        cache_b_qs[1] = data_b[b_block_idx_outer].qs[b_block_idx_inner * 8 + b_qs_idx + 4];
#else
        cache_b_qs[0] = data_b[b_block_idx_outer].qs[b_block_idx_inner * 8 + b_qs_idx * 2];
        cache_b_qs[1] = data_b[b_block_idx_outer].qs[b_block_idx_inner * 8 + b_qs_idx * 2 + 1];
#endif

        uint ibi = first_row*p.ncols;
        [[unroll]] for (uint n = 0; n < num_rows; ++n) {
            const uint a_block_idx = (ibi + col)/QUANT_K + a_offset;
            ibi += p.ncols;

            int32_t q_sum = 0;
#if QUANT_R == 2
            const i32vec2 data_a_qs = repack(a_block_idx, b_qs_idx);
            q_sum += dotPacked4x8EXT(data_a_qs.x,
                                     cache_b_qs[0]);
            q_sum += dotPacked4x8EXT(data_a_qs.y,
                                     cache_b_qs[1]);
#else
            int32_t data_a_qs = repack(a_block_idx, b_qs_idx * 2);
            q_sum += dotPacked4x8EXT(data_a_qs,
                                     cache_b_qs[0]);
            data_a_qs = repack(a_block_idx, b_qs_idx * 2 + 1);
            q_sum += dotPacked4x8EXT(data_a_qs,
                                     cache_b_qs[1]);
#endif

#if QUANT_AUXF == 1
            temp[j][n] += mul_q8_1(q_sum,  get_d(a_block_idx), cache_b_ds, 4);
#else
            temp[j][n] += mul_q8_1(q_sum, get_dm(a_block_idx), cache_b_ds, 4);
#endif
        }
    }
}

void compute_outputs(const uint32_t first_row, const uint32_t num_rows) {
    const uint tid = gl_LocalInvocationID.x;

    get_offsets(a_offset, b_offset, d_offset);
    a_offset /= QUANT_K;
    b_offset /= QUANT_K_Q8_1;

    FLOAT_TYPE temp[NUM_COLS][NUM_ROWS];

    [[unroll]] for (uint j = 0; j < NUM_COLS; ++j) {
        [[unroll]] for (uint n = 0; n < num_rows; ++n) {
            temp[j][n] = FLOAT_TYPE(0.0f);
        }
    }

    uint num_iters = p.ncols / (K_PER_ITER * BLOCK_SIZE);
    if (num_iters * K_PER_ITER * BLOCK_SIZE + K_PER_ITER*tid < p.ncols) {
        num_iters++;
    }
    int unroll_count = 4;
    uint unrolled_iters = num_iters & ~(unroll_count - 1);

    uint i = 0;
    while (i < unrolled_iters) {
        // Manually partially unroll the loop
        [[unroll]] for (uint k = 0; k < unroll_count; ++k) {
            iter(temp, first_row, num_rows, tid, i*K_PER_ITER);
            i++;
        }
    }

    unroll_count = 2;
    unrolled_iters = num_iters & ~(unroll_count - 1);

#if K_PER_ITER == 2
    if ((p.ncols & 1) != 0 &&
        unrolled_iters == num_iters &&
        unrolled_iters > 0) {
        unrolled_iters -= unroll_count;
    }
#endif

    while (i < unrolled_iters) {
        // Manually partially unroll the loop
        [[unroll]] for (uint k = 0; k < unroll_count; ++k) {
            iter(temp, first_row, num_rows, tid, i*K_PER_ITER);
            i++;
        }
    }
    while (i < num_iters) {
        iter(temp, first_row, num_rows, tid, i*K_PER_ITER);
        i++;
    }

    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);
    }
}