Source code for pyarrow.types

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# Tools for dealing with Arrow type metadata in Python


from enum import IntEnum

from pyarrow.lib import (is_boolean_value,  # noqa
                         is_integer_value,
                         is_float_value)

import pyarrow.lib as lib
from pyarrow.util import doc


_SIGNED_INTEGER_TYPES = {lib.Type_INT8, lib.Type_INT16, lib.Type_INT32,
                         lib.Type_INT64}
_UNSIGNED_INTEGER_TYPES = {lib.Type_UINT8, lib.Type_UINT16, lib.Type_UINT32,
                           lib.Type_UINT64}
_INTEGER_TYPES = _SIGNED_INTEGER_TYPES | _UNSIGNED_INTEGER_TYPES
_FLOATING_TYPES = {lib.Type_HALF_FLOAT, lib.Type_FLOAT, lib.Type_DOUBLE}
_DECIMAL_TYPES = {lib.Type_DECIMAL32, lib.Type_DECIMAL64, lib.Type_DECIMAL128,
                  lib.Type_DECIMAL256}
_DATE_TYPES = {lib.Type_DATE32, lib.Type_DATE64}
_TIME_TYPES = {lib.Type_TIME32, lib.Type_TIME64}
_INTERVAL_TYPES = {lib.Type_INTERVAL_MONTH_DAY_NANO}
_TEMPORAL_TYPES = ({lib.Type_TIMESTAMP,
                    lib.Type_DURATION} | _TIME_TYPES | _DATE_TYPES |
                   _INTERVAL_TYPES)
_UNION_TYPES = {lib.Type_SPARSE_UNION, lib.Type_DENSE_UNION}
_NESTED_TYPES = {lib.Type_LIST, lib.Type_FIXED_SIZE_LIST, lib.Type_LARGE_LIST,
                 lib.Type_LIST_VIEW, lib.Type_LARGE_LIST_VIEW,
                 lib.Type_STRUCT, lib.Type_MAP} | _UNION_TYPES


[docs]class TypesEnum(IntEnum): """ An Enum that maps constant values to data types. Exposes the underlying data types representation for type checking purposes. Note that some of the types listed here are not supported by PyArrow yet: INTERVAL_MONTHS and INTERVAL_DAY_TIME. Examples -------- >>> import pyarrow as pa >>> from pyarrow.types import TypesEnum >>> int8_field = pa.field('int8_field', pa.int8()) >>> int8_field.type.id == TypesEnum.INT8 True >>> fixed_size_list = pa.list_(pa.uint16(), 3) >>> fixed_size_list.id == TypesEnum.LIST False >>> fixed_size_list.id == TypesEnum.FIXED_SIZE_LIST True """ NA = lib.Type_NA BOOL = lib.Type_BOOL INT8 = lib.Type_INT8 INT16 = lib.Type_INT16 INT32 = lib.Type_INT32 INT64 = lib.Type_INT64 UINT8 = lib.Type_UINT8 UINT16 = lib.Type_UINT16 UINT32 = lib.Type_UINT32 UINT64 = lib.Type_UINT64 HALF_FLOAT = lib.Type_HALF_FLOAT FLOAT = lib.Type_FLOAT DOUBLE = lib.Type_DOUBLE BINARY = lib.Type_BINARY BINARY_VIEW = lib.Type_BINARY_VIEW LARGE_BINARY = lib.Type_LARGE_BINARY STRING = lib.Type_STRING STRING_VIEW = lib.Type_STRING_VIEW LARGE_STRING = lib.Type_LARGE_STRING FIXED_SIZE_BINARY = lib.Type_FIXED_SIZE_BINARY DECIMAL32 = lib.Type_DECIMAL32 DECIMAL64 = lib.Type_DECIMAL64 DECIMAL128 = lib.Type_DECIMAL128 DECIMAL256 = lib.Type_DECIMAL256 LIST = lib.Type_LIST LARGE_LIST = lib.Type_LARGE_LIST LIST_VIEW = lib.Type_LIST_VIEW LARGE_LIST_VIEW = lib.Type_LARGE_LIST_VIEW MAP = lib.Type_MAP FIXED_SIZE_LIST = lib.Type_FIXED_SIZE_LIST STRUCT = lib.Type_STRUCT SPARSE_UNION = lib.Type_SPARSE_UNION DENSE_UNION = lib.Type_DENSE_UNION RUN_END_ENCODED = lib.Type_RUN_END_ENCODED DATE32 = lib.Type_DATE32 DATE64 = lib.Type_DATE64 TIME32 = lib.Type_TIME32 TIME64 = lib.Type_TIME64 TIMESTAMP = lib.Type_TIMESTAMP INTERVAL_MONTHS = lib.Type_INTERVAL_MONTHS INTERVAL_DAY_TIME = lib.Type_INTERVAL_DAY_TIME INTERVAL_MONTH_DAY_NANO = lib.Type_INTERVAL_MONTH_DAY_NANO DURATION = lib.Type_DURATION DICTIONARY = lib.Type_DICTIONARY
[docs]@doc(datatype="null") def is_null(t): """ Return True if value is an instance of type: {datatype}. Parameters ---------- t : DataType """ return t.id == lib.Type_NA
[docs]@doc(is_null, datatype="boolean") def is_boolean(t): return t.id == lib.Type_BOOL
[docs]@doc(is_null, datatype="any integer") def is_integer(t): return t.id in _INTEGER_TYPES
[docs]@doc(is_null, datatype="signed integer") def is_signed_integer(t): return t.id in _SIGNED_INTEGER_TYPES
[docs]@doc(is_null, datatype="unsigned integer") def is_unsigned_integer(t): return t.id in _UNSIGNED_INTEGER_TYPES
[docs]@doc(is_null, datatype="int8") def is_int8(t): return t.id == lib.Type_INT8
[docs]@doc(is_null, datatype="int16") def is_int16(t): return t.id == lib.Type_INT16
[docs]@doc(is_null, datatype="int32") def is_int32(t): return t.id == lib.Type_INT32
[docs]@doc(is_null, datatype="int64") def is_int64(t): return t.id == lib.Type_INT64
[docs]@doc(is_null, datatype="uint8") def is_uint8(t): return t.id == lib.Type_UINT8
[docs]@doc(is_null, datatype="uint16") def is_uint16(t): return t.id == lib.Type_UINT16
[docs]@doc(is_null, datatype="uint32") def is_uint32(t): return t.id == lib.Type_UINT32
[docs]@doc(is_null, datatype="uint64") def is_uint64(t): return t.id == lib.Type_UINT64
[docs]@doc(is_null, datatype="floating point numeric") def is_floating(t): return t.id in _FLOATING_TYPES
[docs]@doc(is_null, datatype="float16 (half-precision)") def is_float16(t): return t.id == lib.Type_HALF_FLOAT
[docs]@doc(is_null, datatype="float32 (single precision)") def is_float32(t): return t.id == lib.Type_FLOAT
[docs]@doc(is_null, datatype="float64 (double precision)") def is_float64(t): return t.id == lib.Type_DOUBLE
[docs]@doc(is_null, datatype="list") def is_list(t): return t.id == lib.Type_LIST
[docs]@doc(is_null, datatype="large list") def is_large_list(t): return t.id == lib.Type_LARGE_LIST
[docs]@doc(is_null, datatype="fixed size list") def is_fixed_size_list(t): return t.id == lib.Type_FIXED_SIZE_LIST
[docs]@doc(is_null, datatype="list view") def is_list_view(t): return t.id == lib.Type_LIST_VIEW
[docs]@doc(is_null, datatype="large list view") def is_large_list_view(t): return t.id == lib.Type_LARGE_LIST_VIEW
[docs]@doc(is_null, datatype="struct") def is_struct(t): return t.id == lib.Type_STRUCT
[docs]@doc(is_null, datatype="union") def is_union(t): return t.id in _UNION_TYPES
[docs]@doc(is_null, datatype="nested type") def is_nested(t): return t.id in _NESTED_TYPES
[docs]@doc(is_null, datatype="run-end encoded") def is_run_end_encoded(t): return t.id == lib.Type_RUN_END_ENCODED
[docs]@doc(is_null, datatype="date, time, timestamp or duration") def is_temporal(t): return t.id in _TEMPORAL_TYPES
[docs]@doc(is_null, datatype="timestamp") def is_timestamp(t): return t.id == lib.Type_TIMESTAMP
[docs]@doc(is_null, datatype="duration") def is_duration(t): return t.id == lib.Type_DURATION
[docs]@doc(is_null, datatype="time") def is_time(t): return t.id in _TIME_TYPES
[docs]@doc(is_null, datatype="time32") def is_time32(t): return t.id == lib.Type_TIME32
[docs]@doc(is_null, datatype="time64") def is_time64(t): return t.id == lib.Type_TIME64
[docs]@doc(is_null, datatype="variable-length binary") def is_binary(t): return t.id == lib.Type_BINARY
[docs]@doc(is_null, datatype="large variable-length binary") def is_large_binary(t): return t.id == lib.Type_LARGE_BINARY
[docs]@doc(method="is_string") def is_unicode(t): """ Alias for {method}. Parameters ---------- t : DataType """ return is_string(t)
[docs]@doc(is_null, datatype="string (utf8 unicode)") def is_string(t): return t.id == lib.Type_STRING
[docs]@doc(is_unicode, method="is_large_string") def is_large_unicode(t): return is_large_string(t)
[docs]@doc(is_null, datatype="large string (utf8 unicode)") def is_large_string(t): return t.id == lib.Type_LARGE_STRING
[docs]@doc(is_null, datatype="fixed size binary") def is_fixed_size_binary(t): return t.id == lib.Type_FIXED_SIZE_BINARY
[docs]@doc(is_null, datatype="variable-length binary view") def is_binary_view(t): return t.id == lib.Type_BINARY_VIEW
[docs]@doc(is_null, datatype="variable-length string (utf-8) view") def is_string_view(t): return t.id == lib.Type_STRING_VIEW
[docs]@doc(is_null, datatype="date") def is_date(t): return t.id in _DATE_TYPES
[docs]@doc(is_null, datatype="date32 (days)") def is_date32(t): return t.id == lib.Type_DATE32
[docs]@doc(is_null, datatype="date64 (milliseconds)") def is_date64(t): return t.id == lib.Type_DATE64
[docs]@doc(is_null, datatype="map") def is_map(t): return t.id == lib.Type_MAP
[docs]@doc(is_null, datatype="decimal") def is_decimal(t): return t.id in _DECIMAL_TYPES
@doc(is_null, datatype="decimal32") def is_decimal32(t): return t.id == lib.Type_DECIMAL32 @doc(is_null, datatype="decimal64") def is_decimal64(t): return t.id == lib.Type_DECIMAL64
[docs]@doc(is_null, datatype="decimal128") def is_decimal128(t): return t.id == lib.Type_DECIMAL128
[docs]@doc(is_null, datatype="decimal256") def is_decimal256(t): return t.id == lib.Type_DECIMAL256
[docs]@doc(is_null, datatype="dictionary-encoded") def is_dictionary(t): return t.id == lib.Type_DICTIONARY
[docs]@doc(is_null, datatype="interval") def is_interval(t): return t.id == lib.Type_INTERVAL_MONTH_DAY_NANO
[docs]@doc(is_null, datatype="primitive type") def is_primitive(t): return lib._is_primitive(t.id)