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cuda : play with faster Q4_0 dequantization

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Georgi Gerganov 2023-10-24 10:29:40 +03:00
parent d415669087
commit 6966474928
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1 changed files with 82 additions and 0 deletions
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ggml-cuda.cu
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@ -4659,12 +4659,94 @@ static void quantize_row_q8_1_cuda(const float * x, void * vy, const int kx, con
quantize_q8_1<<<num_blocks, block_size, 0, stream>>>(x, vy, kx, kx_padded); quantize_q8_1<<<num_blocks, block_size, 0, stream>>>(x, vy, kx, kx_padded);
} }
#ifdef GGML_CUDA_F16
#define make_dfloat2(x, y) __halves2half2((x), (y))
#else
#define make_dfloat2(x, y) make_float2((x), (y))
#endif
static __device__ __forceinline__ dfloat2 dfmul2(dfloat2 a, dfloat2 b) {
#ifdef GGML_CUDA_F16
return __hmul2(a, b);
#else
return make_float2(a.x * b.x, a.y * b.y);
#endif
}
static __device__ __forceinline__ float2 dfloat22float2(dfloat2 a) {
#ifdef GGML_CUDA_F16
return __half22float2(a);
#else
return a;
#endif
}
static __global__ void dequantize_block_q4_0_f32(const void * __restrict__ vx, float * __restrict__ y, const int k) {
const int i = blockDim.x*blockIdx.x + threadIdx.x;
if (i*4 >= k) {
return;
}
const int ib = i/(QK4_0/4);
const int iqs = i%(QK4_0/4);
const block_q4_0 * x = (const block_q4_0 *) vx;
const uchar2 qs = *(const uchar2 *)(x[ib].qs + iqs*2);
const dfloat d = x[ib].d;
dfloat2 dv0 = make_dfloat2((int)(qs.x & 0xf) - 8, (int)(qs.y & 0xf) - 8);
const float2 v0 = dfloat22float2(dfmul2(dv0, {d, d}));
*(float2 *)(y + ib*QK4_0 + iqs*2) = v0;
dfloat2 dv1 = make_dfloat2((int)(qs.x >> 4) - 8, (int)(qs.y >> 4) - 8);
const float2 v1 = dfloat22float2(dfmul2(dv1, {d, d}));
*(float2 *)(y + ib*QK4_0 + QK4_0/2 + iqs*2) = v1;
}
static __global__ void dequantize_block_q4_0_f16(const void * __restrict__ vx, half * __restrict__ y, const int k) {
const int i = blockDim.x*blockIdx.x + threadIdx.x;
if (i*4 >= k) {
return;
}
const int ib = i/(QK4_0/4);
const int iqs = i%(QK4_0/4);
const block_q4_0 * x = (const block_q4_0 *) vx;
const uchar2 qs = *(const uchar2 *)(x[ib].qs + iqs*2);
const dfloat d = x[ib].d;
dfloat2 dv0 = make_dfloat2((int)(qs.x & 0xf) - 8, (int)(qs.y & 0xf) - 8);
const float2 v0 = dfloat22float2(dfmul2(dv0, {d, d}));
*(half2 *)(y + ib*QK4_0 + iqs*2) = __float22half2_rn(v0);
dfloat2 dv1 = make_dfloat2((int)(qs.x >> 4) - 8, (int)(qs.y >> 4) - 8);
const float2 v1 = dfloat22float2(dfmul2(dv1, {d, d}));
*(half2 *)(y + ib*QK4_0 + QK4_0/2 + iqs*2) = __float22half2_rn(v1);
}
template<typename dst_t> template<typename dst_t>
static void dequantize_row_q4_0_cuda(const void * vx, dst_t * y, const int k, cudaStream_t stream) { static void dequantize_row_q4_0_cuda(const void * vx, dst_t * y, const int k, cudaStream_t stream) {
const int num_blocks = (k + CUDA_DEQUANTIZE_BLOCK_SIZE - 1) / CUDA_DEQUANTIZE_BLOCK_SIZE; const int num_blocks = (k + CUDA_DEQUANTIZE_BLOCK_SIZE - 1) / CUDA_DEQUANTIZE_BLOCK_SIZE;
dequantize_block<QK4_0, QR4_0, dequantize_q4_0><<<num_blocks, CUDA_DEQUANTIZE_BLOCK_SIZE, 0, stream>>>(vx, y, k); dequantize_block<QK4_0, QR4_0, dequantize_q4_0><<<num_blocks, CUDA_DEQUANTIZE_BLOCK_SIZE, 0, stream>>>(vx, y, k);
} }
template<>
void dequantize_row_q4_0_cuda(const void * vx, float * y, const int k, cudaStream_t stream) {
GGML_ASSERT(k % 4 == 0);
const int num_blocks = (k/4 + CUDA_DEQUANTIZE_BLOCK_SIZE - 1) / CUDA_DEQUANTIZE_BLOCK_SIZE;
dequantize_block_q4_0_f32<<<num_blocks, CUDA_DEQUANTIZE_BLOCK_SIZE, 0, stream>>>(vx, y, k);
}
template<>
void dequantize_row_q4_0_cuda(const void * vx, half * y, const int k, cudaStream_t stream) {
GGML_ASSERT(k % 4 == 0);
const int num_blocks = (k/4 + CUDA_DEQUANTIZE_BLOCK_SIZE - 1) / CUDA_DEQUANTIZE_BLOCK_SIZE;
dequantize_block_q4_0_f16<<<num_blocks, CUDA_DEQUANTIZE_BLOCK_SIZE, 0, stream>>>(vx, y, k);
}
template<typename dst_t> template<typename dst_t>
static void dequantize_row_q4_1_cuda(const void * vx, dst_t * y, const int k, cudaStream_t stream) { static void dequantize_row_q4_1_cuda(const void * vx, dst_t * y, const int k, cudaStream_t stream) {
const int num_blocks = (k + CUDA_DEQUANTIZE_BLOCK_SIZE - 1) / CUDA_DEQUANTIZE_BLOCK_SIZE; const int num_blocks = (k + CUDA_DEQUANTIZE_BLOCK_SIZE - 1) / CUDA_DEQUANTIZE_BLOCK_SIZE;