diff options
Diffstat (limited to 'ggml-cuda/dequantize.cuh')
-rw-r--r-- | ggml-cuda/dequantize.cuh | 103 |
1 files changed, 103 insertions, 0 deletions
diff --git a/ggml-cuda/dequantize.cuh b/ggml-cuda/dequantize.cuh new file mode 100644 index 00000000..b5440063 --- /dev/null +++ b/ggml-cuda/dequantize.cuh @@ -0,0 +1,103 @@ +#include "common.cuh" + +static __device__ __forceinline__ void dequantize_q4_0(const void * vx, const int 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 int 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 int 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 int 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 int 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 +} |