llama.cpp-mtp-turboquant/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_decls.tmpl

#ifdef VEC
#define VEC_SIZE 4
#define SHMEM_TYPE vec4<f16>
#define DST_TYPE vec4<f32>
#define SRC0_TYPE vec4<SRC0_INNER_TYPE>
#define SRC1_TYPE vec4<SRC1_INNER_TYPE>

fn store_shmem(val: vec4<f16>, idx: u32) {
    shmem[idx] = val.x;
    shmem[idx + 1] = val.y;
    shmem[idx + 2] = val.z;
    shmem[idx + 3] = val.w;
}
#endif // VEC

#ifdef SCALAR
#define VEC_SIZE 1
#define SHMEM_TYPE f16
#define DST_TYPE f32
#define SRC0_TYPE SRC0_INNER_TYPE
#define SRC1_TYPE SRC1_INNER_TYPE

fn store_shmem(val: f16, idx: u32) {
    shmem[idx] = val;
}
#endif // SCALAR

#ifdef INIT_SRC0_SHMEM_FLOAT
fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var elem_idx = thread_id * VEC_SIZE; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE * VEC_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;
        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;
        let src0_idx = batch_offset + global_m * params.stride_01 + global_k;
        let src0_val = select( // taking a slight performance hit to avoid oob
            SRC0_TYPE(0.0),
            src0[src0_idx/VEC_SIZE],
            global_m < params.m && global_k < params.k);
        store_shmem(SHMEM_TYPE(src0_val), elem_idx);
    }
}
#endif // INIT_SRC0_SHMEM_FLOAT

#ifndef MUL_MAT_ID
#ifdef INIT_SRC1_SHMEM_FLOAT
fn init_shmem_src1(thread_id: u32, batch_offset: u32, offset_n: u32, k_outer: u32) {
    for (var elem_idx = thread_id * VEC_SIZE; elem_idx < TILE_SRC1_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE * VEC_SIZE) {
        let tile_n = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;
        let global_n = offset_n + tile_n;
        let global_k = k_outer + tile_k;
        let src1_idx = batch_offset + global_n * params.stride_11 + global_k;
        let src1_val = select(
            SRC1_TYPE(0.0),
            src1[src1_idx/VEC_SIZE],
            global_n < params.n && global_k < params.k);
        store_shmem(SHMEM_TYPE(src1_val), TILE_SRC0_SHMEM + elem_idx);
    }
}
#endif // INIT_SRC1_SHMEM_FLOAT
#endif

#ifdef INIT_SRC0_SHMEM_Q1_0
const BLOCK_SIZE = 128u;
const BLOCK_SIZE_BYTES = 18u;
const NQ = 8u; // 8 weights (1 byte of qs) per thread per iteration

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var i = thread_id * NQ; i < TILE_SRC0_SHMEM; i += TOTAL_WORKGROUP_SIZE * NQ) {
        let tile_m = i / TILE_K;
        let tile_k_start = i % TILE_K;
        let global_m = offset_m + tile_m;
        let global_k_start = k_outer + tile_k_start;

        if (global_m >= params.m) {
            break;
        }

        let block_k = global_k_start / BLOCK_SIZE;
        let byte_in_block = (global_k_start % BLOCK_SIZE) / 8u;
        let src0_idx = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;
        let d = load_f16_at_src0(block_byte_base);
        let q_byte = load_u32_at_src0(block_byte_base + 2u + byte_in_block) & 0xFFu;

        for (var bit = 0u; bit < NQ; bit++) {
            let global_k = global_k_start + bit;
            if (global_k < params.k) {
                shmem[i + bit] = select(-d, d, ((q_byte >> bit) & 1u) != 0u);
            }
        }
    }
}
#endif // INIT_SRC0_SHMEM_Q1_0

#ifdef INIT_SRC0_SHMEM_Q4_0
const BLOCK_SIZE = 32u;
const BLOCK_SIZE_BYTES = 18u;
// the number of blocks per k-tile. Note that this currently only works if TILE_K is a multiple of BLOCK_SIZE, which may need to be rethought for larger quantized types.
override BLOCKS_K = TILE_K/BLOCK_SIZE;
const NQ = 16u;
const BYTES_PER_THREAD = 8u; // NQ(16) weights use 8 bytes of q
const BYTES_PER_INNER_LOOP = 4u; // == sizeof(q_packed)

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var i = thread_id * NQ; i < TILE_SRC0_SHMEM; i += TOTAL_WORKGROUP_SIZE * NQ) {
        let blck_idx = i / BLOCK_SIZE;
        let block_offset = (i % BLOCK_SIZE) / NQ;
        let shmem_idx = blck_idx * BLOCK_SIZE + block_offset * BYTES_PER_THREAD;

        let tile_m = blck_idx / BLOCKS_K;
        let global_m = offset_m + tile_m;
        let block_k = blck_idx % BLOCKS_K;
        let global_block_k = k_outer / BLOCK_SIZE + block_k;

        if (global_m < params.m && global_block_k < params.k / BLOCK_SIZE) {
            let src0_idx = batch_offset + global_m * params.stride_01 + global_block_k;
            let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;
            let d = load_f16_at_src0(block_byte_base);

            // store NQ(16) weights
            for (var j = 0u; j < BYTES_PER_THREAD / BYTES_PER_INNER_LOOP; j += 1) {

                let q_byte_offset = block_byte_base + 2u + block_offset * BYTES_PER_THREAD + j * BYTES_PER_INNER_LOOP;
                let q_packed = load_u32_at_src0(q_byte_offset);

                for (var k = 0u; k < BYTES_PER_INNER_LOOP; k++) {
                    let q_byte = get_byte(q_packed, k);
                    let q_hi = (f16((q_byte >> 4) & 0xF) - 8.0) * d;
                    let q_lo = (f16(q_byte & 0xF) - 8.0) * d;
                    shmem[shmem_idx + j * BYTES_PER_INNER_LOOP + k] = q_lo;
                    shmem[shmem_idx + j * BYTES_PER_INNER_LOOP + k + 16u] = q_hi;
                }
            }
        }
    }
}
#endif // INIT_SRC0_SHMEM_Q4_0

#ifdef INIT_SRC0_SHMEM_Q4_1
const BLOCK_SIZE = 32u;
const BLOCK_SIZE_BYTES = 20u;
// the number of blocks per k-tile. Note that this currently only works if TILE_K is a multiple of BLOCK_SIZE, which may need to be rethought for larger quantized types.
override BLOCKS_K = TILE_K/BLOCK_SIZE;
const NQ = 16u;
const BYTES_PER_THREAD = 8u; // NQ(16) weights use 8 bytes of q
const BYTES_PER_INNER_LOOP = 4u; // == sizeof(q_packed)

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var i = thread_id * NQ; i < TILE_SRC0_SHMEM; i += TOTAL_WORKGROUP_SIZE * NQ) {
        let blck_idx = i / BLOCK_SIZE;
        let block_offset = (i % BLOCK_SIZE) / NQ;
        let shmem_idx = blck_idx * BLOCK_SIZE + block_offset * BYTES_PER_THREAD;

        let tile_m = blck_idx / BLOCKS_K;
        let global_m = offset_m + tile_m;
        let block_k = blck_idx % BLOCKS_K;
        let global_block_k = k_outer / BLOCK_SIZE + block_k;

        if (global_m < params.m && global_block_k < params.k / BLOCK_SIZE) {
            let src0_idx = batch_offset + global_m * params.stride_01 + global_block_k;
            let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;
            let d = load_f16_at_src0(block_byte_base);
            let m = load_f16_at_src0(block_byte_base + 2u);

            // store NQ(16) weights
            for (var j = 0u; j < BYTES_PER_THREAD / BYTES_PER_INNER_LOOP; j += 1) {

                let q_byte_offset = block_byte_base + 4u + block_offset * BYTES_PER_THREAD + j * BYTES_PER_INNER_LOOP;
                let q_packed = load_u32_at_src0(q_byte_offset);

                for (var k = 0u; k < BYTES_PER_INNER_LOOP; k++) {
                    let q_byte = get_byte(q_packed, k);
                    let q_lo = f16(q_byte & 0xF) * d + m;
                    let q_hi = f16((q_byte >> 4) & 0xF) * d + m;
                    shmem[shmem_idx + j * BYTES_PER_INNER_LOOP + k] = q_lo;
                    shmem[shmem_idx + j * BYTES_PER_INNER_LOOP + k + 16u] = q_hi;
                }
            }
        }
    }
}
#endif // INIT_SRC0_SHMEM_Q4_1

#ifdef INIT_SRC0_SHMEM_Q5_0
const BLOCK_SIZE = 32u;
const BLOCK_SIZE_BYTES = 22u;
// the number of blocks per k-tile. Note that this currently only works if TILE_K is a multiple of BLOCK_SIZE, which may need to be rethought for larger quantized types.
// tile_k is defined as 32u, so blocks_k ends up being 1 always
override BLOCKS_K = TILE_K / BLOCK_SIZE;
const NQ = 16u;
const BYTES_PER_THREAD = 8u; // NQ(16) weights use 8 bytes of q
const BYTES_PER_INNER_LOOP = 4u; // == sizeof(q_packed)

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {

    for (var i = thread_id * NQ; i < TILE_SRC0_SHMEM; i += TOTAL_WORKGROUP_SIZE * NQ) {
        let blck_idx    = i / BLOCK_SIZE;
        let block_offset = (i % BLOCK_SIZE) / NQ;
        let shmem_idx   = blck_idx * BLOCK_SIZE + block_offset * BYTES_PER_THREAD;

        let tile_m   = blck_idx / BLOCKS_K;
        let global_m = offset_m + tile_m;
        let block_k  = blck_idx % BLOCKS_K;
        let global_block_k = k_outer / BLOCK_SIZE + block_k;

        if (global_m < params.m && global_block_k < params.k / BLOCK_SIZE) {
            let src0_idx  = batch_offset + global_m * params.stride_01 + global_block_k;
            let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;

            let d  = load_f16_at_src0(block_byte_base);
            let qh_packed = load_u32_at_src0(block_byte_base + 2u);

            // store NQ(16) weights
            for (var j = 0u; j < BYTES_PER_THREAD / BYTES_PER_INNER_LOOP; j += 1) {
                let q_byte_offset = block_byte_base + 6u + block_offset * BYTES_PER_THREAD + j * BYTES_PER_INNER_LOOP;
                let q_packed = load_u32_at_src0(q_byte_offset);

                for (var k = 0u; k < BYTES_PER_INNER_LOOP; k++) {
                    let q_byte = get_byte(q_packed, k);

                    let byte_idx = block_offset * BYTES_PER_THREAD + j * BYTES_PER_INNER_LOOP + k;
                    let qh_hi = (qh_packed >> (byte_idx + 12u)) & 0x10;
                    let q_hi = (f16(((q_byte >> 4) & 0xF) | qh_hi) - 16.0) * d;
                    let qh_lo = ((qh_packed >> byte_idx) << 4) & 0x10;
                    let q_lo = (f16((q_byte & 0xF) | qh_lo) - 16.0) * d;
                    shmem[shmem_idx + j * BYTES_PER_INNER_LOOP + k] = q_lo;
                    shmem[shmem_idx + j * BYTES_PER_INNER_LOOP + k + 16u] = q_hi;
                }
            }
        }
    }
}
#endif // INIT_SRC0_SHMEM_Q5_0

#ifdef INIT_SRC0_SHMEM_Q5_1
const BLOCK_SIZE = 32u;
const BLOCK_SIZE_BYTES = 24u;
// the number of blocks per k-tile. Note that this currently only works if TILE_K is a multiple of BLOCK_SIZE, which may need to be rethought for larger quantized types.
override BLOCKS_K = TILE_K / BLOCK_SIZE;
const NQ = 16u;
const BYTES_PER_THREAD = 8u; // NQ(16) weights use 8 bytes of q
const BYTES_PER_INNER_LOOP = 4u; // == sizeof(q_packed)

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {

    for (var i = thread_id * NQ; i < TILE_SRC0_SHMEM; i += TOTAL_WORKGROUP_SIZE * NQ) {
        let blck_idx    = i / BLOCK_SIZE;
        let block_offset = (i % BLOCK_SIZE) / NQ;
        let shmem_idx   = blck_idx * BLOCK_SIZE + block_offset * BYTES_PER_THREAD;

        let tile_m   = blck_idx / BLOCKS_K;
        let global_m = offset_m + tile_m;
        let block_k  = blck_idx % BLOCKS_K;
        let global_block_k = k_outer / BLOCK_SIZE + block_k;

        if (global_m < params.m && global_block_k < params.k / BLOCK_SIZE) {
            let src0_idx  = batch_offset + global_m * params.stride_01 + global_block_k;
            let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;

            let d  = load_f16_at_src0(block_byte_base);
            let m = load_f16_at_src0(block_byte_base + 2u);
            let qh_packed = load_u32_at_src0(block_byte_base + 4u);

            // store NQ(16) weights
            for (var j = 0u; j < BYTES_PER_THREAD / BYTES_PER_INNER_LOOP; j += 1) {
                let q_byte_offset = block_byte_base + 8u + block_offset * BYTES_PER_THREAD + j * BYTES_PER_INNER_LOOP;
                let q_packed = load_u32_at_src0(q_byte_offset);

                for (var k = 0u; k < BYTES_PER_INNER_LOOP; k++) {
                    let q_byte = get_byte(q_packed, k);

                    let byte_idx = block_offset * BYTES_PER_THREAD + j * BYTES_PER_INNER_LOOP + k;
                    let qh_hi = (qh_packed >> (byte_idx + 12u)) & 0x10;
                    let q_hi = f16(((q_byte >> 4) & 0xF) | qh_hi) * d + m;
                    let qh_lo = ((qh_packed >> byte_idx) << 4) & 0x10;
                    let q_lo = f16((q_byte & 0xF) | qh_lo) * d + m;
                    shmem[shmem_idx + j * BYTES_PER_INNER_LOOP + k] = q_lo;
                    shmem[shmem_idx + j * BYTES_PER_INNER_LOOP + k + 16u] = q_hi;
                }
            }
        }
    }
}
#endif // INIT_SRC0_SHMEM_Q5_1

#ifdef INIT_SRC0_SHMEM_Q8_0
const BLOCK_SIZE = 32u;
const BLOCK_SIZE_BYTES = 34u;
// the number of blocks per k-tile. Note that this currently only works if TILE_K is a multiple of BLOCK_SIZE, which may need to be rethought for larger quantized types.
override BLOCKS_K = TILE_K/BLOCK_SIZE;
const NQ = 16u;
const BYTES_PER_THREAD = 16u; // NQ(16) weights use 16 bytes of q
const BYTES_PER_INNER_LOOP = 4u; // == sizeof(q_packed)

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var i = thread_id * NQ; i < TILE_SRC0_SHMEM; i += TOTAL_WORKGROUP_SIZE * NQ) {
        let blck_idx = i / BLOCK_SIZE;
        let block_offset = (i % BLOCK_SIZE) / NQ;
        let shmem_idx = blck_idx * BLOCK_SIZE + block_offset * BYTES_PER_THREAD;

        let tile_m = blck_idx / BLOCKS_K;
        let global_m = offset_m + tile_m;
        let block_k = blck_idx % BLOCKS_K;
        let global_block_k = k_outer / BLOCK_SIZE + block_k;

        if (global_m < params.m && global_block_k < params.k / BLOCK_SIZE) {
            let src0_idx = batch_offset + global_m * params.stride_01 + global_block_k;
            let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;
            let d = load_f16_at_src0(block_byte_base);

            // store NQ(16) weights
            for (var j = 0u; j < BYTES_PER_THREAD / BYTES_PER_INNER_LOOP; j += 1) {
                let q_byte_offset = block_byte_base + 2u + block_offset * BYTES_PER_THREAD + j * BYTES_PER_INNER_LOOP;
                let q_packed = load_u32_at_src0(q_byte_offset);
                for (var k = 0u; k < BYTES_PER_INNER_LOOP; k++) {
                    let q_byte = get_byte_i32(q_packed, k);

                    let q_val = f16(q_byte) * d;
                    shmem[shmem_idx + j * BYTES_PER_INNER_LOOP + k] = q_val;
                }
            }
        }
    }
}
#endif // INIT_SRC0_SHMEM_Q8_0

#ifdef INIT_SRC0_SHMEM_Q8_1
const BLOCK_SIZE = 32u;
const BLOCK_SIZE_BYTES = 36u;
// the number of blocks per k-tile. Note that this currently only works if TILE_K is a multiple of BLOCK_SIZE, which may need to be rethought for larger quantized types.
override BLOCKS_K = TILE_K/BLOCK_SIZE;
const NQ = 16u;
const BYTES_PER_THREAD = 16u; // NQ(16) weights use 16 bytes of q
const BYTES_PER_INNER_LOOP = 4u; // == sizeof(q_packed)

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var i = thread_id * NQ; i < TILE_SRC0_SHMEM; i += TOTAL_WORKGROUP_SIZE * NQ) {
        let blck_idx = i / BLOCK_SIZE;
        let block_offset = (i % BLOCK_SIZE) / NQ;
        let shmem_idx = blck_idx * BLOCK_SIZE + block_offset * BYTES_PER_THREAD;

        let tile_m = blck_idx / BLOCKS_K;
        let global_m = offset_m + tile_m;
        let block_k = blck_idx % BLOCKS_K;
        let global_block_k = k_outer / BLOCK_SIZE + block_k;

        if (global_m < params.m && global_block_k < params.k / BLOCK_SIZE) {
            let src0_idx = batch_offset + global_m * params.stride_01 + global_block_k;
            let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;
            let d = load_f16_at_src0(block_byte_base);
            let m = load_f16_at_src0(block_byte_base + 2u);

            // store NQ(16) weights
            for (var j = 0u; j < BYTES_PER_THREAD / BYTES_PER_INNER_LOOP; j += 1) {
                let q_byte_offset = block_byte_base + 4u + block_offset * BYTES_PER_THREAD + j * BYTES_PER_INNER_LOOP;
                let q_packed = load_u32_at_src0(q_byte_offset);
                for (var k = 0u; k < BYTES_PER_INNER_LOOP; k++) {
                    let q_byte = get_byte_i32(q_packed, k);

                    let q_val = f16(q_byte) * d + m;
                    shmem[shmem_idx + j * BYTES_PER_INNER_LOOP + k] = q_val;
                }
            }
        }
    }
}
#endif // INIT_SRC0_SHMEM_Q8_1

#ifdef INIT_SRC0_SHMEM_Q2_K
const BLOCK_SIZE = 256u;
const BLOCK_SIZE_BYTES = 84u;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    // Use standard thread layout instead of lane/row_group
    for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;

        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;

        if (global_m >= params.m || global_k >= params.k) {
            shmem[elem_idx] = f16(0.0);
            continue;
        }

        let block_k = global_k / BLOCK_SIZE;
        let k_in_block = global_k % BLOCK_SIZE;

        let src0_idx = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;

        let d = load_f16_at_src0(block_byte_base + 80u);
        let dmin = load_f16_at_src0(block_byte_base + 82u);

        // Decode the element at position k_in_block
        let block_of_32 = k_in_block / 32u;
        let pos_in_32 = k_in_block % 32u;

        let q_b_idx = (block_of_32 / 4u) * 32u;
        let shift = (block_of_32 % 4u) * 2u;
        let k = (pos_in_32 / 16u) * 16u;
        let l = pos_in_32 % 16u;

        let is = k_in_block / 16u;

        let sc_packed = load_u32_at_src0(block_byte_base + 4u * (is / 4u));
        let sc = get_byte(sc_packed, is % 4u);

        let dl = d * f16(sc & 0xFu);
        let ml = dmin * f16(sc >> 4u);

        let q_idx = q_b_idx + k + l;
        let q_packed = load_u32_at_src0(block_byte_base + 16u + 4u * (q_idx / 4u));
        let q_byte = get_byte(q_packed, q_idx % 4u);
        let qs_val = (q_byte >> shift) & 3u;

        let q_val = f16(qs_val) * dl - ml;
        shmem[elem_idx] = q_val;
    }
}
#endif // INIT_SRC0_SHMEM_Q2_K

#ifdef INIT_SRC0_SHMEM_Q3_K
const BLOCK_SIZE = 256u;
const BLOCK_SIZE_BYTES = 110u;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;

        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;

        if (global_m >= params.m || global_k >= params.k) {
            shmem[elem_idx] = f16(0.0);
            continue;
        }

        let block_k = global_k / BLOCK_SIZE;
        let k_in_block = global_k % BLOCK_SIZE;

        let src0_idx = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;

        let d = load_f16_at_src0(block_byte_base + 108u);

        // Load and unpack scales
        let kmask1: u32 = 0x03030303u;
        let kmask2: u32 = 0x0f0f0f0fu;

        var scale_vals: array<u32, 4>;
        for (var i: u32 = 0u; i < 4u; i++) {
            scale_vals[i] = load_u32_at_src0(block_byte_base + 96u + 4u * i);
        }

        var tmp: u32 = scale_vals[2];
        scale_vals[2] = ((scale_vals[0] >> 4u) & kmask2) | (((tmp >> 4u) & kmask1) << 4u);
        scale_vals[3] = ((scale_vals[1] >> 4u) & kmask2) | (((tmp >> 6u) & kmask1) << 4u);
        scale_vals[0] = (scale_vals[0] & kmask2) | ((tmp & kmask1) << 4u);
        scale_vals[1] = (scale_vals[1] & kmask2) | (((tmp >> 2u) & kmask1) << 4u);

        // Load hmask and qs arrays
        var hmask_vals: array<u32, 8>;
        for (var i: u32 = 0u; i < 8u; i++) {
            hmask_vals[i] = load_u32_at_src0(block_byte_base + 4u * i);
        }

        var qs_vals: array<u32, 16>;
        for (var i: u32 = 0u; i < 16u; i++) {
            qs_vals[i] = load_u32_at_src0(block_byte_base + 32u + 4u * i);
        }

        let half = k_in_block / 128u;           // 0 or 1
        let pos_in_half = k_in_block % 128u;    // 0-127
        let shift_group = pos_in_half / 32u;    // 0-3
        let pos_in_32 = pos_in_half % 32u;      // 0-31
        let k_group = pos_in_32 / 16u;          // 0 or 1
        let l = pos_in_32 % 16u;                // 0-15

        let q_b_idx = half * 32u;               // 0 or 32
        let shift = shift_group * 2u;           // 0, 2, 4, 6
        let k = k_group * 16u;                  // 0 or 16
        let is = k_in_block / 16u;              // 0-15

        // m increments every 32 elements across entire 256 element block
        let m_shift = k_in_block / 32u;         // 0-7
        let m: u32 = 1u << m_shift;             // 1,2,4,8,16,32,64,128

        let sc = get_byte(scale_vals[is / 4u], is % 4u);
        let dl = d * (f16(sc) - 32.0);

        let q_idx = q_b_idx + k + l;
        let hm_idx = k + l;

        let q_byte = get_byte(qs_vals[q_idx / 4u], q_idx % 4u);
        let hmask_byte = get_byte(hmask_vals[hm_idx / 4u], hm_idx % 4u);

        let hm = select(4.0, 0.0, (hmask_byte & m) != 0);
        let qs_val = (q_byte >> shift) & 3u;

        let q_val = (f16(qs_val) - f16(hm)) * dl;
        shmem[elem_idx] = q_val;
    }
}

#endif // INIT_SRC0_SHMEM_Q3_K

#ifdef INIT_SRC0_SHMEM_Q4_K
const BLOCK_SIZE = 256u;
const BLOCK_SIZE_BYTES = 144u;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;

        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;

        if (global_m >= params.m || global_k >= params.k) {
            shmem[elem_idx] = f16(0.0);
            continue;
        }

        let block_k = global_k / BLOCK_SIZE;
        let k_in_block = global_k % BLOCK_SIZE;

        let src0_idx = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;

        let d = load_f16_at_src0(block_byte_base);
        let dmin = load_f16_at_src0(block_byte_base + 2u);

        // Map k_in_block to loop structure:
        // Outer loop over 64-element groups (alternating q_b_idx)
        // Inner loop over 2 shifts per group
        let group_of_64 = k_in_block / 64u;  // 0-3 (maps to q_b_idx)
        let pos_in_64 = k_in_block % 64u;    // 0-63
        let shift_group = pos_in_64 / 32u;   // 0 or 1
        let l = pos_in_64 % 32u;             // 0-31

        let q_b_idx = group_of_64 * 32u;     // 0, 32, 64, 96
        let shift = shift_group * 4u;        // 0 or 4
        let is = k_in_block / 32u;           // 0-7

        var sc: u32;
        var mn: u32;

        let scale_base = block_byte_base + 4u;

        if (is < 4u) {
            let sc_byte = get_byte(load_u32_at_src0(scale_base), is % 4u);
            let min_byte = get_byte(load_u32_at_src0(scale_base + 4), is % 4u);
            sc = sc_byte & 63u;
            mn = min_byte & 63u;
        } else {
            let sc_min_lo = get_byte(load_u32_at_src0(scale_base + 8), (is + 4u) % 4u);
            let sc_hi = get_byte(load_u32_at_src0(scale_base), (is - 4u) % 4u);
            let min_hi = get_byte(load_u32_at_src0(scale_base + 4), is % 4u);

            sc = (sc_min_lo & 0xFu) | ((sc_hi >> 6u) << 4u);
            mn = (sc_min_lo >> 4u) | ((min_hi >> 6u) << 4u);
        }

        let dl = d * f16(sc);
        let ml = dmin * f16(mn);

        let q_idx = q_b_idx + l;
        let q_packed = load_u32_at_src0(block_byte_base + 16u + 4u * (q_idx / 4u));

        let q_byte = get_byte(q_packed, q_idx % 4u);
        let qs_val = (q_byte >> shift) & 0xFu;

        let q_val = f16(qs_val) * dl - ml;
        shmem[elem_idx] = q_val;
    }
}
#endif // INIT_SRC0_SHMEM_Q4_K

#ifdef INIT_SRC0_SHMEM_Q5_K
const BLOCK_SIZE = 256u;
const BLOCK_SIZE_BYTES = 176u;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;

        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;

        if (global_m >= params.m || global_k >= params.k) {
            shmem[elem_idx] = f16(0.0);
            continue;
        }

        let block_k = global_k / BLOCK_SIZE;
        let k_in_block = global_k % BLOCK_SIZE;

        let src0_idx = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;

        let d = load_f16_at_src0(block_byte_base);
        let dmin = load_f16_at_src0(block_byte_base + 2u);


        // The original loop processes elements in groups of 64
        // Each group of 64: q_b_idx cycles through [0,32,64,96], shift cycles [0,4]
        // But u increments EVERY 32 elements (after each l loop)
        let group_of_64 = k_in_block / 64u;  // 0-3
        let pos_in_64 = k_in_block % 64u;    // 0-63
        let shift_group = pos_in_64 / 32u;   // 0 or 1
        let l = pos_in_64 % 32u;             // 0-31

        let q_b_idx = group_of_64 * 32u;     // 0, 32, 64, 96
        let shift = shift_group * 4u;        // 0 or 4
        let is = k_in_block / 32u;           // 0-7

        // u increments every 32 elements (0->1, 1->2, 2->4, 3->8, 4->16, 5->32, 6->64, 7->128)
        let u_shift = k_in_block / 32u;      // 0-7
        let u: u32 = 1u << u_shift;

        var sc: u32;
        var mn: u32;

        let scale_base = block_byte_base + 4u;

        if (is < 4u) {
            let sc_byte = get_byte(load_u32_at_src0(scale_base), is % 4u);
            let min_byte = get_byte(load_u32_at_src0(scale_base + 4), is % 4u);
            sc = sc_byte & 63u;
            mn = min_byte & 63u;
        } else {
            let sc_min_lo = get_byte(load_u32_at_src0(scale_base + 8), (is + 4u) % 4u);
            let sc_hi = get_byte(load_u32_at_src0(scale_base), (is - 4u) % 4u);
            let min_hi = get_byte(load_u32_at_src0(scale_base + 4), is % 4u);

            sc = (sc_min_lo & 0xFu) | ((sc_hi >> 6u) << 4u);
            mn = (sc_min_lo >> 4u) | ((min_hi >> 6u) << 4u);
        }

        let dl = d * f16(sc);
        let ml = dmin * f16(mn);

        let q_idx = q_b_idx + l;
        let q_packed = load_u32_at_src0(block_byte_base + 48u + 4u * (q_idx / 4u));

        let q_byte = get_byte(q_packed, q_idx % 4u);

        let qh_packed = load_u32_at_src0(block_byte_base + 16u + 4u * (l / 4u));

        let qh_byte = get_byte(qh_packed, l % 4u);

        let qs_val = (q_byte >> shift) & 0xFu;
        let qh_val = select(0.0, 16.0, (qh_byte & u) != 0);

        let q_val = (f16(qs_val) + f16(qh_val)) * dl - ml;
        shmem[elem_idx] = q_val;
    }
}

#endif // INIT_SRC0_SHMEM_Q5_K

#ifdef INIT_SRC0_SHMEM_Q6_K
const BLOCK_SIZE = 256u;
const BLOCK_SIZE_BYTES = 210u;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;

        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;

        if (global_m >= params.m || global_k >= params.k) {
            shmem[elem_idx] = f16(0.0);
            continue;
        }

        let block_k = global_k / BLOCK_SIZE;
        let k_in_block = global_k % BLOCK_SIZE;

        let src0_idx = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;

        let half = k_in_block / 128u;
        let pos_in_half = k_in_block % 128u;
        let quarter = pos_in_half / 32u;
        let l = pos_in_half % 32u;

        let ql_b_idx = half * 64u;
        let qh_b_idx = half * 32u;
        let sc_b_idx = half * 8u;

        // Load only ql13 word needed
        let ql13_flat = ql_b_idx + l;
        let ql13 = load_u32_at_src0(block_byte_base + ql13_flat);
        let ql13_b = get_byte(ql13, 0u);

        // Load only ql24 word needed
        let ql24_flat = ql_b_idx + l + 32u;
        let ql24 = load_u32_at_src0(block_byte_base + ql24_flat);
        let ql24_b = get_byte(ql24, 0u);

        // Load only qh word needed
        let qh_flat = qh_b_idx + l;
        let qh = load_u32_at_src0(block_byte_base + 128u + qh_flat);
        let qh_b = get_byte(qh, 0u);

        let q1 = f16((ql13_b & 0xFu) | ((qh_b & 3u) << 4u)) - f16(32.0);
        let q2 = f16((ql24_b & 0xFu) | (((qh_b >> 2u) & 3u) << 4u)) - f16(32.0);
        let q3 = f16((ql13_b >> 4u) | (((qh_b >> 4u) & 3u) << 4u)) - f16(32.0);
        let q4 = f16((ql24_b >> 4u) | (((qh_b >> 6u) & 3u) << 4u)) - f16(32.0);

        // Load only the scale word needed
        let is = l / 16u;
        let sc_idx = sc_b_idx + is + quarter * 2u;
        let sc = load_u32_at_src0(block_byte_base + 192u + sc_idx);
        let sc_val = get_byte_i32(sc, 0u);

        let d = load_f16_at_src0(block_byte_base + 208u);

        var q_val: f16;
        if (quarter == 0u) {
            q_val = q1;
        } else if (quarter == 1u) {
            q_val = q2;
        } else if (quarter == 2u) {
            q_val = q3;
        } else {
            q_val = q4;
        }

        shmem[elem_idx] = d * f16(sc_val) * q_val;
    }
}
#endif // INIT_SRC0_SHMEM_Q6_K

#ifdef INIT_SRC0_SHMEM_IQ4_NL
const BLOCK_SIZE = 32u;
const BLOCK_SIZE_BYTES = 18u;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;
        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;

        if (global_m >= params.m || global_k >= params.k) {
            shmem[elem_idx] = f16(0.0);
            continue;
        }

        let block_k    = global_k / BLOCK_SIZE;
        let k_in_block = global_k % BLOCK_SIZE;

        let src0_idx        = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;
        let d               = load_f16_at_src0(block_byte_base);

        let pos       = k_in_block % 16u;
        let nib_shift = (k_in_block / 16u) * 4u;
        let q_packed  = load_u32_at_src0(block_byte_base + 2u + (pos / 4u) * 4u);
        let nib       = (get_byte(q_packed, pos % 4u) >> nib_shift) & 0xFu;

        shmem[elem_idx] = d * f16(kvalues_iq4nl[nib]);
    }
}
#endif // INIT_SRC0_SHMEM_IQ4_NL

#ifdef INIT_SRC0_SHMEM_IQ4_XS
const BLOCK_SIZE = 256u;
const BLOCK_SIZE_BYTES = 136u;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;
        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;

        if (global_m >= params.m || global_k >= params.k) {
            shmem[elem_idx] = f16(0.0);
            continue;
        }

        let block_k    = global_k / BLOCK_SIZE;
        let k_in_block = global_k % BLOCK_SIZE;

        let src0_idx        = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;

        let d_scales_h = load_u32_at_src0(block_byte_base);
        let d          = bitcast<vec2<f16>>(d_scales_h).x;
        let scales_h   = d_scales_h >> 16u;

        let ib  = k_in_block / 32u;
        let pos = k_in_block % 32u;

        let scales_l_word = load_u32_at_src0(block_byte_base + 4u);
        let ls_lo         = (get_byte(scales_l_word, ib / 2u) >> ((ib & 1u) * 4u)) & 0xFu;
        let ls_hi         = ((scales_h >> (2u * ib)) & 3u) << 4u;
        let dl            = d * f16(i32(ls_lo | ls_hi) - 32);

        let iqs       = ib * 16u + (pos % 16u);
        let nib_shift = (pos / 16u) * 4u;
        let q_packed  = load_u32_at_src0(block_byte_base + 8u + (iqs / 4u) * 4u);
        let nib       = (get_byte(q_packed, iqs % 4u) >> nib_shift) & 0xFu;

        shmem[elem_idx] = dl * f16(kvalues_iq4nl[nib]);
    }
}
#endif // INIT_SRC0_SHMEM_IQ4_XS

#ifdef INIT_SRC0_SHMEM_IQ1_S
const BLOCK_SIZE = 256u;
const BLOCK_SIZE_BYTES = 50u;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;
        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;

        if (global_m >= params.m || global_k >= params.k) {
            shmem[elem_idx] = f16(0.0);
            continue;
        }

        let block_k    = global_k / BLOCK_SIZE;
        let k_in_block = global_k % BLOCK_SIZE;

        let src0_idx        = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;
        let d               = load_f16_as_f32_at_src0(block_byte_base);

        let ib  = k_in_block / 32u;
        let pos = k_in_block % 32u;
        let l   = pos / 8u;
        let j   = pos % 8u;

        let qh    = load_u32_at_src0(block_byte_base + 34u + ib * 2u) & 0xFFFFu;
        let dl    = d * (2.0 * f32((qh >> 12u) & 7u) + 1.0);
        let delta = select(IQ1_DELTA, -IQ1_DELTA, (qh & 0x8000u) != 0u);

        let qs_w = load_u32_at_src0(block_byte_base + 2u + ib * 4u);
        let ig   = (get_byte(qs_w, l) | (((qh >> (3u * l)) & 7u) << 8u)) * 8u;

        let gw = iq1_grid[(ig + j) / 16u];
        let g  = (gw >> (((ig + j) % 16u) * 2u)) & 3u;
        let gs = bitcast<i32>(g << 30u) >> 30u;

        shmem[elem_idx] = f16(dl * (f32(gs) + delta));
    }
}
#endif // INIT_SRC0_SHMEM_IQ1_S

#ifdef INIT_SRC0_SHMEM_IQ1_M
const BLOCK_SIZE = 256u;
const BLOCK_SIZE_BYTES = 56u;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;
        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;

        if (global_m >= params.m || global_k >= params.k) {
            shmem[elem_idx] = f16(0.0);
            continue;
        }

        let block_k    = global_k / BLOCK_SIZE;
        let k_in_block = global_k % BLOCK_SIZE;

        let src0_idx        = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;

        let scales0 = load_u32_at_src0(block_byte_base + 48u);
        let scales1 = load_u32_at_src0(block_byte_base + 52u);
        let scale_packed = ((scales0 >> 12u) & 0xFu) |
                           ((scales0 >> 24u) & 0x00F0u) |
                           ((scales1 >>  4u) & 0x0F00u) |
                           ((scales1 >> 16u) & 0xF000u);
        let d = f32(bitcast<vec2<f16>>(scale_packed).x);

        let ib  = k_in_block / 32u;
        let pos = k_in_block % 32u;
        let l   = pos / 8u;
        let j   = pos % 8u;

        let scales = select(scales0, scales1, ib >= 4u);
        let sw = (scales >> (16u * ((ib / 2u) % 2u))) & 0xFFFFu;
        let s_pair = (sw >> (6u * (ib % 2u) + 3u * (l / 2u))) & 0x7u;
        let dl     = d * f32(2u * s_pair + 1u);

        let qh_word = load_u32_at_src0(block_byte_base + 32u + (ib / 2u) * 4u);
        let qh      = qh_word >> (16u * (ib % 2u));
        let qh_nib  = (qh >> (4u * l)) & 0xFu;

        let qs_w = load_u32_at_src0(block_byte_base + ib * 4u);
        let idx  = get_byte(qs_w, l) | ((qh_nib & 7u) << 8u);
        let delta = select(IQ1_DELTA, -IQ1_DELTA, (qh_nib & 0x8u) != 0u);

        let ig = idx * 8u;
        let gw = iq1_grid[(ig + j) / 16u];
        let g  = (gw >> (((ig + j) % 16u) * 2u)) & 3u;
        let gs = bitcast<i32>(g << 30u) >> 30u;

        shmem[elem_idx] = f16(dl * (f32(gs) + delta));
    }
}
#endif // INIT_SRC0_SHMEM_IQ1_M

#ifdef INIT_SRC0_SHMEM_IQ2_XXS
const BLOCK_SIZE = 256u;
const BLOCK_SIZE_BYTES = 66u;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;
        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;

        if (global_m >= params.m || global_k >= params.k) {
            shmem[elem_idx] = f16(0.0);
            continue;
        }

        let block_k    = global_k / BLOCK_SIZE;
        let k_in_block = global_k % BLOCK_SIZE;

        let src0_idx        = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;
        let d               = load_f16_as_f32_at_src0(block_byte_base);

        let entry_idx = k_in_block / 8u;
        let j         = k_in_block % 8u;

        let ib = entry_idx & ~3u;
        let l  = entry_idx & 3u;

        let aux0 = load_u32_at_src0(block_byte_base + 2u + ib * 2u);
        let aux1 = load_u32_at_src0(block_byte_base + 2u + (ib + 2u) * 2u);
        let db   = d * (0.5 + f32(aux1 >> 28u)) * 0.25;

        let ig    = get_byte(aux0, l) * 8u;
        let is    = (aux1 >> (7u * l)) & 127u;
        let signs = get_byte(ksigns_iq2xs[is / 4u], is % 4u);

        let g = get_byte(iq2xxs_grid[(ig + j) / 4u], (ig + j) % 4u);
        let m = select(1.0, -1.0, (get_byte(kmask_iq2xs[j / 4u], j % 4u) & signs) != 0u);

        shmem[elem_idx] = f16(db * f32(g) * m);
    }
}
#endif // INIT_SRC0_SHMEM_IQ2_XXS

#ifdef INIT_SRC0_SHMEM_IQ2_XS
const BLOCK_SIZE = 256u;
const BLOCK_SIZE_BYTES = 74u;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;
        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;

        if (global_m >= params.m || global_k >= params.k) {
            shmem[elem_idx] = f16(0.0);
            continue;
        }

        let block_k    = global_k / BLOCK_SIZE;
        let k_in_block = global_k % BLOCK_SIZE;

        let src0_idx        = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;
        let d               = load_f16_as_f32_at_src0(block_byte_base);

        let entry_idx = k_in_block / 8u;
        let j         = k_in_block % 8u;

        let ib = entry_idx & ~3u;
        let l  = entry_idx & 3u;

        let scales_word = load_u32_at_src0(block_byte_base + 66u + (ib / 16u) * 4u);
        let s           = get_byte(scales_word, (ib % 16u) / 4u);
        let s_nib       = select(s & 0xFu, (s >> 4u) & 0xFu, (l / 2u) != 0u);
        let dl          = d * (0.5 + f32(s_nib)) * 0.25;

        let qs_word = load_u32_at_src0(block_byte_base + 2u + (ib + l) * 2u);
        let qs_val  = qs_word & 0xFFFFu;
        let ig      = (qs_val & 511u) * 8u;
        let is      = qs_val >> 9u;
        let signs   = get_byte(ksigns_iq2xs[is / 4u], is % 4u);

        let g = get_byte(iq2xs_grid[(ig + j) / 4u], (ig + j) % 4u);
        let m = select(1.0, -1.0, (get_byte(kmask_iq2xs[j / 4u], j % 4u) & signs) != 0u);

        shmem[elem_idx] = f16(dl * f32(g) * m);
    }
}
#endif // INIT_SRC0_SHMEM_IQ2_XS

#ifdef INIT_SRC0_SHMEM_IQ2_S
const BLOCK_SIZE = 256u;
const BLOCK_SIZE_BYTES = 82u;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;
        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;

        if (global_m >= params.m || global_k >= params.k) {
            shmem[elem_idx] = f16(0.0);
            continue;
        }

        let block_k    = global_k / BLOCK_SIZE;
        let k_in_block = global_k % BLOCK_SIZE;

        let src0_idx        = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;
        let d               = load_f16_as_f32_at_src0(block_byte_base);

        let ib = k_in_block / 32u;
        let l  = (k_in_block % 32u) / 8u;
        let j  = k_in_block % 8u;

        let scales_word = load_u32_at_src0(block_byte_base + 74u + (ib / 4u) * 4u);
        let s           = get_byte(scales_word, ib % 4u);
        let s_nib       = select(s & 0xFu, (s >> 4u) & 0xFu, (l / 2u) != 0u);
        let dl          = d * (0.5 + f32(s_nib)) * 0.25;

        let qs_word = load_u32_at_src0(block_byte_base + 2u + ib * 4u);
        let qh_word = load_u32_at_src0(block_byte_base + 66u + (ib / 4u) * 4u);
        let qh_b    = (get_byte(qh_word, ib % 4u) << (8u - 2u * l)) & 0x300u;
        let ig      = (get_byte(qs_word, l) | qh_b) * 8u;

        let signs_word = load_u32_at_src0(block_byte_base + 34u + ib * 4u);
        let signs      = get_byte(signs_word, l);

        let g = get_byte(iq2s_grid[(ig + j) / 4u], (ig + j) % 4u);
        let m = select(1.0, -1.0, (get_byte(kmask_iq2xs[j / 4u], j % 4u) & signs) != 0u);

        shmem[elem_idx] = f16(dl * f32(g) * m);
    }
}
#endif // INIT_SRC0_SHMEM_IQ2_S

#ifdef INIT_SRC0_SHMEM_IQ3_XXS
const BLOCK_SIZE = 256u;
const BLOCK_SIZE_BYTES = 98u;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;
        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;

        if (global_m >= params.m || global_k >= params.k) {
            shmem[elem_idx] = f16(0.0);
            continue;
        }

        let block_k    = global_k / BLOCK_SIZE;
        let k_in_block = global_k % BLOCK_SIZE;

        let src0_idx        = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;
        let d               = load_f16_as_f32_at_src0(block_byte_base);

        let ib_pair = k_in_block / 32u;
        let in_pair = k_in_block % 32u;
        let l       = in_pair / 8u;
        let in_l    = in_pair % 8u;
        let k2      = in_l / 4u;
        let j       = in_l % 4u;

        let ib            = ib_pair * 2u;
        let sc_sign_off   = block_byte_base + 2u + (ib + 32u) * 2u;
        let sc_sign       = load_u32_at_src0(sc_sign_off);
        let db            = d * (0.5 + f32(sc_sign >> 28u)) * 0.5;
        let is            = (sc_sign >> (7u * l)) & 127u;
        let signs         = get_byte(ksigns_iq2xs[is / 4u], is % 4u);

        let ig_word = load_u32_at_src0(block_byte_base + 2u + (ib * 2u + l) * 2u) & 0xFFFFu;
        let ig_byte = get_byte(ig_word, k2);
        let g       = get_byte(iq3xxs_grid[ig_byte], j);
        let m       = select(1.0, -1.0, (get_byte(kmask_iq2xs[k2], j) & signs) != 0u);

        shmem[elem_idx] = f16(db * f32(g) * m);
    }
}
#endif // INIT_SRC0_SHMEM_IQ3_XXS

#ifdef INIT_SRC0_SHMEM_IQ3_S
const BLOCK_SIZE = 256u;
const BLOCK_SIZE_BYTES = 110u;

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var elem_idx = thread_id; elem_idx < TILE_SRC0_SHMEM; elem_idx += TOTAL_WORKGROUP_SIZE) {
        let tile_m = elem_idx / TILE_K;
        let tile_k = elem_idx % TILE_K;
        let global_m = offset_m + tile_m;
        let global_k = k_outer + tile_k;

        if (global_m >= params.m || global_k >= params.k) {
            shmem[elem_idx] = f16(0.0);
            continue;
        }

        let block_k    = global_k / BLOCK_SIZE;
        let k_in_block = global_k % BLOCK_SIZE;

        let src0_idx        = batch_offset + global_m * params.stride_01 + block_k;
        let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;
        let d               = load_f16_as_f32_at_src0(block_byte_base);

        let ib   = k_in_block / 64u;
        let rest = k_in_block % 64u;
        let k    = rest / 32u;
        let in_k = rest % 32u;
        let l    = in_k / 8u;
        let in_l = in_k % 8u;
        let k2   = in_l / 4u;
        let j    = in_l % 4u;

        let scales_word = load_u32_at_src0(block_byte_base + 106u);
        let s           = get_byte(scales_word, ib);
        let s_nib       = select(s & 0xFu, (s >> 4u) & 0xFu, k != 0u);
        let dl          = d * (1.0 + 2.0 * f32(s_nib));

        let qh_word = load_u32_at_src0(block_byte_base + 66u + (ib / 2u) * 4u);
        let qh_byte = get_byte(qh_word, (ib % 2u) * 2u + k);

        let ig_word = load_u32_at_src0(block_byte_base + 2u + (ib * 8u + k * 4u + l) * 2u) & 0xFFFFu;
        let ig_lo   = get_byte(ig_word, 0u) | ((qh_byte << (8u - 2u * l)) & 256u);
        let ig_hi   = get_byte(ig_word, 1u) | ((qh_byte << (7u - 2u * l)) & 256u);
        let ig      = select(ig_lo, ig_hi, k2 != 0u);

        let signs_word = load_u32_at_src0(block_byte_base + 74u + (ib * 2u + k) * 4u);
        let signs      = get_byte(signs_word, l);

        let g = get_byte(iq3s_grid[ig], j);
        let m = select(1.0, -1.0, (get_byte(kmask_iq2xs[k2], j) & signs) != 0u);

        shmem[elem_idx] = f16(dl * f32(g) * m);
    }
}
#endif // INIT_SRC0_SHMEM_IQ3_S

#ifdef INIT_SRC0_SHMEM_MXFP4
const BLOCK_SIZE = 32u;
const BLOCK_SIZE_BYTES = 17u;
// the number of blocks per k-tile. Note that this currently only works if TILE_K is a multiple of BLOCK_SIZE, which may need to be rethought for larger quantized types.
override BLOCKS_K = TILE_K/BLOCK_SIZE;
const NQ = 16u;
const BYTES_PER_THREAD = 8u; // NQ(16) weights uses 8 bytes of q
const BYTES_PER_INNER_LOOP = 4u; // == sizeof(q_packed)

fn init_shmem_src0(thread_id: u32, batch_offset: u32, offset_m: u32, k_outer: u32) {
    for (var i = thread_id * NQ; i < TILE_SRC0_SHMEM; i += TOTAL_WORKGROUP_SIZE * NQ) {
        let blck_idx = i / BLOCK_SIZE;
        let block_offset = (i % BLOCK_SIZE) / NQ;
        let shmem_idx = blck_idx * BLOCK_SIZE + block_offset * BYTES_PER_THREAD;

        let tile_m = blck_idx / BLOCKS_K;
        let global_m = offset_m + tile_m;
        let block_k = blck_idx % BLOCKS_K;
        let global_block_k = k_outer / BLOCK_SIZE + block_k;

        if (global_m < params.m && global_block_k < params.k / BLOCK_SIZE) {
            let src0_idx = batch_offset + global_m * params.stride_01 + global_block_k;
            let block_byte_base = src0_idx * BLOCK_SIZE_BYTES;
            let eu8 = get_byte(load_u32_at_src0(block_byte_base), 0);
            let e = ldexp(1.0, i32(eu8) - 128);

            // store NQ(16) weights
            for (var j = 0u; j < BYTES_PER_THREAD / BYTES_PER_INNER_LOOP; j += 1) {

                let q_byte_offset = block_byte_base + 1u + block_offset * BYTES_PER_THREAD + j * BYTES_PER_INNER_LOOP;
                let q_packed = load_u32_at_src0(q_byte_offset);

                for (var k = 0u; k < BYTES_PER_INNER_LOOP; k++) {
                    let q_byte = get_byte(q_packed, k);
                    let q_hi = f32(kvalues_mxfp4[(q_byte >> 4) & 0xF]) * e;
                    let q_lo = f32(kvalues_mxfp4[q_byte & 0xF]) * e;
                    shmem[shmem_idx + j * BYTES_PER_INNER_LOOP + k] = f16(q_lo);
                    shmem[shmem_idx + j * BYTES_PER_INNER_LOOP + k + 16u] = f16(q_hi);
                }
            }
        }
    }
}
#endif // INIT_SRC0_SHMEM_MXFP4