mirror of
https://github.com/ggerganov/llama.cpp.git
synced 2024-12-24 10:24:35 +00:00
CUDA: refactor mmq, dmmv, mmvq (#7716)
* CUDA: refactor mmq, dmmv, mmvq * fix out-of-bounds write * struct for qk, qr, qi * fix cmake build * mmq_type_traits
This commit is contained in:
Johannes Gäßler
GitHub
parent
2b3389677a
commit
7d1a378b8f
@ -416,6 +416,8 @@ if (LLAMA_CUDA)
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list(APPEND GGML_SOURCES_CUDA "ggml-cuda.cu")
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file(GLOB SRCS "ggml-cuda/template-instances/fattn-wmma*.cu")
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list(APPEND GGML_SOURCES_CUDA ${SRCS})
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file(GLOB SRCS "ggml-cuda/template-instances/mmq*.cu")
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list(APPEND GGML_SOURCES_CUDA ${SRCS})
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add_compile_definitions(GGML_USE_CUDA)
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add_compile_definitions(GGML_CUDA_USE_GRAPHS)
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@ -588,6 +590,8 @@ if (LLAMA_HIPBLAS)
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list(APPEND GGML_SOURCES_ROCM "ggml-cuda.cu")
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file(GLOB SRCS "ggml-cuda/template-instances/fattn-wmma*.cu")
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list(APPEND GGML_SOURCES_ROCM ${SRCS})
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file(GLOB SRCS "ggml-cuda/template-instances/mmq*.cu")
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list(APPEND GGML_SOURCES_ROCM ${SRCS})
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add_compile_definitions(GGML_USE_HIPBLAS GGML_USE_CUDA)
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1
Makefile
1
Makefile
@ -444,6 +444,7 @@ ifdef LLAMA_CUBLAS
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endif
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OBJS_CUDA_TEMP_INST = $(patsubst %.cu,%.o,$(wildcard ggml-cuda/template-instances/fattn-wmma*.cu))
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OBJS_CUDA_TEMP_INST += $(patsubst %.cu,%.o,$(wildcard ggml-cuda/template-instances/mmq*.cu))
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ifdef LLAMA_CUDA_FA_ALL_QUANTS
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OBJS_CUDA_TEMP_INST += $(patsubst %.cu,%.o,$(wildcard ggml-cuda/template-instances/fattn-vec*.cu))
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else
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@ -123,12 +123,18 @@ typedef sycl::half2 ggml_half2;
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#define QI1_S (QK_K / (4*QR1_S))
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#define QR1_S 8
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#define QI1_M (QK_K / (4*QR1_M))
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#define QR1_M 8
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#define QI4_NL (QK4_NL / (4*QR4_NL))
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#define QR4_NL 2
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#define QI4_XS (QK_K / (4*QR4_XS))
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#define QR4_XS 8
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#define QI3_S (QK_K / (4*QR3_S))
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#define QR3_S 8
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#endif // GGML_COMMON_DECL_CUDA || GGML_COMMON_DECL_HIP
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#define QK4_0 32
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84
ggml-cuda.cu
84
ggml-cuda.cu
@ -633,88 +633,22 @@ GGML_CALL ggml_backend_buffer_type_t ggml_backend_cuda_buffer_type(int device) {
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// cuda split buffer
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static int64_t get_row_rounding(ggml_type type, const std::array<float, GGML_CUDA_MAX_DEVICES> & tensor_split) {
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int64_t min_compute_capability = INT_MAX;
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int64_t max_compute_capability = INT_MIN;
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static int64_t get_row_rounding(const std::array<float, GGML_CUDA_MAX_DEVICES> & tensor_split) {
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int64_t row_rounding = 0;
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for (int id = 0; id < ggml_backend_cuda_get_device_count(); ++id) {
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if (tensor_split[id] < (id + 1 < ggml_backend_cuda_get_device_count() ? tensor_split[id + 1] : 1.0f)) {
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if (min_compute_capability > ggml_cuda_info().devices[id].cc) {
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min_compute_capability = ggml_cuda_info().devices[id].cc;
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}
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if (max_compute_capability < ggml_cuda_info().devices[id].cc) {
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max_compute_capability = ggml_cuda_info().devices[id].cc;
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}
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if (tensor_split[id] >= (id + 1 < ggml_backend_cuda_get_device_count() ? tensor_split[id + 1] : 1.0f)) {
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continue;
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}
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}
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#if defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__)
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switch(type) {
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case GGML_TYPE_Q4_0:
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case GGML_TYPE_Q4_1:
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case GGML_TYPE_Q5_0:
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case GGML_TYPE_Q5_1:
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case GGML_TYPE_Q8_0:
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return max_compute_capability >= CC_RDNA2 ? 128 : 64;
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case GGML_TYPE_F16:
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case GGML_TYPE_F32:
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return 1;
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case GGML_TYPE_Q2_K:
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return max_compute_capability >= CC_RDNA2 ? 128 : 32;
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case GGML_TYPE_Q3_K:
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return min_compute_capability < CC_RDNA2 ? 128 : 64;
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case GGML_TYPE_Q4_K:
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case GGML_TYPE_Q5_K:
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case GGML_TYPE_Q6_K:
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case GGML_TYPE_IQ2_XXS:
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case GGML_TYPE_IQ2_XS:
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case GGML_TYPE_IQ2_S:
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case GGML_TYPE_IQ3_XXS:
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case GGML_TYPE_IQ1_S:
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case GGML_TYPE_IQ1_M:
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case GGML_TYPE_IQ4_NL:
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case GGML_TYPE_IQ4_XS:
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case GGML_TYPE_IQ3_S:
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return max_compute_capability >= CC_RDNA2 ? 128 : 64;
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default:
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GGML_ASSERT(false);
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const int cc = ggml_cuda_info().devices[id].cc;
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row_rounding = std::max(row_rounding, (int64_t)get_mmq_y_host(cc, get_mmq_x_max_host(cc)));
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}
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#else
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switch(type) {
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case GGML_TYPE_Q4_0:
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case GGML_TYPE_Q4_1:
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return max_compute_capability >= CC_VOLTA ? 128 : 64;
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case GGML_TYPE_Q5_0:
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case GGML_TYPE_Q5_1:
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case GGML_TYPE_Q8_0:
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return 64;
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case GGML_TYPE_F16:
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case GGML_TYPE_F32:
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return 1;
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case GGML_TYPE_Q2_K:
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case GGML_TYPE_Q3_K:
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case GGML_TYPE_Q4_K:
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case GGML_TYPE_Q5_K:
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case GGML_TYPE_IQ2_XXS:
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case GGML_TYPE_IQ2_XS:
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case GGML_TYPE_IQ2_S:
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case GGML_TYPE_IQ3_XXS:
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case GGML_TYPE_IQ1_S:
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case GGML_TYPE_IQ1_M:
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case GGML_TYPE_IQ4_NL:
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case GGML_TYPE_IQ4_XS:
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case GGML_TYPE_IQ3_S:
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return max_compute_capability >= CC_VOLTA ? 128 : 64;
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case GGML_TYPE_Q6_K:
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return 64;
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default:
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GGML_ASSERT(false);
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}
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#endif // defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__)
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return row_rounding;
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}
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static void get_row_split(int64_t * row_low, int64_t * row_high, const ggml_tensor * tensor, const std::array<float, GGML_CUDA_MAX_DEVICES> & tensor_split, int id) {
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const int64_t nrows = ggml_nrows(tensor);
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const int64_t rounding = get_row_rounding(tensor->type, tensor_split);
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const int64_t rounding = get_row_rounding(tensor_split);
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*row_low = id == 0 ? 0 : nrows*tensor_split[id];
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*row_low -= *row_low % rounding;
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@ -1499,7 +1433,7 @@ static void ggml_cuda_op_mul_mat(
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// for multi GPU, get the row boundaries from tensor split
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// and round to mul_mat_q tile sizes
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if (split) {
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const int64_t rounding = get_row_rounding(src0->type, tensor_split);
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const int64_t rounding = get_row_rounding(tensor_split);
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if (id != 0) {
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dev[id].row_low = ne01*tensor_split[id];
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@ -160,7 +160,7 @@
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#endif
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#define MMVQ_MAX_BATCH_SIZE 8 // max batch size to use MMVQ kernels
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#define MMQ_MAX_BATCH_SIZE 32 // max batch size to use MMQ kernels when tensor cores are available
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#define MMQ_MAX_BATCH_SIZE 64 // max batch size to use MMQ kernels when tensor cores are available
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#define MATRIX_ROW_PADDING 512 // last row of quant. matrices is a multiple of this to avoid out-of-bounds memory accesses
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@ -484,6 +484,161 @@ static __device__ __forceinline__ float get_alibi_slope(
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return powf(base, exph);
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}
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template <ggml_type type>
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struct ggml_cuda_type_traits;
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template<>
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struct ggml_cuda_type_traits<GGML_TYPE_F16> {
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static constexpr int qk = 1;
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static constexpr int qr = 1;
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};
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template<>
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struct ggml_cuda_type_traits<GGML_TYPE_Q4_0> {
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static constexpr int qk = QK4_0;
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static constexpr int qr = QR4_0;
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static constexpr int qi = QI4_0;
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};
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template<>
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struct ggml_cuda_type_traits<GGML_TYPE_Q4_1> {
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static constexpr int qk = QK4_1;
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static constexpr int qr = QR4_1;
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static constexpr int qi = QI4_1;
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};
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template<>
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struct ggml_cuda_type_traits<GGML_TYPE_Q5_0> {
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static constexpr int qk = QK5_0;
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static constexpr int qr = QR5_0;
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static constexpr int qi = QI5_0;
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};
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template<>
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struct ggml_cuda_type_traits<GGML_TYPE_Q5_1> {
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static constexpr int qk = QK5_1;
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static constexpr int qr = QR5_1;
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static constexpr int qi = QI5_1;
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};
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template<>
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struct ggml_cuda_type_traits<GGML_TYPE_Q8_0> {
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static constexpr int qk = QK8_0;
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static constexpr int qr = QR8_0;
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static constexpr int qi = QI8_0;
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};
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template<>
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struct ggml_cuda_type_traits<GGML_TYPE_Q2_K> {
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static constexpr int qk = QK_K;
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static constexpr int qr = QR2_K;
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static constexpr int qi = QI2_K;
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};
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template<>
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struct ggml_cuda_type_traits<GGML_TYPE_Q3_K> {
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static constexpr int qk = QK_K;
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static constexpr int qr = QR3_K;
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static constexpr int qi = QI3_K;
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};
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template<>
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struct ggml_cuda_type_traits<GGML_TYPE_Q4_K> {
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static constexpr int qk = QK_K;
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static constexpr int qr = QR4_K;
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static constexpr int qi = QI4_K;
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};
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template<>
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struct ggml_cuda_type_traits<GGML_TYPE_Q5_K> {
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static constexpr int qk = QK_K;
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static constexpr int qr = QR5_K;
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static constexpr int qi = QI5_K;
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};
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template<>
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struct ggml_cuda_type_traits<GGML_TYPE_Q6_K> {
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static constexpr int qk = QK_K;
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static constexpr int qr = QR6_K;
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static constexpr int qi = QI6_K;
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};
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template<>
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struct ggml_cuda_type_traits<GGML_TYPE_IQ2_XXS> {
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static constexpr int qk = QK_K;
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static constexpr int qr = QR2_XXS;
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static constexpr int qi = QI2_XXS;
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};
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template<>
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struct ggml_cuda_type_traits<GGML_TYPE_IQ2_XS> {
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static constexpr int qk = QK_K;
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static constexpr int qr = QR2_XS;
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static constexpr int qi = QI2_XS;
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};
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template<>
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struct ggml_cuda_type_traits<GGML_TYPE_IQ2_S> {
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static constexpr int qk = QK_K;
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static constexpr int qr = QR2_S;
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static constexpr int qi = QI2_S;
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};
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template<>
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struct ggml_cuda_type_traits<GGML_TYPE_IQ3_XXS> {
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static constexpr int qk = QK_K;
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static constexpr int qr = QR3_XXS;
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static constexpr int qi = QI3_XXS;
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};
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template<>
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struct ggml_cuda_type_traits<GGML_TYPE_IQ1_S> {
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static constexpr int qk = QK_K;
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static constexpr int qr = QR1_S;
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static constexpr int qi = QI1_S;
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};
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template<>
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struct ggml_cuda_type_traits<GGML_TYPE_IQ1_M> {
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static constexpr int qk = QK_K;
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static constexpr int qr = QR1_M;
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static constexpr int qi = QI1_M;
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};
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template<>
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struct ggml_cuda_type_traits<GGML_TYPE_IQ4_NL> {
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static constexpr int qk = QK4_NL;
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static constexpr int qr = QR4_NL;
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static constexpr int qi = QI4_NL;
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};
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template<>
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struct ggml_cuda_type_traits<GGML_TYPE_IQ4_XS> {
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static constexpr int qk = QK_K;
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static constexpr int qr = QR4_XS;
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static constexpr int qi = QI4_XS;
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};
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template<>
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struct ggml_cuda_type_traits<GGML_TYPE_IQ3_S> {
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static constexpr int qk = QK_K;
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static constexpr int qr = QR3_S;
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static constexpr int qi = QI3_S;
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};
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static int get_mmq_x_max_host(const int cc) {
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#ifdef CUDA_USE_TENSOR_CORES
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return cc >= CC_VOLTA && cc < CC_OFFSET_AMD ? MMQ_MAX_BATCH_SIZE : 64;
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#else
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return cc >= CC_VOLTA && cc < CC_OFFSET_AMD ? 128 : 64;
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#endif // CUDA_USE_TENSOR_CORES
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}
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// Round rows to this value for --split-mode row:
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static int get_mmq_y_host(const int cc, const int mmq_x) {
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return cc >= CC_VOLTA && mmq_x >= 32 ? 128 : 64;
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}
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//////////////////////
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struct ggml_cuda_device_info {
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@ -422,10 +422,22 @@ static __device__ void convert_f16(const void * vx, const int64_t ib, const int
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v.y = x[ib + iqs + 1];
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}
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template <int qk, int qr, dequantize_kernel_t dequantize_kernel>
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static constexpr __device__ dequantize_kernel_t get_dequantize_kernel(ggml_type type) {
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return type == GGML_TYPE_Q4_0 ? dequantize_q4_0 :
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type == GGML_TYPE_Q4_1 ? dequantize_q4_1 :
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type == GGML_TYPE_Q5_0 ? dequantize_q5_0 :
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type == GGML_TYPE_Q5_1 ? dequantize_q5_1 :
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type == GGML_TYPE_Q8_0 ? dequantize_q8_0 :
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type == GGML_TYPE_F16 ? convert_f16 :
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nullptr;
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}
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template <ggml_type type>
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static __global__ void dequantize_mul_mat_vec(const void * __restrict__ vx, const dfloat * __restrict__ y, float * __restrict__ dst, const int ncols, const int nrows) {
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// qk = quantized weights per x block
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// qr = number of quantized weights per data value in x block
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constexpr int qk = ggml_cuda_type_traits<type>::qk; // quantized weights per x block
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constexpr int qr = ggml_cuda_type_traits<type>::qr; // number of quantized weights per data value in x block
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constexpr dequantize_kernel_t dequantize_kernel = get_dequantize_kernel(type);
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const int64_t row = (int64_t)blockIdx.x*blockDim.y + threadIdx.y;
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if (row >= nrows) {
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@ -493,7 +505,7 @@ static void dequantize_mul_mat_vec_q4_0_cuda(const void * vx, const dfloat * y,
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// the number of rows may exceed maximum grid size in the y or z dimensions, use the x dimension instead
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const dim3 block_nums(block_num_y, 1, 1);
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const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1);
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dequantize_mul_mat_vec<QK4_0, QR4_0, dequantize_q4_0>
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dequantize_mul_mat_vec<GGML_TYPE_Q4_0>
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<<<block_nums, block_dims, 0, stream>>>(vx, y, dst, ncols, nrows);
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}
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@ -502,7 +514,7 @@ static void dequantize_mul_mat_vec_q4_1_cuda(const void * vx, const dfloat * y,
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const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y;
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const dim3 block_nums(block_num_y, 1, 1);
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const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1);
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dequantize_mul_mat_vec<QK4_1, QR4_1, dequantize_q4_1>
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dequantize_mul_mat_vec<GGML_TYPE_Q4_1>
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<<<block_nums, block_dims, 0, stream>>>(vx, y, dst, ncols, nrows);
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}
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@ -511,7 +523,7 @@ static void dequantize_mul_mat_vec_q5_0_cuda(const void * vx, const dfloat * y,
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const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y;
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const dim3 block_nums(block_num_y, 1, 1);
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const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1);
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dequantize_mul_mat_vec<QK5_0, QR5_0, dequantize_q5_0>
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dequantize_mul_mat_vec<GGML_TYPE_Q5_0>
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<<<block_nums, block_dims, 0, stream>>>(vx, y, dst, ncols, nrows);
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}
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@ -520,7 +532,7 @@ static void dequantize_mul_mat_vec_q5_1_cuda(const void * vx, const dfloat * y,
|
||||
const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y;
|
||||
const dim3 block_nums(block_num_y, 1, 1);
|
||||
const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1);
|
||||
dequantize_mul_mat_vec<QK5_1, QR5_1, dequantize_q5_1>
|
||||
dequantize_mul_mat_vec<GGML_TYPE_Q5_1>
|
||||
<<<block_nums, block_dims, 0, stream>>>(vx, y, dst, ncols, nrows);
|
||||
}
|
||||
|
||||
@ -529,7 +541,7 @@ static void dequantize_mul_mat_vec_q8_0_cuda(const void * vx, const dfloat * y,
|
||||
const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y;
|
||||
const dim3 block_nums(block_num_y, 1, 1);
|
||||
const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1);
|
||||
dequantize_mul_mat_vec<QK8_0, QR8_0, dequantize_q8_0>
|
||||
dequantize_mul_mat_vec<GGML_TYPE_Q8_0>
|
||||
<<<block_nums, block_dims, 0, stream>>>(vx, y, dst, ncols, nrows);
|
||||
}
|
||||
|
||||
@ -580,7 +592,7 @@ static void convert_mul_mat_vec_f16_cuda(const void * vx, const dfloat * y, floa
|
||||
const int block_num_y = (nrows + GGML_CUDA_MMV_Y - 1) / GGML_CUDA_MMV_Y;
|
||||
const dim3 block_nums(block_num_y, 1, 1);
|
||||
const dim3 block_dims(WARP_SIZE, GGML_CUDA_MMV_Y, 1);
|
||||
dequantize_mul_mat_vec<1, 1, convert_f16>
|
||||
dequantize_mul_mat_vec<GGML_TYPE_F16>
|
||||
<<<block_nums, block_dims, 0, stream>>>(vx, y, dst, ncols, nrows);
|
||||
}
|
||||
|
||||
|
||||
1505
ggml-cuda/mmq.cu
1505
ggml-cuda/mmq.cu
File diff suppressed because it is too large
Load Diff
1300
ggml-cuda/mmq.cuh
1300
ggml-cuda/mmq.cuh
File diff suppressed because it is too large
Load Diff
@ -1,9 +1,47 @@
|
||||
#include "mmvq.cuh"
|
||||
#include "vecdotq.cuh"
|
||||
|
||||
typedef float (*vec_dot_q_cuda_t)(const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int & iqs);
|
||||
typedef float (*vec_dot_q_cuda_t)(const void * __restrict__ vbq, const block_q8_1 * __restrict__ bq8_1, const int & kbx, const int & iqs);
|
||||
|
||||
template <int ncols_y, int qk, int qi, typename block_q_t, int vdr, vec_dot_q_cuda_t vec_dot_q_cuda>
|
||||
static constexpr __device__ vec_dot_q_cuda_t get_vec_dot_q_cuda(ggml_type type) {
|
||||
return type == GGML_TYPE_Q4_0 ? vec_dot_q4_0_q8_1 :
|
||||
type == GGML_TYPE_Q4_1 ? vec_dot_q4_1_q8_1 :
|
||||
type == GGML_TYPE_Q5_0 ? vec_dot_q5_0_q8_1 :
|
||||
type == GGML_TYPE_Q5_1 ? vec_dot_q5_1_q8_1 :
|
||||
type == GGML_TYPE_Q8_0 ? vec_dot_q8_0_q8_1 :
|
||||
type == GGML_TYPE_Q2_K ? vec_dot_q2_K_q8_1 :
|
||||
type == GGML_TYPE_Q3_K ? vec_dot_q3_K_q8_1 :
|
||||
type == GGML_TYPE_Q4_K ? vec_dot_q4_K_q8_1 :
|
||||
type == GGML_TYPE_Q5_K ? vec_dot_q5_K_q8_1 :
|
||||
type == GGML_TYPE_Q6_K ? vec_dot_q6_K_q8_1 :
|
||||
type == GGML_TYPE_IQ2_XXS ? vec_dot_iq2_xxs_q8_1 :
|
||||
type == GGML_TYPE_IQ2_XS ? vec_dot_iq2_xs_q8_1 :
|
||||
type == GGML_TYPE_IQ2_S ? vec_dot_iq2_s_q8_1 :
|
||||
type == GGML_TYPE_IQ3_XXS ? vec_dot_iq3_xxs_q8_1 :
|
||||
type == GGML_TYPE_IQ1_S ? vec_dot_iq1_s_q8_1 :
|
||||
type == GGML_TYPE_IQ1_M ? vec_dot_iq1_m_q8_1 :
|
||||
type == GGML_TYPE_IQ4_NL ? vec_dot_iq4_nl_q8_1 :
|
||||
type == GGML_TYPE_IQ4_XS ? vec_dot_iq4_xs_q8_1 :
|
||||
type == GGML_TYPE_IQ3_S ? vec_dot_iq3_s_q8_1 :
|
||||
nullptr;
|
||||
}
|
||||
|
||||
static constexpr __device__ int get_vdr_mmvq(ggml_type type) {
|
||||
return type == GGML_TYPE_Q4_0 ? VDR_Q4_0_Q8_1_MMVQ :
|
||||
type == GGML_TYPE_Q4_1 ? VDR_Q4_1_Q8_1_MMVQ :
|
||||
type == GGML_TYPE_Q5_0 ? VDR_Q5_0_Q8_1_MMVQ :
|
||||
type == GGML_TYPE_Q5_1 ? VDR_Q5_1_Q8_1_MMVQ :
|
||||
type == GGML_TYPE_Q8_0 ? VDR_Q8_0_Q8_1_MMVQ :
|
||||
type == GGML_TYPE_Q2_K ? VDR_Q2_K_Q8_1_MMVQ :
|
||||
type == GGML_TYPE_Q3_K ? VDR_Q3_K_Q8_1_MMVQ :
|
||||
type == GGML_TYPE_Q4_K ? VDR_Q4_K_Q8_1_MMVQ :
|
||||
type == GGML_TYPE_Q5_K ? VDR_Q5_K_Q8_1_MMVQ :
|
||||
type == GGML_TYPE_Q6_K ? VDR_Q6_K_Q8_1_MMVQ :
|
||||
type == GGML_TYPE_IQ4_NL ? VDR_Q4_K_Q8_1_MMVQ :
|
||||
1;
|
||||
}
|
||||
|
||||
template <ggml_type type, int ncols_y>
|
||||
#if !(defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__))
|
||||
// tell the compiler to use as many registers as it wants, see nwarps definition below
|
||||
__launch_bounds__((ncols_y <= 4 ? 4 : 2)*WARP_SIZE, 1)
|
||||
@ -12,6 +50,12 @@ static __global__ void mul_mat_vec_q(
|
||||
const void * __restrict__ vx, const void * __restrict__ vy, float * __restrict__ dst,
|
||||
const int ncols_x, const int nrows_x, const int nrows_y, const int nrows_dst) {
|
||||
|
||||
constexpr int qk = ggml_cuda_type_traits<type>::qk;
|
||||
constexpr int qi = ggml_cuda_type_traits<type>::qi;
|
||||
constexpr int vdr = get_vdr_mmvq(type);
|
||||
|
||||
constexpr vec_dot_q_cuda_t vec_dot_q_cuda = get_vec_dot_q_cuda(type);
|
||||
|
||||
#if defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__) && (defined(RDNA2) || defined(RDNA3))
|
||||
constexpr int nwarps = 1;
|
||||
constexpr int rows_per_cuda_block = 1;
|
||||
@ -29,7 +73,6 @@ static __global__ void mul_mat_vec_q(
|
||||
// partial sum for each thread
|
||||
float tmp[ncols_y][rows_per_cuda_block] = {0.0f};
|
||||
|
||||
const block_q_t * x = (const block_q_t *) vx;
|
||||
const block_q8_1 * y = (const block_q8_1 *) vy;
|
||||
|
||||
for (int kbx = tid / (qi/vdr); kbx < blocks_per_row_x; kbx += blocks_per_iter) {
|
||||
@ -42,8 +85,7 @@ static __global__ void mul_mat_vec_q(
|
||||
for (int j = 0; j < ncols_y; ++j) {
|
||||
#pragma unroll
|
||||
for (int i = 0; i < rows_per_cuda_block; ++i) {
|
||||
tmp[j][i] += vec_dot_q_cuda(
|
||||
&x[kbx + (row0 + i)*blocks_per_row_x], &y[j*blocks_per_col_y + kby], kqs);
|
||||
tmp[j][i] += vec_dot_q_cuda(vx, &y[j*blocks_per_col_y + kby], (row0 + i)*blocks_per_row_x + kbx, kqs);
|
||||
}
|
||||
}
|
||||
}
|
||||
@ -81,12 +123,12 @@ static __global__ void mul_mat_vec_q(
|
||||
}
|
||||
}
|
||||
|
||||
template <int qk, int qi, typename block_q_t, int vdr, vec_dot_q_cuda_t vec_dot>
|
||||
template <ggml_type type>
|
||||
static void mul_mat_vec_q_cuda(
|
||||
const void * vx, const void * vy, float * dst,
|
||||
const int ncols_x, const int nrows_x, const int nrows_y, const int ncols_y, const int nrows_dst, cudaStream_t stream) {
|
||||
|
||||
GGML_ASSERT(ncols_x % qk == 0);
|
||||
GGML_ASSERT(ncols_x % ggml_blck_size(type) == 0);
|
||||
GGML_ASSERT(ncols_y <= MMVQ_MAX_BATCH_SIZE);
|
||||
|
||||
int id = ggml_cuda_get_device();
|
||||
@ -124,36 +166,28 @@ static void mul_mat_vec_q_cuda(
|
||||
|
||||
switch (ncols_y) {
|
||||
case 1:
|
||||
mul_mat_vec_q<1, qk, qi, block_q_t, vdr, vec_dot>
|
||||
<<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, ncols_x, nrows_x, nrows_y, nrows_dst);
|
||||
mul_mat_vec_q<type, 1><<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, ncols_x, nrows_x, nrows_y, nrows_dst);
|
||||
break;
|
||||
case 2:
|
||||
mul_mat_vec_q<2, qk, qi, block_q_t, vdr, vec_dot>
|
||||
<<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, ncols_x, nrows_x, nrows_y, nrows_dst);
|
||||
mul_mat_vec_q<type, 2><<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, ncols_x, nrows_x, nrows_y, nrows_dst);
|
||||
break;
|
||||
case 3:
|
||||
mul_mat_vec_q<3, qk, qi, block_q_t, vdr, vec_dot>
|
||||
<<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, ncols_x, nrows_x, nrows_y, nrows_dst);
|
||||
mul_mat_vec_q<type, 3><<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, ncols_x, nrows_x, nrows_y, nrows_dst);
|
||||
break;
|
||||
case 4:
|
||||
mul_mat_vec_q<4, qk, qi, block_q_t, vdr, vec_dot>
|
||||
<<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, ncols_x, nrows_x, nrows_y, nrows_dst);
|
||||
mul_mat_vec_q<type, 4><<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, ncols_x, nrows_x, nrows_y, nrows_dst);
|
||||
break;
|
||||
case 5:
|
||||
mul_mat_vec_q<5, qk, qi, block_q_t, vdr, vec_dot>
|
||||
<<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, ncols_x, nrows_x, nrows_y, nrows_dst);
|
||||
mul_mat_vec_q<type, 5><<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, ncols_x, nrows_x, nrows_y, nrows_dst);
|
||||
break;
|
||||
case 6:
|
||||
mul_mat_vec_q<6, qk, qi, block_q_t, vdr, vec_dot>
|
||||
<<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, ncols_x, nrows_x, nrows_y, nrows_dst);
|
||||
mul_mat_vec_q<type, 6><<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, ncols_x, nrows_x, nrows_y, nrows_dst);
|
||||
break;
|
||||
case 7:
|
||||
mul_mat_vec_q<7, qk, qi, block_q_t, vdr, vec_dot>
|
||||
<<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, ncols_x, nrows_x, nrows_y, nrows_dst);
|
||||
mul_mat_vec_q<type, 7><<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, ncols_x, nrows_x, nrows_y, nrows_dst);
|
||||
break;
|
||||
case 8:
|
||||
mul_mat_vec_q<8, qk, qi, block_q_t, vdr, vec_dot>
|
||||
<<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, ncols_x, nrows_x, nrows_y, nrows_dst);
|
||||
mul_mat_vec_q<type, 8><<<block_nums, block_dims, 0, stream>>>(vx, vy, dst, ncols_x, nrows_x, nrows_y, nrows_dst);
|
||||
break;
|
||||
default:
|
||||
GGML_ASSERT(false);
|
||||
@ -165,152 +199,133 @@ static void mul_mat_vec_q4_0_q8_1_cuda(
|
||||
const void * vx, const void * vy, float * dst,
|
||||
const int ncols_x, const int nrows_x, const int nrows_y, const int ncols_y, const int nrows_dst, cudaStream_t stream) {
|
||||
|
||||
mul_mat_vec_q_cuda<QK4_0, QI4_0, block_q4_0, VDR_Q4_0_Q8_1_MMVQ, vec_dot_q4_0_q8_1>
|
||||
(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
mul_mat_vec_q_cuda<GGML_TYPE_Q4_0>(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
}
|
||||
|
||||
static void mul_mat_vec_q4_1_q8_1_cuda(
|
||||
const void * vx, const void * vy, float * dst,
|
||||
const int ncols_x, const int nrows_x, const int nrows_y, const int ncols_y, const int nrows_dst, cudaStream_t stream) {
|
||||
|
||||
mul_mat_vec_q_cuda<QK4_1, QI4_1, block_q4_1, VDR_Q4_1_Q8_1_MMVQ, vec_dot_q4_1_q8_1>
|
||||
(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
mul_mat_vec_q_cuda<GGML_TYPE_Q4_1>(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
}
|
||||
|
||||
static void mul_mat_vec_q5_0_q8_1_cuda(
|
||||
const void * vx, const void * vy, float * dst,
|
||||
const int ncols_x, const int nrows_x, const int nrows_y, const int ncols_y, const int nrows_dst, cudaStream_t stream) {
|
||||
|
||||
mul_mat_vec_q_cuda<QK5_0, QI5_0, block_q5_0, VDR_Q5_0_Q8_1_MMVQ, vec_dot_q5_0_q8_1>
|
||||
(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
mul_mat_vec_q_cuda<GGML_TYPE_Q5_0>(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
}
|
||||
|
||||
static void mul_mat_vec_q5_1_q8_1_cuda(
|
||||
const void * vx, const void * vy, float * dst,
|
||||
const int ncols_x, const int nrows_x, const int nrows_y, const int ncols_y, const int nrows_dst, cudaStream_t stream) {
|
||||
|
||||
mul_mat_vec_q_cuda<QK5_1, QI5_1, block_q5_1, VDR_Q5_1_Q8_1_MMVQ, vec_dot_q5_1_q8_1>
|
||||
(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
mul_mat_vec_q_cuda<GGML_TYPE_Q5_1>(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
}
|
||||
|
||||
static void mul_mat_vec_q8_0_q8_1_cuda(
|
||||
const void * vx, const void * vy, float * dst,
|
||||
const int ncols_x, const int nrows_x, const int nrows_y, const int ncols_y, const int nrows_dst, cudaStream_t stream) {
|
||||
|
||||
mul_mat_vec_q_cuda<QK8_0, QI8_0, block_q8_0, VDR_Q8_0_Q8_1_MMVQ, vec_dot_q8_0_q8_1>
|
||||
(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
mul_mat_vec_q_cuda<GGML_TYPE_Q8_0>(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
}
|
||||
|
||||
static void mul_mat_vec_q2_K_q8_1_cuda(
|
||||
const void * vx, const void * vy, float * dst,
|
||||
const int ncols_x, const int nrows_x, const int nrows_y, const int ncols_y, const int nrows_dst, cudaStream_t stream) {
|
||||
|
||||
mul_mat_vec_q_cuda<QK_K, QI2_K, block_q2_K, VDR_Q2_K_Q8_1_MMVQ, vec_dot_q2_K_q8_1>
|
||||
(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
mul_mat_vec_q_cuda<GGML_TYPE_Q2_K>(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
}
|
||||
|
||||
static void mul_mat_vec_q3_K_q8_1_cuda(
|
||||
const void * vx, const void * vy, float * dst,
|
||||
const int ncols_x, const int nrows_x, const int nrows_y, const int ncols_y, const int nrows_dst, cudaStream_t stream) {
|
||||
|
||||
mul_mat_vec_q_cuda<QK_K, QI3_K, block_q3_K, VDR_Q3_K_Q8_1_MMVQ, vec_dot_q3_K_q8_1>
|
||||
(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
mul_mat_vec_q_cuda<GGML_TYPE_Q3_K>(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
}
|
||||
|
||||
static void mul_mat_vec_q4_K_q8_1_cuda(
|
||||
const void * vx, const void * vy, float * dst,
|
||||
const int ncols_x, const int nrows_x, const int nrows_y, const int ncols_y, const int nrows_dst, cudaStream_t stream) {
|
||||
|
||||
mul_mat_vec_q_cuda<QK_K, QI4_K, block_q4_K, VDR_Q4_K_Q8_1_MMVQ, vec_dot_q4_K_q8_1>
|
||||
(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
mul_mat_vec_q_cuda<GGML_TYPE_Q4_K>(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
}
|
||||
|
||||
static void mul_mat_vec_q5_K_q8_1_cuda(
|
||||
const void * vx, const void * vy, float * dst,
|
||||
const int ncols_x, const int nrows_x, const int nrows_y, const int ncols_y, const int nrows_dst, cudaStream_t stream) {
|
||||
|
||||
mul_mat_vec_q_cuda<QK_K, QI5_K, block_q5_K, VDR_Q5_K_Q8_1_MMVQ, vec_dot_q5_K_q8_1>
|
||||
(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
mul_mat_vec_q_cuda<GGML_TYPE_Q5_K>(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
}
|
||||
|
||||
static void mul_mat_vec_q6_K_q8_1_cuda(
|
||||
const void * vx, const void * vy, float * dst,
|
||||
const int ncols_x, const int nrows_x, const int nrows_y, const int ncols_y, const int nrows_dst, cudaStream_t stream) {
|
||||
|
||||
mul_mat_vec_q_cuda<QK_K, QI6_K, block_q6_K, VDR_Q6_K_Q8_1_MMVQ, vec_dot_q6_K_q8_1>
|
||||
(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
mul_mat_vec_q_cuda<GGML_TYPE_Q6_K>(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
}
|
||||
|
||||
static void mul_mat_vec_iq2_xxs_q8_1_cuda(
|
||||
const void * vx, const void * vy, float * dst,
|
||||
const int ncols_x, const int nrows_x, const int nrows_y, const int ncols_y, const int nrows_dst, cudaStream_t stream) {
|
||||
|
||||
mul_mat_vec_q_cuda<QK_K, QI2_XXS, block_iq2_xxs, 1, vec_dot_iq2_xxs_q8_1>
|
||||
(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
mul_mat_vec_q_cuda<GGML_TYPE_IQ2_XXS>(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
}
|
||||
|
||||
static void mul_mat_vec_iq2_xs_q8_1_cuda(
|
||||
const void * vx, const void * vy, float * dst,
|
||||
const int ncols_x, const int nrows_x, const int nrows_y, const int ncols_y, const int nrows_dst, cudaStream_t stream) {
|
||||
|
||||
mul_mat_vec_q_cuda<QK_K, QI2_XS, block_iq2_xs, 1, vec_dot_iq2_xs_q8_1>
|
||||
(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
mul_mat_vec_q_cuda<GGML_TYPE_IQ2_XS>(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
}
|
||||
|
||||
static void mul_mat_vec_iq2_s_q8_1_cuda(
|
||||
const void * vx, const void * vy, float * dst,
|
||||
const int ncols_x, const int nrows_x, const int nrows_y, const int ncols_y, const int nrows_dst, cudaStream_t stream) {
|
||||
|
||||
mul_mat_vec_q_cuda<QK_K, QI2_S, block_iq2_s, 1, vec_dot_iq2_s_q8_1>
|
||||
(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
mul_mat_vec_q_cuda<GGML_TYPE_IQ2_S>(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
}
|
||||
|
||||
static void mul_mat_vec_iq3_xxs_q8_1_cuda(
|
||||
const void * vx, const void * vy, float * dst,
|
||||
const int ncols_x, const int nrows_x, const int nrows_y, const int ncols_y, const int nrows_dst, cudaStream_t stream) {
|
||||
|
||||
mul_mat_vec_q_cuda<QK_K, QI3_XXS, block_iq3_xxs, 1, vec_dot_iq3_xxs_q8_1>
|
||||
(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
mul_mat_vec_q_cuda<GGML_TYPE_IQ3_XXS>(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
}
|
||||
|
||||
static void mul_mat_vec_iq1_s_q8_1_cuda(
|
||||
const void * vx, const void * vy, float * dst,
|
||||
const int ncols_x, const int nrows_x, const int nrows_y, const int ncols_y, const int nrows_dst, cudaStream_t stream) {
|
||||
|
||||
mul_mat_vec_q_cuda<QK_K, QI1_S, block_iq1_s, 1, vec_dot_iq1_s_q8_1>
|
||||
(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
mul_mat_vec_q_cuda<GGML_TYPE_IQ1_S>(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
}
|
||||
|
||||
static void mul_mat_vec_iq1_m_q8_1_cuda(
|
||||
const void * vx, const void * vy, float * dst,
|
||||
const int ncols_x, const int nrows_x, const int nrows_y, const int ncols_y, const int nrows_dst, cudaStream_t stream) {
|
||||
|
||||
mul_mat_vec_q_cuda<QK_K, QI1_S, block_iq1_m, 1, vec_dot_iq1_m_q8_1>
|
||||
(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
mul_mat_vec_q_cuda<GGML_TYPE_IQ1_M>(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
}
|
||||
|
||||
static void mul_mat_vec_iq4_nl_q8_1_cuda(
|
||||
const void * vx, const void * vy, float * dst,
|
||||
const int ncols_x, const int nrows_x, const int nrows_y, const int ncols_y, const int nrows_dst, cudaStream_t stream) {
|
||||
|
||||
mul_mat_vec_q_cuda<QK4_NL, QI4_NL, block_iq4_nl, VDR_Q4_0_Q8_1_MMVQ, vec_dot_iq4_nl_q8_1>
|
||||
(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
mul_mat_vec_q_cuda<GGML_TYPE_IQ4_NL>(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
}
|
||||
|
||||
static void mul_mat_vec_iq4_xs_q8_1_cuda(
|
||||
const void * vx, const void * vy, float * dst,
|
||||
const int ncols_x, const int nrows_x, const int nrows_y, const int ncols_y, const int nrows_dst, cudaStream_t stream) {
|
||||
|
||||
mul_mat_vec_q_cuda<QK_K, QI4_XS, block_iq4_xs, 1, vec_dot_iq4_xs_q8_1>
|
||||
(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
mul_mat_vec_q_cuda<GGML_TYPE_IQ4_XS>(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
}
|
||||
|
||||
static void mul_mat_vec_iq3_s_q8_1_cuda(
|
||||
const void * vx, const void * vy, float * dst,
|
||||
const int ncols_x, const int nrows_x, const int nrows_y, const int ncols_y, const int nrows_dst, cudaStream_t stream) {
|
||||
|
||||
mul_mat_vec_q_cuda<QK_K, QI3_XS, block_iq3_s, 1, vec_dot_iq3_s_q8_1>
|
||||
(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
mul_mat_vec_q_cuda<GGML_TYPE_IQ3_S>(vx, vy, dst, ncols_x, nrows_x, nrows_y, ncols_y, nrows_dst, stream);
|
||||
}
|
||||
|
||||
void ggml_cuda_op_mul_mat_vec_q(
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-vec-f32.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-wmma-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-wmma-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-wmma-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-wmma-f16.cuh"
|
||||
|
||||
|
||||
@ -1,4 +1,4 @@
|
||||
// This file has been autogenerated by generate-variants.py, do not edit manually.
|
||||
// This file has been autogenerated by generate_cu_files.py, do not edit manually.
|
||||
|
||||
#include "../fattn-wmma-f16.cuh"
|
||||
|
||||
|
||||
Some files were not shown because too many files have changed in this diff Show More
Loading…
Reference in New Issue
Block a user