polars_arrow/array/boolean/mod.rs
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use either::Either;
use super::{Array, Splitable};
use crate::array::iterator::NonNullValuesIter;
use crate::bitmap::utils::{BitmapIter, ZipValidity};
use crate::bitmap::{Bitmap, MutableBitmap};
use crate::datatypes::{ArrowDataType, PhysicalType};
use crate::trusted_len::TrustedLen;
mod ffi;
pub(super) mod fmt;
mod from;
mod iterator;
mod mutable;
pub use mutable::*;
use polars_error::{polars_bail, PolarsResult};
/// A [`BooleanArray`] is Arrow's semantically equivalent of an immutable `Vec<Option<bool>>`.
/// It implements [`Array`].
///
/// One way to think about a [`BooleanArray`] is `(DataType, Arc<Vec<u8>>, Option<Arc<Vec<u8>>>)`
/// where:
/// * the first item is the array's logical type
/// * the second is the immutable values
/// * the third is the immutable validity (whether a value is null or not as a bitmap).
///
/// The size of this struct is `O(1)`, as all data is stored behind an [`std::sync::Arc`].
/// # Example
/// ```
/// use polars_arrow::array::BooleanArray;
/// use polars_arrow::bitmap::Bitmap;
/// use polars_arrow::buffer::Buffer;
///
/// let array = BooleanArray::from([Some(true), None, Some(false)]);
/// assert_eq!(array.value(0), true);
/// assert_eq!(array.iter().collect::<Vec<_>>(), vec![Some(true), None, Some(false)]);
/// assert_eq!(array.values_iter().collect::<Vec<_>>(), vec![true, false, false]);
/// // the underlying representation
/// assert_eq!(array.values(), &Bitmap::from([true, false, false]));
/// assert_eq!(array.validity(), Some(&Bitmap::from([true, false, true])));
///
/// ```
#[derive(Clone)]
pub struct BooleanArray {
dtype: ArrowDataType,
values: Bitmap,
validity: Option<Bitmap>,
}
impl BooleanArray {
/// The canonical method to create a [`BooleanArray`] out of low-end APIs.
/// # Errors
/// This function errors iff:
/// * The validity is not `None` and its length is different from `values`'s length
/// * The `dtype`'s [`PhysicalType`] is not equal to [`PhysicalType::Boolean`].
pub fn try_new(
dtype: ArrowDataType,
values: Bitmap,
validity: Option<Bitmap>,
) -> PolarsResult<Self> {
if validity
.as_ref()
.map_or(false, |validity| validity.len() != values.len())
{
polars_bail!(ComputeError: "validity mask length must match the number of values")
}
if dtype.to_physical_type() != PhysicalType::Boolean {
polars_bail!(ComputeError: "BooleanArray can only be initialized with a DataType whose physical type is Boolean")
}
Ok(Self {
dtype,
values,
validity,
})
}
/// Alias to `Self::try_new().unwrap()`
pub fn new(dtype: ArrowDataType, values: Bitmap, validity: Option<Bitmap>) -> Self {
Self::try_new(dtype, values, validity).unwrap()
}
/// Returns an iterator over the optional values of this [`BooleanArray`].
#[inline]
pub fn iter(&self) -> ZipValidity<bool, BitmapIter, BitmapIter> {
ZipValidity::new_with_validity(self.values().iter(), self.validity())
}
/// Returns an iterator over the values of this [`BooleanArray`].
#[inline]
pub fn values_iter(&self) -> BitmapIter {
self.values().iter()
}
/// Returns an iterator of the non-null values.
#[inline]
pub fn non_null_values_iter(&self) -> NonNullValuesIter<'_, BooleanArray> {
NonNullValuesIter::new(self, self.validity())
}
/// Returns the length of this array
#[inline]
pub fn len(&self) -> usize {
self.values.len()
}
/// The values [`Bitmap`].
/// Values on null slots are undetermined (they can be anything).
#[inline]
pub fn values(&self) -> &Bitmap {
&self.values
}
/// Returns the optional validity.
#[inline]
pub fn validity(&self) -> Option<&Bitmap> {
self.validity.as_ref()
}
/// Returns the arrays' [`ArrowDataType`].
#[inline]
pub fn dtype(&self) -> &ArrowDataType {
&self.dtype
}
/// Returns the value at index `i`
/// # Panic
/// This function panics iff `i >= self.len()`.
#[inline]
pub fn value(&self, i: usize) -> bool {
self.values.get_bit(i)
}
/// Returns the element at index `i` as bool
///
/// # Safety
/// Caller must be sure that `i < self.len()`
#[inline]
pub unsafe fn value_unchecked(&self, i: usize) -> bool {
self.values.get_bit_unchecked(i)
}
/// Returns the element at index `i` or `None` if it is null
/// # Panics
/// iff `i >= self.len()`
#[inline]
pub fn get(&self, i: usize) -> Option<bool> {
if !self.is_null(i) {
// soundness: Array::is_null panics if i >= self.len
unsafe { Some(self.value_unchecked(i)) }
} else {
None
}
}
/// Slices this [`BooleanArray`].
/// # Implementation
/// This operation is `O(1)` as it amounts to increase up to two ref counts.
/// # Panic
/// This function panics iff `offset + length > self.len()`.
#[inline]
pub fn slice(&mut self, offset: usize, length: usize) {
assert!(
offset + length <= self.len(),
"the offset of the new Buffer cannot exceed the existing length"
);
unsafe { self.slice_unchecked(offset, length) }
}
/// Slices this [`BooleanArray`].
/// # Implementation
/// This operation is `O(1)` as it amounts to increase two ref counts.
///
/// # Safety
/// The caller must ensure that `offset + length <= self.len()`.
#[inline]
pub unsafe fn slice_unchecked(&mut self, offset: usize, length: usize) {
self.validity = self
.validity
.take()
.map(|bitmap| bitmap.sliced_unchecked(offset, length))
.filter(|bitmap| bitmap.unset_bits() > 0);
self.values.slice_unchecked(offset, length);
}
impl_sliced!();
impl_mut_validity!();
impl_into_array!();
/// Returns a clone of this [`BooleanArray`] with new values.
/// # Panics
/// This function panics iff `values.len() != self.len()`.
#[must_use]
pub fn with_values(&self, values: Bitmap) -> Self {
let mut out = self.clone();
out.set_values(values);
out
}
/// Sets the values of this [`BooleanArray`].
/// # Panics
/// This function panics iff `values.len() != self.len()`.
pub fn set_values(&mut self, values: Bitmap) {
assert_eq!(
values.len(),
self.len(),
"values length must be equal to this arrays length"
);
self.values = values;
}
/// Applies a function `f` to the values of this array, cloning the values
/// iff they are being shared with others
///
/// This is an API to use clone-on-write
/// # Implementation
/// This function is `O(f)` if the data is not being shared, and `O(N) + O(f)`
/// if it is being shared (since it results in a `O(N)` memcopy).
/// # Panics
/// This function panics if the function modifies the length of the [`MutableBitmap`].
pub fn apply_values_mut<F: Fn(&mut MutableBitmap)>(&mut self, f: F) {
let values = std::mem::take(&mut self.values);
let mut values = values.make_mut();
f(&mut values);
if let Some(validity) = &self.validity {
assert_eq!(validity.len(), values.len());
}
self.values = values.into();
}
/// Try to convert this [`BooleanArray`] to a [`MutableBooleanArray`]
pub fn into_mut(self) -> Either<Self, MutableBooleanArray> {
use Either::*;
if let Some(bitmap) = self.validity {
match bitmap.into_mut() {
Left(bitmap) => Left(BooleanArray::new(self.dtype, self.values, Some(bitmap))),
Right(mutable_bitmap) => match self.values.into_mut() {
Left(immutable) => Left(BooleanArray::new(
self.dtype,
immutable,
Some(mutable_bitmap.into()),
)),
Right(mutable) => Right(
MutableBooleanArray::try_new(self.dtype, mutable, Some(mutable_bitmap))
.unwrap(),
),
},
}
} else {
match self.values.into_mut() {
Left(immutable) => Left(BooleanArray::new(self.dtype, immutable, None)),
Right(mutable) => {
Right(MutableBooleanArray::try_new(self.dtype, mutable, None).unwrap())
},
}
}
}
/// Returns a new empty [`BooleanArray`].
pub fn new_empty(dtype: ArrowDataType) -> Self {
Self::new(dtype, Bitmap::new(), None)
}
/// Returns a new [`BooleanArray`] whose all slots are null / `None`.
pub fn new_null(dtype: ArrowDataType, length: usize) -> Self {
let bitmap = Bitmap::new_zeroed(length);
Self::new(dtype, bitmap.clone(), Some(bitmap))
}
/// Creates a new [`BooleanArray`] from an [`TrustedLen`] of `bool`.
#[inline]
pub fn from_trusted_len_values_iter<I: TrustedLen<Item = bool>>(iterator: I) -> Self {
MutableBooleanArray::from_trusted_len_values_iter(iterator).into()
}
/// Creates a new [`BooleanArray`] from an [`TrustedLen`] of `bool`.
/// Use this over [`BooleanArray::from_trusted_len_iter`] when the iterator is trusted len
/// but this crate does not mark it as such.
///
/// # Safety
/// The iterator must be [`TrustedLen`](https://doc.rust-lang.org/std/iter/trait.TrustedLen.html).
/// I.e. that `size_hint().1` correctly reports its length.
#[inline]
pub unsafe fn from_trusted_len_values_iter_unchecked<I: Iterator<Item = bool>>(
iterator: I,
) -> Self {
MutableBooleanArray::from_trusted_len_values_iter_unchecked(iterator).into()
}
/// Creates a new [`BooleanArray`] from a slice of `bool`.
#[inline]
pub fn from_slice<P: AsRef<[bool]>>(slice: P) -> Self {
MutableBooleanArray::from_slice(slice).into()
}
/// Creates a [`BooleanArray`] from an iterator of trusted length.
/// Use this over [`BooleanArray::from_trusted_len_iter`] when the iterator is trusted len
/// but this crate does not mark it as such.
///
/// # Safety
/// The iterator must be [`TrustedLen`](https://doc.rust-lang.org/std/iter/trait.TrustedLen.html).
/// I.e. that `size_hint().1` correctly reports its length.
#[inline]
pub unsafe fn from_trusted_len_iter_unchecked<I, P>(iterator: I) -> Self
where
P: std::borrow::Borrow<bool>,
I: Iterator<Item = Option<P>>,
{
MutableBooleanArray::from_trusted_len_iter_unchecked(iterator).into()
}
/// Creates a [`BooleanArray`] from a [`TrustedLen`].
#[inline]
pub fn from_trusted_len_iter<I, P>(iterator: I) -> Self
where
P: std::borrow::Borrow<bool>,
I: TrustedLen<Item = Option<P>>,
{
MutableBooleanArray::from_trusted_len_iter(iterator).into()
}
/// Creates a [`BooleanArray`] from an falible iterator of trusted length.
///
/// # Safety
/// The iterator must be [`TrustedLen`](https://doc.rust-lang.org/std/iter/trait.TrustedLen.html).
/// I.e. that `size_hint().1` correctly reports its length.
#[inline]
pub unsafe fn try_from_trusted_len_iter_unchecked<E, I, P>(iterator: I) -> Result<Self, E>
where
P: std::borrow::Borrow<bool>,
I: Iterator<Item = Result<Option<P>, E>>,
{
Ok(MutableBooleanArray::try_from_trusted_len_iter_unchecked(iterator)?.into())
}
/// Creates a [`BooleanArray`] from a [`TrustedLen`].
#[inline]
pub fn try_from_trusted_len_iter<E, I, P>(iterator: I) -> Result<Self, E>
where
P: std::borrow::Borrow<bool>,
I: TrustedLen<Item = Result<Option<P>, E>>,
{
Ok(MutableBooleanArray::try_from_trusted_len_iter(iterator)?.into())
}
/// Returns its internal representation
#[must_use]
pub fn into_inner(self) -> (ArrowDataType, Bitmap, Option<Bitmap>) {
let Self {
dtype,
values,
validity,
} = self;
(dtype, values, validity)
}
/// Creates a `[BooleanArray]` from its internal representation.
/// This is the inverted from `[BooleanArray::into_inner]`
///
/// # Safety
/// Callers must ensure all invariants of this struct are upheld.
pub unsafe fn from_inner_unchecked(
dtype: ArrowDataType,
values: Bitmap,
validity: Option<Bitmap>,
) -> Self {
Self {
dtype,
values,
validity,
}
}
}
impl Array for BooleanArray {
impl_common_array!();
fn validity(&self) -> Option<&Bitmap> {
self.validity.as_ref()
}
#[inline]
fn with_validity(&self, validity: Option<Bitmap>) -> Box<dyn Array> {
Box::new(self.clone().with_validity(validity))
}
}
impl Splitable for BooleanArray {
fn check_bound(&self, offset: usize) -> bool {
offset <= self.len()
}
unsafe fn _split_at_unchecked(&self, offset: usize) -> (Self, Self) {
let (lhs_values, rhs_values) = unsafe { self.values.split_at_unchecked(offset) };
let (lhs_validity, rhs_validity) = unsafe { self.validity.split_at_unchecked(offset) };
(
Self {
dtype: self.dtype.clone(),
values: lhs_values,
validity: lhs_validity,
},
Self {
dtype: self.dtype.clone(),
values: rhs_values,
validity: rhs_validity,
},
)
}
}
impl From<Bitmap> for BooleanArray {
fn from(values: Bitmap) -> Self {
Self {
dtype: ArrowDataType::Boolean,
values,
validity: None,
}
}
}