parquet_schema.hpp
Go to the documentation of this file.
1 /*
2  * SPDX-FileCopyrightText: Copyright (c) 2025, NVIDIA CORPORATION.
3  * SPDX-License-Identifier: Apache-2.0
4  */
5 
11 #pragma once
12 
13 #include <cudf/types.hpp>
14 
15 #include <cuda/std/optional>
16 
17 #include <cstdint>
18 #include <optional>
19 #include <string>
20 #include <vector>
21 
22 namespace CUDF_EXPORT cudf {
23 namespace io::parquet {
33 enum class Type : int8_t {
34  UNDEFINED = -1, // Undefined for non-leaf nodes
35  BOOLEAN = 0,
36  INT32 = 1,
37  INT64 = 2,
38  INT96 = 3, // Deprecated
39  FLOAT = 4,
40  DOUBLE = 5,
41  BYTE_ARRAY = 6,
42  FIXED_LEN_BYTE_ARRAY = 7,
43 };
44 
48 enum class ConvertedType : int8_t {
49  UNKNOWN = -1, // No type information present
50  UTF8 = 0, // a BYTE_ARRAY may contain UTF8 encoded chars
51  MAP = 1, // a map is converted as an optional field containing a repeated key/value pair
52  MAP_KEY_VALUE = 2, // a key/value pair is converted into a group of two fields
53  LIST =
54  3, // a list is converted into an optional field containing a repeated field for its values
55  ENUM = 4, // an enum is converted into a binary field
56  DECIMAL = 5, // A decimal value. 10^(-scale) encoded as 2's complement big endian
57  // (precision=number of digits, scale=location of decimal point)
58  DATE = 6, // A Date, stored as days since Unix epoch, encoded as the INT32 physical type.
59  TIME_MILLIS = 7, // A time. The total number of milliseconds since midnight.The value is stored
60  // as an INT32 physical type.
61  TIME_MICROS = 8, // A time. The total number of microseconds since midnight. The value is stored
62  // as an INT64 physical type.
63  TIMESTAMP_MILLIS = 9, // A date/time combination, recorded as milliseconds since the Unix epoch
64  // using physical type of INT64.
65  TIMESTAMP_MICROS = 10, // A date/time combination, microseconds since the Unix epoch as INT64
66  UINT_8 = 11, // An unsigned integer 8-bit value as INT32
67  UINT_16 = 12, // An unsigned integer 16-bit value as INT32
68  UINT_32 = 13, // An unsigned integer 32-bit value as INT32
69  UINT_64 = 14, // An unsigned integer 64-bit value as INT64
70  INT_8 = 15, // A signed integer 8-bit value as INT32
71  INT_16 = 16, // A signed integer 16-bit value as INT32
72  INT_32 = 17, // A signed integer 32-bit value as INT32
73  INT_64 = 18, // A signed integer 8-bit value as INT64
74  JSON = 19, // A JSON document embedded within a single UTF8 column.
75  BSON = 20, // A BSON document embedded within a single BINARY column.
76  INTERVAL = 21, // This type annotates a time interval stored as a FIXED_LEN_BYTE_ARRAY of length
77  // 12 for 3 integers {months,days,milliseconds}
78  NA = 25, // No Type information, For eg, all-nulls.
79 };
80 
84 enum class Encoding : uint8_t {
85  PLAIN = 0,
86  GROUP_VAR_INT = 1, // Deprecated, never used
87  PLAIN_DICTIONARY = 2,
88  RLE = 3,
89  BIT_PACKED = 4, // Deprecated by parquet-format in 2013, superseded by RLE
90  DELTA_BINARY_PACKED = 5,
91  DELTA_LENGTH_BYTE_ARRAY = 6,
92  DELTA_BYTE_ARRAY = 7,
93  RLE_DICTIONARY = 8,
94  BYTE_STREAM_SPLIT = 9,
95  NUM_ENCODINGS = 10,
96 };
97 
101 enum class Compression : uint8_t {
102  UNCOMPRESSED = 0,
103  SNAPPY = 1,
104  GZIP = 2,
105  LZO = 3,
106  BROTLI = 4, // Added in 2.3.2
107  LZ4 = 5, // deprecated; based on LZ4, but with an additional undocumented framing scheme
108  ZSTD = 6, // Added in 2.3.2
109  LZ4_RAW = 7, // "standard" LZ4 block format
110 };
111 
115 enum class FieldRepetitionType : int8_t {
116  UNSPECIFIED = -1,
117  REQUIRED = 0, // This field is required (can not be null) and each record has exactly 1 value.
118  OPTIONAL = 1, // The field is optional (can be null) and each record has 0 or 1 values.
119  REPEATED = 2, // The field is repeated and can contain 0 or more values
120 };
121 
125 enum class PageType : uint8_t {
126  DATA_PAGE = 0,
127  INDEX_PAGE = 1,
128  DICTIONARY_PAGE = 2,
129  DATA_PAGE_V2 = 3,
130 };
131 
136 enum class BoundaryOrder : uint8_t {
137  UNORDERED = 0,
138  ASCENDING = 1,
139  DESCENDING = 2,
140 };
141 
145 enum class FieldType : uint8_t {
146  BOOLEAN_TRUE = 1,
147  BOOLEAN_FALSE = 2,
148  I8 = 3,
149  I16 = 4,
150  I32 = 5,
151  I64 = 6,
152  DOUBLE = 7,
153  BINARY = 8,
154  LIST = 9,
155  SET = 10,
156  MAP = 11,
157  STRUCT = 12,
158  UUID = 13,
159 };
160 
166  uint32_t magic;
167 };
168 
172 struct file_ender_s {
174  uint32_t footer_len;
176  uint32_t magic;
177 };
178 
184 struct DecimalType {
186  int32_t scale = 0;
188  int32_t precision = 0;
189 };
190 
194 struct TimeUnit {
196  enum Type : uint8_t { UNDEFINED, MILLIS, MICROS, NANOS };
199 };
200 
206 struct TimeType {
209  bool isAdjustedToUTC = true;
211  TimeUnit unit = {TimeUnit::Type::MILLIS};
212 };
213 
222  bool isAdjustedToUTC = true;
224  TimeUnit unit = {TimeUnit::Type::MILLIS};
225 };
226 
232 struct IntType {
234  int8_t bitWidth = 0;
236  bool isSigned = false;
237 };
238 
242 struct LogicalType {
244  enum Type : uint8_t {
245  UNDEFINED,
246  STRING,
247  MAP,
248  LIST,
249  ENUM,
250  DECIMAL,
251  DATE,
252  TIME,
253  TIMESTAMP,
254  // 9 is reserved
255  INTEGER = 10,
256  UNKNOWN,
257  JSON,
258  BSON
259  };
260 
264  cuda::std::optional<DecimalType> decimal_type;
266  cuda::std::optional<TimeType> time_type;
268  cuda::std::optional<TimestampType> timestamp_type;
270  cuda::std::optional<IntType> int_type;
271 
277  LogicalType(Type tp = Type::UNDEFINED) : type(tp) {}
278 
284  LogicalType(DecimalType&& dt) : type(DECIMAL), decimal_type(dt) {}
285 
291  LogicalType(TimeType&& tt) : type(TIME), time_type(tt) {}
292 
298  LogicalType(TimestampType&& tst) : type(TIMESTAMP), timestamp_type(tst) {}
299 
305  LogicalType(IntType&& it) : type(INTEGER), int_type(it) {}
306 
312  [[nodiscard]] CUDF_HOST_DEVICE constexpr bool is_time_millis() const
313  {
314  return type == TIME and time_type->unit.type == TimeUnit::MILLIS;
315  }
316 
322  [[nodiscard]] CUDF_HOST_DEVICE constexpr bool is_time_micros() const
323  {
324  return type == TIME and time_type->unit.type == TimeUnit::MICROS;
325  }
326 
332  [[nodiscard]] CUDF_HOST_DEVICE constexpr bool is_time_nanos() const
333  {
334  return type == TIME and time_type->unit.type == TimeUnit::NANOS;
335  }
336 
342  [[nodiscard]] CUDF_HOST_DEVICE constexpr bool is_timestamp_millis() const
343  {
344  return type == TIMESTAMP and timestamp_type->unit.type == TimeUnit::MILLIS;
345  }
346 
352  [[nodiscard]] CUDF_HOST_DEVICE constexpr bool is_timestamp_micros() const
353  {
354  return type == TIMESTAMP and timestamp_type->unit.type == TimeUnit::MICROS;
355  }
356 
362  [[nodiscard]] CUDF_HOST_DEVICE constexpr bool is_timestamp_nanos() const
363  {
364  return type == TIMESTAMP and timestamp_type->unit.type == TimeUnit::NANOS;
365  }
366 
372  [[nodiscard]] CUDF_HOST_DEVICE constexpr int8_t bit_width() const
373  {
374  return type == INTEGER ? int_type->bitWidth : -1;
375  }
376 
382  [[nodiscard]] constexpr bool is_signed() const { return type == INTEGER and int_type->isSigned; }
383 
389  [[nodiscard]] constexpr int32_t scale() const
390  {
391  return type == DECIMAL ? decimal_type->scale : -1;
392  }
393 
399  [[nodiscard]] CUDF_HOST_DEVICE constexpr int32_t precision() const
400  {
401  return type == DECIMAL ? decimal_type->precision : -1;
402  }
403 };
404 
408 struct ColumnOrder {
410  enum Type : uint8_t { UNDEFINED, TYPE_ORDER };
413 };
414 
423  Type type = Type::UNDEFINED;
425  int32_t type_length = 0;
427  FieldRepetitionType repetition_type = FieldRepetitionType::REQUIRED;
429  std::string name = "";
431  int32_t num_children = 0;
433  std::optional<ConvertedType> converted_type;
435  int32_t decimal_scale = 0;
437  int32_t decimal_precision = 0;
439  std::optional<int32_t> field_id;
441  std::optional<LogicalType> logical_type;
442 
444  bool output_as_byte_array = false;
445 
447  std::optional<type_id> arrow_type;
448 
449  // The following fields are filled in later during schema initialization
450 
452  int max_definition_level = 0;
454  int max_repetition_level = 0;
456  size_type parent_idx = 0;
458  std::vector<size_type> children_idx;
459 
466  bool operator==(SchemaElement const& other) const
467  {
468  return type == other.type && converted_type == other.converted_type &&
469  type_length == other.type_length && name == other.name &&
470  num_children == other.num_children && decimal_scale == other.decimal_scale &&
471  decimal_precision == other.decimal_precision && field_id == other.field_id;
472  }
473 
474  // the parquet format is a little squishy when it comes to interpreting
475  // repeated fields. sometimes repeated fields act as "stubs" in the schema
476  // that don't represent a true nesting level.
477  //
478  // this is the case with plain lists:
479  //
480  // optional group my_list (LIST) {
481  // repeated group element { <-- not part of the output hierarchy
482  // required binary str (UTF8);
483  // };
484  // }
485  //
486  // However, for backwards compatibility reasons, there are a few special cases, namely
487  // List<Struct<>> (which also corresponds to how the map type is specified), where
488  // this does not hold true
489  //
490  // optional group my_list (LIST) {
491  // repeated group element { <-- part of the hierarchy because it represents a struct
492  // required binary str (UTF8);
493  // required int32 num;
494  // };
495  // }
496 
502  [[nodiscard]] bool is_stub() const
503  {
504  return repetition_type == FieldRepetitionType::REPEATED && num_children == 1;
505  }
506 
517  [[nodiscard]] bool is_one_level_list(SchemaElement const& parent) const
518  {
519  return repetition_type == FieldRepetitionType::REPEATED and num_children == 0 and
520  not parent.is_list();
521  }
522 
528  [[nodiscard]] bool is_list() const { return converted_type == ConvertedType::LIST; }
529 
538  [[nodiscard]] bool is_struct() const
539  {
540  return type == Type::UNDEFINED &&
541  // this assumption might be a little weak.
542  ((repetition_type != FieldRepetitionType::REPEATED) ||
543  (repetition_type == FieldRepetitionType::REPEATED && num_children > 1));
544  }
545 };
546 
550 struct Statistics {
552  std::optional<std::vector<uint8_t>> max;
554  std::optional<std::vector<uint8_t>> min;
556  std::optional<int64_t> null_count;
558  std::optional<int64_t> distinct_count;
560  std::optional<std::vector<uint8_t>> max_value;
562  std::optional<std::vector<uint8_t>> min_value;
564  std::optional<bool> is_max_value_exact;
566  std::optional<bool> is_min_value_exact;
567 };
568 
575  std::optional<int64_t> unencoded_byte_array_data_bytes;
584  std::optional<std::vector<int64_t>> repetition_level_histogram;
585 
591  std::optional<std::vector<int64_t>> definition_level_histogram;
592 };
593 
598 struct PageLocation {
600  int64_t offset;
606 };
607 
611 struct OffsetIndex {
613  std::vector<PageLocation> page_locations;
616  std::optional<std::vector<int64_t>> unencoded_byte_array_data_bytes;
617 };
618 
622 struct ColumnIndex {
624  std::vector<bool> null_pages;
626  std::vector<std::vector<uint8_t>> min_values;
628  std::vector<std::vector<uint8_t>> max_values;
630  BoundaryOrder boundary_order = BoundaryOrder::UNORDERED;
632  std::optional<std::vector<int64_t>> null_counts;
634  std::optional<std::vector<int64_t>> repetition_level_histogram;
636  std::optional<std::vector<int64_t>> definition_level_histogram;
637 };
638 
648  int32_t count;
649 };
650 
656  int32_t column_idx;
661 };
662 
668  Type type = Type::BOOLEAN;
671  std::vector<Encoding> encodings;
673  std::vector<std::string> path_in_schema;
675  Compression codec = Compression::UNCOMPRESSED;
677  int64_t num_values = 0;
679  int64_t total_uncompressed_size = 0;
681  int64_t total_compressed_size = 0;
683  int64_t data_page_offset = 0;
685  int64_t index_page_offset = 0;
687  int64_t dictionary_page_offset = 0;
692  std::optional<std::vector<PageEncodingStats>> encoding_stats;
694  std::optional<int64_t> bloom_filter_offset;
699  std::optional<int32_t> bloom_filter_length;
703  std::optional<SizeStatistics> size_statistics;
704 };
705 
711  enum Algorithm : uint8_t { UNDEFINED, SPLIT_BLOCK };
713  Algorithm algorithm{Algorithm::SPLIT_BLOCK};
714 };
715 
721  enum Hash : uint8_t { UNDEFINED, XXHASH };
723  Hash hash{Hash::XXHASH};
724 };
725 
731  enum Compression : uint8_t { UNDEFINED, UNCOMPRESSED };
733  Compression compression{Compression::UNCOMPRESSED};
734 };
735 
744  int32_t num_bytes;
751 };
752 
761 struct ColumnChunk {
764  std::string file_path = "";
766  int64_t file_offset = 0;
771  int64_t offset_index_offset = 0;
773  int32_t offset_index_length = 0;
775  int64_t column_index_offset = 0;
777  int32_t column_index_length = 0;
778 
779  // Following fields are derived from other fields
780 
782  int schema_idx = -1;
783 
784  // The indexes don't really live here, but it's a convenient place to hang them.
785 
787  std::optional<OffsetIndex> offset_index;
789  std::optional<ColumnIndex> column_index;
790 };
791 
798 struct RowGroup {
800  std::vector<ColumnChunk> columns;
802  int64_t total_byte_size = 0;
804  int64_t num_rows = 0;
806  std::optional<std::vector<SortingColumn>> sorting_columns;
808  std::optional<int64_t> file_offset;
810  std::optional<int64_t> total_compressed_size;
812  std::optional<int16_t> ordinal;
813 };
814 
818 struct KeyValue {
820  std::string key;
822  std::string value;
823 };
824 
832 struct FileMetaData {
834  int32_t version = 0;
839  std::vector<SchemaElement> schema;
841  int64_t num_rows = 0;
843  std::vector<RowGroup> row_groups;
845  std::vector<KeyValue> key_value_metadata;
847  std::string created_by = "";
850  std::optional<std::vector<ColumnOrder>> column_orders;
851 };
852 
858  int32_t num_values = 0;
860  Encoding encoding = Encoding::PLAIN;
862  Encoding definition_level_encoding = Encoding::PLAIN;
864  Encoding repetition_level_encoding = Encoding::PLAIN;
865 };
866 
872  int32_t num_values = 0;
874  int32_t num_nulls = 0;
877  int32_t num_rows = 0;
879  Encoding encoding = Encoding::PLAIN;
881  int32_t definition_levels_byte_length = 0;
883  int32_t repetition_levels_byte_length = 0;
885  bool is_compressed = true;
886 };
887 
893  int32_t num_values = 0;
895  Encoding encoding = Encoding::PLAIN;
896 };
897 
907 struct PageHeader {
909  PageType type = PageType::DATA_PAGE;
911  int32_t uncompressed_page_size = 0;
913  int32_t compressed_page_size = 0;
914 
915  // Headers for page specific data. One only will be set.
916 
923 };
924  // end of group
926 } // namespace io::parquet
927 } // namespace CUDF_EXPORT cudf
ConvertedType
High-level data types in Parquet, determines how data is logically interpreted.
FieldRepetitionType
Compression codec used for compressed data pages.
PageType
Types of pages.
Encoding
Encoding types for the actual data stream.
Type
Basic data types in Parquet, determines how data is physically stored.
FieldType
Thrift compact protocol struct field types.
Compression
Compression codec used for compressed data pages.
BoundaryOrder
Enum to annotate whether lists of min/max elements inside ColumnIndex are ordered and if so,...
int32_t size_type
Row index type for columns and tables.
Definition: types.hpp:84
cuDF interfaces
Definition: host_udf.hpp:26
The algorithm used in bloom filter.
Algorithm
Available bloom filter algorithms.
The compression used in the bloom filter.
Compression
Available bloom filter compression types.
The hash function used in Bloom filter.
Hash
Available bloom filter hashers.
Bloom filter header struct.
BloomFilterCompression compression
The compression used in the bloom filter.
BloomFilterHash hash
The hash function used for bloom filter.
BloomFilterAlgorithm algorithm
The algorithm for setting bits.
int32_t num_bytes
The size of bitset in bytes.
Thrift-derived struct describing a column chunk.
std::optional< std::vector< PageEncodingStats > > encoding_stats
Statistics statistics
Optional statistics for this column chunk.
std::optional< int64_t > bloom_filter_offset
Byte offset from beginning of file to Bloom filter data.
std::optional< int32_t > bloom_filter_length
std::optional< SizeStatistics > size_statistics
std::vector< std::string > path_in_schema
Path in schema.
Thrift-derived struct describing a chunk of data for a particular column.
std::optional< ColumnIndex > column_index
ColumnIndex for this column chunk
std::optional< OffsetIndex > offset_index
OffsetIndex for this column chunk
Thrift-derived struct describing the column index.
std::optional< std::vector< int64_t > > definition_level_histogram
Definition level histogram for the column chunk.
std::optional< std::vector< int64_t > > null_counts
Optional count of null values per page.
std::vector< std::vector< uint8_t > > max_values
Upper bound for values in each page.
std::optional< std::vector< int64_t > > repetition_level_histogram
Repetition level histogram for the column chunk.
std::vector< bool > null_pages
Boolean used to determine if a page contains only null values.
std::vector< std::vector< uint8_t > > min_values
Lower bound for values in each page.
Union to specify the order used for the min_value and max_value fields for a column.
Type
Available column order types.
Type type
Column order type.
Thrift-derived struct describing the header for a V2 data page.
Thrift-derived struct describing the header for a data page.
Struct that describes the decimal logical type annotation.
Thrift-derived struct describing the header for a dictionary page.
Thrift-derived struct describing file-level metadata.
std::optional< std::vector< ColumnOrder > > column_orders
std::vector< RowGroup > row_groups
Row groups in this file.
std::vector< KeyValue > key_value_metadata
Optional key/value metadata.
std::vector< SchemaElement > schema
Struct that describes the integer logical type annotation.
Thrift-derived struct describing a key-value pair, for user metadata.
std::string key
string key
std::string value
string value
Struct that describes the logical type annotation.
constexpr CUDF_HOST_DEVICE bool is_time_millis() const
Check if the time is in milliseconds.
LogicalType(Type tp=Type::UNDEFINED)
Default constructor.
cuda::std::optional< IntType > int_type
Integer type.
cuda::std::optional< TimeType > time_type
Time type.
constexpr CUDF_HOST_DEVICE bool is_timestamp_millis() const
Check if the timestamp is in milliseconds.
constexpr CUDF_HOST_DEVICE bool is_timestamp_micros() const
Check if the timestamp is in microseconds.
constexpr int32_t scale() const
Get the scale of the decimal type.
constexpr CUDF_HOST_DEVICE bool is_time_nanos() const
Check if the time is in nanoseconds.
LogicalType(IntType &&it)
Constructor for Integer logical type.
Type
Logical type annotations to replace ConvertedType.
constexpr bool is_signed() const
Check if the integer is signed.
constexpr CUDF_HOST_DEVICE bool is_timestamp_nanos() const
Check if the timestamp is in nanoseconds.
cuda::std::optional< DecimalType > decimal_type
Decimal type.
LogicalType(TimeType &&tt)
Constructor for Time logical type.
cuda::std::optional< TimestampType > timestamp_type
Timestamp type.
LogicalType(TimestampType &&tst)
Constructor for Timestamp logical type.
constexpr CUDF_HOST_DEVICE int32_t precision() const
Get the precision of the decimal type.
constexpr CUDF_HOST_DEVICE int8_t bit_width() const
Get the bit width of the integer type.
constexpr CUDF_HOST_DEVICE bool is_time_micros() const
Check if the time is in microseconds.
LogicalType(DecimalType &&dt)
Constructor for Decimal logical type.
Thrift-derived struct describing the offset index.
std::vector< PageLocation > page_locations
Page locations.
std::optional< std::vector< int64_t > > unencoded_byte_array_data_bytes
Thrift-derived struct describing page encoding statistics.
Encoding encoding
Encoding of the page.
int32_t count
Number of pages of this type with this encoding.
PageType page_type
The page type (data/dic/...)
Thrift-derived struct describing the page header.
DataPageHeader data_page_header
Data page header.
DictionaryPageHeader dictionary_page_header
Dictionary page header.
DataPageHeaderV2 data_page_header_v2
V2 data page header.
Thrift-derived struct describing page location information stored in the offsets index.
int32_t compressed_page_size
Compressed page size in bytes plus the heeader length.
int64_t offset
Offset of the page in the file.
Thrift-derived struct describing a group of row data.
std::optional< int16_t > ordinal
Row group ordinal in the file.
std::optional< int64_t > file_offset
Byte offset from beginning of file to first page (data or dictionary) in this row group.
std::optional< std::vector< SortingColumn > > sorting_columns
If set, specifies a sort ordering of the rows in this RowGroup.
std::vector< ColumnChunk > columns
Metadata for each column chunk in this row group.
std::optional< int64_t > total_compressed_size
Total byte size of all compressed (and potentially encrypted) column data in this row group.
Struct for describing an element/field in the Parquet format schema.
Type type
1: parquet physical type for output
std::optional< type_id > arrow_type
cudf type determined from arrow:schema
int32_t decimal_precision
8: DEPRECATED: record the precision for DECIMAL converted type
std::optional< LogicalType > logical_type
10: replaces converted type
std::optional< int32_t > field_id
9: save field_id from original schema
bool is_struct() const
Check if the schema element is a struct.
std::string name
4: name of the field
int32_t decimal_scale
7: DEPRECATED: record the scale for DECIMAL converted type
bool is_stub() const
Check if the schema element is a stub.
bool is_one_level_list(SchemaElement const &parent) const
Check if the schema element is a one-level list.
int32_t num_children
5: nested fields
int32_t type_length
2: byte length of FIXED_LENGTH_BYTE_ARRAY elements, or maximum bit length for other types
std::vector< size_type > children_idx
Children indices.
std::optional< ConvertedType > converted_type
6: DEPRECATED: record the original type before conversion to parquet type
bool operator==(SchemaElement const &other) const
Check if two schema elements are equal.
bool is_list() const
Check if the schema element is a list.
Thrift-derived struct containing statistics used to estimate page and column chunk sizes.
std::optional< std::vector< int64_t > > repetition_level_histogram
std::optional< std::vector< int64_t > > definition_level_histogram
std::optional< int64_t > unencoded_byte_array_data_bytes
Thrift-derived struct describing column sort order.
bool nulls_first
If true, nulls will come before non-null values.
bool descending
If true, indicates this column is sorted in descending order.
int32_t column_idx
The column index (in this row group)
Thrift-derived struct describing column chunk statistics.
std::optional< bool > is_min_value_exact
If true, min_value is the actual minimum value for a column.
std::optional< std::vector< uint8_t > > max_value
max value for column determined by ColumnOrder
std::optional< int64_t > null_count
count of null values in the column
std::optional< std::vector< uint8_t > > max
deprecated max value in signed comparison order
std::optional< std::vector< uint8_t > > min_value
min value for column determined by ColumnOrder
std::optional< bool > is_max_value_exact
If true, max_value is the actual maximum value for a column.
std::optional< std::vector< uint8_t > > min
deprecated min value in signed comparison order
std::optional< int64_t > distinct_count
count of distinct values occurring
Struct that describes the time logical type annotation.
Time units for temporal logical types.
Type
Available time units.
Struct that describes the timestamp logical type annotation.
Struct that describes the Parquet file data postscript.
uint32_t footer_len
Length of the footer.
uint32_t magic
Parquet 4-byte magic number "PAR1".
Struct that describes the Parquet file data header.
uint32_t magic
Parquet 4-byte magic number "PAR1".
Type declarations for libcudf.
#define CUDF_HOST_DEVICE
Indicates that the function or method is usable on host and device.
Definition: types.hpp:21