from cupyx.jit import _internal_types from cupyx.jit import _cuda_types from cupyx.jit._internal_types import Data as _Data def _wrap_thrust_func(headers): def wrapper(func): class FuncWrapper(_internal_types.BuiltinFunc): def call(self, env, *args, **kwargs): for header in headers: env.generated.add_code(f'#include <{header}>') env.generated.add_code('#include ') env.generated.add_code('#include ') env.generated.backend = 'nvcc' data_args = [_Data.init(a, env) for a in args] data_kwargs = {k: _Data.init(kwargs[k], env) for k in kwargs} return func(env, *data_args, **data_kwargs) return FuncWrapper() return wrapper class _ExecPolicyType(_cuda_types.TypeBase): pass def _assert_exec_policy_type(exec_policy: _Data): if not isinstance(exec_policy.ctype, _ExecPolicyType): raise TypeError(f'{exec_policy.code} must be execution policy type') def _assert_pointer_type(a: _Data) -> None: # TODO(asi1024): Typecheck for EqualityComparable. if not isinstance(a.ctype, _cuda_types.PointerBase): raise TypeError(f'`{a.code}` must be of pointer type: `{a.ctype}`') def _assert_same_type(a: _Data, b: _Data) -> None: if a.ctype != b.ctype: raise TypeError( f'`{a.code}` and `{b.code}` must be of the same type: ' f'`{a.ctype}` != `{b.ctype}`') def _assert_same_pointer_type(a: _Data, b: _Data) -> None: # TODO(asi1024): Typecheck for EqualityComparable. _assert_pointer_type(a) _assert_pointer_type(b) if a.ctype.child_type != b.ctype.child_type: raise TypeError( f'`{a.code}` and `{b.code}` must be of the same pointer type: ' f'`{a.ctype.child_type}` != `{b.type.child_type}`') def _assert_pointer_of(a: _Data, b: _Data) -> None: _assert_pointer_type(a) if a.ctype.child_type != b.ctype: raise TypeError( f'`*{a.code}` and `{b.code}` must be of the same type: ' f'`{a.ctype.child_type}` != `{b.ctype}`') host = _Data('thrust::host', _ExecPolicyType()) device = _Data('thrust::device', _ExecPolicyType()) seq = _Data('thrust::seq', _ExecPolicyType()) @_wrap_thrust_func(['thrust/adjacent_difference.h']) def adjacent_difference(env, exec_policy, first, last, result, binary_op=None): """Computes the differences of adjacent elements. """ _assert_exec_policy_type(exec_policy) _assert_same_type(first, last) _assert_same_pointer_type(first, result) if binary_op is not None: raise NotImplementedError('binary_op option is not supported') args = [exec_policy, first, last, result] params = ', '.join([a.code for a in args]) return _Data(f'thrust::adjacent_difference({params})', result.ctype) # TODO(asi1024): Support all_of # TODO(asi1024): Support any_of @_wrap_thrust_func(['thrust/binary_search.h']) def binary_search(env, exec_policy, first, last, *args): """Attempts to find the element value with binary search. """ _assert_exec_policy_type(exec_policy) _assert_pointer_type(first) _assert_same_type(first, last) if 1 <= len(args) <= 2: value = args[0] comp = args[1] if len(args) == 2 else None _assert_pointer_of(first, value) result_ctype = _cuda_types.bool_ elif 3 <= len(args) <= 4: value_first = args[0] value_last = args[1] result = args[2] comp = args[3] if len(args) == 4 else None _assert_same_pointer_type(first, value_first) _assert_same_type(value_first, value_last) result_ctype = result.ctype else: raise TypeError('Invalid number of inputs of thrust.binary_search') if comp is not None: raise NotImplementedError('comp option is not supported') args = [exec_policy, first, last, *args] params = ', '.join([a.code for a in args]) return _Data(f'thrust::binary_search({params})', result_ctype) @_wrap_thrust_func(['thrust/copy.h']) def copy(env, exec_policy, first, last, result): """Copies the elements. """ _assert_exec_policy_type(exec_policy) _assert_same_type(first, last) _assert_same_pointer_type(first, result) # TODO(asi1024): Typecheck for EqualityComparable. args = [exec_policy, first, last, result] params = ', '.join([a.code for a in args]) return _Data(f'thrust::copy({params})', result.ctype) # TODO(asi1024): Add copy_if # TODO(asi1024): Add copy_n @_wrap_thrust_func(['thrust/count.h']) def count(env, exec_policy, first, last, value): """Counts the number of elements in [first, last) that equals to ``value``. """ _assert_exec_policy_type(exec_policy) if not isinstance(first.ctype, _cuda_types.PointerBase): raise TypeError('`first` must be of pointer type') if first.ctype != last.ctype: raise TypeError('`first` and `last` must be of the same type') # TODO(asi1024): Typecheck for EqualityComparable. args = [exec_policy, first, last, value] params = ', '.join([a.code for a in args]) return _Data(f'thrust::count({params})', _cuda_types.int32) # TODO(asi1024): Add count_if @_wrap_thrust_func(['thrust/equal.h']) def equal(env, exec_policy, first1, last1, first2, binary_pred=None): """Returns true if the two ranges are identical. """ _assert_exec_policy_type(exec_policy) _assert_same_type(first1, last1) _assert_same_pointer_type(first1, first2) if binary_pred is not None: raise NotImplementedError('binary_pred option is not supported') args = [exec_policy, first1, last1, first2] params = ', '.join([a.code for a in args]) return _Data(f'thrust::equal({params})', _cuda_types.bool_) @_wrap_thrust_func(['thrust/binary_search.h']) def equal_range(env, exec_policy, first, last, value, comp=None): """Attempts to find the element value in an ordered range. """ _assert_exec_policy_type(exec_policy) _assert_pointer_type(first) _assert_same_type(first, last) if comp is not None: raise NotImplementedError('comp option is not supported') args = [exec_policy, first, last, value] params = ', '.join([a.code for a in args]) return _Data( f'thrust::equal_range({params})', _cuda_types.Tuple([first.ctype, first.ctype])) @_wrap_thrust_func(['thrust/scan.h']) def exclusive_scan( env, exec_policy, first, last, result, init=None, binary_op=None): """Computes an exclusive prefix sum operation. """ _assert_exec_policy_type(exec_policy) _assert_same_type(first, last) _assert_same_pointer_type(first, result) if binary_op is not None: raise NotImplementedError('binary_op option is not supported') args = [exec_policy, first, last, result] if init is not None: args.append(init) params = ', '.join([a.code for a in args]) return _Data(f'thrust::exclusive_scan({params})', result.ctype) @_wrap_thrust_func(['thrust/scan.h']) def exclusive_scan_by_key( env, exec_policy, first1, last1, first2, result, init=None, binary_pred=None, binary_op=None): """Computes an exclusive prefix sum operation by key. _assert_exec_policy_type(exec_policy) """ _assert_pointer_type(first1) _assert_same_type(first1, last1) _assert_same_pointer_type(first2, result) if binary_pred is not None: raise NotImplementedError('binary_pred option is not supported') if binary_op is not None: raise NotImplementedError('binary_op option is not supported') args = [exec_policy, first1, last1, first2, result] if init is not None: args.append(init) params = ', '.join([a.code for a in args]) return _Data(f'thrust::exclusive_scan_by_key({params})', result.ctype) @_wrap_thrust_func(['thrust/fill.h']) def fill(env, exec_policy, first, last, value): """Assigns the value to every element in the range. """ _assert_exec_policy_type(exec_policy) _assert_same_type(first, last) # TODO(asi1024): Typecheck for EqualityComparable. args = [exec_policy, first, last, value] params = ', '.join([a.code for a in args]) return _Data(f'thrust::fill({params})', _cuda_types.void) # TODO(asi1024): Add fill_n @_wrap_thrust_func(['thrust/find.h']) def find(env, exec_policy, first, last, value): """Finds the first iterator whose value equals to ``value``. """ _assert_exec_policy_type(exec_policy) _assert_pointer_type(first) _assert_same_type(first, last) # TODO(asi1024): Typecheck for EqualityComparable. args = [exec_policy, first, last, value] params = ', '.join([a.code for a in args]) return _Data(f'thrust::find({params})', first.ctype) # TODO(asi1024): Add find_if # TODO(asi1024): Add find_if_not # TODO(asi1024): Add for_each # TODO(asi1024): Add for_each_n @_wrap_thrust_func(['thrust/gather.h']) def gather(env, exec_policy, map_first, map_last, input_first, result): """Copies elements from source into destination according to a map. """ _assert_exec_policy_type(exec_policy) _assert_pointer_type(map_first) _assert_same_type(map_first, map_last) _assert_same_pointer_type(input_first, result) args = [exec_policy, map_first, map_last, input_first, result] params = ', '.join([a.code for a in args]) return _Data(f'thrust::gather({params})', result.ctype) # TODO(asi1024): Add gather_if # TODO(asi1024): Add generate_n @_wrap_thrust_func(['thrust/scan.h']) def inclusive_scan( env, exec_policy, first, last, result, binary_op=None): """Computes an inclusive prefix sum operation. """ _assert_exec_policy_type(exec_policy) _assert_same_type(first, last) _assert_same_pointer_type(first, result) if binary_op is not None: raise NotImplementedError('binary_op option is not supported') args = [exec_policy, first, last, result] params = ', '.join([a.code for a in args]) return _Data(f'thrust::inclusive_scan({params})', result.ctype) @_wrap_thrust_func(['thrust/scan.h']) def inclusive_scan_by_key( env, exec_policy, first1, last1, first2, result, binary_pred=None, binary_op=None): """Computes an inclusive prefix sum operation by key. """ _assert_exec_policy_type(exec_policy) _assert_pointer_type(first1) _assert_same_type(first1, last1) _assert_same_pointer_type(first2, result) if binary_pred is not None: raise NotImplementedError('binary_pred option is not supported') if binary_op is not None: raise NotImplementedError('binary_op option is not supported') args = [exec_policy, first1, last1, first2, result] params = ', '.join([a.code for a in args]) return _Data(f'thrust::inclusive_scan_by_key({params})', result.ctype) @_wrap_thrust_func(['thrust/inner_product.h']) def inner_product( env, exec_policy, first1, last1, first2, init, binary_op1=None, binary_op2=None): """Calculates an inner product of the ranges. """ _assert_exec_policy_type(exec_policy) _assert_same_type(first1, last1) _assert_same_pointer_type(first1, first2) if binary_op1 is not None: raise NotImplementedError('binary_op1 option is not supported') if binary_op2 is not None: raise NotImplementedError('binary_op2 option is not supported') args = [exec_policy, first1, last1, first2, init] params = ', '.join([a.code for a in args]) return _Data(f'thrust::inner_product({params})', init.ctype) # TODO(asi1024): Add is_partitioned @_wrap_thrust_func(['thrust/sort.h']) def is_sorted(env, exec_policy, first, last, comp=None): """Returns true if the range is sorted in ascending order. """ _assert_exec_policy_type(exec_policy) _assert_pointer_type(first) _assert_same_type(first, last) if comp is not None: raise NotImplementedError('comp option is not supported') args = [exec_policy, first, last] params = ', '.join([a.code for a in args]) return _Data(f'thrust::is_sorted({params})', _cuda_types.bool_) @_wrap_thrust_func(['thrust/sort.h']) def is_sorted_until(env, exec_policy, first, last, comp=None): """Returns the last iterator for which the range is sorted. """ _assert_exec_policy_type(exec_policy) _assert_pointer_type(first) _assert_same_type(first, last) if comp is not None: raise NotImplementedError('comp option is not supported') args = [exec_policy, first, last] params = ', '.join([a.code for a in args]) return _Data(f'thrust::is_sorted_until({params})', first.ctype) @_wrap_thrust_func(['thrust/binary_search.h']) def lower_bound(env, exec_policy, first, last, *args): """Attempts to find the element value with binary search. """ _assert_exec_policy_type(exec_policy) _assert_pointer_type(first) _assert_same_type(first, last) if 1 <= len(args) <= 2: value = args[0] comp = args[1] if len(args) == 2 else None _assert_pointer_of(first, value) result_ctype = first.ctype elif 3 <= len(args) <= 4: value_first = args[0] value_last = args[1] result = args[2] comp = args[3] if len(args) == 4 else None _assert_same_pointer_type(first, value_first) _assert_same_type(value_first, value_last) result_ctype = result.ctype else: raise TypeError('Invalid number of inputs of thrust.lower_bound') if comp is not None: raise NotImplementedError('comp option is not supported') args = [exec_policy, first, last, *args] params = ', '.join([a.code for a in args]) return _Data(f'thrust::lower_bound({params})', result_ctype) class _ConstantIterator(_cuda_types.PointerBase): def __str__(self) -> str: value_type = self.child_type return f'thrust::constant_iterator<{value_type}>' @_wrap_thrust_func(['thrust/iterator/constant_iterator.h']) def make_constant_iterator(env, x, i=None): """Finds the first positions whose values differ. """ if i is not None: raise NotImplementedError('index_type is not supported') args = [x] params = ', '.join([a.code for a in args]) return _Data( f'thrust::make_constant_iterator({params})', _ConstantIterator(x.ctype) ) class _CountingIterator(_cuda_types.PointerBase): def __str__(self) -> str: value_type = self.child_type return f'thrust::counting_iterator<{value_type}>' @_wrap_thrust_func(['thrust/iterator/counting_iterator.h']) def make_counting_iterator(env, x, i=None): """Finds the first positions whose values differ. """ if i is not None: raise NotImplementedError('index_type is not supported') args = [x] params = ', '.join([a.code for a in args]) return _Data( f'thrust::make_counting_iterator({params})', _CountingIterator(x.ctype) ) # TODO(asi1024): Add make_discard_iterator # TODO(asi1024): Add make_index_sequence @_wrap_thrust_func(['thrust/mismatch.h']) def mismatch(env, exec_policy, first1, last1, first2, pred=None): """Finds the first positions whose values differ. """ _assert_exec_policy_type(exec_policy) _assert_same_type(first1, last1) _assert_same_pointer_type(first1, first2) # TODO(asi1024): Typecheck for EqualityComparable. if pred is not None: raise NotImplementedError('pred option is not supported') args = [exec_policy, first1, last1, first2] params = ', '.join([a.code for a in args]) return _Data( f'thrust::mismatch({params})', _cuda_types.Tuple([first1.ctype, first2.ctype]) ) # TODO(asi1024): Add none_of # TODO(asi1024): Add partition # TODO(asi1024): Add partition_copy # TODO(asi1024): Add partition_point @_wrap_thrust_func(['thrust/reduce.h']) def reduce(env, exec_policy, first, last, init=None, binary_op=None): """Generalization of summation. """ _assert_exec_policy_type(exec_policy) _assert_pointer_type(first) _assert_same_type(first, last) args = [exec_policy, first, last] if init is not None: # TODO(asi1024): Typecheck for init. args.append(init) return_type = init.ctype else: return_type = first.ctype.child_type if binary_op is not None: raise NotImplementedError('binary_op option is not supported') params = ', '.join([a.code for a in args]) return _Data(f'thrust::reduce({params})', return_type) @_wrap_thrust_func(['thrust/reduce.h']) def reduce_by_key( env, exec_policy, keys_first, keys_last, values_first, keys_output, values_output, binary_pred=None, binary_op=None): """Generalization of reduce to key-value pairs. """ _assert_exec_policy_type(exec_policy) _assert_pointer_type(keys_first) _assert_same_type(keys_first, keys_last) _assert_pointer_type(values_first) _assert_pointer_type(keys_output) _assert_pointer_type(values_output) args = [ exec_policy, keys_first, keys_last, values_first, keys_output, values_output ] if binary_pred is not None: raise NotImplementedError('binary_pred option is not supported') if binary_op is not None: raise NotImplementedError('binary_op option is not supported') params = ', '.join([a.code for a in args]) return _Data( f'thrust::reduce_by_key({params})', _cuda_types.Tuple([keys_output.ctype, values_output.ctype]) ) @_wrap_thrust_func(['thrust/remove.h']) def remove(env, exec_policy, first, last, value): """Removes from the range all elements that are equal to value. """ _assert_exec_policy_type(exec_policy) _assert_pointer_type(first) _assert_same_type(first, last) args = [exec_policy, first, last, value] params = ', '.join([a.code for a in args]) return _Data(f'thrust::remove({params})', first.ctype) @_wrap_thrust_func(['thrust/remove.h']) def remove_copy(env, exec_policy, first, last, result, value): """Removes from the range all elements that are equal to value. """ _assert_exec_policy_type(exec_policy) _assert_pointer_type(first) _assert_same_type(first, last) _assert_pointer_type(result) args = [exec_policy, first, last, result, value] params = ', '.join([a.code for a in args]) return _Data(f'thrust::remove_copy({params})', result.ctype) # TODO(asi1024): Add remove_copy_if # TODO(asi1024): Add remove_if @_wrap_thrust_func(['thrust/replace.h']) def replace(env, exec_policy, first, last, old_value, new_value): """Replaces every element in the range equal to old_value with new_value. """ _assert_exec_policy_type(exec_policy) _assert_pointer_type(first) _assert_same_type(first, last) _assert_same_type(old_value, new_value) args = [exec_policy, first, last, old_value, new_value] params = ', '.join([a.code for a in args]) return _Data(f'thrust::replace({params})', _cuda_types.void) @_wrap_thrust_func(['thrust/replace.h']) def replace_copy(env, exec_policy, first, last, result, old_value, new_value): """Replaces every element in the range equal to old_value with new_value. """ _assert_exec_policy_type(exec_policy) _assert_pointer_type(first) _assert_same_type(first, last) _assert_pointer_type(result) _assert_same_type(old_value, new_value) args = [exec_policy, first, last, result, old_value, new_value] params = ', '.join([a.code for a in args]) return _Data(f'thrust::replace_copy({params})', result.ctype) # TODO(asi1024): Add replace_copy_if # TODO(asi1024): Add replace_if @_wrap_thrust_func(['thrust/reverse.h']) def reverse(env, exec_policy, first, last): """Reverses a range. """ _assert_exec_policy_type(exec_policy) _assert_pointer_type(first) _assert_same_type(first, last) args = [exec_policy, first, last] params = ', '.join([a.code for a in args]) return _Data(f'thrust::reverse({params})', _cuda_types.void) @_wrap_thrust_func(['thrust/reverse.h']) def reverse_copy(env, exec_policy, first, last, result): """Reverses a range. """ _assert_exec_policy_type(exec_policy) _assert_pointer_type(first) _assert_same_type(first, last) _assert_pointer_type(result) args = [exec_policy, first, last, result] params = ', '.join([a.code for a in args]) return _Data(f'thrust::reverse_copy({params})', result.ctype) @_wrap_thrust_func(['thrust/scatter.h']) def scatter(env, exec_policy, first, last, map, result): """Copies elements from source range into an output range according to map. """ _assert_exec_policy_type(exec_policy) _assert_pointer_type(first) _assert_same_type(first, last) _assert_pointer_type(map) _assert_pointer_type(result) args = [exec_policy, first, last, map, result] params = ', '.join([a.code for a in args]) return _Data(f'thrust::scatter({params})', _cuda_types.void) # TODO(asi1024): Add scatter_if @_wrap_thrust_func(['thrust/sequence.h']) def sequence(env, exec_policy, first, last, init=None, step=None): """Fills the range with a sequence of numbers. """ _assert_exec_policy_type(exec_policy) _assert_pointer_type(first) _assert_same_type(first, last) args = [exec_policy, first, last] if init is not None: args.append(init) if step is not None: _assert_same_type(init, step) args.append(step) params = ', '.join([a.code for a in args]) return _Data(f'thrust::sequence({params})', _cuda_types.void) @_wrap_thrust_func(['thrust/set_operations.h']) def set_difference( env, exec_policy, first1, last1, first2, last2, result, comp=None): """Constructs a sorted range that is the set difference of sorted inputs. """ # TODO(asi1024): Typecheck for Comparable. _assert_exec_policy_type(exec_policy) _assert_same_type(first1, last1) _assert_same_type(first2, last2) _assert_pointer_type(result) args = [exec_policy, first1, last1, first2, last2, result] if comp is not None: raise NotImplementedError('comp option is not supported') params = ', '.join([a.code for a in args]) return _Data(f'thrust::set_difference({params})', result.ctype) @_wrap_thrust_func(['thrust/set_operations.h']) def set_difference_by_key( env, exec_policy, keys_first1, keys_last1, keys_first2, keys_last2, values_first1, values_first2, keys_result, values_result, comp=None): """Constructs the key-value set difference of sorted inputs. """ # TODO(asi1024): Typecheck for Comparable. _assert_exec_policy_type(exec_policy) _assert_same_type(keys_first1, keys_last1) _assert_same_type(keys_first2, keys_last2) _assert_pointer_type(values_first1) _assert_pointer_type(values_first2) _assert_pointer_type(keys_result) _assert_pointer_type(values_result) args = [exec_policy, keys_first1, keys_last1, keys_first2, keys_last2, values_first1, values_first2, keys_result, values_result] if comp is not None: raise NotImplementedError('comp option is not supported') params = ', '.join([a.code for a in args]) return _Data( f'thrust::set_difference_by_key({params})', _cuda_types.Tuple([keys_result.ctype, values_result.ctype]) ) @_wrap_thrust_func(['thrust/set_operations.h']) def set_intersection( env, exec_policy, first1, last1, first2, last2, result, comp=None): """Constructs a sorted range that is the set intersection of sorted inputs. """ # TODO(asi1024): Typecheck for Comparable. _assert_exec_policy_type(exec_policy) _assert_same_type(first1, last1) _assert_same_type(first2, last2) _assert_pointer_type(result) args = [exec_policy, first1, last1, first2, last2, result] if comp is not None: raise NotImplementedError('comp option is not supported') params = ', '.join([a.code for a in args]) return _Data(f'thrust::set_intersection({params})', result.ctype) @_wrap_thrust_func(['thrust/set_operations.h']) def set_intersection_by_key( env, exec_policy, keys_first1, keys_last1, keys_first2, keys_last2, values_first1, keys_result, values_result, comp=None): """Constructs the key-value set intersection of sorted inputs. """ # TODO(asi1024): Typecheck for Comparable. _assert_exec_policy_type(exec_policy) _assert_same_type(keys_first1, keys_last1) _assert_same_type(keys_first2, keys_last2) _assert_pointer_type(values_first1) _assert_pointer_type(keys_result) _assert_pointer_type(values_result) args = [exec_policy, keys_first1, keys_last1, keys_first2, keys_last2, values_first1, keys_result, values_result] if comp is not None: raise NotImplementedError('comp option is not supported') params = ', '.join([a.code for a in args]) return _Data( f'thrust::set_intersection_by_key({params})', _cuda_types.Tuple([keys_result.ctype, values_result.ctype]) ) @_wrap_thrust_func(['thrust/set_operations.h']) def set_symmetric_difference( env, exec_policy, first1, last1, first2, last2, result, comp=None): """Constructs a sorted range that is the symmetric difference. """ # TODO(asi1024): Typecheck for Comparable. _assert_exec_policy_type(exec_policy) _assert_same_type(first1, last1) _assert_same_type(first2, last2) _assert_pointer_type(result) args = [exec_policy, first1, last1, first2, last2, result] if comp is not None: raise NotImplementedError('comp option is not supported') params = ', '.join([a.code for a in args]) return _Data(f'thrust::set_symmetric_difference({params})', result.ctype) @_wrap_thrust_func(['thrust/set_operations.h']) def set_symmetric_difference_by_key( env, exec_policy, keys_first1, keys_last1, keys_first2, keys_last2, values_first1, values_first2, keys_result, values_result, comp=None): """Constructs the key-value symmetric difference of sorted inputs. """ # TODO(asi1024): Typecheck for Comparable. _assert_exec_policy_type(exec_policy) _assert_same_type(keys_first1, keys_last1) _assert_same_type(keys_first2, keys_last2) _assert_pointer_type(values_first1) _assert_pointer_type(values_first2) _assert_pointer_type(keys_result) _assert_pointer_type(values_result) args = [exec_policy, keys_first1, keys_last1, keys_first2, keys_last2, values_first1, values_first2, keys_result, values_result] if comp is not None: raise NotImplementedError('comp option is not supported') params = ', '.join([a.code for a in args]) return _Data( f'thrust::set_symmetric_difference_by_key({params})', _cuda_types.Tuple([keys_result.ctype, values_result.ctype]) ) @_wrap_thrust_func(['thrust/set_operations.h']) def set_union( env, exec_policy, first1, last1, first2, last2, result, comp=None): """Constructs a sorted range that is the set union of sorted inputs. """ # TODO(asi1024): Typecheck for Comparable. _assert_exec_policy_type(exec_policy) _assert_same_type(first1, last1) _assert_same_type(first2, last2) _assert_pointer_type(result) args = [exec_policy, first1, last1, first2, last2, result] if comp is not None: raise NotImplementedError('comp option is not supported') params = ', '.join([a.code for a in args]) return _Data(f'thrust::set_union({params})', result.ctype) @_wrap_thrust_func(['thrust/set_operations.h']) def set_union_by_key( env, exec_policy, keys_first1, keys_last1, keys_first2, keys_last2, values_first1, values_first2, keys_result, values_result, comp=None): """Constructs the key-value union of sorted inputs. """ # TODO(asi1024): Typecheck for Comparable. _assert_exec_policy_type(exec_policy) _assert_same_type(keys_first1, keys_last1) _assert_same_type(keys_first2, keys_last2) _assert_pointer_type(values_first1) _assert_pointer_type(values_first2) _assert_pointer_type(keys_result) _assert_pointer_type(values_result) args = [exec_policy, keys_first1, keys_last1, keys_first2, keys_last2, values_first1, values_first2, keys_result, values_result] if comp is not None: raise NotImplementedError('comp option is not supported') params = ', '.join([a.code for a in args]) return _Data( f'thrust::set_union_by_key({params})', _cuda_types.Tuple([keys_result.ctype, values_result.ctype]) ) # TODO(asi1024): Add shuffle # TODO(asi1024): Add shuffle_copy @_wrap_thrust_func(['thrust/sort.h']) def sort(env, exec_policy, first, last, comp=None): """Sorts the elements in [first, last) into ascending order. """ _assert_exec_policy_type(exec_policy) _assert_pointer_type(first) _assert_same_type(first, last) if comp is not None: raise NotImplementedError('comp option is not supported') # TODO(asi1024): Typecheck for Comparable. args = [exec_policy, first, last] params = ', '.join([a.code for a in args]) return _Data(f'thrust::sort({params})', _cuda_types.void) @_wrap_thrust_func(['thrust/sort.h']) def sort_by_key( env, exec_policy, keys_first, keys_last, values_first, comp=None): """Performs key-value sort. """ _assert_exec_policy_type(exec_policy) _assert_pointer_type(keys_first) _assert_same_type(keys_first, keys_last) _assert_pointer_type(values_first) if comp is not None: raise NotImplementedError('comp option is not supported') # TODO(asi1024): Typecheck for Comparable. args = [exec_policy, keys_first, keys_last, values_first] params = ', '.join([a.code for a in args]) return _Data(f'thrust::sort_by_key({params})', _cuda_types.void) # TODO(asi1024): Add stable_partition # TODO(asi1024): Add stable_partition_copy @_wrap_thrust_func(['thrust/sort.h']) def stable_sort(env, exec_policy, first, last, comp=None): """Sorts the elements in [first, last) into ascending order. """ _assert_exec_policy_type(exec_policy) _assert_pointer_type(first) _assert_same_type(first, last) if comp is not None: raise NotImplementedError('comp option is not supported') # TODO(asi1024): Typecheck for Comparable. args = [exec_policy, first, last] params = ', '.join([a.code for a in args]) return _Data(f'thrust::stable_sort({params})', _cuda_types.void) @_wrap_thrust_func(['thrust/sort.h']) def stable_sort_by_key( env, exec_policy, keys_first, keys_last, values_first, comp=None): """Performs key-value sort. """ _assert_exec_policy_type(exec_policy) _assert_pointer_type(keys_first) _assert_same_type(keys_first, keys_last) _assert_pointer_type(values_first) if comp is not None: raise NotImplementedError('comp option is not supported') # TODO(asi1024): Typecheck for Comparable. args = [exec_policy, keys_first, keys_last, values_first] params = ', '.join([a.code for a in args]) return _Data(f'thrust::stable_sort_by_key({params})', _cuda_types.void) @_wrap_thrust_func(['thrust/swap.h']) def swap_ranges(env, exec_policy, first1, last1, first2): """Swaps each of the elements in the range. """ _assert_exec_policy_type(exec_policy) _assert_pointer_type(first1) _assert_same_type(first1, last1) _assert_pointer_type(first2) # TODO(asi1024): Typecheck for Comparable. args = [exec_policy, first1, last1, first2] params = ', '.join([a.code for a in args]) return _Data(f'thrust::swap_ranges({params})', first2.ctype) # TODO(asi1024): Add tabulate # TODO(asi1024): Add transform # TODO(asi1024): Add transform_exclusive_scan # TODO(asi1024): Add transform_if # TODO(asi1024): Add transform_inclusive_scan # TODO(asi1024): Add transform_reduce # TODO(asi1024): Add uninitialized_copy # TODO(asi1024): Add uninitialized_copy_n # TODO(asi1024): Add uninitialized_fill # TODO(asi1024): Add uninitialized_fill_n @_wrap_thrust_func(['thrust/unique.h']) def unique(env, exec_policy, first, last, binary_pred=None): """Removes all but the first element of the group. """ _assert_exec_policy_type(exec_policy) _assert_pointer_type(first) _assert_same_type(first, last) if binary_pred is not None: raise NotImplementedError('binary_pred option is not supported') args = [exec_policy, first, last] params = ', '.join([a.code for a in args]) return _Data(f'thrust::unique({params})', first.ctype) @_wrap_thrust_func(['thrust/unique.h']) def unique_by_key( env, exec_policy, keys_first, keys_last, values_first, binary_pred=None): """Uniques key-value pairs. """ _assert_exec_policy_type(exec_policy) _assert_pointer_type(keys_first) _assert_same_type(keys_first, keys_last) _assert_pointer_type(values_first) args = [exec_policy, keys_first, keys_last, values_first] if binary_pred is not None: raise NotImplementedError('binary_pred option is not supported') params = ', '.join([a.code for a in args]) return _Data( f'thrust::unique_by_key({params})', _cuda_types.Tuple([keys_first.ctype, values_first.ctype]), ) # TODO(asi1024): Add unique_by_key_copy # TODO(asi1024): Add unique_by_key # TODO(asi1024): Add unique_count @_wrap_thrust_func(['thrust/binary_search.h']) def upper_bound(env, exec_policy, first, last, *args): """Attempts to find the element value with binary search. """ _assert_exec_policy_type(exec_policy) _assert_pointer_type(first) _assert_same_type(first, last) if 1 <= len(args) <= 2: value = args[0] comp = args[1] if len(args) == 2 else None _assert_pointer_of(first, value) result_ctype = first.ctype elif 3 <= len(args) <= 4: value_first = args[0] value_last = args[1] result = args[2] comp = args[3] if len(args) == 4 else None _assert_same_pointer_type(first, value_first) _assert_same_type(value_first, value_last) result_ctype = result.ctype else: raise TypeError('Invalid number of inputs of thrust.upper_bound') if comp is not None: raise NotImplementedError('comp option is not supported') args = [exec_policy, first, last, *args] params = ', '.join([a.code for a in args]) return _Data(f'thrust::upper_bound({params})', result_ctype)