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DecimalData

Struct DecimalData 

Source
pub struct DecimalData { /* private fields */ }
Expand description

A decimal array that stores fixed-precision decimal numbers with configurable scale.

This mirrors the Apache Arrow Decimal encoding and provides exact arithmetic for financial and scientific computations where floating-point precision loss is unacceptable.

§Storage Format

Decimals are stored as scaled integers in a supported scalar value type.

The precisions supported for each scalar type are:

  • i8: precision 1-2 digits
  • i16: precision 3-4 digits
  • i32: precision 5-9 digits
  • i64: precision 10-18 digits
  • i128: precision 19-38 digits
  • i256: precision 39-76 digits

These are just the maximal ranges for each scalar type, but it is perfectly legal to store values with precision that does not match this exactly. For example, a valid DecimalArray with precision=39 may store its values in an i8 if all of the actual values fit into it.

Similarly, a DecimalArray can be built that stores a set of precision=2 values in a Buffer<i256>.

§Precision and Scale

  • Precision: Total number of significant digits (1-76, u8 range)
  • Scale: Number of digits after the decimal point (-128 to 127, i8 range)
  • Value: stored_integer / 10^scale

For example, with precision=5 and scale=2:

  • Stored value 12345 represents 123.45
  • Range: -999.99 to 999.99

§Valid Scalar Types

The underlying storage uses these native types based on precision:

  • DecimalType::I8, I16, I32, I64, I128, I256
  • Type selection is automatic based on the required precision

§Examples

use vortex_array::arrays::DecimalArray;
use vortex_array::dtype::DecimalDType;
use vortex_buffer::{buffer, Buffer};
use vortex_array::validity::Validity;

// Create a decimal array with precision=5, scale=2 (e.g., 123.45)
let decimal_dtype = DecimalDType::new(5, 2);
let values = buffer![12345i32, 67890i32, -12300i32]; // 123.45, 678.90, -123.00
let array = DecimalArray::new(values, decimal_dtype, Validity::NonNullable);

assert_eq!(array.precision(), 5);
assert_eq!(array.scale(), 2);
assert_eq!(array.len(), 3);

Implementations§

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impl DecimalData

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pub fn new<T: NativeDecimalType>( buffer: Buffer<T>, decimal_dtype: DecimalDType, ) -> Self

Creates a new DecimalArray using a host-native buffer.

§Panics

Panics if the provided components do not satisfy the invariants documented in DecimalArray::new_unchecked.

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pub fn new_handle( values: BufferHandle, values_type: DecimalType, decimal_dtype: DecimalDType, ) -> Self

Creates a new DecimalArray from a BufferHandle of values that may live in host or device memory.

§Panics

Panics if the provided components do not satisfy the invariants documented in DecimalArray::new_unchecked.

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pub fn try_new<T: NativeDecimalType>( buffer: Buffer<T>, decimal_dtype: DecimalDType, ) -> VortexResult<Self>

Constructs a new DecimalArray.

See DecimalArray::new_unchecked for more information.

§Errors

Returns an error if the provided components do not satisfy the invariants documented in DecimalArray::new_unchecked.

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pub fn try_new_handle( values: BufferHandle, values_type: DecimalType, decimal_dtype: DecimalDType, ) -> VortexResult<Self>

Constructs a new DecimalArray with validation from a BufferHandle.

This pathway allows building new decimal arrays that may come from host or device memory.

§Errors

See DecimalArray::new_unchecked for invariants that are checked.

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pub unsafe fn new_unchecked<T: NativeDecimalType>( buffer: Buffer<T>, decimal_dtype: DecimalDType, ) -> Self

Creates a new DecimalArray without validation from these components:

  • buffer is a typed buffer containing the decimal values.
  • decimal_dtype specifies the decimal precision and scale.
  • validity holds the null values.
§Safety

The caller must ensure all of the following invariants are satisfied:

  • All non-null values in buffer must be representable within the specified precision.
  • For example, with precision=5 and scale=2, all values must be in range [-999.99, 999.99].
  • If validity is Validity::Array, its length must exactly equal buffer.len().
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pub unsafe fn new_unchecked_handle( values: BufferHandle, values_type: DecimalType, decimal_dtype: DecimalDType, ) -> Self

Create a new array with decimal values backed by the given buffer handle.

§Safety

The caller must ensure all of the following invariants are satisfied:

  • All non-null values in values must be representable within the specified precision.
  • For example, with precision=5 and scale=2, all values must be in range [-999.99, 999.99].
  • If validity is Validity::Array, its length must exactly equal buffer.len().
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pub unsafe fn new_unchecked_from_byte_buffer( byte_buffer: ByteBuffer, values_type: DecimalType, decimal_dtype: DecimalDType, ) -> Self

Creates a new DecimalArray from a raw byte buffer without validation.

§Safety

The caller must ensure:

  • The byte_buffer contains valid data for the specified values_type
  • The buffer length is compatible with the values_type (i.e., divisible by the type size)
  • All non-null values are representable within the specified precision
  • If validity is Validity::Array, its length must equal the number of elements
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pub fn len(&self) -> usize

Returns the length of this array.

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pub fn is_empty(&self) -> bool

Returns true if this array is empty.

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pub fn buffer_handle(&self) -> &BufferHandle

Returns the underlying ByteBuffer of the array.

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pub fn buffer<T: NativeDecimalType>(&self) -> Buffer<T>

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pub fn values_type(&self) -> DecimalType

Return the DecimalType used to represent the values in the array.

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pub fn decimal_dtype(&self) -> DecimalDType

Returns the decimal type information.

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pub fn precision(&self) -> u8

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pub fn scale(&self) -> i8

Trait Implementations§

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impl ArrayEq for DecimalData

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fn array_eq(&self, other: &Self, precision: Precision) -> bool

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impl ArrayHash for DecimalData

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fn array_hash<H: Hasher>(&self, state: &mut H, precision: Precision)

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impl Clone for DecimalData

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fn clone(&self) -> DecimalData

Returns a duplicate of the value. Read more
1.0.0 · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for DecimalData

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more
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impl Display for DecimalData

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more

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Calls .tap() only in debug builds, and is erased in release builds.
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fn tap_mut_dbg(self, func: impl FnOnce(&mut Self)) -> Self

Calls .tap_mut() only in debug builds, and is erased in release builds.
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fn tap_borrow_dbg<B>(self, func: impl FnOnce(&B)) -> Self
where Self: Borrow<B>, B: ?Sized,

Calls .tap_borrow() only in debug builds, and is erased in release builds.
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fn tap_borrow_mut_dbg<B>(self, func: impl FnOnce(&mut B)) -> Self
where Self: BorrowMut<B>, B: ?Sized,

Calls .tap_borrow_mut() only in debug builds, and is erased in release builds.
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fn tap_ref_dbg<R>(self, func: impl FnOnce(&R)) -> Self
where Self: AsRef<R>, R: ?Sized,

Calls .tap_ref() only in debug builds, and is erased in release builds.
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fn tap_ref_mut_dbg<R>(self, func: impl FnOnce(&mut R)) -> Self
where Self: AsMut<R>, R: ?Sized,

Calls .tap_ref_mut() only in debug builds, and is erased in release builds.
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fn tap_deref_dbg<T>(self, func: impl FnOnce(&T)) -> Self
where Self: Deref<Target = T>, T: ?Sized,

Calls .tap_deref() only in debug builds, and is erased in release builds.
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fn tap_deref_mut_dbg<T>(self, func: impl FnOnce(&mut T)) -> Self
where Self: DerefMut<Target = T> + Deref, T: ?Sized,

Calls .tap_deref_mut() only in debug builds, and is erased in release builds.
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impl<T> ToOwned for T
where T: Clone,

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type Owned = T

The resulting type after obtaining ownership.
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fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
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fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
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impl<T> ToString for T
where T: Display + ?Sized,

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fn to_string(&self) -> String

Converts the given value to a String. Read more
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impl<T> TryConv for T

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fn try_conv<T>(self) -> Result<T, Self::Error>
where Self: TryInto<T>,

Attempts to convert self into T using TryInto<T>. Read more
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impl<T, U> TryFrom<U> for T
where U: Into<T>,

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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
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impl<V, T> VZip<V> for T
where V: MultiLane<T>,

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fn vzip(self) -> V

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impl<T> WithSubscriber for T

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fn with_subscriber<S>(self, subscriber: S) -> WithDispatch<Self>
where S: Into<Dispatch>,

Attaches the provided Subscriber to this type, returning a WithDispatch wrapper. Read more
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fn with_current_subscriber(self) -> WithDispatch<Self>

Attaches the current default Subscriber to this type, returning a WithDispatch wrapper. Read more