polars_arrow/array/utf8/mod.rs
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use either::Either;
use super::specification::try_check_utf8;
use super::{Array, GenericBinaryArray, Splitable};
use crate::array::iterator::NonNullValuesIter;
use crate::array::BinaryArray;
use crate::bitmap::utils::{BitmapIter, ZipValidity};
use crate::bitmap::Bitmap;
use crate::buffer::Buffer;
use crate::datatypes::ArrowDataType;
use crate::offset::{Offset, Offsets, OffsetsBuffer};
use crate::trusted_len::TrustedLen;
mod ffi;
pub(super) mod fmt;
mod from;
mod iterator;
mod mutable;
mod mutable_values;
pub use iterator::*;
pub use mutable::*;
pub use mutable_values::MutableUtf8ValuesArray;
use polars_error::*;
// Auxiliary struct to allow presenting &str as [u8] to a generic function
pub(super) struct StrAsBytes<P>(P);
impl<T: AsRef<str>> AsRef<[u8]> for StrAsBytes<T> {
#[inline(always)]
fn as_ref(&self) -> &[u8] {
self.0.as_ref().as_bytes()
}
}
/// A [`Utf8Array`] is arrow's semantic equivalent of an immutable `Vec<Option<String>>`.
/// Cloning and slicing this struct is `O(1)`.
/// # Example
/// ```
/// use polars_arrow::bitmap::Bitmap;
/// use polars_arrow::buffer::Buffer;
/// use polars_arrow::array::Utf8Array;
/// # fn main() {
/// let array = Utf8Array::<i32>::from([Some("hi"), None, Some("there")]);
/// assert_eq!(array.value(0), "hi");
/// assert_eq!(array.iter().collect::<Vec<_>>(), vec![Some("hi"), None, Some("there")]);
/// assert_eq!(array.values_iter().collect::<Vec<_>>(), vec!["hi", "", "there"]);
/// // the underlying representation
/// assert_eq!(array.validity(), Some(&Bitmap::from([true, false, true])));
/// assert_eq!(array.values(), &Buffer::from(b"hithere".to_vec()));
/// assert_eq!(array.offsets().buffer(), &Buffer::from(vec![0, 2, 2, 2 + 5]));
/// # }
/// ```
///
/// # Generic parameter
/// The generic parameter [`Offset`] can only be `i32` or `i64` and tradeoffs maximum array length with
/// memory usage:
/// * the sum of lengths of all elements cannot exceed `Offset::MAX`
/// * the total size of the underlying data is `array.len() * size_of::<Offset>() + sum of lengths of all elements`
///
/// # Safety
/// The following invariants hold:
/// * Two consecutives `offsets` casted (`as`) to `usize` are valid slices of `values`.
/// * A slice of `values` taken from two consecutives `offsets` is valid `utf8`.
/// * `len` is equal to `validity.len()`, when defined.
#[derive(Clone)]
pub struct Utf8Array<O: Offset> {
dtype: ArrowDataType,
offsets: OffsetsBuffer<O>,
values: Buffer<u8>,
validity: Option<Bitmap>,
}
// constructors
impl<O: Offset> Utf8Array<O> {
/// Returns a [`Utf8Array`] created from its internal representation.
///
/// # Errors
/// This function returns an error iff:
/// * The last offset is not equal to the values' length.
/// * the validity's length is not equal to `offsets.len()`.
/// * The `dtype`'s [`crate::datatypes::PhysicalType`] is not equal to either `Utf8` or `LargeUtf8`.
/// * The `values` between two consecutive `offsets` are not valid utf8
/// # Implementation
/// This function is `O(N)` - checking utf8 is `O(N)`
pub fn try_new(
dtype: ArrowDataType,
offsets: OffsetsBuffer<O>,
values: Buffer<u8>,
validity: Option<Bitmap>,
) -> PolarsResult<Self> {
try_check_utf8(&offsets, &values)?;
if validity
.as_ref()
.map_or(false, |validity| validity.len() != offsets.len_proxy())
{
polars_bail!(ComputeError: "validity mask length must match the number of values");
}
if dtype.to_physical_type() != Self::default_dtype().to_physical_type() {
polars_bail!(ComputeError: "Utf8Array can only be initialized with DataType::Utf8 or DataType::LargeUtf8")
}
Ok(Self {
dtype,
offsets,
values,
validity,
})
}
/// Returns a [`Utf8Array`] from a slice of `&str`.
///
/// A convenience method that uses [`Self::from_trusted_len_values_iter`].
pub fn from_slice<T: AsRef<str>, P: AsRef<[T]>>(slice: P) -> Self {
Self::from_trusted_len_values_iter(slice.as_ref().iter())
}
/// Returns a new [`Utf8Array`] from a slice of `&str`.
///
/// A convenience method that uses [`Self::from_trusted_len_iter`].
// Note: this can't be `impl From` because Rust does not allow double `AsRef` on it.
pub fn from<T: AsRef<str>, P: AsRef<[Option<T>]>>(slice: P) -> Self {
MutableUtf8Array::<O>::from(slice).into()
}
/// Returns an iterator of `Option<&str>`
pub fn iter(&self) -> ZipValidity<&str, Utf8ValuesIter<O>, BitmapIter> {
ZipValidity::new_with_validity(self.values_iter(), self.validity())
}
/// Returns an iterator of `&str`
pub fn values_iter(&self) -> Utf8ValuesIter<O> {
Utf8ValuesIter::new(self)
}
/// Returns an iterator of the non-null values `&str.
#[inline]
pub fn non_null_values_iter(&self) -> NonNullValuesIter<'_, Utf8Array<O>> {
NonNullValuesIter::new(self, self.validity())
}
/// Returns the length of this array
#[inline]
pub fn len(&self) -> usize {
self.offsets.len_proxy()
}
/// Returns the value of the element at index `i`, ignoring the array's validity.
/// # Panic
/// This function panics iff `i >= self.len`.
#[inline]
pub fn value(&self, i: usize) -> &str {
assert!(i < self.len());
unsafe { self.value_unchecked(i) }
}
/// Returns the value of the element at index `i`, ignoring the array's validity.
///
/// # Safety
/// This function is safe iff `i < self.len`.
#[inline]
pub unsafe fn value_unchecked(&self, i: usize) -> &str {
// soundness: the invariant of the function
let (start, end) = self.offsets.start_end_unchecked(i);
// soundness: the invariant of the struct
let slice = self.values.get_unchecked(start..end);
// soundness: the invariant of the struct
std::str::from_utf8_unchecked(slice)
}
/// 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<&str> {
if !self.is_null(i) {
// soundness: Array::is_null panics if i >= self.len
unsafe { Some(self.value_unchecked(i)) }
} else {
None
}
}
/// Returns the [`ArrowDataType`] of this array.
#[inline]
pub fn dtype(&self) -> &ArrowDataType {
&self.dtype
}
/// Returns the values of this [`Utf8Array`].
#[inline]
pub fn values(&self) -> &Buffer<u8> {
&self.values
}
/// Returns the offsets of this [`Utf8Array`].
#[inline]
pub fn offsets(&self) -> &OffsetsBuffer<O> {
&self.offsets
}
/// The optional validity.
#[inline]
pub fn validity(&self) -> Option<&Bitmap> {
self.validity.as_ref()
}
/// Slices this [`Utf8Array`].
/// # Implementation
/// This function is `O(1)`.
/// # Panics
/// iff `offset + length > self.len()`.
pub fn slice(&mut self, offset: usize, length: usize) {
assert!(
offset + length <= self.len(),
"the offset of the new array cannot exceed the arrays' length"
);
unsafe { self.slice_unchecked(offset, length) }
}
/// Slices this [`Utf8Array`].
/// # Implementation
/// This function is `O(1)`
///
/// # Safety
/// The caller must ensure that `offset + length <= self.len()`.
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.offsets.slice_unchecked(offset, length + 1);
}
impl_sliced!();
impl_mut_validity!();
impl_into_array!();
/// Returns its internal representation
#[must_use]
pub fn into_inner(self) -> (ArrowDataType, OffsetsBuffer<O>, Buffer<u8>, Option<Bitmap>) {
let Self {
dtype,
offsets,
values,
validity,
} = self;
(dtype, offsets, values, validity)
}
/// Try to convert this `Utf8Array` to a `MutableUtf8Array`
#[must_use]
pub fn into_mut(self) -> Either<Self, MutableUtf8Array<O>> {
use Either::*;
if let Some(bitmap) = self.validity {
match bitmap.into_mut() {
// SAFETY: invariants are preserved
Left(bitmap) => Left(unsafe {
Utf8Array::new_unchecked(self.dtype, self.offsets, self.values, Some(bitmap))
}),
Right(mutable_bitmap) => match (self.values.into_mut(), self.offsets.into_mut()) {
(Left(values), Left(offsets)) => {
// SAFETY: invariants are preserved
Left(unsafe {
Utf8Array::new_unchecked(
self.dtype,
offsets,
values,
Some(mutable_bitmap.into()),
)
})
},
(Left(values), Right(offsets)) => {
// SAFETY: invariants are preserved
Left(unsafe {
Utf8Array::new_unchecked(
self.dtype,
offsets.into(),
values,
Some(mutable_bitmap.into()),
)
})
},
(Right(values), Left(offsets)) => {
// SAFETY: invariants are preserved
Left(unsafe {
Utf8Array::new_unchecked(
self.dtype,
offsets,
values.into(),
Some(mutable_bitmap.into()),
)
})
},
(Right(values), Right(offsets)) => Right(unsafe {
MutableUtf8Array::new_unchecked(
self.dtype,
offsets,
values,
Some(mutable_bitmap),
)
}),
},
}
} else {
match (self.values.into_mut(), self.offsets.into_mut()) {
(Left(values), Left(offsets)) => {
Left(unsafe { Utf8Array::new_unchecked(self.dtype, offsets, values, None) })
},
(Left(values), Right(offsets)) => Left(unsafe {
Utf8Array::new_unchecked(self.dtype, offsets.into(), values, None)
}),
(Right(values), Left(offsets)) => Left(unsafe {
Utf8Array::new_unchecked(self.dtype, offsets, values.into(), None)
}),
(Right(values), Right(offsets)) => Right(unsafe {
MutableUtf8Array::new_unchecked(self.dtype, offsets, values, None)
}),
}
}
}
/// Returns a new empty [`Utf8Array`].
///
/// The array is guaranteed to have no elements nor validity.
#[inline]
pub fn new_empty(dtype: ArrowDataType) -> Self {
unsafe { Self::new_unchecked(dtype, OffsetsBuffer::new(), Buffer::new(), None) }
}
/// Returns a new [`Utf8Array`] whose all slots are null / `None`.
#[inline]
pub fn new_null(dtype: ArrowDataType, length: usize) -> Self {
Self::new(
dtype,
Offsets::new_zeroed(length).into(),
Buffer::new(),
Some(Bitmap::new_zeroed(length)),
)
}
/// Returns a default [`ArrowDataType`] of this array, which depends on the generic parameter `O`: `DataType::Utf8` or `DataType::LargeUtf8`
pub fn default_dtype() -> ArrowDataType {
if O::IS_LARGE {
ArrowDataType::LargeUtf8
} else {
ArrowDataType::Utf8
}
}
/// Creates a new [`Utf8Array`] without checking for offsets monotinicity nor utf8-validity
///
/// # Panic
/// This function panics (in debug mode only) iff:
/// * The last offset is not equal to the values' length.
/// * the validity's length is not equal to `offsets.len()`.
/// * The `dtype`'s [`crate::datatypes::PhysicalType`] is not equal to either `Utf8` or `LargeUtf8`.
///
/// # Safety
/// This function is unsound iff:
/// * The `values` between two consecutive `offsets` are not valid utf8
/// # Implementation
/// This function is `O(1)`
pub unsafe fn new_unchecked(
dtype: ArrowDataType,
offsets: OffsetsBuffer<O>,
values: Buffer<u8>,
validity: Option<Bitmap>,
) -> Self {
debug_assert!(
offsets.last().to_usize() <= values.len(),
"offsets must not exceed the values length"
);
debug_assert!(
validity
.as_ref()
.map_or(true, |validity| validity.len() == offsets.len_proxy()),
"validity mask length must match the number of values"
);
debug_assert!(
dtype.to_physical_type() == Self::default_dtype().to_physical_type(),
"Utf8Array can only be initialized with DataType::Utf8 or DataType::LargeUtf8"
);
Self {
dtype,
offsets,
values,
validity,
}
}
/// Creates a new [`Utf8Array`].
/// # Panics
/// This function panics iff:
/// * The last offset is not equal to the values' length.
/// * the validity's length is not equal to `offsets.len()`.
/// * The `dtype`'s [`crate::datatypes::PhysicalType`] is not equal to either `Utf8` or `LargeUtf8`.
/// * The `values` between two consecutive `offsets` are not valid utf8
/// # Implementation
/// This function is `O(N)` - checking utf8 is `O(N)`
pub fn new(
dtype: ArrowDataType,
offsets: OffsetsBuffer<O>,
values: Buffer<u8>,
validity: Option<Bitmap>,
) -> Self {
Self::try_new(dtype, offsets, values, validity).unwrap()
}
/// Returns a (non-null) [`Utf8Array`] created from a [`TrustedLen`] of `&str`.
/// # Implementation
/// This function is `O(N)`
#[inline]
pub fn from_trusted_len_values_iter<T: AsRef<str>, I: TrustedLen<Item = T>>(
iterator: I,
) -> Self {
MutableUtf8Array::<O>::from_trusted_len_values_iter(iterator).into()
}
/// Creates a new [`Utf8Array`] from a [`Iterator`] of `&str`.
pub fn from_iter_values<T: AsRef<str>, I: Iterator<Item = T>>(iterator: I) -> Self {
MutableUtf8Array::<O>::from_iter_values(iterator).into()
}
/// Creates a [`Utf8Array`] from an 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 from_trusted_len_iter_unchecked<I, P>(iterator: I) -> Self
where
P: AsRef<str>,
I: Iterator<Item = Option<P>>,
{
MutableUtf8Array::<O>::from_trusted_len_iter_unchecked(iterator).into()
}
/// Creates a [`Utf8Array`] from an iterator of trusted length.
#[inline]
pub fn from_trusted_len_iter<I, P>(iterator: I) -> Self
where
P: AsRef<str>,
I: TrustedLen<Item = Option<P>>,
{
MutableUtf8Array::<O>::from_trusted_len_iter(iterator).into()
}
/// Creates a [`Utf8Array`] 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,
) -> std::result::Result<Self, E>
where
P: AsRef<str>,
I: IntoIterator<Item = std::result::Result<Option<P>, E>>,
{
MutableUtf8Array::<O>::try_from_trusted_len_iter_unchecked(iterator).map(|x| x.into())
}
/// Creates a [`Utf8Array`] from an fallible iterator of trusted length.
#[inline]
pub fn try_from_trusted_len_iter<E, I, P>(iter: I) -> std::result::Result<Self, E>
where
P: AsRef<str>,
I: TrustedLen<Item = std::result::Result<Option<P>, E>>,
{
MutableUtf8Array::<O>::try_from_trusted_len_iter(iter).map(|x| x.into())
}
/// Applies a function `f` to the validity of this array.
///
/// This is an API to leverage clone-on-write
/// # Panics
/// This function panics if the function `f` modifies the length of the [`Bitmap`].
pub fn apply_validity<F: FnOnce(Bitmap) -> Bitmap>(&mut self, f: F) {
if let Some(validity) = std::mem::take(&mut self.validity) {
self.set_validity(Some(f(validity)))
}
}
// Convert this [`Utf8Array`] to a [`BinaryArray`].
pub fn to_binary(&self) -> BinaryArray<O> {
unsafe {
BinaryArray::new_unchecked(
BinaryArray::<O>::default_dtype(),
self.offsets.clone(),
self.values.clone(),
self.validity.clone(),
)
}
}
}
impl<O: Offset> Splitable for Utf8Array<O> {
#[inline(always)]
fn check_bound(&self, offset: usize) -> bool {
offset <= self.len()
}
unsafe fn _split_at_unchecked(&self, offset: usize) -> (Self, Self) {
let (lhs_validity, rhs_validity) = unsafe { self.validity.split_at_unchecked(offset) };
let (lhs_offsets, rhs_offsets) = unsafe { self.offsets.split_at_unchecked(offset) };
(
Self {
dtype: self.dtype.clone(),
offsets: lhs_offsets,
values: self.values.clone(),
validity: lhs_validity,
},
Self {
dtype: self.dtype.clone(),
offsets: rhs_offsets,
values: self.values.clone(),
validity: rhs_validity,
},
)
}
}
impl<O: Offset> Array for Utf8Array<O> {
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))
}
}
unsafe impl<O: Offset> GenericBinaryArray<O> for Utf8Array<O> {
#[inline]
fn values(&self) -> &[u8] {
self.values()
}
#[inline]
fn offsets(&self) -> &[O] {
self.offsets().buffer()
}
}
impl<O: Offset> Default for Utf8Array<O> {
fn default() -> Self {
let dtype = if O::IS_LARGE {
ArrowDataType::LargeUtf8
} else {
ArrowDataType::Utf8
};
Utf8Array::new(dtype, Default::default(), Default::default(), None)
}
}