#include "../mmq.cuh" template static __device__ __forceinline__ void load_tiles_iq2_kl( const char * __restrict__ x, int * __restrict__ x_tile, const int & kbx0, const int & i_max, const int & stride) { #ifdef INT8_MMA_AVAILABLE int * x_qs = (int *) x_tile; float * x_df = (float *) (x_qs + WARP_SIZE*2); #else constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_IQ4_XS, mmq_y); int * x_qs = (int *) x_tile; float * x_df = (float *) (x_qs + txs.qs); #endif // INT8_MMA_AVAILABLE const int kqsx = threadIdx.x/4; uint32_t aux32[2]; const uint8_t * a8 = (const uint8_t *)aux32; #pragma unroll for (int i0 = 0; i0 < mmq_y; i0 += 4*nwarps) { int i = i0 + 4*threadIdx.y + threadIdx.x%4; if (need_check) { i = min(i, i_max); } const half * dptr = (const half *)(x + i*stride); const float d = *dptr; const block_iq2_kl * bxi = (const block_iq2_kl *)(dptr + 1) + kbx0; #pragma unroll for (int j = 0; j < 2; ++j) { auto ql = get_int_b2(bxi->qs, 4*(kqsx/2) + 2*(kqsx%2) + j); auto qh = get_int_b2(bxi->qh, 2*(kqsx%2) + j) >> 2*(kqsx/2); aux32[0] = ((ql >> 0) & 0x0f0f0f0f) | ((qh << 4) & 0x10101010); aux32[1] = ((ql >> 4) & 0x0f0f0f0f) | ((qh << 3) & 0x10101010); #pragma unroll for (int l = 0; l < 2; ++l) { int val1 = iq2kl_values[a8[2*l+0]] | (iq2kl_values[a8[2*l+1]] << 16); int val2 = iq2kl_values[a8[2*l+4]] | (iq2kl_values[a8[2*l+5]] << 16); #ifdef INT8_MMA_AVAILABLE x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + 16*(kqsx/2) + 4*(kqsx%2) + 2*j + l + 0] = val1; x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + 16*(kqsx/2) + 4*(kqsx%2) + 2*j + l + 8] = val2; #else x_qs[i*(2*WARP_SIZE + 1) + 16*(kqsx/2) + 4*(kqsx%2) + 2*j + l + 0] = val1; x_qs[i*(2*WARP_SIZE + 1) + 16*(kqsx/2) + 4*(kqsx%2) + 2*j + l + 8] = val2; #endif } } int ls = int(((bxi->scales_l[kqsx%4] >> 4*(kqsx/4)) & 0xf) | (((bxi->scales_h >> 2*kqsx) & 3) << 4)) - 32; #ifdef INT8_MMA_AVAILABLE x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + kqsx] = d * ls; #else x_df[i*(WARP_SIZE/4) + i/4 + kqsx] = d * ls; #endif } } template struct mmq_type_traits { static constexpr load_tiles_mmq_t load_tiles = load_tiles_iq2_kl; static constexpr vec_dot_mmq_t vec_dot_mma = vec_dot_q8_0_q8_1_mma; static constexpr vec_dot_mmq_t vec_dot_dp4a = vec_dot_q8_0_q8_1_dp4a; }; DECL_MMQ_CASE(GGML_TYPE_IQ2_KL);