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use std::ops::Deref;
use std::sync::atomic::{AtomicU64, Ordering};
use std::sync::Arc;
use either::Either;
use polars_error::{polars_bail, PolarsResult};
use super::utils::{count_zeros, fmt, get_bit, get_bit_unchecked, BitChunk, BitChunks, BitmapIter};
use super::{chunk_iter_to_vec, intersects_with, num_intersections_with, IntoIter, MutableBitmap};
use crate::array::Splitable;
use crate::bitmap::aligned::AlignedBitmapSlice;
use crate::bitmap::iterator::{
FastU32BitmapIter, FastU56BitmapIter, FastU64BitmapIter, TrueIdxIter,
};
use crate::buffer::Bytes;
use crate::legacy::utils::FromTrustedLenIterator;
use crate::trusted_len::TrustedLen;
const UNKNOWN_BIT_COUNT: u64 = u64::MAX;
/// An immutable container semantically equivalent to `Arc<Vec<bool>>` but represented as `Arc<Vec<u8>>` where
/// each boolean is represented as a single bit.
///
/// # Examples
/// ```
/// use polars_arrow::bitmap::{Bitmap, MutableBitmap};
///
/// let bitmap = Bitmap::from([true, false, true]);
/// assert_eq!(bitmap.iter().collect::<Vec<_>>(), vec![true, false, true]);
///
/// // creation directly from bytes
/// let bitmap = Bitmap::try_new(vec![0b00001101], 5).unwrap();
/// // note: the first bit is the left-most of the first byte
/// assert_eq!(bitmap.iter().collect::<Vec<_>>(), vec![true, false, true, true, false]);
/// // we can also get the slice:
/// assert_eq!(bitmap.as_slice(), ([0b00001101u8].as_ref(), 0, 5));
/// // debug helps :)
/// assert_eq!(format!("{:?}", bitmap), "Bitmap { len: 5, offset: 0, bytes: [0b___01101] }");
///
/// // it supports copy-on-write semantics (to a `MutableBitmap`)
/// let bitmap: MutableBitmap = bitmap.into_mut().right().unwrap();
/// assert_eq!(bitmap, MutableBitmap::from([true, false, true, true, false]));
///
/// // slicing is 'O(1)' (data is shared)
/// let bitmap = Bitmap::try_new(vec![0b00001101], 5).unwrap();
/// let mut sliced = bitmap.clone();
/// sliced.slice(1, 4);
/// assert_eq!(sliced.as_slice(), ([0b00001101u8].as_ref(), 1, 4)); // 1 here is the offset:
/// assert_eq!(format!("{:?}", sliced), "Bitmap { len: 4, offset: 1, bytes: [0b___0110_] }");
/// // when sliced (or cloned), it is no longer possible to `into_mut`.
/// let same: Bitmap = sliced.into_mut().left().unwrap();
/// ```
pub struct Bitmap {
bytes: Arc<Bytes<u8>>,
// Both offset and length are measured in bits. They are used to bound the
// bitmap to a region of Bytes.
offset: usize,
length: usize,
// A bit field that contains our cache for the number of unset bits.
// If it is u64::MAX, we have no known value at all.
// Other bit patterns where the top bit is set is reserved for future use.
// If the top bit is not set we have an exact count.
unset_bit_count_cache: AtomicU64,
}
#[inline(always)]
fn has_cached_unset_bit_count(ubcc: u64) -> bool {
ubcc >> 63 == 0
}
impl Clone for Bitmap {
fn clone(&self) -> Self {
Self {
bytes: Arc::clone(&self.bytes),
offset: self.offset,
length: self.length,
unset_bit_count_cache: AtomicU64::new(
self.unset_bit_count_cache.load(Ordering::Relaxed),
),
}
}
}
impl std::fmt::Debug for Bitmap {
fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
let (bytes, offset, len) = self.as_slice();
fmt(bytes, offset, len, f)
}
}
impl Default for Bitmap {
fn default() -> Self {
MutableBitmap::new().into()
}
}
pub(super) fn check(bytes: &[u8], offset: usize, length: usize) -> PolarsResult<()> {
if offset + length > bytes.len().saturating_mul(8) {
polars_bail!(InvalidOperation:
"The offset + length of the bitmap ({}) must be `<=` to the number of bytes times 8 ({})",
offset + length,
bytes.len().saturating_mul(8)
);
}
Ok(())
}
impl Bitmap {
/// Initializes an empty [`Bitmap`].
#[inline]
pub fn new() -> Self {
Self::default()
}
/// Initializes a new [`Bitmap`] from vector of bytes and a length.
/// # Errors
/// This function errors iff `length > bytes.len() * 8`
#[inline]
pub fn try_new(bytes: Vec<u8>, length: usize) -> PolarsResult<Self> {
check(&bytes, 0, length)?;
Ok(Self {
length,
offset: 0,
bytes: Arc::new(bytes.into()),
unset_bit_count_cache: AtomicU64::new(if length == 0 { 0 } else { UNKNOWN_BIT_COUNT }),
})
}
/// Returns the length of the [`Bitmap`].
#[inline]
pub fn len(&self) -> usize {
self.length
}
/// Returns whether [`Bitmap`] is empty
#[inline]
pub fn is_empty(&self) -> bool {
self.len() == 0
}
/// Returns a new iterator of `bool` over this bitmap
pub fn iter(&self) -> BitmapIter {
BitmapIter::new(&self.bytes, self.offset, self.length)
}
/// Returns an iterator over bits in bit chunks [`BitChunk`].
///
/// This iterator is useful to operate over multiple bits via e.g. bitwise.
pub fn chunks<T: BitChunk>(&self) -> BitChunks<T> {
BitChunks::new(&self.bytes, self.offset, self.length)
}
/// Returns a fast iterator that gives 32 bits at a time.
/// Has a remainder that must be handled separately.
pub fn fast_iter_u32(&self) -> FastU32BitmapIter<'_> {
FastU32BitmapIter::new(&self.bytes, self.offset, self.length)
}
/// Returns a fast iterator that gives 56 bits at a time.
/// Has a remainder that must be handled separately.
pub fn fast_iter_u56(&self) -> FastU56BitmapIter<'_> {
FastU56BitmapIter::new(&self.bytes, self.offset, self.length)
}
/// Returns a fast iterator that gives 64 bits at a time.
/// Has a remainder that must be handled separately.
pub fn fast_iter_u64(&self) -> FastU64BitmapIter<'_> {
FastU64BitmapIter::new(&self.bytes, self.offset, self.length)
}
/// Returns an iterator that only iterates over the set bits.
pub fn true_idx_iter(&self) -> TrueIdxIter<'_> {
TrueIdxIter::new(self.len(), Some(self))
}
/// Returns the bits of this [`Bitmap`] as a [`AlignedBitmapSlice`].
pub fn aligned<T: BitChunk>(&self) -> AlignedBitmapSlice<'_, T> {
AlignedBitmapSlice::new(&self.bytes, self.offset, self.length)
}
/// Returns the byte slice of this [`Bitmap`].
///
/// The returned tuple contains:
/// * `.1`: The byte slice, truncated to the start of the first bit. So the start of the slice
/// is within the first 8 bits.
/// * `.2`: The start offset in bits on a range `0 <= offsets < 8`.
/// * `.3`: The length in number of bits.
#[inline]
pub fn as_slice(&self) -> (&[u8], usize, usize) {
let start = self.offset / 8;
let len = (self.offset % 8 + self.length).saturating_add(7) / 8;
(
&self.bytes[start..start + len],
self.offset % 8,
self.length,
)
}
/// Returns the number of set bits on this [`Bitmap`].
///
/// See `unset_bits` for details.
#[inline]
pub fn set_bits(&self) -> usize {
self.length - self.unset_bits()
}
/// Returns the number of set bits on this [`Bitmap`] if it is known.
///
/// See `lazy_unset_bits` for details.
#[inline]
pub fn lazy_set_bits(&self) -> Option<usize> {
Some(self.length - self.lazy_unset_bits()?)
}
/// Returns the number of unset bits on this [`Bitmap`].
///
/// Guaranteed to be `<= self.len()`.
///
/// # Implementation
///
/// This function counts the number of unset bits if it is not already
/// computed. Repeated calls use the cached bitcount.
pub fn unset_bits(&self) -> usize {
self.lazy_unset_bits().unwrap_or_else(|| {
let zeros = count_zeros(&self.bytes, self.offset, self.length);
self.unset_bit_count_cache
.store(zeros as u64, Ordering::Relaxed);
zeros
})
}
/// Returns the number of unset bits on this [`Bitmap`] if it is known.
///
/// Guaranteed to be `<= self.len()`.
pub fn lazy_unset_bits(&self) -> Option<usize> {
let cache = self.unset_bit_count_cache.load(Ordering::Relaxed);
has_cached_unset_bit_count(cache).then_some(cache as usize)
}
/// Updates the count of the number of set bits on this [`Bitmap`].
///
/// # Safety
///
/// The number of set bits must be correct.
pub unsafe fn update_bit_count(&mut self, bits_set: usize) {
assert!(bits_set <= self.length);
let zeros = self.length - bits_set;
self.unset_bit_count_cache
.store(zeros as u64, Ordering::Relaxed);
}
/// Slices `self`, offsetting by `offset` and truncating up to `length` bits.
/// # Panic
/// Panics iff `offset + length > self.length`, i.e. if the offset and `length`
/// exceeds the allocated capacity of `self`.
#[inline]
pub fn slice(&mut self, offset: usize, length: usize) {
assert!(offset + length <= self.length);
unsafe { self.slice_unchecked(offset, length) }
}
/// Slices `self`, offsetting by `offset` and truncating up to `length` bits.
///
/// # Safety
/// The caller must ensure that `self.offset + offset + length <= self.len()`
#[inline]
pub unsafe fn slice_unchecked(&mut self, offset: usize, length: usize) {
// Fast path: no-op slice.
if offset == 0 && length == self.length {
return;
}
// Fast path: we have no nulls or are full-null.
let unset_bit_count_cache = self.unset_bit_count_cache.get_mut();
if *unset_bit_count_cache == 0 || *unset_bit_count_cache == self.length as u64 {
let new_count = if *unset_bit_count_cache > 0 {
length as u64
} else {
0
};
*unset_bit_count_cache = new_count;
self.offset += offset;
self.length = length;
return;
}
if has_cached_unset_bit_count(*unset_bit_count_cache) {
// If we keep all but a small portion of the array it is worth
// doing an eager re-count since we can reuse the old count via the
// inclusion-exclusion principle.
let small_portion = (self.length / 5).max(32);
if length + small_portion >= self.length {
// Subtract the null count of the chunks we slice off.
let slice_end = self.offset + offset + length;
let head_count = count_zeros(&self.bytes, self.offset, offset);
let tail_count = count_zeros(&self.bytes, slice_end, self.length - length - offset);
let new_count = *unset_bit_count_cache - head_count as u64 - tail_count as u64;
*unset_bit_count_cache = new_count;
} else {
*unset_bit_count_cache = UNKNOWN_BIT_COUNT;
}
}
self.offset += offset;
self.length = length;
}
/// Slices `self`, offsetting by `offset` and truncating up to `length` bits.
/// # Panic
/// Panics iff `offset + length > self.length`, i.e. if the offset and `length`
/// exceeds the allocated capacity of `self`.
#[inline]
#[must_use]
pub fn sliced(self, offset: usize, length: usize) -> Self {
assert!(offset + length <= self.length);
unsafe { self.sliced_unchecked(offset, length) }
}
/// Slices `self`, offsetting by `offset` and truncating up to `length` bits.
///
/// # Safety
/// The caller must ensure that `self.offset + offset + length <= self.len()`
#[inline]
#[must_use]
pub unsafe fn sliced_unchecked(mut self, offset: usize, length: usize) -> Self {
self.slice_unchecked(offset, length);
self
}
/// Returns whether the bit at position `i` is set.
/// # Panics
/// Panics iff `i >= self.len()`.
#[inline]
pub fn get_bit(&self, i: usize) -> bool {
get_bit(&self.bytes, self.offset + i)
}
/// Unsafely returns whether the bit at position `i` is set.
///
/// # Safety
/// Unsound iff `i >= self.len()`.
#[inline]
pub unsafe fn get_bit_unchecked(&self, i: usize) -> bool {
get_bit_unchecked(&self.bytes, self.offset + i)
}
/// Returns a pointer to the start of this [`Bitmap`] (ignores `offsets`)
/// This pointer is allocated iff `self.len() > 0`.
pub(crate) fn as_ptr(&self) -> *const u8 {
self.bytes.deref().as_ptr()
}
/// Returns a pointer to the start of this [`Bitmap`] (ignores `offsets`)
/// This pointer is allocated iff `self.len() > 0`.
pub(crate) fn offset(&self) -> usize {
self.offset
}
/// Converts this [`Bitmap`] to [`MutableBitmap`], returning itself if the conversion
/// is not possible
///
/// This operation returns a [`MutableBitmap`] iff:
/// * this [`Bitmap`] is not an offsetted slice of another [`Bitmap`]
/// * this [`Bitmap`] has not been cloned (i.e. [`Arc`]`::get_mut` yields [`Some`])
/// * this [`Bitmap`] was not imported from the c data interface (FFI)
pub fn into_mut(mut self) -> Either<Self, MutableBitmap> {
match (
self.offset,
Arc::get_mut(&mut self.bytes).and_then(|b| b.get_vec()),
) {
(0, Some(v)) => {
let data = std::mem::take(v);
Either::Right(MutableBitmap::from_vec(data, self.length))
},
_ => Either::Left(self),
}
}
/// Converts this [`Bitmap`] into a [`MutableBitmap`], cloning its internal
/// buffer if required (clone-on-write).
pub fn make_mut(self) -> MutableBitmap {
match self.into_mut() {
Either::Left(data) => {
if data.offset > 0 {
// re-align the bits (remove the offset)
let chunks = data.chunks::<u64>();
let remainder = chunks.remainder();
let vec = chunk_iter_to_vec(chunks.chain(std::iter::once(remainder)));
MutableBitmap::from_vec(vec, data.length)
} else {
MutableBitmap::from_vec(data.bytes.as_ref().to_vec(), data.length)
}
},
Either::Right(data) => data,
}
}
/// Initializes an new [`Bitmap`] filled with unset values.
#[inline]
pub fn new_zeroed(length: usize) -> Self {
Self::new_with_value(false, length)
}
/// Initializes an new [`Bitmap`] filled with the given value.
#[inline]
pub fn new_with_value(value: bool, length: usize) -> Self {
// Don't use `MutableBitmap::from_len_zeroed().into()`, it triggers a bitcount.
let bytes = if value {
vec![u8::MAX; length.saturating_add(7) / 8]
} else {
vec![0; length.saturating_add(7) / 8]
};
let unset_bits = if value { 0 } else { length };
unsafe { Bitmap::from_inner_unchecked(Arc::new(bytes.into()), 0, length, Some(unset_bits)) }
}
/// Counts the nulls (unset bits) starting from `offset` bits and for `length` bits.
#[inline]
pub fn null_count_range(&self, offset: usize, length: usize) -> usize {
count_zeros(&self.bytes, self.offset + offset, length)
}
/// Creates a new [`Bitmap`] from a slice and length.
/// # Panic
/// Panics iff `length <= bytes.len() * 8`
#[inline]
pub fn from_u8_slice<T: AsRef<[u8]>>(slice: T, length: usize) -> Self {
Bitmap::try_new(slice.as_ref().to_vec(), length).unwrap()
}
/// Alias for `Bitmap::try_new().unwrap()`
/// This function is `O(1)`
/// # Panic
/// This function panics iff `length > bytes.len() * 8`
#[inline]
pub fn from_u8_vec(vec: Vec<u8>, length: usize) -> Self {
Bitmap::try_new(vec, length).unwrap()
}
/// Returns whether the bit at position `i` is set.
#[inline]
pub fn get(&self, i: usize) -> Option<bool> {
if i < self.len() {
Some(unsafe { self.get_bit_unchecked(i) })
} else {
None
}
}
/// Creates a `[Bitmap]` from its internal representation.
/// This is the inverted from `[Bitmap::into_inner]`
///
/// # Safety
/// Callers must ensure all invariants of this struct are upheld.
pub unsafe fn from_inner_unchecked(
bytes: Arc<Bytes<u8>>,
offset: usize,
length: usize,
unset_bits: Option<usize>,
) -> Self {
debug_assert!(check(&bytes[..], offset, length).is_ok());
let unset_bit_count_cache = if let Some(n) = unset_bits {
AtomicU64::new(n as u64)
} else {
AtomicU64::new(UNKNOWN_BIT_COUNT)
};
Self {
bytes,
offset,
length,
unset_bit_count_cache,
}
}
/// Checks whether two [`Bitmap`]s have shared set bits.
///
/// This is an optimized version of `(self & other) != 0000..`.
pub fn intersects_with(&self, other: &Self) -> bool {
intersects_with(self, other)
}
/// Calculates the number of shared set bits between two [`Bitmap`]s.
pub fn num_intersections_with(&self, other: &Self) -> usize {
num_intersections_with(self, other)
}
/// Select between `truthy` and `falsy` based on `self`.
///
/// This essentially performs:
///
/// `out[i] = if self[i] { truthy[i] } else { falsy[i] }`
pub fn select(&self, truthy: &Self, falsy: &Self) -> Self {
super::bitmap_ops::select(self, truthy, falsy)
}
/// Select between `truthy` and constant `falsy` based on `self`.
///
/// This essentially performs:
///
/// `out[i] = if self[i] { truthy[i] } else { falsy }`
pub fn select_constant(&self, truthy: &Self, falsy: bool) -> Self {
super::bitmap_ops::select_constant(self, truthy, falsy)
}
}
impl<P: AsRef<[bool]>> From<P> for Bitmap {
fn from(slice: P) -> Self {
Self::from_trusted_len_iter(slice.as_ref().iter().copied())
}
}
impl FromIterator<bool> for Bitmap {
fn from_iter<I>(iter: I) -> Self
where
I: IntoIterator<Item = bool>,
{
MutableBitmap::from_iter(iter).into()
}
}
impl FromTrustedLenIterator<bool> for Bitmap {
fn from_iter_trusted_length<T: IntoIterator<Item = bool>>(iter: T) -> Self
where
T::IntoIter: TrustedLen,
{
MutableBitmap::from_trusted_len_iter(iter.into_iter()).into()
}
}
impl Bitmap {
/// Creates a new [`Bitmap`] from an iterator of booleans.
///
/// # Safety
/// The iterator must report an accurate length.
#[inline]
pub unsafe fn from_trusted_len_iter_unchecked<I: Iterator<Item = bool>>(iterator: I) -> Self {
MutableBitmap::from_trusted_len_iter_unchecked(iterator).into()
}
/// Creates a new [`Bitmap`] from an iterator of booleans.
#[inline]
pub fn from_trusted_len_iter<I: TrustedLen<Item = bool>>(iterator: I) -> Self {
MutableBitmap::from_trusted_len_iter(iterator).into()
}
/// Creates a new [`Bitmap`] from a fallible iterator of booleans.
#[inline]
pub fn try_from_trusted_len_iter<E, I: TrustedLen<Item = std::result::Result<bool, E>>>(
iterator: I,
) -> std::result::Result<Self, E> {
Ok(MutableBitmap::try_from_trusted_len_iter(iterator)?.into())
}
/// Creates a new [`Bitmap`] from a fallible iterator of booleans.
///
/// # Safety
/// The iterator must report an accurate length.
#[inline]
pub unsafe fn try_from_trusted_len_iter_unchecked<
E,
I: Iterator<Item = std::result::Result<bool, E>>,
>(
iterator: I,
) -> std::result::Result<Self, E> {
Ok(MutableBitmap::try_from_trusted_len_iter_unchecked(iterator)?.into())
}
/// Create a new [`Bitmap`] from an arrow [`NullBuffer`]
///
/// [`NullBuffer`]: arrow_buffer::buffer::NullBuffer
#[cfg(feature = "arrow_rs")]
pub fn from_null_buffer(value: arrow_buffer::buffer::NullBuffer) -> Self {
let offset = value.offset();
let length = value.len();
let unset_bits = value.null_count();
Self {
offset,
length,
unset_bit_count_cache: AtomicU64::new(unset_bits as u64),
bytes: Arc::new(crate::buffer::to_bytes(value.buffer().clone())),
}
}
}
impl<'a> IntoIterator for &'a Bitmap {
type Item = bool;
type IntoIter = BitmapIter<'a>;
fn into_iter(self) -> Self::IntoIter {
BitmapIter::<'a>::new(&self.bytes, self.offset, self.length)
}
}
impl IntoIterator for Bitmap {
type Item = bool;
type IntoIter = IntoIter;
fn into_iter(self) -> Self::IntoIter {
IntoIter::new(self)
}
}
#[cfg(feature = "arrow_rs")]
impl From<Bitmap> for arrow_buffer::buffer::NullBuffer {
fn from(value: Bitmap) -> Self {
let null_count = value.unset_bits();
let buffer = crate::buffer::to_buffer(value.bytes);
let buffer = arrow_buffer::buffer::BooleanBuffer::new(buffer, value.offset, value.length);
// SAFETY: null count is accurate
unsafe { arrow_buffer::buffer::NullBuffer::new_unchecked(buffer, null_count) }
}
}
impl Splitable for Bitmap {
#[inline(always)]
fn check_bound(&self, offset: usize) -> bool {
offset <= self.len()
}
unsafe fn _split_at_unchecked(&self, offset: usize) -> (Self, Self) {
let bytes = &self.bytes;
if offset == 0 {
return (Self::new(), self.clone());
}
if offset == self.len() {
return (self.clone(), Self::new());
}
let ubcc = self.unset_bit_count_cache.load(Ordering::Relaxed);
let lhs_length = offset;
let rhs_length = self.length - offset;
let mut lhs_ubcc = UNKNOWN_BIT_COUNT;
let mut rhs_ubcc = UNKNOWN_BIT_COUNT;
if has_cached_unset_bit_count(ubcc) {
if ubcc == 0 {
lhs_ubcc = 0;
rhs_ubcc = 0;
} else if ubcc == self.length as u64 {
lhs_ubcc = offset as u64;
rhs_ubcc = (self.length - offset) as u64;
} else {
// If we keep all but a small portion of the array it is worth
// doing an eager re-count since we can reuse the old count via the
// inclusion-exclusion principle.
let small_portion = (self.length / 4).max(32);
if lhs_length <= rhs_length {
if rhs_length + small_portion >= self.length {
let count = count_zeros(&self.bytes, self.offset, lhs_length) as u64;
lhs_ubcc = count;
rhs_ubcc = ubcc - count;
}
} else if lhs_length + small_portion >= self.length {
let count = count_zeros(&self.bytes, self.offset + offset, rhs_length) as u64;
lhs_ubcc = ubcc - count;
rhs_ubcc = count;
}
}
}
debug_assert!(lhs_ubcc == UNKNOWN_BIT_COUNT || lhs_ubcc <= ubcc);
debug_assert!(rhs_ubcc == UNKNOWN_BIT_COUNT || rhs_ubcc <= ubcc);
(
Self {
bytes: bytes.clone(),
offset: self.offset,
length: lhs_length,
unset_bit_count_cache: AtomicU64::new(lhs_ubcc),
},
Self {
bytes: bytes.clone(),
offset: self.offset + offset,
length: rhs_length,
unset_bit_count_cache: AtomicU64::new(rhs_ubcc),
},
)
}
}