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// Licensed to the Apache Software Foundation (ASF) under one
// or more contributor license agreements. See the NOTICE file
// distributed with this work for additional information
// regarding copyright ownership. The ASF licenses this file
// to you under the Apache License, Version 2.0 (the
// "License"); you may not use this file except in compliance
// with the License. You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
package arrow
import (
"fmt"
"hash/maphash"
"strings"
"github.com/apache/arrow-go/v18/arrow/internal/debug"
)
// Type is a logical type. 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)
type Type int
const (
// NULL type having no physical storage
NULL Type = iota
// BOOL is a 1 bit, LSB bit-packed ordering
BOOL
// UINT8 is an Unsigned 8-bit little-endian integer
UINT8
// INT8 is a Signed 8-bit little-endian integer
INT8
// UINT16 is an Unsigned 16-bit little-endian integer
UINT16
// INT16 is a Signed 16-bit little-endian integer
INT16
// UINT32 is an Unsigned 32-bit little-endian integer
UINT32
// INT32 is a Signed 32-bit little-endian integer
INT32
// UINT64 is an Unsigned 64-bit little-endian integer
UINT64
// INT64 is a Signed 64-bit little-endian integer
INT64
// FLOAT16 is a 2-byte floating point value
FLOAT16
// FLOAT32 is a 4-byte floating point value
FLOAT32
// FLOAT64 is an 8-byte floating point value
FLOAT64
// STRING is a UTF8 variable-length string
STRING
// BINARY is a Variable-length byte type (no guarantee of UTF8-ness)
BINARY
// FIXED_SIZE_BINARY is a binary where each value occupies the same number of bytes
FIXED_SIZE_BINARY
// DATE32 is int32 days since the UNIX epoch
DATE32
// DATE64 is int64 milliseconds since the UNIX epoch
DATE64
// TIMESTAMP is an exact timestamp encoded with int64 since UNIX epoch
// Default unit millisecond
TIMESTAMP
// TIME32 is a signed 32-bit integer, representing either seconds or
// milliseconds since midnight
TIME32
// TIME64 is a signed 64-bit integer, representing either microseconds or
// nanoseconds since midnight
TIME64
// INTERVAL_MONTHS is YEAR_MONTH interval in SQL style
INTERVAL_MONTHS
// INTERVAL_DAY_TIME is DAY_TIME in SQL Style
INTERVAL_DAY_TIME
// DECIMAL128 is a precision- and scale-based decimal type. Storage type depends on the
// parameters.
DECIMAL128
// DECIMAL256 is a precision and scale based decimal type, with 256 bit max.
DECIMAL256
// LIST is a list of some logical data type
LIST
// STRUCT of logical types
STRUCT
// SPARSE_UNION of logical types
SPARSE_UNION
// DENSE_UNION of logical types
DENSE_UNION
// DICTIONARY aka Category type
DICTIONARY
// MAP is a repeated struct logical type
MAP
// Custom data type, implemented by user
EXTENSION
// Fixed size list of some logical type
FIXED_SIZE_LIST
// Measure of elapsed time in either seconds, milliseconds, microseconds
// or nanoseconds.
DURATION
// like STRING, but 64-bit offsets
LARGE_STRING
// like BINARY but with 64-bit offsets
LARGE_BINARY
// like LIST but with 64-bit offsets
LARGE_LIST
// calendar interval with three fields
INTERVAL_MONTH_DAY_NANO
RUN_END_ENCODED
// String (UTF8) view type with 4-byte prefix and inline
// small string optimizations
STRING_VIEW
// Bytes view with 4-byte prefix and inline small byte arrays optimization
BINARY_VIEW
// LIST_VIEW is a list of some logical data type represented with offsets and sizes
LIST_VIEW
// like LIST but with 64-bit offsets
LARGE_LIST_VIEW
// Decimal value with 32-bit representation
DECIMAL32
// Decimal value with 64-bit representation
DECIMAL64
// Alias to ensure we do not break any consumers
DECIMAL = DECIMAL128
)
// DataType is the representation of an Arrow type.
type DataType interface {
fmt.Stringer
ID() Type
// Name is name of the data type.
Name() string
Fingerprint() string
Layout() DataTypeLayout
}
// TypesToString is a convenience function to create a list of types
// which are comma delimited as a string
func TypesToString(types []DataType) string {
var b strings.Builder
b.WriteByte('(')
for i, t := range types {
if i != 0 {
b.WriteString(", ")
}
b.WriteString(t.String())
}
b.WriteByte(')')
return b.String()
}
// FixedWidthDataType is the representation of an Arrow type that
// requires a fixed number of bits in memory for each element.
type FixedWidthDataType interface {
DataType
// BitWidth returns the number of bits required to store a single element of this data type in memory.
BitWidth() int
// Bytes returns the number of bytes required to store a single element of this data type in memory.
Bytes() int
}
type BinaryDataType interface {
DataType
IsUtf8() bool
binary()
}
type BinaryViewDataType interface {
BinaryDataType
view()
}
type OffsetsDataType interface {
DataType
OffsetTypeTraits() OffsetTraits
}
func HashType(seed maphash.Seed, dt DataType) uint64 {
var h maphash.Hash
h.SetSeed(seed)
h.WriteString(dt.Fingerprint())
return h.Sum64()
}
func typeIDFingerprint(id Type) string {
c := string(rune(int(id) + int('A')))
return "@" + c
}
func typeFingerprint(typ DataType) string { return typeIDFingerprint(typ.ID()) }
func timeUnitFingerprint(unit TimeUnit) rune {
switch unit {
case Second:
return 's'
case Millisecond:
return 'm'
case Microsecond:
return 'u'
case Nanosecond:
return 'n'
default:
debug.Assert(false, "unexpected time unit")
return rune(0)
}
}
// BufferKind describes the type of buffer expected when defining a layout specification
type BufferKind int8
// The expected types of buffers
const (
KindFixedWidth BufferKind = iota
KindVarWidth
KindBitmap
KindAlwaysNull
)
// BufferSpec provides a specification for the buffers of a particular datatype
type BufferSpec struct {
Kind BufferKind
ByteWidth int // for KindFixedWidth
}
func (b BufferSpec) Equals(other BufferSpec) bool {
return b.Kind == other.Kind && (b.Kind != KindFixedWidth || b.ByteWidth == other.ByteWidth)
}
// DataTypeLayout represents the physical layout of a datatype's buffers including
// the number of and types of those binary buffers. This will correspond
// with the buffers in the ArrayData for an array of that type.
type DataTypeLayout struct {
Buffers []BufferSpec
HasDict bool
// VariadicSpec is what the buffers beyond len(Buffers) are expected to conform to.
VariadicSpec *BufferSpec
}
func SpecFixedWidth(w int) BufferSpec { return BufferSpec{KindFixedWidth, w} }
func SpecVariableWidth() BufferSpec { return BufferSpec{KindVarWidth, -1} }
func SpecBitmap() BufferSpec { return BufferSpec{KindBitmap, -1} }
func SpecAlwaysNull() BufferSpec { return BufferSpec{KindAlwaysNull, -1} }
// IsInteger is a helper to return true if the type ID provided is one of the
// integral types of uint or int with the varying sizes.
func IsInteger(t Type) bool {
switch t {
case UINT8, INT8, UINT16, INT16, UINT32, INT32, UINT64, INT64:
return true
}
return false
}
// IsUnsignedInteger is a helper that returns true if the type ID provided is
// one of the uint integral types (uint8, uint16, uint32, uint64)
func IsUnsignedInteger(t Type) bool {
switch t {
case UINT8, UINT16, UINT32, UINT64:
return true
}
return false
}
// IsSignedInteger is a helper that returns true if the type ID provided is
// one of the int integral types (int8, int16, int32, int64)
func IsSignedInteger(t Type) bool {
switch t {
case INT8, INT16, INT32, INT64:
return true
}
return false
}
// IsFloating is a helper that returns true if the type ID provided is
// one of Float16, Float32, or Float64
func IsFloating(t Type) bool {
switch t {
case FLOAT16, FLOAT32, FLOAT64:
return true
}
return false
}
// IsPrimitive returns true if the provided type ID represents a fixed width
// primitive type.
func IsPrimitive(t Type) bool {
switch t {
case BOOL, UINT8, INT8, UINT16, INT16, UINT32, INT32, UINT64, INT64,
FLOAT16, FLOAT32, FLOAT64, DATE32, DATE64, TIME32, TIME64, TIMESTAMP,
DURATION, INTERVAL_MONTHS, INTERVAL_DAY_TIME, INTERVAL_MONTH_DAY_NANO:
return true
}
return false
}
// IsBaseBinary returns true for Binary/String and their LARGE variants
func IsBaseBinary(t Type) bool {
switch t {
case BINARY, STRING, LARGE_BINARY, LARGE_STRING:
return true
}
return false
}
// IsBinaryLike returns true for only BINARY and STRING
func IsBinaryLike(t Type) bool {
switch t {
case BINARY, STRING:
return true
}
return false
}
// IsLargeBinaryLike returns true for only LARGE_BINARY and LARGE_STRING
func IsLargeBinaryLike(t Type) bool {
switch t {
case LARGE_BINARY, LARGE_STRING:
return true
}
return false
}
// IsFixedSizeBinary returns true for Decimal32/64/128/256 and FixedSizeBinary
func IsFixedSizeBinary(t Type) bool {
switch t {
case DECIMAL32, DECIMAL64, DECIMAL128, DECIMAL256, FIXED_SIZE_BINARY:
return true
}
return false
}
// IsDecimal returns true for Decimal128 and Decimal256
func IsDecimal(t Type) bool {
switch t {
case DECIMAL32, DECIMAL64, DECIMAL128, DECIMAL256:
return true
}
return false
}
// IsUnion returns true for Sparse and Dense Unions
func IsUnion(t Type) bool {
switch t {
case DENSE_UNION, SPARSE_UNION:
return true
}
return false
}
// IsListLike returns true for List, LargeList, FixedSizeList, and Map
func IsListLike(t Type) bool {
switch t {
case LIST, LARGE_LIST, FIXED_SIZE_LIST, MAP:
return true
}
return false
}
// IsNested returns true for List, LargeList, FixedSizeList, Map, Struct, and Unions
func IsNested(t Type) bool {
switch t {
case LIST, LARGE_LIST, FIXED_SIZE_LIST, MAP, LIST_VIEW, LARGE_LIST_VIEW, STRUCT, SPARSE_UNION, DENSE_UNION:
return true
}
return false
}
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