Data Types¶
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enum
arrow::Type::type¶ Main data type enumeration.
This enumeration provides a quick way to interrogate the category of a DataType instance.
Values:
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NA= 0¶ A NULL type having no physical storage.
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BOOL¶ Boolean as 1 bit, LSB bit-packed ordering.
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UINT8¶ Unsigned 8-bit little-endian integer.
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INT8¶ Signed 8-bit little-endian integer.
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UINT16¶ Unsigned 16-bit little-endian integer.
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INT16¶ Signed 16-bit little-endian integer.
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UINT32¶ Unsigned 32-bit little-endian integer.
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INT32¶ Signed 32-bit little-endian integer.
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UINT64¶ Unsigned 64-bit little-endian integer.
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INT64¶ Signed 64-bit little-endian integer.
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HALF_FLOAT¶ 2-byte floating point value
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FLOAT¶ 4-byte floating point value
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DOUBLE¶ 8-byte floating point value
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STRING¶ UTF8 variable-length string as List<Char>
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BINARY¶ Variable-length bytes (no guarantee of UTF8-ness)
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FIXED_SIZE_BINARY¶ Fixed-size binary. Each value occupies the same number of bytes.
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DATE32¶ int32_t days since the UNIX epoch
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DATE64¶ int64_t milliseconds since the UNIX epoch
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TIMESTAMP¶ Exact timestamp encoded with int64 since UNIX epoch Default unit millisecond.
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TIME32¶ Time as signed 32-bit integer, representing either seconds or milliseconds since midnight.
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TIME64¶ Time as signed 64-bit integer, representing either microseconds or nanoseconds since midnight.
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INTERVAL_MONTHS¶ YEAR_MONTH interval in SQL style.
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INTERVAL_DAY_TIME¶ DAY_TIME interval in SQL style.
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DECIMAL128¶ Precision- and scale-based decimal type with 128 bits.
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DECIMAL= DECIMAL128¶ Defined for backward-compatibility.
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DECIMAL256¶ Precision- and scale-based decimal type with 256 bits.
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LIST¶ A list of some logical data type.
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STRUCT¶ Struct of logical types.
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SPARSE_UNION¶ Sparse unions of logical types.
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DENSE_UNION¶ Dense unions of logical types.
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DICTIONARY¶ Dictionary-encoded type, also called “categorical” or “factor” in other programming languages.
Holds the dictionary value type but not the dictionary itself, which is part of the ArrayData struct
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MAP¶ Map, a repeated struct logical type.
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EXTENSION¶ Custom data type, implemented by user.
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FIXED_SIZE_LIST¶ Fixed size list of some logical type.
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DURATION¶ Measure of elapsed time in either seconds, milliseconds, microseconds or nanoseconds.
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LARGE_STRING¶ Like STRING, but with 64-bit offsets.
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LARGE_BINARY¶ Like BINARY, but with 64-bit offsets.
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LARGE_LIST¶ Like LIST, but with 64-bit offsets.
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MAX_ID¶
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class
DataType: public arrow::detail::Fingerprintable¶ Base class for all data types.
Data types in this library are all logical. They can be expressed as either a primitive physical type (bytes or bits of some fixed size), a nested type consisting of other data types, or another data type (e.g. a timestamp encoded as an int64).
Simple datatypes may be entirely described by their Type::type id, but complex datatypes are usually parametric.
Subclassed by arrow::BaseBinaryType, arrow::ExtensionType, arrow::FixedWidthType, arrow::NestedType, arrow::NullType
Public Functions
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bool
Equals(const DataType &other, bool check_metadata = false) const¶ Return whether the types are equal.
Types that are logically convertible from one to another (e.g. List<UInt8> and Binary) are NOT equal.
Return whether the types are equal.
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const std::vector<std::shared_ptr<Field>> &
fields() const¶ Returns the children fields associated with this type.
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int
num_fields() const¶ Returns the number of children fields associated with this type.
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virtual std::string
ToString() const = 0¶ A string representation of the type, including any children.
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size_t
Hash() const¶ Return hash value (excluding metadata in child fields)
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virtual std::string
name() const = 0¶ A string name of the type, omitting any child fields.
- Note
Experimental API
- Since
0.7.0
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virtual DataTypeLayout
layout() const = 0¶ Return the data type layout.
Children are not included.
- Note
Experimental API
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bool
Factory functions¶
These functions are recommended for creating data types. They may return new objects or existing singletons, depending on the type requested.
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std::shared_ptr<DataType>
arrow::boolean()¶ Return a BooleanType instance.
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std::shared_ptr<DataType>
arrow::uint16()¶ Return a UInt16Type instance.
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std::shared_ptr<DataType>
arrow::uint32()¶ Return a UInt32Type instance.
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std::shared_ptr<DataType>
arrow::uint64()¶ Return a UInt64Type instance.
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std::shared_ptr<DataType>
arrow::float16()¶ Return a HalfFloatType instance.
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std::shared_ptr<DataType>
arrow::float64()¶ Return a DoubleType instance.
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std::shared_ptr<DataType>
arrow::utf8()¶ Return a StringType instance.
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std::shared_ptr<DataType>
arrow::binary()¶ Return a BinaryType instance.
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std::shared_ptr<DataType>
arrow::date32()¶ Return a Date32Type instance.
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std::shared_ptr<DataType>
arrow::date64()¶ Return a Date64Type instance.
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std::shared_ptr<DataType>
arrow::fixed_size_binary(int32_t byte_width)¶ Create a FixedSizeBinaryType instance.
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std::shared_ptr<DataType>
arrow::decimal(int32_t precision, int32_t scale)¶ Create a DecimalType instance depending on the precision.
If the precision is greater than 38, a Decimal128Type is returned, otherwise a Decimal256Type.
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std::shared_ptr<DataType>
arrow::decimal128(int32_t precision, int32_t scale)¶ Create a Decimal128Type instance.
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std::shared_ptr<DataType>
arrow::decimal256(int32_t precision, int32_t scale)¶ Create a Decimal256Type instance.
Create a LargeListType instance from its child Field type.
Create a LargeListType instance from its child DataType.
Create a MapType instance from its key and value DataTypes.
Create a MapType instance from its key DataType and value field.
The field override is provided to communicate nullability of the value.
Create a FixedSizeListType instance from its child Field type.
Create a FixedSizeListType instance from its child DataType.
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std::shared_ptr<DataType>
arrow::duration(TimeUnit::type unit)¶ Return a Duration instance (naming use _type to avoid namespace conflict with built in time classes).
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std::shared_ptr<DataType>
arrow::timestamp(TimeUnit::type unit)¶ Create a TimestampType instance from its unit.
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std::shared_ptr<DataType>
arrow::timestamp(TimeUnit::type unit, const std::string &timezone)¶ Create a TimestampType instance from its unit and timezone.
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std::shared_ptr<DataType>
arrow::time32(TimeUnit::type unit)¶ Create a 32-bit time type instance.
Unit can be either SECOND or MILLI
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std::shared_ptr<DataType>
arrow::time64(TimeUnit::type unit)¶ Create a 64-bit time type instance.
Unit can be either MICRO or NANO
Create a StructType instance.
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std::shared_ptr<DataType>
arrow::sparse_union(FieldVector child_fields, std::vector<int8_t> type_codes = {})¶ Create a SparseUnionType instance.
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std::shared_ptr<DataType>
arrow::dense_union(FieldVector child_fields, std::vector<int8_t> type_codes = {})¶ Create a DenseUnionType instance.
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std::shared_ptr<DataType>
arrow::sparse_union(const ArrayVector &children, std::vector<std::string> field_names = {}, std::vector<int8_t> type_codes = {})¶ Create a SparseUnionType instance.
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std::shared_ptr<DataType>
arrow::dense_union(const ArrayVector &children, std::vector<std::string> field_names = {}, std::vector<int8_t> type_codes = {})¶ Create a DenseUnionType instance.
Create a UnionType instance.
Create a UnionType instance.
Create a UnionType instance.
Create a UnionType instance.
Create a UnionType instance.
Create a DictionaryType instance.
- Parameters
[in] index_type: the type of the dictionary indices (must be a signed integer)[in] dict_type: the type of the values in the variable dictionary[in] ordered: true if the order of the dictionary values has semantic meaning and should be preserved where possible
Concrete type subclasses¶
Primitive¶
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class
NullType: public arrow::DataType¶ Concrete type class for always-null data.
Public Functions
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std::string
ToString() const¶ A string representation of the type, including any children.
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DataTypeLayout
layout() const¶ Return the data type layout.
Children are not included.
- Note
Experimental API
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std::string
name() const¶ A string name of the type, omitting any child fields.
- Note
Experimental API
- Since
0.7.0
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std::string
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class
BooleanType: public arrow::detail::CTypeImpl<BooleanType, PrimitiveCType, Type::BOOL, bool>¶ Concrete type class for boolean data.
Public Functions
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DataTypeLayout
layout() const¶ Return the data type layout.
Children are not included.
- Note
Experimental API
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DataTypeLayout
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class
Int8Type: public arrow::detail::IntegerTypeImpl<Int8Type, Type::INT8, int8_t>¶ Concrete type class for signed 8-bit integer data.
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class
Int16Type: public arrow::detail::IntegerTypeImpl<Int16Type, Type::INT16, int16_t>¶ Concrete type class for signed 16-bit integer data.
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class
Int32Type: public arrow::detail::IntegerTypeImpl<Int32Type, Type::INT32, int32_t>¶ Concrete type class for signed 32-bit integer data.
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class
Int64Type: public arrow::detail::IntegerTypeImpl<Int64Type, Type::INT64, int64_t>¶ Concrete type class for signed 64-bit integer data.
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class
UInt8Type: public arrow::detail::IntegerTypeImpl<UInt8Type, Type::UINT8, uint8_t>¶ Concrete type class for unsigned 8-bit integer data.
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class
UInt16Type: public arrow::detail::IntegerTypeImpl<UInt16Type, Type::UINT16, uint16_t>¶ Concrete type class for unsigned 16-bit integer data.
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class
UInt32Type: public arrow::detail::IntegerTypeImpl<UInt32Type, Type::UINT32, uint32_t>¶ Concrete type class for unsigned 32-bit integer data.
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class
UInt64Type: public arrow::detail::IntegerTypeImpl<UInt64Type, Type::UINT64, uint64_t>¶ Concrete type class for unsigned 64-bit integer data.
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class
HalfFloatType: public arrow::detail::CTypeImpl<HalfFloatType, FloatingPointType, Type::HALF_FLOAT, uint16_t>¶ Concrete type class for 16-bit floating-point data.
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class
FloatType: public arrow::detail::CTypeImpl<FloatType, FloatingPointType, Type::FLOAT, float>¶ Concrete type class for 32-bit floating-point data (C “float”)
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class
DoubleType: public arrow::detail::CTypeImpl<DoubleType, FloatingPointType, Type::DOUBLE, double>¶ Concrete type class for 64-bit floating-point data (C “double”)
Binary-like¶
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class
BinaryType: public arrow::BaseBinaryType¶ Concrete type class for variable-size binary data.
Subclassed by arrow::StringType
Public Functions
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DataTypeLayout
layout() const¶ Return the data type layout.
Children are not included.
- Note
Experimental API
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std::string
ToString() const¶ A string representation of the type, including any children.
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std::string
name() const¶ A string name of the type, omitting any child fields.
- Note
Experimental API
- Since
0.7.0
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DataTypeLayout
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class
StringType: public arrow::BinaryType¶ Concrete type class for variable-size string data, utf8-encoded.
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class
FixedSizeBinaryType: public arrow::FixedWidthType, public arrow::ParametricType¶ Concrete type class for fixed-size binary data.
Subclassed by arrow::DecimalType
Public Functions
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std::string
ToString() const¶ A string representation of the type, including any children.
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std::string
name() const¶ A string name of the type, omitting any child fields.
- Note
Experimental API
- Since
0.7.0
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DataTypeLayout
layout() const¶ Return the data type layout.
Children are not included.
- Note
Experimental API
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std::string
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class
Decimal128Type: public arrow::DecimalType¶ Concrete type class for 128-bit decimal data.
Arrow decimals are fixed-point decimal numbers encoded as a scaled integer. The precision is the number of significant digits that the decimal type can represent; the scale is the number of digits after the decimal point (note the scale can be negative).
As an example,
Decimal128Type(7, 3)can exactly represent the numbers 1234.567 and -1234.567 (encoded internally as the 128-bit integers 1234567 and -1234567, respectively), but neither 12345.67 nor 123.4567.Decimal128Type has a maximum precision of 38 significant digits (also available as Decimal128Type::kMaxPrecision). If higher precision is needed, consider using Decimal256Type.
Public Functions
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Decimal128Type(int32_t precision, int32_t scale)¶ Decimal128Type constructor that aborts on invalid input.
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std::string
ToString() const¶ A string representation of the type, including any children.
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std::string
name() const¶ A string name of the type, omitting any child fields.
- Note
Experimental API
- Since
0.7.0
Public Static Functions
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static Result<std::shared_ptr<DataType>>
Make(int32_t precision, int32_t scale)¶ Decimal128Type constructor that returns an error on invalid input.
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Nested¶
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class
ListType: public arrow::BaseListType¶ Concrete type class for list data.
List data is nested data where each value is a variable number of child items. Lists can be recursively nested, for example list(list(int32)).
Subclassed by arrow::MapType
Public Functions
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DataTypeLayout
layout() const¶ Return the data type layout.
Children are not included.
- Note
Experimental API
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std::string
ToString() const¶ A string representation of the type, including any children.
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std::string
name() const¶ A string name of the type, omitting any child fields.
- Note
Experimental API
- Since
0.7.0
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DataTypeLayout
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class
MapType: public arrow::ListType¶ Concrete type class for map data.
Map data is nested data where each value is a variable number of key-item pairs. Its physical representation is the same as a list of
{key, item}structs.Maps can be recursively nested, for example map(utf8, map(utf8, int32)).
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class
StructType: public arrow::NestedType¶ Concrete type class for struct data.
Public Functions
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DataTypeLayout
layout() const¶ Return the data type layout.
Children are not included.
- Note
Experimental API
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std::string
ToString() const¶ A string representation of the type, including any children.
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std::string
name() const¶ A string name of the type, omitting any child fields.
- Note
Experimental API
- Since
0.7.0
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std::shared_ptr<Field>
GetFieldByName(const std::string &name) const¶ Returns null if name not found.
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std::vector<std::shared_ptr<Field>>
GetAllFieldsByName(const std::string &name) const¶ Return all fields having this name.
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int
GetFieldIndex(const std::string &name) const¶ Returns -1 if name not found or if there are multiple fields having the same name.
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std::vector<int>
GetAllFieldIndices(const std::string &name) const¶ Return the indices of all fields having this name in sorted order.
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DataTypeLayout
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class
UnionType: public arrow::NestedType¶ Base type class for union data.
Subclassed by arrow::DenseUnionType, arrow::SparseUnionType
Public Functions
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DataTypeLayout
layout() const¶ Return the data type layout.
Children are not included.
- Note
Experimental API
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std::string
ToString() const¶ A string representation of the type, including any children.
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const std::vector<int8_t> &
type_codes() const¶ The array of logical type ids.
For example, the first type in the union might be denoted by the id 5 (instead of 0).
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const std::vector<int> &
child_ids() const¶ An array mapping logical type ids to physical child ids.
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DataTypeLayout
Dictionary-encoded¶
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class
DictionaryType: public arrow::FixedWidthType¶ Dictionary-encoded value type with data-dependent dictionary.
Indices are represented by any integer types.
Public Functions
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std::string
ToString() const¶ A string representation of the type, including any children.
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std::string
name() const¶ A string name of the type, omitting any child fields.
- Note
Experimental API
- Since
0.7.0
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DataTypeLayout
layout() const¶ Return the data type layout.
Children are not included.
- Note
Experimental API
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std::string
Fields and Schemas¶
Create a Field instance.
- Parameters
name: the field nametype: the field value typenullable: whether the values are nullable, default truemetadata: any custom key-value metadata, default null
Create a Field instance with metadata.
The field will be assumed to be nullable.
- Parameters
name: the field nametype: the field value typemetadata: any custom key-value metadata
Create a Schema instance.
- Return
schema shared_ptr to Schema
- Parameters
fields: the schema’s fieldsmetadata: any custom key-value metadata, default null
Create a Schema instance.
- Return
schema shared_ptr to Schema
- Parameters
fields: the schema’s fieldsendianness: the endianness of the datametadata: any custom key-value metadata, default null
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class
Field: public arrow::detail::Fingerprintable¶ The combination of a field name and data type, with optional metadata.
Fields are used to describe the individual constituents of a nested DataType or a Schema.
A field’s metadata is represented by a KeyValueMetadata instance, which holds arbitrary key-value pairs.
Public Functions
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std::shared_ptr<const KeyValueMetadata>
metadata() const¶ Return the field’s attached metadata.
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bool
HasMetadata() const¶ Return whether the field has non-empty metadata.
Return a copy of this field with the given metadata attached to it.
EXPERIMENTAL: Return a copy of this field with the given metadata merged with existing metadata (any colliding keys will be overridden by the passed metadata)
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std::shared_ptr<Field>
RemoveMetadata() const¶ Return a copy of this field without any metadata attached to it.
Return a copy of this field with the replaced type.
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std::shared_ptr<Field>
WithName(const std::string &name) const¶ Return a copy of this field with the replaced name.
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std::shared_ptr<Field>
WithNullable(bool nullable) const¶ Return a copy of this field with the replaced nullability.
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Result<std::shared_ptr<Field>>
MergeWith(const Field &other, MergeOptions options = MergeOptions::Defaults()) const¶ Merge the current field with a field of the same name.
The two fields must be compatible, i.e:
have the same name
have the same type, or of compatible types according to
options.
The metadata of the current field is preserved; the metadata of the other field is discarded.
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bool
Equals(const Field &other, bool check_metadata = false) const¶ Indicate if fields are equals.
- Return
true if fields are equal, false otherwise.
- Parameters
[in] other: field to check equality with.[in] check_metadata: controls if it should check for metadata equality.
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bool
IsCompatibleWith(const Field &other) const¶ Indicate if fields are compatibles.
See the criteria of MergeWith.
- Return
true if fields are compatible, false otherwise.
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std::string
ToString(bool show_metadata = false) const¶ Return a string representation ot the field.
- Parameters
[in] show_metadata: when true, if KeyValueMetadata is non-empty, print keys and values in the output
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const std::string &
name() const¶ Return the field name.
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bool
nullable() const¶ Return whether the field is nullable.
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struct
MergeOptions¶ Options that control the behavior of
MergeWith.Options are to be added to allow type conversions, including integer widening, promotion from integer to float, or conversion to or from boolean.
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std::shared_ptr<const KeyValueMetadata>
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class
Schema: public arrow::detail::Fingerprintable, public arrow::util::EqualityComparable<Schema>, public arrow::util::ToStringOstreamable<Schema>¶ Sequence of arrow::Field objects describing the columns of a record batch or table data structure.
Public Functions
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bool
Equals(const Schema &other, bool check_metadata = false) const¶ Returns true if all of the schema fields are equal.
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std::shared_ptr<Schema>
WithEndianness(Endianness endianness) const¶ Set endianness in the schema.
- Return
new Schema
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Endianness
endianness() const¶ Return endianness in the schema.
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bool
is_native_endian() const¶ Indicate if endianness is equal to platform-native endianness.
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int
num_fields() const¶ Return the number of fields (columns) in the schema.
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const std::shared_ptr<Field> &
field(int i) const¶ Return the ith schema element. Does not boundscheck.
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std::shared_ptr<Field>
GetFieldByName(const std::string &name) const¶ Returns null if name not found.
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FieldVector
GetAllFieldsByName(const std::string &name) const¶ Return the indices of all fields having this name in sorted order.
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int
GetFieldIndex(const std::string &name) const¶ Returns -1 if name not found.
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std::vector<int>
GetAllFieldIndices(const std::string &name) const¶ Return the indices of all fields having this name.
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Status
CanReferenceFieldsByNames(const std::vector<std::string> &names) const¶ Indicate if fields named
namescan be found unambiguously in the schema.
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const std::shared_ptr<const KeyValueMetadata> &
metadata() const¶ The custom key-value metadata, if any.
- Return
metadata may be null
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std::string
ToString(bool show_metadata = false) const¶ Render a string representation of the schema suitable for debugging.
- Parameters
[in] show_metadata: when true, if KeyValueMetadata is non-empty, print keys and values in the output
Replace key-value metadata with new metadata.
- Return
new Schema
- Parameters
[in] metadata: new KeyValueMetadata
-
bool