type_dispatcher.hpp
Go to the documentation of this file.
1 /*
2  * Copyright (c) 2019-2024, NVIDIA CORPORATION.
3  *
4  * Licensed under the Apache License, Version 2.0 (the "License");
5  * you may not use this file except in compliance with the License.
6  * You may obtain a copy of the License at
7  *
8  * http://www.apache.org/licenses/LICENSE-2.0
9  *
10  * Unless required by applicable law or agreed to in writing, software
11  * distributed under the License is distributed on an "AS IS" BASIS,
12  * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13  * See the License for the specific language governing permissions and
14  * limitations under the License.
15  */
16 
17 #pragma once
18 
20 #include <cudf/types.hpp>
21 #include <cudf/utilities/error.hpp>
25 
26 #include <string>
27 
33 namespace CUDF_EXPORT cudf {
55 template <typename T>
56 inline constexpr type_id type_to_id()
57 {
58  return type_id::EMPTY;
59 };
60 
65 struct type_to_name_impl {
71  template <typename T>
72  inline std::string operator()()
73  {
74  return "void";
75  }
76 };
77 
78 template <cudf::type_id t>
79 struct id_to_type_impl {
80  using type = void;
81 };
91 template <cudf::type_id Id>
92 using id_to_type = typename id_to_type_impl<Id>::type;
93 
108 // clang-format off
109 template <typename T>
111  std::conditional_t<std::is_same_v<numeric::decimal32, T>, int32_t,
112  std::conditional_t<std::is_same_v<numeric::decimal64, T>, int64_t,
113  std::conditional_t<std::is_same_v<numeric::decimal128, T>, __int128_t, T>>>;
114 // clang-format on
115 
125 template <typename T>
127 {
128  return (id == type_id::DECIMAL32 && std::is_same_v<T, int32_t>) ||
129  (id == type_id::DECIMAL64 && std::is_same_v<T, int64_t>) ||
130  (id == type_id::DECIMAL128 && std::is_same_v<T, __int128_t>) || id == type_to_id<T>();
131 }
132 
140 #ifndef CUDF_TYPE_MAPPING
141 #define CUDF_TYPE_MAPPING(Type, Id) \
142  template <> \
143  constexpr inline type_id type_to_id<Type>() \
144  { \
145  return Id; \
146  } \
147  template <> \
148  inline std::string type_to_name_impl::operator()<Type>() \
149  { \
150  return CUDF_STRINGIFY(Type); \
151  } \
152  template <> \
153  struct id_to_type_impl<Id> { \
154  using type = Type; \
155  };
156 #endif
157 
158 // Defines all of the mappings between C++ types and their corresponding `cudf::type_id` values.
159 CUDF_TYPE_MAPPING(int8_t, type_id::INT8)
160 CUDF_TYPE_MAPPING(int16_t, type_id::INT16)
161 CUDF_TYPE_MAPPING(int32_t, type_id::INT32)
162 CUDF_TYPE_MAPPING(int64_t, type_id::INT64)
163 CUDF_TYPE_MAPPING(uint8_t, type_id::UINT8)
164 CUDF_TYPE_MAPPING(uint16_t, type_id::UINT16)
165 CUDF_TYPE_MAPPING(uint32_t, type_id::UINT32)
166 CUDF_TYPE_MAPPING(uint64_t, type_id::UINT64)
167 CUDF_TYPE_MAPPING(float, type_id::FLOAT32)
168 CUDF_TYPE_MAPPING(double, type_id::FLOAT64)
169 CUDF_TYPE_MAPPING(bool, type_id::BOOL8)
170 CUDF_TYPE_MAPPING(cudf::timestamp_D, type_id::TIMESTAMP_DAYS)
171 CUDF_TYPE_MAPPING(cudf::timestamp_s, type_id::TIMESTAMP_SECONDS)
172 CUDF_TYPE_MAPPING(cudf::timestamp_ms, type_id::TIMESTAMP_MILLISECONDS)
173 CUDF_TYPE_MAPPING(cudf::timestamp_us, type_id::TIMESTAMP_MICROSECONDS)
174 CUDF_TYPE_MAPPING(cudf::timestamp_ns, type_id::TIMESTAMP_NANOSECONDS)
175 CUDF_TYPE_MAPPING(cudf::duration_D, type_id::DURATION_DAYS)
176 CUDF_TYPE_MAPPING(cudf::duration_s, type_id::DURATION_SECONDS)
177 CUDF_TYPE_MAPPING(cudf::duration_ms, type_id::DURATION_MILLISECONDS)
178 CUDF_TYPE_MAPPING(cudf::duration_us, type_id::DURATION_MICROSECONDS)
179 CUDF_TYPE_MAPPING(cudf::duration_ns, type_id::DURATION_NANOSECONDS)
180 CUDF_TYPE_MAPPING(cudf::dictionary32, type_id::DICTIONARY32)
181 CUDF_TYPE_MAPPING(cudf::string_view, type_id::STRING)
182 CUDF_TYPE_MAPPING(cudf::list_view, type_id::LIST)
183 CUDF_TYPE_MAPPING(numeric::decimal32, type_id::DECIMAL32)
184 CUDF_TYPE_MAPPING(numeric::decimal64, type_id::DECIMAL64)
185 CUDF_TYPE_MAPPING(numeric::decimal128, type_id::DECIMAL128)
186 CUDF_TYPE_MAPPING(cudf::struct_view, type_id::STRUCT)
187 
188 
196 template <> // CUDF_TYPE_MAPPING(char,INT8) causes duplicate id_to_type_impl definition
197 constexpr inline type_id type_to_id<char>()
198 {
199  return type_id::INT8;
200 }
201 
210 template <cudf::type_id Id>
213 };
214 
215 template <typename T>
216 struct type_to_scalar_type_impl {
217  using ScalarType = cudf::scalar;
218 };
219 
226 #ifndef MAP_NUMERIC_SCALAR
227 #define MAP_NUMERIC_SCALAR(Type) \
228  template <> \
229  struct type_to_scalar_type_impl<Type> { \
230  using ScalarType = cudf::numeric_scalar<Type>; \
231  using ScalarDeviceType = cudf::numeric_scalar_device_view<Type>; \
232  };
233 #endif
234 
235 MAP_NUMERIC_SCALAR(int8_t)
236 MAP_NUMERIC_SCALAR(int16_t)
237 MAP_NUMERIC_SCALAR(int32_t)
238 MAP_NUMERIC_SCALAR(int64_t)
239 MAP_NUMERIC_SCALAR(__int128_t)
240 MAP_NUMERIC_SCALAR(uint8_t)
241 MAP_NUMERIC_SCALAR(uint16_t)
242 MAP_NUMERIC_SCALAR(uint32_t)
243 MAP_NUMERIC_SCALAR(uint64_t)
244 MAP_NUMERIC_SCALAR(float)
245 MAP_NUMERIC_SCALAR(double)
246 MAP_NUMERIC_SCALAR(bool)
247 
248 template <>
249 struct type_to_scalar_type_impl<std::string> {
250  using ScalarType = cudf::string_scalar;
251  using ScalarDeviceType = cudf::string_scalar_device_view;
252 };
253 
254 template <>
255 struct type_to_scalar_type_impl<cudf::string_view> {
256  using ScalarType = cudf::string_scalar;
257  using ScalarDeviceType = cudf::string_scalar_device_view;
258 };
259 
260 template <>
261 struct type_to_scalar_type_impl<numeric::decimal32> {
264 };
265 
266 template <>
267 struct type_to_scalar_type_impl<numeric::decimal64> {
270 };
271 
272 template <>
273 struct type_to_scalar_type_impl<numeric::decimal128> {
276 };
277 
278 template <> // TODO: this is a temporary solution for make_pair_iterator
279 struct type_to_scalar_type_impl<cudf::dictionary32> {
280  using ScalarType = cudf::numeric_scalar<int32_t>;
281  using ScalarDeviceType = cudf::numeric_scalar_device_view<int32_t>;
282 };
283 
284 template <> // TODO: this is to get compilation working. list scalars will be implemented at a
285  // later time.
286 struct type_to_scalar_type_impl<cudf::list_view> {
287  using ScalarType = cudf::list_scalar;
288  // using ScalarDeviceType = cudf::list_scalar_device_view;
289 };
290 
291 template <> // TODO: Ditto, likewise.
292 struct type_to_scalar_type_impl<cudf::struct_view> {
293  using ScalarType = cudf::struct_scalar;
294  // using ScalarDeviceType = cudf::struct_scalar_device_view; // CALEB: TODO!
295 };
296 
303 #ifndef MAP_TIMESTAMP_SCALAR
304 #define MAP_TIMESTAMP_SCALAR(Type) \
305  template <> \
306  struct type_to_scalar_type_impl<Type> { \
307  using ScalarType = cudf::timestamp_scalar<Type>; \
308  using ScalarDeviceType = cudf::timestamp_scalar_device_view<Type>; \
309  };
310 #endif
311 
317 
318 
324 #ifndef MAP_DURATION_SCALAR
325 #define MAP_DURATION_SCALAR(Type) \
326  template <> \
327  struct type_to_scalar_type_impl<Type> { \
328  using ScalarType = cudf::duration_scalar<Type>; \
329  using ScalarDeviceType = cudf::duration_scalar_device_view<Type>; \
330  };
331 #endif
332 
338 
339 
344 template <typename T>
346 
352 template <typename T>
353 using scalar_device_type_t = typename type_to_scalar_type_impl<T>::ScalarDeviceType;
354 
447 // This pragma disables a compiler warning that complains about the valid usage
448 // of calling a __host__ functor from this function which is __host__ __device__
449 #ifdef __CUDACC__
450 #pragma nv_exec_check_disable
451 #endif
452 template <template <cudf::type_id> typename IdTypeMap = id_to_type_impl,
453  typename Functor,
454  typename... Ts>
455 CUDF_HOST_DEVICE __forceinline__ constexpr decltype(auto) type_dispatcher(cudf::data_type dtype,
456  Functor f,
457  Ts&&... args)
458 {
459  switch (dtype.id()) {
460  case type_id::INT8:
461  return f.template operator()<typename IdTypeMap<type_id::INT8>::type>(
462  std::forward<Ts>(args)...);
463  case type_id::INT16:
464  return f.template operator()<typename IdTypeMap<type_id::INT16>::type>(
465  std::forward<Ts>(args)...);
466  case type_id::INT32:
467  return f.template operator()<typename IdTypeMap<type_id::INT32>::type>(
468  std::forward<Ts>(args)...);
469  case type_id::INT64:
470  return f.template operator()<typename IdTypeMap<type_id::INT64>::type>(
471  std::forward<Ts>(args)...);
472  case type_id::UINT8:
473  return f.template operator()<typename IdTypeMap<type_id::UINT8>::type>(
474  std::forward<Ts>(args)...);
475  case type_id::UINT16:
476  return f.template operator()<typename IdTypeMap<type_id::UINT16>::type>(
477  std::forward<Ts>(args)...);
478  case type_id::UINT32:
479  return f.template operator()<typename IdTypeMap<type_id::UINT32>::type>(
480  std::forward<Ts>(args)...);
481  case type_id::UINT64:
482  return f.template operator()<typename IdTypeMap<type_id::UINT64>::type>(
483  std::forward<Ts>(args)...);
484  case type_id::FLOAT32:
485  return f.template operator()<typename IdTypeMap<type_id::FLOAT32>::type>(
486  std::forward<Ts>(args)...);
487  case type_id::FLOAT64:
488  return f.template operator()<typename IdTypeMap<type_id::FLOAT64>::type>(
489  std::forward<Ts>(args)...);
490  case type_id::BOOL8:
491  return f.template operator()<typename IdTypeMap<type_id::BOOL8>::type>(
492  std::forward<Ts>(args)...);
493  case type_id::TIMESTAMP_DAYS:
494  return f.template operator()<typename IdTypeMap<type_id::TIMESTAMP_DAYS>::type>(
495  std::forward<Ts>(args)...);
496  case type_id::TIMESTAMP_SECONDS:
497  return f.template operator()<typename IdTypeMap<type_id::TIMESTAMP_SECONDS>::type>(
498  std::forward<Ts>(args)...);
499  case type_id::TIMESTAMP_MILLISECONDS:
500  return f.template operator()<typename IdTypeMap<type_id::TIMESTAMP_MILLISECONDS>::type>(
501  std::forward<Ts>(args)...);
502  case type_id::TIMESTAMP_MICROSECONDS:
503  return f.template operator()<typename IdTypeMap<type_id::TIMESTAMP_MICROSECONDS>::type>(
504  std::forward<Ts>(args)...);
505  case type_id::TIMESTAMP_NANOSECONDS:
506  return f.template operator()<typename IdTypeMap<type_id::TIMESTAMP_NANOSECONDS>::type>(
507  std::forward<Ts>(args)...);
508  case type_id::DURATION_DAYS:
509  return f.template operator()<typename IdTypeMap<type_id::DURATION_DAYS>::type>(
510  std::forward<Ts>(args)...);
511  case type_id::DURATION_SECONDS:
512  return f.template operator()<typename IdTypeMap<type_id::DURATION_SECONDS>::type>(
513  std::forward<Ts>(args)...);
514  case type_id::DURATION_MILLISECONDS:
515  return f.template operator()<typename IdTypeMap<type_id::DURATION_MILLISECONDS>::type>(
516  std::forward<Ts>(args)...);
517  case type_id::DURATION_MICROSECONDS:
518  return f.template operator()<typename IdTypeMap<type_id::DURATION_MICROSECONDS>::type>(
519  std::forward<Ts>(args)...);
520  case type_id::DURATION_NANOSECONDS:
521  return f.template operator()<typename IdTypeMap<type_id::DURATION_NANOSECONDS>::type>(
522  std::forward<Ts>(args)...);
523  case type_id::DICTIONARY32:
524  return f.template operator()<typename IdTypeMap<type_id::DICTIONARY32>::type>(
525  std::forward<Ts>(args)...);
526  case type_id::STRING:
527  return f.template operator()<typename IdTypeMap<type_id::STRING>::type>(
528  std::forward<Ts>(args)...);
529  case type_id::LIST:
530  return f.template operator()<typename IdTypeMap<type_id::LIST>::type>(
531  std::forward<Ts>(args)...);
532  case type_id::DECIMAL32:
533  return f.template operator()<typename IdTypeMap<type_id::DECIMAL32>::type>(
534  std::forward<Ts>(args)...);
535  case type_id::DECIMAL64:
536  return f.template operator()<typename IdTypeMap<type_id::DECIMAL64>::type>(
537  std::forward<Ts>(args)...);
538  case type_id::DECIMAL128:
539  return f.template operator()<typename IdTypeMap<type_id::DECIMAL128>::type>(
540  std::forward<Ts>(args)...);
541  case type_id::STRUCT:
542  return f.template operator()<typename IdTypeMap<type_id::STRUCT>::type>(
543  std::forward<Ts>(args)...);
544  default: {
545 #ifndef __CUDA_ARCH__
546  CUDF_FAIL("Invalid type_id.");
547 #else
548  CUDF_UNREACHABLE("Invalid type_id.");
549 #endif
550  }
551  }
552 }
553 
554 // @cond
555 namespace detail {
556 template <typename T1>
557 struct double_type_dispatcher_second_type {
558 #ifdef __CUDACC__
559 #pragma nv_exec_check_disable
560 #endif
561  template <typename T2, typename F, typename... Ts>
562  CUDF_HOST_DEVICE __forceinline__ decltype(auto) operator()(F&& f, Ts&&... args) const
563  {
564  return f.template operator()<T1, T2>(std::forward<Ts>(args)...);
565  }
566 };
567 
568 template <template <cudf::type_id> typename IdTypeMap>
569 struct double_type_dispatcher_first_type {
570 #ifdef __CUDACC__
571 #pragma nv_exec_check_disable
572 #endif
573  template <typename T1, typename F, typename... Ts>
574  CUDF_HOST_DEVICE __forceinline__ decltype(auto) operator()(cudf::data_type type2,
575  F&& f,
576  Ts&&... args) const
577  {
578  return type_dispatcher<IdTypeMap>(type2,
579  detail::double_type_dispatcher_second_type<T1>{},
580  std::forward<F>(f),
581  std::forward<Ts>(args)...);
582  }
583 };
584 } // namespace detail
585 // @endcond
586 
602 #ifdef __CUDACC__
603 #pragma nv_exec_check_disable
604 #endif
605 template <template <cudf::type_id> typename IdTypeMap = id_to_type_impl, typename F, typename... Ts>
606 CUDF_HOST_DEVICE __forceinline__ constexpr decltype(auto) double_type_dispatcher(
607  cudf::data_type type1, cudf::data_type type2, F&& f, Ts&&... args)
608 {
609  return type_dispatcher<IdTypeMap>(type1,
610  detail::double_type_dispatcher_first_type<IdTypeMap>{},
611  type2,
612  std::forward<F>(f),
613  std::forward<Ts>(args)...);
614 }
615 
625 std::string type_to_name(data_type type);
626  // end of group
628 } // namespace CUDF_EXPORT cudf
Indicator for the logical data type of an element in a column.
Definition: types.hpp:243
A type of scalar_device_view that stores a pointer to a fixed_point value.
An owning class to represent a fixed_point number in device memory.
Definition: scalar.hpp:302
An owning class to represent a list value in device memory.
Definition: scalar.hpp:729
A non-owning, immutable view of device data that represents a list of elements of arbitrary type (inc...
Definition: list_view.hpp:32
A type of scalar_device_view that stores a pointer to a numerical value.
An owning class to represent a numerical value in device memory.
Definition: scalar.hpp:242
An owning class to represent a singular value.
Definition: scalar.hpp:49
A type of scalar_device_view that stores a pointer to a string value.
An owning class to represent a string in device memory.
Definition: scalar.hpp:429
A non-owning, immutable view of device data that is a variable length char array representing a UTF-8...
Definition: string_view.hpp:44
An owning class to represent a struct value in device memory.
Definition: scalar.hpp:795
A non-owning, immutable view of device data that represents a struct with fields of arbitrary types (...
Definition: struct_view.hpp:30
A type for representing a number with a fixed amount of precision.
Concrete type definition for dictionary columns.
Concrete type definitions for int32_t and int64_t durations in varying resolutions.
Class definition for fixed point data type.
dictionary_wrapper< int32_t > dictionary32
32-bit integer indexed dictionary wrapper
Definition: dictionary.hpp:217
fixed_point< int32_t, Radix::BASE_10 > decimal32
32-bit decimal fixed point
fixed_point< int64_t, Radix::BASE_10 > decimal64
64-bit decimal fixed point
fixed_point< __int128_t, Radix::BASE_10 > decimal128
128-bit decimal fixed point
detail::timestamp< cudf::duration_ms > timestamp_ms
Type alias representing a cudf::duration_ms (int64_t) since the unix epoch.
Definition: timestamps.hpp:67
detail::timestamp< cudf::duration_s > timestamp_s
Type alias representing a cudf::duration_s (int64_t) since the unix epoch.
Definition: timestamps.hpp:63
detail::timestamp< cudf::duration_D > timestamp_D
Type alias representing a cudf::duration_D (int32_t) since the unix epoch.
Definition: timestamps.hpp:51
cuda::std::chrono::duration< int64_t, cuda::std::chrono::nanoseconds::period > duration_ns
Type alias representing an int64_t duration of nanoseconds.
Definition: durations.hpp:59
cuda::std::chrono::duration< int32_t, cuda::std::chrono::days::period > duration_D
Type alias representing an int32_t duration of days.
Definition: durations.hpp:35
cuda::std::chrono::duration< int64_t, cuda::std::chrono::milliseconds::period > duration_ms
Type alias representing an int64_t duration of milliseconds.
Definition: durations.hpp:51
cuda::std::chrono::duration< int64_t, cuda::std::chrono::microseconds::period > duration_us
Type alias representing an int64_t duration of microseconds.
Definition: durations.hpp:55
detail::timestamp< cudf::duration_us > timestamp_us
Type alias representing a cudf::duration_us (int64_t) since the unix epoch.
Definition: timestamps.hpp:71
detail::timestamp< cudf::duration_ns > timestamp_ns
Type alias representing a cudf::duration_ns (int64_t) since the unix epoch.
Definition: timestamps.hpp:75
cuda::std::chrono::duration< int64_t, cuda::std::chrono::seconds::period > duration_s
Type alias representing an int64_t duration of seconds.
Definition: durations.hpp:47
#define MAP_TIMESTAMP_SCALAR(Type)
Macro used to define scalar type and scalar device type for cudf::timestamp_scalar template class for...
constexpr type_id type_to_id< char >()
Specialization to map 'char' type to type_id::INT8.
std::string type_to_name(data_type type)
Return a name for a given type.
#define MAP_DURATION_SCALAR(Type)
Macro used to define scalar type and scalar device type for cudf::duration_scalar template class for ...
CUDF_HOST_DEVICE constexpr decltype(auto) __forceinline__ type_dispatcher(cudf::data_type dtype, Functor f, Ts &&... args)
Invokes an operator() template with the type instantiation based on the specified cudf::data_type's i...
std::conditional_t< std::is_same_v< numeric::decimal32, T >, int32_t, std::conditional_t< std::is_same_v< numeric::decimal64, T >, int64_t, std::conditional_t< std::is_same_v< numeric::decimal128, T >, __int128_t, T > >> device_storage_type_t
"Returns" the corresponding type that is stored on the device when using cudf::column
typename type_to_scalar_type_impl< T >::ScalarDeviceType scalar_device_type_t
Maps a C++ type to the scalar device type required to hold its value.
#define CUDF_TYPE_MAPPING(Type, Id)
Macro used to define a mapping between a concrete C++ type and a cudf::type_id enum.
typename type_to_scalar_type_impl< T >::ScalarType scalar_type_t
Maps a C++ type to the scalar type required to hold its value.
constexpr type_id type_to_id()
Maps a C++ type to its corresponding cudf::type_id
CUDF_HOST_DEVICE constexpr decltype(auto) __forceinline__ double_type_dispatcher(cudf::data_type type1, cudf::data_type type2, F &&f, Ts &&... args)
Dispatches two type template parameters to a callable.
typename id_to_type_impl< Id >::type id_to_type
Maps a cudf::type_id to its corresponding concrete C++ type.
constexpr bool type_id_matches_device_storage_type(type_id id)
Checks if fixed_point-like types have template type T matching the column's stored type id.
#define MAP_NUMERIC_SCALAR(Type)
Macro used to define scalar type and scalar device type for cudf::numeric_scalar template class for n...
#define CUDF_FAIL(...)
Indicates that an erroneous code path has been taken.
Definition: error.hpp:217
type_id
Identifies a column's logical element type.
Definition: types.hpp:203
cuDF interfaces
Definition: host_udf.hpp:39
fixed_point and supporting types
Definition: fixed_point.hpp:33
A strongly typed wrapper for indices in a DICTIONARY type column.
Definition: dictionary.hpp:49
Use this specialization on type_dispatcher whenever you only need to operate on the underlying stored...
device_storage_type_t< id_to_type< Id > > type
The underlying type.
Concrete type definitions for int32_t and int64_t timestamps in varying resolutions as durations sinc...
Type declarations for libcudf.
#define CUDF_HOST_DEVICE
Indicates that the function or method is usable on host and device.
Definition: types.hpp:32