sgl-project--sglang/sgl-kernel/csrc/quantization/gguf/moe_vec.cuh

// copied from
// https://github.com/vllm-project/vllm/blob/4492e3a55428e161ca8db381edc28263e5da4c8d/csrc/quantization/gguf/moe_vec.cuh
// copied and adapted from
// https://github.com/ggerganov/llama.cpp/blob/b2899/ggml-cuda/mmvq.cu
template <typename scalar_t, int qk, int qi, typename block_q_t, int vdr, vec_dot_q_cuda_t vec_dot_q_cuda>
static __global__ void moe_vec_q(
    const void* __restrict__ vx,
    const void* __restrict__ vy,
    scalar_t* __restrict__ dst,
    const int* topk_ids,
    const int topk,
    const int ncols,
    const int nrows,
    const int token_stride) {
  const auto row = blockIdx.x * blockDim.y + threadIdx.y;

  const auto token = blockIdx.z / topk;
  const auto expert = (topk_ids)[blockIdx.z];

  if (row >= nrows) {
    return;
  }

  const int blocks_per_row = ncols / qk;
  const int blocks_per_warp = vdr * WARP_SIZE / qi;

  // partial sum for each thread
  float tmp = 0.0f;

  const block_q_t* x = ((const block_q_t*)vx) + expert * nrows * blocks_per_row;
  const block_q8_1* y = (const block_q8_1*)(((const int*)vy) + token * token_stride);

  for (auto i = threadIdx.x / (qi / vdr); i < blocks_per_row; i += blocks_per_warp) {
    const int ibx = row * blocks_per_row + i;  // x block index

    const int iby = i * (qk / QK8_1);  // y block index that aligns with ibx

    const int iqs = vdr * (threadIdx.x % (qi / vdr));  // x block quant index when casting the quants to int

    tmp += vec_dot_q_cuda(&x[ibx], &y[iby], iqs);
  }

  // sum up partial sums and write back result
#pragma unroll
  for (int mask = WARP_SIZE / 2; mask > 0; mask >>= 1) {
    tmp += SGLANG_SHFL_XOR_SYNC(uint32_t(-1), tmp, mask);
  }

  if (threadIdx.x == 0) {
    dst[blockIdx.z * nrows + row] = tmp;
  }
}

template <typename scalar_t>
static void moe_vec_q4_0_q8_1_cuda(
    const void* vx,
    const void* vy,
    scalar_t* dst,
    const int* topk_ids,
    const int top_k,
    const int tokens,
    const int ncols,
    const int nrows,
    const int token_stride,
    cudaStream_t stream) {
  const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y;
  const dim3 block_nums(block_num_y, 1, tokens * top_k);
  const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1);
  moe_vec_q<scalar_t, QK4_0, QI4_0, block_q4_0, VDR_Q4_0_Q8_1_MMVQ, vec_dot_q4_0_q8_1>
      <<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, topk_ids, top_k, ncols, nrows, token_stride);
}

template <typename scalar_t>
static void moe_vec_q4_1_q8_1_cuda(
    const void* vx,
    const void* vy,
    scalar_t* dst,
    const int* topk_ids,
    const int top_k,
    const int tokens,
    const int ncols,
    const int nrows,
    const int token_stride,
    cudaStream_t stream) {
  const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y;
  const dim3 block_nums(block_num_y, 1, tokens * top_k);
  const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1);
  moe_vec_q<scalar_t, QK4_0, QI4_1, block_q4_1, VDR_Q4_1_Q8_1_MMVQ, vec_dot_q4_1_q8_1>
      <<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, topk_ids, top_k, ncols, nrows, token_stride);
}

template <typename scalar_t>
static void moe_vec_q5_0_q8_1_cuda(
    const void* vx,
    const void* vy,
    scalar_t* dst,
    const int* topk_ids,
    const int top_k,
    const int tokens,
    const int ncols,
    const int nrows,
    const int token_stride,
    cudaStream_t stream) {
  const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y;
  const dim3 block_nums(block_num_y, 1, tokens * top_k);
  const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1);
  moe_vec_q<scalar_t, QK5_0, QI5_0, block_q5_0, VDR_Q5_0_Q8_1_MMVQ, vec_dot_q5_0_q8_1>
      <<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, topk_ids, top_k, ncols, nrows, token_stride);
}

template <typename scalar_t>
static void moe_vec_q5_1_q8_1_cuda(
    const void* vx,
    const void* vy,
    scalar_t* dst,
    const int* topk_ids,
    const int top_k,
    const int tokens,
    const int ncols,
    const int nrows,
    const int token_stride,
    cudaStream_t stream) {
  const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y;
  const dim3 block_nums(block_num_y, 1, tokens * top_k);
  const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1);
  moe_vec_q<scalar_t, QK5_1, QI5_1, block_q5_1, VDR_Q5_1_Q8_1_MMVQ, vec_dot_q5_1_q8_1>
      <<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, topk_ids, top_k, ncols, nrows, token_stride);
}

template <typename scalar_t>
static void moe_vec_q8_0_q8_1_cuda(
    const void* vx,
    const void* vy,
    scalar_t* dst,
    const int* topk_ids,
    const int top_k,
    const int tokens,
    const int ncols,
    const int nrows,
    const int token_stride,
    cudaStream_t stream) {
  const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y;
  const dim3 block_nums(block_num_y, 1, tokens * top_k);
  const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1);
  moe_vec_q<scalar_t, QK8_0, QI8_0, block_q8_0, VDR_Q8_0_Q8_1_MMVQ, vec_dot_q8_0_q8_1>
      <<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, topk_ids, top_k, ncols, nrows, token_stride);
}

template <typename scalar_t>
static void moe_vec_q2_K_q8_1_cuda(
    const void* vx,
    const void* vy,
    scalar_t* dst,
    const int* topk_ids,
    const int top_k,
    const int tokens,
    const int ncols,
    const int nrows,
    const int token_stride,
    cudaStream_t stream) {
  const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y;
  const dim3 block_nums(block_num_y, 1, tokens * top_k);
  const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1);
  moe_vec_q<scalar_t, QK_K, QI2_K, block_q2_K, VDR_Q2_K_Q8_1_MMVQ, vec_dot_q2_K_q8_1>
      <<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, topk_ids, top_k, ncols, nrows, token_stride);
}

template <typename scalar_t>
static void moe_vec_q3_K_q8_1_cuda(
    const void* vx,
    const void* vy,
    scalar_t* dst,
    const int* topk_ids,
    const int top_k,
    const int tokens,
    const int ncols,
    const int nrows,
    const int token_stride,
    cudaStream_t stream) {
  const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y;
  const dim3 block_nums(block_num_y, 1, tokens * top_k);
  const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1);
  moe_vec_q<scalar_t, QK_K, QI3_K, block_q3_K, VDR_Q3_K_Q8_1_MMVQ, vec_dot_q3_K_q8_1>
      <<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, topk_ids, top_k, ncols, nrows, token_stride);
}

template <typename scalar_t>
static void moe_vec_q4_K_q8_1_cuda(
    const void* vx,
    const void* vy,
    scalar_t* dst,
    const int* topk_ids,
    const int top_k,
    const int tokens,
    const int ncols,
    const int nrows,
    const int token_stride,
    cudaStream_t stream) {
  const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y;
  const dim3 block_nums(block_num_y, 1, tokens * top_k);
  const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1);
  moe_vec_q<scalar_t, QK_K, QI4_K, block_q4_K, VDR_Q4_K_Q8_1_MMVQ, vec_dot_q4_K_q8_1>
      <<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, topk_ids, top_k, ncols, nrows, token_stride);
}

template <typename scalar_t>
static void moe_vec_q5_K_q8_1_cuda(
    const void* vx,
    const void* vy,
    scalar_t* dst,
    const int* topk_ids,
    const int top_k,
    const int tokens,
    const int ncols,
    const int nrows,
    const int token_stride,
    cudaStream_t stream) {
  const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y;
  const dim3 block_nums(block_num_y, 1, tokens * top_k);
  const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1);
  moe_vec_q<scalar_t, QK_K, QI5_K, block_q5_K, VDR_Q5_K_Q8_1_MMVQ, vec_dot_q5_K_q8_1>
      <<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, topk_ids, top_k, ncols, nrows, token_stride);
}

template <typename scalar_t>
static void moe_vec_q6_K_q8_1_cuda(
    const void* vx,
    const void* vy,
    scalar_t* dst,
    const int* topk_ids,
    const int top_k,
    const int tokens,
    const int ncols,
    const int nrows,
    const int token_stride,
    cudaStream_t stream) {
  const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y;
  const dim3 block_nums(block_num_y, 1, tokens * top_k);
  const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1);
  moe_vec_q<scalar_t, QK_K, QI6_K, block_q6_K, VDR_Q6_K_Q8_1_MMVQ, vec_dot_q6_K_q8_1>
      <<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, topk_ids, top_k, ncols, nrows, token_stride);
}

template <typename scalar_t>
static void moe_vec_iq2_xxs_q8_1_cuda(
    const void* vx,
    const void* vy,
    scalar_t* dst,
    const int* topk_ids,
    const int top_k,
    const int tokens,
    const int ncols,
    const int nrows,
    const int token_stride,
    cudaStream_t stream) {
  const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y;
  const dim3 block_nums(block_num_y, 1, tokens * top_k);
  const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1);
  moe_vec_q<scalar_t, QK_K, QI2_XXS, block_iq2_xxs, 1, vec_dot_iq2_xxs_q8_1>
      <<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, topk_ids, top_k, ncols, nrows, token_stride);
}

template <typename scalar_t>
static void moe_vec_iq2_xs_q8_1_cuda(
    const void* vx,
    const void* vy,
    scalar_t* dst,
    const int* topk_ids,
    const int top_k,
    const int tokens,
    const int ncols,
    const int nrows,
    const int token_stride,
    cudaStream_t stream) {
  const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y;
  const dim3 block_nums(block_num_y, 1, tokens * top_k);
  const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1);
  moe_vec_q<scalar_t, QK_K, QI2_XS, block_iq2_xs, 1, vec_dot_iq2_xs_q8_1>
      <<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, topk_ids, top_k, ncols, nrows, token_stride);
}

template <typename scalar_t>
static void moe_vec_iq2_s_q8_1_cuda(
    const void* vx,
    const void* vy,
    scalar_t* dst,
    const int* topk_ids,
    const int top_k,
    const int tokens,
    const int ncols,
    const int nrows,
    const int token_stride,
    cudaStream_t stream) {
  const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y;
  const dim3 block_nums(block_num_y, 1, tokens * top_k);
  const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1);
  moe_vec_q<scalar_t, QK_K, QI2_S, block_iq2_s, 1, vec_dot_iq2_s_q8_1>
      <<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, topk_ids, top_k, ncols, nrows, token_stride);
}

template <typename scalar_t>
static void moe_vec_iq3_xxs_q8_1_cuda(
    const void* vx,
    const void* vy,
    scalar_t* dst,
    const int* topk_ids,
    const int top_k,
    const int tokens,
    const int ncols,
    const int nrows,
    const int token_stride,
    cudaStream_t stream) {
  const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y;
  const dim3 block_nums(block_num_y, 1, tokens * top_k);
  const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1);
  moe_vec_q<scalar_t, QK_K, QI3_XXS, block_iq3_xxs, 1, vec_dot_iq3_xxs_q8_1>
      <<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, topk_ids, top_k, ncols, nrows, token_stride);
}

template <typename scalar_t>
static void moe_vec_iq1_s_q8_1_cuda(
    const void* vx,
    const void* vy,
    scalar_t* dst,
    const int* topk_ids,
    const int top_k,
    const int tokens,
    const int ncols,
    const int nrows,
    const int token_stride,
    cudaStream_t stream) {
  const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y;
  const dim3 block_nums(block_num_y, 1, tokens * top_k);
  const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1);
  moe_vec_q<scalar_t, QK_K, QI1_S, block_iq1_s, 1, vec_dot_iq1_s_q8_1>
      <<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, topk_ids, top_k, ncols, nrows, token_stride);
}

template <typename scalar_t>
static void moe_vec_iq1_m_q8_1_cuda(
    const void* vx,
    const void* vy,
    scalar_t* dst,
    const int* topk_ids,
    const int top_k,
    const int tokens,
    const int ncols,
    const int nrows,
    const int token_stride,
    cudaStream_t stream) {
  const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y;
  const dim3 block_nums(block_num_y, 1, tokens * top_k);
  const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1);
  moe_vec_q<scalar_t, QK_K, QI1_M, block_iq1_m, 1, vec_dot_iq1_m_q8_1>
      <<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, topk_ids, top_k, ncols, nrows, token_stride);
}

template <typename scalar_t>
static void moe_vec_iq4_nl_q8_1_cuda(
    const void* vx,
    const void* vy,
    scalar_t* dst,
    const int* topk_ids,
    const int top_k,
    const int tokens,
    const int ncols,
    const int nrows,
    const int token_stride,
    cudaStream_t stream) {
  const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y;
  const dim3 block_nums(block_num_y, 1, tokens * top_k);
  const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1);
  moe_vec_q<scalar_t, QK4_NL, QI4_NL, block_iq4_nl, VDR_Q4_0_Q8_1_MMVQ, vec_dot_iq4_nl_q8_1>
      <<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, topk_ids, top_k, ncols, nrows, token_stride);
}

template <typename scalar_t>
static void moe_vec_iq4_xs_q8_1_cuda(
    const void* vx,
    const void* vy,
    scalar_t* dst,
    const int* topk_ids,
    const int top_k,
    const int tokens,
    const int ncols,
    const int nrows,
    const int token_stride,
    cudaStream_t stream) {
  const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y;
  const dim3 block_nums(block_num_y, 1, tokens * top_k);
  const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1);
  moe_vec_q<scalar_t, QK_K, QI4_XS, block_iq4_xs, 1, vec_dot_iq4_xs_q8_1>
      <<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, topk_ids, top_k, ncols, nrows, token_stride);
}

template <typename scalar_t>
static void moe_vec_iq3_s_q8_1_cuda(
    const void* vx,
    const void* vy,
    scalar_t* dst,
    const int* topk_ids,
    const int top_k,
    const int tokens,
    const int ncols,
    const int nrows,
    const int token_stride,
    cudaStream_t stream) {
  const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y;
  const dim3 block_nums(block_num_y, 1, tokens * top_k);
  const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1);
  moe_vec_q<scalar_t, QK_K, QI3_XS, block_iq3_s, 1, vec_dot_iq3_s_q8_1>
      <<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, topk_ids, top_k, ncols, nrows, token_stride);
}