#include "common.cuh" static __device__ __forceinline__ void dequantize_q4_0(const void * vx, const int64_t ib, const int iqs, dfloat2 & v){ const block_q4_0 * x = (const block_q4_0 *) vx; const dfloat d = x[ib].d; const int vui = x[ib].qs[iqs]; v.x = vui & 0xF; v.y = vui >> 4; #ifdef GGML_CUDA_F16 v = __hsub2(v, {8.0f, 8.0f}); v = __hmul2(v, {d, d}); #else v.x = (v.x - 8.0f) * d; v.y = (v.y - 8.0f) * d; #endif // GGML_CUDA_F16 } static __device__ __forceinline__ void dequantize_q4_1(const void * vx, const int64_t ib, const int iqs, dfloat2 & v){ const block_q4_1 * x = (const block_q4_1 *) vx; const dfloat d = __low2half(x[ib].dm); const dfloat m = __high2half(x[ib].dm); const int vui = x[ib].qs[iqs]; v.x = vui & 0xF; v.y = vui >> 4; #ifdef GGML_CUDA_F16 v = __hmul2(v, {d, d}); v = __hadd2(v, {m, m}); #else v.x = (v.x * d) + m; v.y = (v.y * d) + m; #endif // GGML_CUDA_F16 } static __device__ __forceinline__ void dequantize_q5_0(const void * vx, const int64_t ib, const int iqs, dfloat2 & v){ const block_q5_0 * x = (const block_q5_0 *) vx; const dfloat d = x[ib].d; uint32_t qh; memcpy(&qh, x[ib].qh, sizeof(qh)); const int xh_0 = ((qh >> (iqs + 0)) << 4) & 0x10; const int xh_1 = ((qh >> (iqs + 12)) ) & 0x10; v.x = ((x[ib].qs[iqs] & 0xf) | xh_0); v.y = ((x[ib].qs[iqs] >> 4) | xh_1); #ifdef GGML_CUDA_F16 v = __hsub2(v, {16.0f, 16.0f}); v = __hmul2(v, {d, d}); #else v.x = (v.x - 16.0f) * d; v.y = (v.y - 16.0f) * d; #endif // GGML_CUDA_F16 } static __device__ __forceinline__ void dequantize_q5_1(const void * vx, const int64_t ib, const int iqs, dfloat2 & v){ const block_q5_1 * x = (const block_q5_1 *) vx; const dfloat d = __low2half(x[ib].dm); const dfloat m = __high2half(x[ib].dm); uint32_t qh; memcpy(&qh, x[ib].qh, sizeof(qh)); const int xh_0 = ((qh >> (iqs + 0)) << 4) & 0x10; const int xh_1 = ((qh >> (iqs + 12)) ) & 0x10; v.x = ((x[ib].qs[iqs] & 0xf) | xh_0); v.y = ((x[ib].qs[iqs] >> 4) | xh_1); #ifdef GGML_CUDA_F16 v = __hmul2(v, {d, d}); v = __hadd2(v, {m, m}); #else v.x = (v.x * d) + m; v.y = (v.y * d) + m; #endif // GGML_CUDA_F16 } static __device__ __forceinline__ void dequantize_q8_0(const void * vx, const int64_t ib, const int iqs, dfloat2 & v){ const block_q8_0 * x = (const block_q8_0 *) vx; const dfloat d = x[ib].d; v.x = x[ib].qs[iqs + 0]; v.y = x[ib].qs[iqs + 1]; #ifdef GGML_CUDA_F16 v = __hmul2(v, {d, d}); #else v.x *= d; v.y *= d; #endif // GGML_CUDA_F16 }