aditya/llama.cpp
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Add Q4_3 support to cuBLAS (#1086)

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slaren 2023-04-20 20:49:53 +02:00 committed by GitHub
parent 8a1756abdf
commit 2005469ea1
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3 changed files with 41 additions and 2 deletions
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2
Makefile
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@ -102,7 +102,7 @@ ifdef LLAMA_OPENBLAS
endif endif
ifdef LLAMA_CUBLAS ifdef LLAMA_CUBLAS
CFLAGS += -DGGML_USE_CUBLAS -I/usr/local/cuda/include CFLAGS += -DGGML_USE_CUBLAS -I/usr/local/cuda/include
LDFLAGS += -lcublas_static -lculibos -lcudart_static -lcublasLt_static -lpthread -ldl -lrt -L/usr/local/cuda/lib64 LDFLAGS += -lcublas -lculibos -lcudart -lcublasLt -lpthread -ldl -lrt -L/usr/local/cuda/lib64
OBJS += ggml-cuda.o OBJS += ggml-cuda.o
ggml-cuda.o: ggml-cuda.cu ggml-cuda.h ggml-cuda.o: ggml-cuda.cu ggml-cuda.h
nvcc -arch=native -c -o $@ $< nvcc -arch=native -c -o $@ $<

40
ggml-cuda.cu
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@ -22,11 +22,20 @@ static_assert(sizeof(block_q4_1) == sizeof(float) * 2 + QK4_1 / 2, "wrong q4_1 b
#define QK4_2 16 #define QK4_2 16
typedef struct { typedef struct {
__half d; // delta __half d; // delta
uint8_t qs[QK4_2 / 2]; // nibbles / quants uint8_t qs[QK4_2 / 2]; // nibbles / quants
} block_q4_2; } block_q4_2;
static_assert(sizeof(block_q4_2) == sizeof(ggml_fp16_t) + QK4_2 / 2, "wrong q4_2 block size/padding"); static_assert(sizeof(block_q4_2) == sizeof(ggml_fp16_t) + QK4_2 / 2, "wrong q4_2 block size/padding");
#define QK4_3 16
typedef struct {
__half d; // delta
__half m; // min
uint8_t qs[QK4_3 / 2]; // nibbles / quants
} block_q4_3;
static_assert(sizeof(block_q4_3) == 2 * sizeof(ggml_fp16_t) + QK4_3 / 2, "wrong q4_3 block size/padding");
static __global__ void dequantize_block_q4_0(const void * vx, float * y) { static __global__ void dequantize_block_q4_0(const void * vx, float * y) {
const block_q4_0 * x = (const block_q4_0 *) vx; const block_q4_0 * x = (const block_q4_0 *) vx;
@ -98,6 +107,30 @@ static __global__ void dequantize_block_q4_2(const void * vx, float * y) {
} }
} }
static __global__ void dequantize_block_q4_3(const void * vx, float * y) {
const block_q4_3 * x = (const block_q4_3 *) vx;
const int i = blockIdx.x;
const float d = x[i].d;
const float m = x[i].m;
const uint8_t * pp = x[i].qs;
for (int l = 0; l < QK4_3; l += 2) {
const uint8_t vi = pp[l/2];
const int8_t vi0 = vi & 0xf;
const int8_t vi1 = vi >> 4;
const float v0 = vi0*d + m;
const float v1 = vi1*d + m;
y[i*QK4_3 + l + 0] = v0;
y[i*QK4_3 + l + 1] = v1;
}
}
extern "C" { extern "C" {
__host__ void dequantize_row_q4_0_cuda(const void * vx, float * y, int k, cudaStream_t stream) { __host__ void dequantize_row_q4_0_cuda(const void * vx, float * y, int k, cudaStream_t stream) {
const int nb = k / QK4_0; const int nb = k / QK4_0;
@ -113,4 +146,9 @@ extern "C" {
const int nb = k / QK4_2; const int nb = k / QK4_2;
dequantize_block_q4_2<<<nb, 1, 0, stream>>>(vx, y); dequantize_block_q4_2<<<nb, 1, 0, stream>>>(vx, y);
} }
__host__ void dequantize_row_q4_3_cuda(const void * vx, float * y, int k, cudaStream_t stream) {
const int nb = k / QK4_3;
dequantize_block_q4_3<<<nb, 1, 0, stream>>>(vx, y);
}
} }

1
ggml-cuda.h
View file

@ -5,6 +5,7 @@ extern "C" {
void dequantize_row_q4_0_cuda(const void * vx, float * y, int k, cudaStream_t stream); void dequantize_row_q4_0_cuda(const void * vx, float * y, int k, cudaStream_t stream);
void dequantize_row_q4_1_cuda(const void * vx, float * y, int k, cudaStream_t stream); void dequantize_row_q4_1_cuda(const void * vx, float * y, int k, cudaStream_t stream);
void dequantize_row_q4_2_cuda(const void * vx, float * y, int k, cudaStream_t stream); void dequantize_row_q4_2_cuda(const void * vx, float * y, int k, cudaStream_t stream);
void dequantize_row_q4_3_cuda(const void * vx, float * y, int k, cudaStream_t stream);
#ifdef __cplusplus #ifdef __cplusplus
} }