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-rw-r--r--ggml-cuda.cu154
1 files changed, 33 insertions, 121 deletions
diff --git a/ggml-cuda.cu b/ggml-cuda.cu
index eb9f0df..f2630ec 100644
--- a/ggml-cuda.cu
+++ b/ggml-cuda.cu
@@ -83,7 +83,8 @@ typedef struct {
} block_q8_0;
static_assert(sizeof(block_q8_0) == sizeof(float) + QK8_0, "wrong q8_0 block size/padding");
-#define CUDA_DMMV_BLOCK_SIZE 32
+#define CUDA_DEQUANTIZE_BLOCK_SIZE 256
+#define CUDA_DMMV_BLOCK_SIZE 32 // dmmv = dequantize_mul_mat_vec
static __device__ void dequantize_q4_0(const void * vx, const int ib, const int iqs, float & v0, float & v1){
const block_q4_0 * x = (const block_q4_0 *) vx;
@@ -170,104 +171,23 @@ static __device__ void convert_f16(const void * vx, const int ib, const int iqs,
v1 = __half2float(x[ib + 1]);
}
-static __global__ void dequantize_block_q4_0(const void * vx, float * y) {
- static const int qk = QK4_0;
+template <int qk, int qr, dequantize_kernel_t dequantize_kernel>
+static __global__ void dequantize_block(const void * vx, float * y, const int k) {
+ const int i = blockDim.x*blockIdx.x + 2*threadIdx.x;
- const block_q4_0 * x = (const block_q4_0 *) vx;
-
- const int i = blockIdx.x;
-
- const float d = x[i].d;
-
- for (int j = 0; j < qk/2; ++j) {
- const int x0 = (x[i].qs[j] & 0xf) - 8;
- const int x1 = (x[i].qs[j] >> 4) - 8;
-
- y[i*qk + j + 0 ] = x0*d;
- y[i*qk + j + qk/2] = x1*d;
- }
-}
-
-static __global__ void dequantize_block_q4_1(const void * vx, float * y) {
- static const int qk = QK4_1;
-
- const block_q4_1 * x = (const block_q4_1 *) vx;
-
- const int i = blockIdx.x;
-
- const float d = x[i].d;
- const float m = x[i].m;
-
- for (int j = 0; j < qk/2; ++j) {
- const int x0 = (x[i].qs[j] & 0xf);
- const int x1 = (x[i].qs[j] >> 4);
-
- y[i*qk + j + 0 ] = x0*d + m;
- y[i*qk + j + qk/2] = x1*d + m;
- }
-}
-
-static __global__ void dequantize_block_q5_0(const void * vx, float * y) {
- static const int qk = QK5_0;
-
- const block_q5_0 * x = (const block_q5_0 *) vx;
-
- const int i = blockIdx.x;
-
- const float d = x[i].d;
-
- uint32_t qh;
- memcpy(&qh, x[i].qh, sizeof(qh));
-
- for (int j = 0; j < qk/2; ++j) {
- const uint8_t xh_0 = ((qh >> (j + 0)) << 4) & 0x10;
- const uint8_t xh_1 = ((qh >> (j + 12)) ) & 0x10;
-
- const int32_t x0 = ((x[i].qs[j] & 0xf) | xh_0) - 16;
- const int32_t x1 = ((x[i].qs[j] >> 4) | xh_1) - 16;
-
- y[i*qk + j + 0 ] = x0*d;
- y[i*qk + j + qk/2] = x1*d;
+ if (i >= k) {
+ return;
}
-}
-
-static __global__ void dequantize_block_q5_1(const void * vx, float * y) {
- static const int qk = QK5_1;
-
- const block_q5_1 * x = (const block_q5_1 *) vx;
-
- const int i = blockIdx.x;
-
- const float d = x[i].d;
- const float m = x[i].m;
- uint32_t qh;
- memcpy(&qh, x[i].qh, sizeof(qh));
-
- for (int j = 0; j < qk/2; ++j) {
- const uint8_t xh_0 = ((qh >> (j + 0)) << 4) & 0x10;
- const uint8_t xh_1 = ((qh >> (j + 12)) ) & 0x10;
-
- const int x0 = (x[i].qs[j] & 0xf) | xh_0;
- const int x1 = (x[i].qs[j] >> 4) | xh_1;
-
- y[i*qk + j + 0 ] = x0*d + m;
- y[i*qk + j + qk/2] = x1*d + m;
- }
-}
-
-static __global__ void dequantize_block_q8_0(const void * vx, float * y) {
- static const int qk = QK8_0;
-
- const block_q8_0 * x = (const block_q8_0 *) vx;
-
- const int i = blockIdx.x;
-
- const float d = x[i].d;
+ const int ib = i/qk; // block index
+ const int iqs = (i%qk)/qr; // quant index
+ const int iybs = i - i%qk; // y block start index
+ const int y_offset = qr == 1 ? 1 : qk/2;
- for (int j = 0; j < qk; ++j) {
- y[i*qk + j] = x[i].qs[j]*d;
- }
+ // dequantize
+ float & v0 = y[iybs + iqs + 0];
+ float & v1 = y[iybs + iqs + y_offset];
+ dequantize_kernel(vx, ib, iqs, v0, v1);
}
template <int block_size, int qk, int qr, dequantize_kernel_t dequantize_kernel>
@@ -308,29 +228,29 @@ static __global__ void dequantize_mul_mat_vec(const void * vx, const float * y,
}
}
-static void dequantize_row_q4_0_cuda(const void * vx, float * y, int k, cudaStream_t stream) {
- const int nb = k / QK4_0;
- dequantize_block_q4_0<<<nb, 1, 0, stream>>>(vx, y);
+static void dequantize_row_q4_0_cuda(const void * vx, float * y, const int k, cudaStream_t stream) {
+ 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);
}
-static void dequantize_row_q4_1_cuda(const void * vx, float * y, int k, cudaStream_t stream) {
- const int nb = k / QK4_1;
- dequantize_block_q4_1<<<nb, 1, 0, stream>>>(vx, y);
+static void dequantize_row_q4_1_cuda(const void * vx, float * y, const int k, cudaStream_t stream) {
+ const int num_blocks = (k + CUDA_DEQUANTIZE_BLOCK_SIZE - 1) / CUDA_DEQUANTIZE_BLOCK_SIZE;
+ dequantize_block<QK4_1, QR4_1, dequantize_q4_1><<<num_blocks, CUDA_DEQUANTIZE_BLOCK_SIZE, 0, stream>>>(vx, y, k);
}
-static void dequantize_row_q5_0_cuda(const void * vx, float * y, int k, cudaStream_t stream) {
- const int nb = k / QK5_0;
- dequantize_block_q5_0<<<nb, 1, 0, stream>>>(vx, y);
+static void dequantize_row_q5_0_cuda(const void * vx, float * y, const int k, cudaStream_t stream) {
+ const int num_blocks = (k + CUDA_DEQUANTIZE_BLOCK_SIZE - 1) / CUDA_DEQUANTIZE_BLOCK_SIZE;
+ dequantize_block<QK5_0, QR5_0, dequantize_q5_0><<<num_blocks, CUDA_DEQUANTIZE_BLOCK_SIZE, 0, stream>>>(vx, y, k);
}
-static void dequantize_row_q5_1_cuda(const void * vx, float * y, int k, cudaStream_t stream) {
- const int nb = k / QK5_1;
- dequantize_block_q5_1<<<nb, 1, 0, stream>>>(vx, y);
+static void dequantize_row_q5_1_cuda(const void * vx, float * y, const int k, cudaStream_t stream) {
+ const int num_blocks = (k + CUDA_DEQUANTIZE_BLOCK_SIZE - 1) / CUDA_DEQUANTIZE_BLOCK_SIZE;
+ dequantize_block<QK5_1, QR5_1, dequantize_q5_1><<<num_blocks, CUDA_DEQUANTIZE_BLOCK_SIZE, 0, stream>>>(vx, y, k);
}
-static void dequantize_row_q8_0_cuda(const void * vx, float * y, int k, cudaStream_t stream) {
- const int nb = k / QK8_0;
- dequantize_block_q8_0<<<nb, 1, 0, stream>>>(vx, y);
+static void dequantize_row_q8_0_cuda(const void * vx, float * y, const int k, cudaStream_t stream) {
+ const int num_blocks = (k + CUDA_DEQUANTIZE_BLOCK_SIZE - 1) / CUDA_DEQUANTIZE_BLOCK_SIZE;
+ dequantize_block<QK8_0, QR8_0, dequantize_q8_0><<<num_blocks, CUDA_DEQUANTIZE_BLOCK_SIZE, 0, stream>>>(vx, y, k);
}
static void dequantize_mul_mat_vec_q4_0_cuda(const void * vx, const float * y, float * dst, const int ncols, const int nrows, cudaStream_t stream) {
@@ -363,17 +283,9 @@ static void dequantize_mul_mat_vec_q8_0_cuda(const void * vx, const float * y, f
<<<nrows, CUDA_DMMV_BLOCK_SIZE, 0, stream>>>(vx, y, dst, ncols);
}
-// TODO: optimize
-static __global__ void convert_fp16_to_fp32(const void * vx, float * y) {
- const half * x = (const half *) vx;
-
- const int i = blockIdx.x;
-
- y[i] = __half2float(x[i]);
-}
-
-static void convert_fp16_to_fp32_cuda(const void * x, float * y, int k, cudaStream_t stream) {
- convert_fp16_to_fp32<<<k, 1, 0, stream>>>(x, y);
+static void convert_fp16_to_fp32_cuda(const void * vx, float * y, const int k, cudaStream_t stream) {
+ const int num_blocks = (k + CUDA_DEQUANTIZE_BLOCK_SIZE - 1) / CUDA_DEQUANTIZE_BLOCK_SIZE;
+ dequantize_block<32, 1, convert_f16><<<num_blocks, CUDA_DEQUANTIZE_BLOCK_SIZE, 0, stream>>>(vx, y, k);
}
static void convert_mul_mat_vec_f16_cuda(const void * vx, const float * y, float * dst, const int ncols, const int nrows, cudaStream_t stream) {
generated by cgit v1.2.3 (git 2.25.1) at 2024-12-26 19:52:25 +0000