29#include <pybind11/numpy.h>
30#include <pybind11/pybind11.h>
31#include <sycl/sycl.hpp>
33#include "utils/math_utils.hpp"
34#include "utils/type_utils.hpp"
36namespace type_utils = dpctl::tensor::type_utils;
38namespace statistics::common
41template <
typename N,
typename D>
42constexpr auto CeilDiv(N n, D d)
44 return (n + d - 1) / d;
47template <
typename N,
typename D>
48constexpr auto Align(N n, D d)
50 return CeilDiv(n, d) * d;
53template <
typename T, sycl::memory_order Order, sycl::memory_scope Scope>
56 static void add(T &lhs,
const T &value)
58 if constexpr (type_utils::is_complex_v<T>) {
59 using vT =
typename T::value_type;
60 vT *_lhs =
reinterpret_cast<vT(&)[2]
>(lhs);
61 const vT *_val =
reinterpret_cast<const vT(&)[2]
>(value);
67 sycl::atomic_ref<T, Order, Scope> lh(lhs);
76 bool operator()(
const T &lhs,
const T &rhs)
const
78 if constexpr (type_utils::is_complex_v<T>) {
79 return dpctl::tensor::math_utils::less_complex(lhs, rhs);
82 return std::less{}(lhs, rhs);
90 static bool isnan(
const T &v)
92 if constexpr (type_utils::is_complex_v<T>) {
93 using vT =
typename T::value_type;
95 const vT real1 = std::real(v);
96 const vT imag1 = std::imag(v);
100 else if constexpr (std::is_floating_point_v<T> ||
101 std::is_same_v<T, sycl::half>) {
102 return sycl::isnan(v);
109size_t get_max_local_size(
const sycl::device &device);
110size_t get_max_local_size(
const sycl::device &device,
111 int cpu_local_size_limit,
112 int gpu_local_size_limit);
114inline size_t get_max_local_size(
const sycl::queue &queue)
116 return get_max_local_size(queue.get_device());
119inline size_t get_max_local_size(
const sycl::queue &queue,
120 int cpu_local_size_limit,
121 int gpu_local_size_limit)
123 return get_max_local_size(queue.get_device(), cpu_local_size_limit,
124 gpu_local_size_limit);
127size_t get_local_mem_size_in_bytes(
const sycl::device &device);
128size_t get_local_mem_size_in_bytes(
const sycl::device &device,
size_t reserve);
130inline size_t get_local_mem_size_in_bytes(
const sycl::queue &queue)
132 return get_local_mem_size_in_bytes(queue.get_device());
135inline size_t get_local_mem_size_in_bytes(
const sycl::queue &queue,
138 return get_local_mem_size_in_bytes(queue.get_device(), reserve);
142size_t get_local_mem_size_in_items(
const sycl::device &device)
144 return get_local_mem_size_in_bytes(device) /
sizeof(T);
148size_t get_local_mem_size_in_items(
const sycl::device &device,
size_t reserve)
150 return get_local_mem_size_in_bytes(device,
sizeof(T) * reserve) /
sizeof(T);
154inline size_t get_local_mem_size_in_items(
const sycl::queue &queue)
156 return get_local_mem_size_in_items<T>(queue.get_device());
160inline size_t get_local_mem_size_in_items(
const sycl::queue &queue,
163 return get_local_mem_size_in_items<T>(queue.get_device(), reserve);
167sycl::nd_range<Dims> make_ndrange(
const sycl::range<Dims> &global_range,
168 const sycl::range<Dims> &local_range,
169 const sycl::range<Dims> &work_per_item)
171 sycl::range<Dims> aligned_global_range;
173 for (
int i = 0; i < Dims; ++i) {
174 aligned_global_range[i] =
175 Align(CeilDiv(global_range[i], work_per_item[i]), local_range[i]);
178 return sycl::nd_range<Dims>(aligned_global_range, local_range);
182 make_ndrange(
size_t global_size,
size_t local_range,
size_t work_per_item);
186pybind11::dtype dtype_from_typenum(
int dst_typenum);