transform.hpp
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16 
17 #pragma once
18 
19 #include <cudf/ast/expressions.hpp>
20 #include <cudf/types.hpp>
21 #include <cudf/utilities/export.hpp>
22 
24 #include <rmm/resource_ref.hpp>
25 
26 #include <memory>
27 
28 namespace CUDF_EXPORT cudf {
54 std::unique_ptr<column> transform(
55  column_view const& input,
56  std::string const& unary_udf,
57  data_type output_type,
58  bool is_ptx,
60 
72 std::pair<std::unique_ptr<rmm::device_buffer>, size_type> nans_to_nulls(
73  column_view const& input,
75 
89 std::unique_ptr<column> compute_column(
90  table_view const& table,
91  ast::expression const& expr,
93 
109 std::pair<std::unique_ptr<rmm::device_buffer>, cudf::size_type> bools_to_mask(
110  column_view const& input,
112 
137 std::pair<std::unique_ptr<cudf::table>, std::unique_ptr<cudf::column>> encode(
138  cudf::table_view const& input,
140 
168 std::pair<std::unique_ptr<column>, table_view> one_hot_encode(
169  column_view const& input,
170  column_view const& categories,
172 
194 std::unique_ptr<column> mask_to_bools(
195  bitmask_type const* bitmask,
196  size_type begin_bit,
197  size_type end_bit,
199 
225 std::unique_ptr<column> row_bit_count(
227 
246 std::unique_ptr<column> segmented_row_bit_count(
247  table_view const& t,
248  size_type segment_length,
250  // end of group
252 } // namespace CUDF_EXPORT cudf
A non-owning, immutable view of device data as a column of elements, some of which may be null as ind...
Indicator for the logical data type of an element in a column.
Definition: types.hpp:243
A set of cudf::column_view's of the same size.
Definition: table_view.hpp:200
A set of cudf::column's of the same size.
Definition: table.hpp:41
cuda::mr::async_resource_ref< cuda::mr::device_accessible > device_async_resource_ref
device_memory_resource * get_current_device_resource()
std::unique_ptr< column > segmented_row_bit_count(table_view const &t, size_type segment_length, rmm::device_async_resource_ref mr=rmm::mr::get_current_device_resource())
Returns an approximate cumulative size in bits of all columns in the table_view for each segment of r...
std::unique_ptr< column > transform(column_view const &input, std::string const &unary_udf, data_type output_type, bool is_ptx, rmm::device_async_resource_ref mr=rmm::mr::get_current_device_resource())
Creates a new column by applying a unary function against every element of an input column.
std::unique_ptr< column > mask_to_bools(bitmask_type const *bitmask, size_type begin_bit, size_type end_bit, rmm::device_async_resource_ref mr=rmm::mr::get_current_device_resource())
Creates a boolean column from given bitmask.
std::pair< std::unique_ptr< column >, table_view > one_hot_encode(column_view const &input, column_view const &categories, rmm::device_async_resource_ref mr=rmm::mr::get_current_device_resource())
Encodes input by generating a new column for each value in categories indicating the presence of that...
std::unique_ptr< column > row_bit_count(table_view const &t, rmm::device_async_resource_ref mr=rmm::mr::get_current_device_resource())
Returns an approximate cumulative size in bits of all columns in the table_view for each row.
std::pair< std::unique_ptr< rmm::device_buffer >, size_type > nans_to_nulls(column_view const &input, rmm::device_async_resource_ref mr=rmm::mr::get_current_device_resource())
Creates a null_mask from input by converting NaN to null and preserving existing null values and also...
std::pair< std::unique_ptr< rmm::device_buffer >, cudf::size_type > bools_to_mask(column_view const &input, rmm::device_async_resource_ref mr=rmm::mr::get_current_device_resource())
Creates a bitmask from a column of boolean elements.
std::unique_ptr< column > compute_column(table_view const &table, ast::expression const &expr, rmm::device_async_resource_ref mr=rmm::mr::get_current_device_resource())
Compute a new column by evaluating an expression tree on a table.
std::pair< std::unique_ptr< cudf::table >, std::unique_ptr< cudf::column > > encode(cudf::table_view const &input, rmm::device_async_resource_ref mr=rmm::mr::get_current_device_resource())
Encode the rows of the given table as integers.
int32_t size_type
Row index type for columns and tables.
Definition: types.hpp:95
uint32_t bitmask_type
Bitmask type stored as 32-bit unsigned integer.
Definition: types.hpp:96
cuDF interfaces
Definition: aggregation.hpp:35
A generic expression that can be evaluated to return a value.
Definition: expressions.hpp:46
Type declarations for libcudf.