use std::ops::AddAssign;
use std::sync::Arc;
use arrow_array::builder::BooleanBufferBuilder;
use arrow_array::cast::AsArray;
use arrow_array::types::{
ArrowDictionaryKeyType, ArrowPrimitiveType, ByteArrayType, ByteViewType, RunEndIndexType,
};
use arrow_array::*;
use arrow_buffer::{bit_util, ArrowNativeType, BooleanBuffer, NullBuffer, RunEndBuffer};
use arrow_buffer::{Buffer, MutableBuffer};
use arrow_data::bit_iterator::{BitIndexIterator, BitSliceIterator};
use arrow_data::transform::MutableArrayData;
use arrow_data::{ArrayData, ArrayDataBuilder};
use arrow_schema::*;
const FILTER_SLICES_SELECTIVITY_THRESHOLD: f64 = 0.8;
#[derive(Debug)]
pub struct SlicesIterator<'a>(BitSliceIterator<'a>);
impl<'a> SlicesIterator<'a> {
pub fn new(filter: &'a BooleanArray) -> Self {
Self(filter.values().set_slices())
}
}
impl<'a> Iterator for SlicesIterator<'a> {
type Item = (usize, usize);
fn next(&mut self) -> Option<Self::Item> {
self.0.next()
}
}
struct IndexIterator<'a> {
remaining: usize,
iter: BitIndexIterator<'a>,
}
impl<'a> IndexIterator<'a> {
fn new(filter: &'a BooleanArray, remaining: usize) -> Self {
assert_eq!(filter.null_count(), 0);
let iter = filter.values().set_indices();
Self { remaining, iter }
}
}
impl<'a> Iterator for IndexIterator<'a> {
type Item = usize;
fn next(&mut self) -> Option<Self::Item> {
if self.remaining != 0 {
let next = self.iter.next().expect("IndexIterator exhausted early");
self.remaining -= 1;
return Some(next);
}
None
}
fn size_hint(&self) -> (usize, Option<usize>) {
(self.remaining, Some(self.remaining))
}
}
fn filter_count(filter: &BooleanArray) -> usize {
filter.values().count_set_bits()
}
#[deprecated]
pub type Filter<'a> = Box<dyn Fn(&ArrayData) -> ArrayData + 'a>;
#[deprecated]
#[allow(deprecated)]
pub fn build_filter(filter: &BooleanArray) -> Result<Filter, ArrowError> {
let iter = SlicesIterator::new(filter);
let filter_count = filter_count(filter);
let chunks = iter.collect::<Vec<_>>();
Ok(Box::new(move |array: &ArrayData| {
match filter_count {
len if len == array.len() => array.clone(),
0 => ArrayData::new_empty(array.data_type()),
_ => {
let mut mutable = MutableArrayData::new(vec![array], false, filter_count);
chunks
.iter()
.for_each(|(start, end)| mutable.extend(0, *start, *end));
mutable.freeze()
}
}
}))
}
pub fn prep_null_mask_filter(filter: &BooleanArray) -> BooleanArray {
let nulls = filter.nulls().unwrap();
let mask = filter.values() & nulls.inner();
BooleanArray::new(mask, None)
}
pub fn filter(values: &dyn Array, predicate: &BooleanArray) -> Result<ArrayRef, ArrowError> {
let predicate = FilterBuilder::new(predicate).build();
filter_array(values, &predicate)
}
pub fn filter_record_batch(
record_batch: &RecordBatch,
predicate: &BooleanArray,
) -> Result<RecordBatch, ArrowError> {
let mut filter_builder = FilterBuilder::new(predicate);
if record_batch.num_columns() > 1 {
filter_builder = filter_builder.optimize();
}
let filter = filter_builder.build();
let filtered_arrays = record_batch
.columns()
.iter()
.map(|a| filter_array(a, &filter))
.collect::<Result<Vec<_>, _>>()?;
let options = RecordBatchOptions::default().with_row_count(Some(filter.count()));
RecordBatch::try_new_with_options(record_batch.schema(), filtered_arrays, &options)
}
#[derive(Debug)]
pub struct FilterBuilder {
filter: BooleanArray,
count: usize,
strategy: IterationStrategy,
}
impl FilterBuilder {
pub fn new(filter: &BooleanArray) -> Self {
let filter = match filter.null_count() {
0 => filter.clone(),
_ => prep_null_mask_filter(filter),
};
let count = filter_count(&filter);
let strategy = IterationStrategy::default_strategy(filter.len(), count);
Self {
filter,
count,
strategy,
}
}
pub fn optimize(mut self) -> Self {
match self.strategy {
IterationStrategy::SlicesIterator => {
let slices = SlicesIterator::new(&self.filter).collect();
self.strategy = IterationStrategy::Slices(slices)
}
IterationStrategy::IndexIterator => {
let indices = IndexIterator::new(&self.filter, self.count).collect();
self.strategy = IterationStrategy::Indices(indices)
}
_ => {}
}
self
}
pub fn build(self) -> FilterPredicate {
FilterPredicate {
filter: self.filter,
count: self.count,
strategy: self.strategy,
}
}
}
#[derive(Debug)]
enum IterationStrategy {
SlicesIterator,
IndexIterator,
Indices(Vec<usize>),
Slices(Vec<(usize, usize)>),
All,
None,
}
impl IterationStrategy {
fn default_strategy(filter_length: usize, filter_count: usize) -> Self {
if filter_length == 0 || filter_count == 0 {
return IterationStrategy::None;
}
if filter_count == filter_length {
return IterationStrategy::All;
}
let selectivity_frac = filter_count as f64 / filter_length as f64;
if selectivity_frac > FILTER_SLICES_SELECTIVITY_THRESHOLD {
return IterationStrategy::SlicesIterator;
}
IterationStrategy::IndexIterator
}
}
#[derive(Debug)]
pub struct FilterPredicate {
filter: BooleanArray,
count: usize,
strategy: IterationStrategy,
}
impl FilterPredicate {
pub fn filter(&self, values: &dyn Array) -> Result<ArrayRef, ArrowError> {
filter_array(values, self)
}
pub fn count(&self) -> usize {
self.count
}
}
fn filter_array(values: &dyn Array, predicate: &FilterPredicate) -> Result<ArrayRef, ArrowError> {
if predicate.filter.len() > values.len() {
return Err(ArrowError::InvalidArgumentError(format!(
"Filter predicate of length {} is larger than target array of length {}",
predicate.filter.len(),
values.len()
)));
}
match predicate.strategy {
IterationStrategy::None => Ok(new_empty_array(values.data_type())),
IterationStrategy::All => Ok(values.slice(0, predicate.count)),
_ => downcast_primitive_array! {
values => Ok(Arc::new(filter_primitive(values, predicate))),
DataType::Boolean => {
let values = values.as_any().downcast_ref::<BooleanArray>().unwrap();
Ok(Arc::new(filter_boolean(values, predicate)))
}
DataType::Utf8 => {
Ok(Arc::new(filter_bytes(values.as_string::<i32>(), predicate)))
}
DataType::LargeUtf8 => {
Ok(Arc::new(filter_bytes(values.as_string::<i64>(), predicate)))
}
DataType::Utf8View => {
Ok(Arc::new(filter_byte_view(values.as_string_view(), predicate)))
}
DataType::Binary => {
Ok(Arc::new(filter_bytes(values.as_binary::<i32>(), predicate)))
}
DataType::LargeBinary => {
Ok(Arc::new(filter_bytes(values.as_binary::<i64>(), predicate)))
}
DataType::BinaryView => {
Ok(Arc::new(filter_byte_view(values.as_binary_view(), predicate)))
}
DataType::RunEndEncoded(_, _) => {
downcast_run_array!{
values => Ok(Arc::new(filter_run_end_array(values, predicate)?)),
t => unimplemented!("Filter not supported for RunEndEncoded type {:?}", t)
}
}
DataType::Dictionary(_, _) => downcast_dictionary_array! {
values => Ok(Arc::new(filter_dict(values, predicate))),
t => unimplemented!("Filter not supported for dictionary type {:?}", t)
}
_ => {
let data = values.to_data();
let mut mutable = MutableArrayData::new(
vec![&data],
false,
predicate.count,
);
match &predicate.strategy {
IterationStrategy::Slices(slices) => {
slices
.iter()
.for_each(|(start, end)| mutable.extend(0, *start, *end));
}
_ => {
let iter = SlicesIterator::new(&predicate.filter);
iter.for_each(|(start, end)| mutable.extend(0, start, end));
}
}
let data = mutable.freeze();
Ok(make_array(data))
}
},
}
}
fn filter_run_end_array<R: RunEndIndexType>(
re_arr: &RunArray<R>,
pred: &FilterPredicate,
) -> Result<RunArray<R>, ArrowError>
where
R::Native: Into<i64> + From<bool>,
R::Native: AddAssign,
{
let run_ends: &RunEndBuffer<R::Native> = re_arr.run_ends();
let mut values_filter = BooleanBufferBuilder::new(run_ends.len());
let mut new_run_ends = vec![R::default_value(); run_ends.len()];
let mut start = 0i64;
let mut i = 0;
let filter_values = pred.filter.values();
let mut count = R::default_value();
for end in run_ends.inner().into_iter().map(|i| (*i).into()) {
let mut keep = false;
for pred in (start..end).map(|i| unsafe { filter_values.value_unchecked(i as usize) }) {
count += R::Native::from(pred);
keep |= pred
}
new_run_ends[i] = count;
i += keep as usize;
values_filter.append(keep);
start = end;
}
new_run_ends.truncate(i);
if values_filter.is_empty() {
new_run_ends.clear();
}
let values = re_arr.values();
let pred = BooleanArray::new(values_filter.finish(), None);
let values = filter(&values, &pred)?;
let run_ends = PrimitiveArray::<R>::new(new_run_ends.into(), None);
RunArray::try_new(&run_ends, &values)
}
fn filter_null_mask(
nulls: Option<&NullBuffer>,
predicate: &FilterPredicate,
) -> Option<(usize, Buffer)> {
let nulls = nulls?;
if nulls.null_count() == 0 {
return None;
}
let nulls = filter_bits(nulls.inner(), predicate);
let null_count = predicate.count - nulls.count_set_bits_offset(0, predicate.count);
if null_count == 0 {
return None;
}
Some((null_count, nulls))
}
fn filter_bits(buffer: &BooleanBuffer, predicate: &FilterPredicate) -> Buffer {
let src = buffer.values();
let offset = buffer.offset();
match &predicate.strategy {
IterationStrategy::IndexIterator => {
let bits = IndexIterator::new(&predicate.filter, predicate.count)
.map(|src_idx| bit_util::get_bit(src, src_idx + offset));
unsafe { MutableBuffer::from_trusted_len_iter_bool(bits).into() }
}
IterationStrategy::Indices(indices) => {
let bits = indices
.iter()
.map(|src_idx| bit_util::get_bit(src, *src_idx + offset));
unsafe { MutableBuffer::from_trusted_len_iter_bool(bits).into() }
}
IterationStrategy::SlicesIterator => {
let mut builder = BooleanBufferBuilder::new(bit_util::ceil(predicate.count, 8));
for (start, end) in SlicesIterator::new(&predicate.filter) {
builder.append_packed_range(start + offset..end + offset, src)
}
builder.into()
}
IterationStrategy::Slices(slices) => {
let mut builder = BooleanBufferBuilder::new(bit_util::ceil(predicate.count, 8));
for (start, end) in slices {
builder.append_packed_range(*start + offset..*end + offset, src)
}
builder.into()
}
IterationStrategy::All | IterationStrategy::None => unreachable!(),
}
}
fn filter_boolean(array: &BooleanArray, predicate: &FilterPredicate) -> BooleanArray {
let values = filter_bits(array.values(), predicate);
let mut builder = ArrayDataBuilder::new(DataType::Boolean)
.len(predicate.count)
.add_buffer(values);
if let Some((null_count, nulls)) = filter_null_mask(array.nulls(), predicate) {
builder = builder.null_count(null_count).null_bit_buffer(Some(nulls));
}
let data = unsafe { builder.build_unchecked() };
BooleanArray::from(data)
}
#[inline(never)]
fn filter_native<T: ArrowNativeType>(values: &[T], predicate: &FilterPredicate) -> Buffer {
assert!(values.len() >= predicate.filter.len());
let buffer = match &predicate.strategy {
IterationStrategy::SlicesIterator => {
let mut buffer = MutableBuffer::with_capacity(predicate.count * T::get_byte_width());
for (start, end) in SlicesIterator::new(&predicate.filter) {
buffer.extend_from_slice(&values[start..end]);
}
buffer
}
IterationStrategy::Slices(slices) => {
let mut buffer = MutableBuffer::with_capacity(predicate.count * T::get_byte_width());
for (start, end) in slices {
buffer.extend_from_slice(&values[*start..*end]);
}
buffer
}
IterationStrategy::IndexIterator => {
let iter = IndexIterator::new(&predicate.filter, predicate.count).map(|x| values[x]);
unsafe { MutableBuffer::from_trusted_len_iter(iter) }
}
IterationStrategy::Indices(indices) => {
let iter = indices.iter().map(|x| values[*x]);
unsafe { MutableBuffer::from_trusted_len_iter(iter) }
}
IterationStrategy::All | IterationStrategy::None => unreachable!(),
};
buffer.into()
}
pub(crate) fn filter_primitive<T>(
array: &PrimitiveArray<T>,
predicate: &FilterPredicate,
) -> PrimitiveArray<T>
where
T: ArrowPrimitiveType,
{
let values = array.values();
let buffer = filter_native(values, predicate);
let mut builder = ArrayDataBuilder::new(array.data_type().clone())
.len(predicate.count)
.add_buffer(buffer);
if let Some((null_count, nulls)) = filter_null_mask(array.nulls(), predicate) {
builder = builder.null_count(null_count).null_bit_buffer(Some(nulls));
}
let data = unsafe { builder.build_unchecked() };
PrimitiveArray::from(data)
}
struct FilterBytes<'a, OffsetSize> {
src_offsets: &'a [OffsetSize],
src_values: &'a [u8],
dst_offsets: MutableBuffer,
dst_values: MutableBuffer,
cur_offset: OffsetSize,
}
impl<'a, OffsetSize> FilterBytes<'a, OffsetSize>
where
OffsetSize: OffsetSizeTrait,
{
fn new<T>(capacity: usize, array: &'a GenericByteArray<T>) -> Self
where
T: ByteArrayType<Offset = OffsetSize>,
{
let num_offsets_bytes = (capacity + 1) * std::mem::size_of::<OffsetSize>();
let mut dst_offsets = MutableBuffer::new(num_offsets_bytes);
let dst_values = MutableBuffer::new(0);
let cur_offset = OffsetSize::from_usize(0).unwrap();
dst_offsets.push(cur_offset);
Self {
src_offsets: array.value_offsets(),
src_values: array.value_data(),
dst_offsets,
dst_values,
cur_offset,
}
}
#[inline]
fn get_value_offset(&self, idx: usize) -> usize {
self.src_offsets[idx].as_usize()
}
#[inline]
fn get_value_range(&self, idx: usize) -> (usize, usize, OffsetSize) {
let start = self.get_value_offset(idx);
let end = self.get_value_offset(idx + 1);
let len = OffsetSize::from_usize(end - start).expect("illegal offset range");
(start, end, len)
}
fn extend_idx(&mut self, iter: impl Iterator<Item = usize>) {
for idx in iter {
let (start, end, len) = self.get_value_range(idx);
self.cur_offset += len;
self.dst_offsets.push(self.cur_offset);
self.dst_values
.extend_from_slice(&self.src_values[start..end]);
}
}
fn extend_slices(&mut self, iter: impl Iterator<Item = (usize, usize)>) {
for (start, end) in iter {
for idx in start..end {
let (_, _, len) = self.get_value_range(idx);
self.cur_offset += len;
self.dst_offsets.push(self.cur_offset); }
let value_start = self.get_value_offset(start);
let value_end = self.get_value_offset(end);
self.dst_values
.extend_from_slice(&self.src_values[value_start..value_end]);
}
}
}
fn filter_bytes<T>(array: &GenericByteArray<T>, predicate: &FilterPredicate) -> GenericByteArray<T>
where
T: ByteArrayType,
{
let mut filter = FilterBytes::new(predicate.count, array);
match &predicate.strategy {
IterationStrategy::SlicesIterator => {
filter.extend_slices(SlicesIterator::new(&predicate.filter))
}
IterationStrategy::Slices(slices) => filter.extend_slices(slices.iter().cloned()),
IterationStrategy::IndexIterator => {
filter.extend_idx(IndexIterator::new(&predicate.filter, predicate.count))
}
IterationStrategy::Indices(indices) => filter.extend_idx(indices.iter().cloned()),
IterationStrategy::All | IterationStrategy::None => unreachable!(),
}
let mut builder = ArrayDataBuilder::new(T::DATA_TYPE)
.len(predicate.count)
.add_buffer(filter.dst_offsets.into())
.add_buffer(filter.dst_values.into());
if let Some((null_count, nulls)) = filter_null_mask(array.nulls(), predicate) {
builder = builder.null_count(null_count).null_bit_buffer(Some(nulls));
}
let data = unsafe { builder.build_unchecked() };
GenericByteArray::from(data)
}
fn filter_byte_view<T: ByteViewType>(
array: &GenericByteViewArray<T>,
predicate: &FilterPredicate,
) -> GenericByteViewArray<T> {
let new_view_buffer = filter_native(array.views(), predicate);
let mut builder = ArrayDataBuilder::new(T::DATA_TYPE)
.len(predicate.count)
.add_buffer(new_view_buffer)
.add_buffers(array.data_buffers().to_vec());
if let Some((null_count, nulls)) = filter_null_mask(array.nulls(), predicate) {
builder = builder.null_count(null_count).null_bit_buffer(Some(nulls));
}
GenericByteViewArray::from(unsafe { builder.build_unchecked() })
}
fn filter_dict<T>(array: &DictionaryArray<T>, predicate: &FilterPredicate) -> DictionaryArray<T>
where
T: ArrowDictionaryKeyType,
T::Native: num::Num,
{
let builder = filter_primitive::<T>(array.keys(), predicate)
.into_data()
.into_builder()
.data_type(array.data_type().clone())
.child_data(vec![array.values().to_data()]);
DictionaryArray::from(unsafe { builder.build_unchecked() })
}
#[cfg(test)]
mod tests {
use arrow_array::builder::*;
use arrow_array::cast::as_run_array;
use arrow_array::types::*;
use rand::distributions::{Alphanumeric, Standard};
use rand::prelude::*;
use super::*;
macro_rules! def_temporal_test {
($test:ident, $array_type: ident, $data: expr) => {
#[test]
fn $test() {
let a = $data;
let b = BooleanArray::from(vec![true, false, true, false]);
let c = filter(&a, &b).unwrap();
let d = c.as_ref().as_any().downcast_ref::<$array_type>().unwrap();
assert_eq!(2, d.len());
assert_eq!(1, d.value(0));
assert_eq!(3, d.value(1));
}
};
}
def_temporal_test!(
test_filter_date32,
Date32Array,
Date32Array::from(vec![1, 2, 3, 4])
);
def_temporal_test!(
test_filter_date64,
Date64Array,
Date64Array::from(vec![1, 2, 3, 4])
);
def_temporal_test!(
test_filter_time32_second,
Time32SecondArray,
Time32SecondArray::from(vec![1, 2, 3, 4])
);
def_temporal_test!(
test_filter_time32_millisecond,
Time32MillisecondArray,
Time32MillisecondArray::from(vec![1, 2, 3, 4])
);
def_temporal_test!(
test_filter_time64_microsecond,
Time64MicrosecondArray,
Time64MicrosecondArray::from(vec![1, 2, 3, 4])
);
def_temporal_test!(
test_filter_time64_nanosecond,
Time64NanosecondArray,
Time64NanosecondArray::from(vec![1, 2, 3, 4])
);
def_temporal_test!(
test_filter_duration_second,
DurationSecondArray,
DurationSecondArray::from(vec![1, 2, 3, 4])
);
def_temporal_test!(
test_filter_duration_millisecond,
DurationMillisecondArray,
DurationMillisecondArray::from(vec![1, 2, 3, 4])
);
def_temporal_test!(
test_filter_duration_microsecond,
DurationMicrosecondArray,
DurationMicrosecondArray::from(vec![1, 2, 3, 4])
);
def_temporal_test!(
test_filter_duration_nanosecond,
DurationNanosecondArray,
DurationNanosecondArray::from(vec![1, 2, 3, 4])
);
def_temporal_test!(
test_filter_timestamp_second,
TimestampSecondArray,
TimestampSecondArray::from(vec![1, 2, 3, 4])
);
def_temporal_test!(
test_filter_timestamp_millisecond,
TimestampMillisecondArray,
TimestampMillisecondArray::from(vec![1, 2, 3, 4])
);
def_temporal_test!(
test_filter_timestamp_microsecond,
TimestampMicrosecondArray,
TimestampMicrosecondArray::from(vec![1, 2, 3, 4])
);
def_temporal_test!(
test_filter_timestamp_nanosecond,
TimestampNanosecondArray,
TimestampNanosecondArray::from(vec![1, 2, 3, 4])
);
#[test]
fn test_filter_array_slice() {
let a = Int32Array::from(vec![5, 6, 7, 8, 9]).slice(1, 4);
let b = BooleanArray::from(vec![true, false, false, true]);
let c = filter(&a, &b).unwrap();
let d = c.as_ref().as_any().downcast_ref::<Int32Array>().unwrap();
assert_eq!(2, d.len());
assert_eq!(6, d.value(0));
assert_eq!(9, d.value(1));
}
#[test]
fn test_filter_array_low_density() {
let mut data_values = (1..=65).collect::<Vec<i32>>();
let mut filter_values = (1..=65).map(|i| matches!(i % 65, 0)).collect::<Vec<bool>>();
data_values.extend_from_slice(&[66, 67]);
filter_values.extend_from_slice(&[false, true]);
let a = Int32Array::from(data_values);
let b = BooleanArray::from(filter_values);
let c = filter(&a, &b).unwrap();
let d = c.as_ref().as_any().downcast_ref::<Int32Array>().unwrap();
assert_eq!(2, d.len());
assert_eq!(65, d.value(0));
assert_eq!(67, d.value(1));
}
#[test]
fn test_filter_array_high_density() {
let mut data_values = (1..=65).map(Some).collect::<Vec<_>>();
let mut filter_values = (1..=65)
.map(|i| !matches!(i % 65, 0))
.collect::<Vec<bool>>();
data_values[1] = None;
data_values.extend_from_slice(&[Some(66), None, Some(67), None]);
filter_values.extend_from_slice(&[false, true, true, true]);
let a = Int32Array::from(data_values);
let b = BooleanArray::from(filter_values);
let c = filter(&a, &b).unwrap();
let d = c.as_ref().as_any().downcast_ref::<Int32Array>().unwrap();
assert_eq!(67, d.len());
assert_eq!(3, d.null_count());
assert_eq!(1, d.value(0));
assert!(d.is_null(1));
assert_eq!(64, d.value(63));
assert!(d.is_null(64));
assert_eq!(67, d.value(65));
}
#[test]
fn test_filter_string_array_simple() {
let a = StringArray::from(vec!["hello", " ", "world", "!"]);
let b = BooleanArray::from(vec![true, false, true, false]);
let c = filter(&a, &b).unwrap();
let d = c.as_ref().as_any().downcast_ref::<StringArray>().unwrap();
assert_eq!(2, d.len());
assert_eq!("hello", d.value(0));
assert_eq!("world", d.value(1));
}
#[test]
fn test_filter_primitive_array_with_null() {
let a = Int32Array::from(vec![Some(5), None]);
let b = BooleanArray::from(vec![false, true]);
let c = filter(&a, &b).unwrap();
let d = c.as_ref().as_any().downcast_ref::<Int32Array>().unwrap();
assert_eq!(1, d.len());
assert!(d.is_null(0));
}
#[test]
fn test_filter_string_array_with_null() {
let a = StringArray::from(vec![Some("hello"), None, Some("world"), None]);
let b = BooleanArray::from(vec![true, false, false, true]);
let c = filter(&a, &b).unwrap();
let d = c.as_ref().as_any().downcast_ref::<StringArray>().unwrap();
assert_eq!(2, d.len());
assert_eq!("hello", d.value(0));
assert!(!d.is_null(0));
assert!(d.is_null(1));
}
#[test]
fn test_filter_binary_array_with_null() {
let data: Vec<Option<&[u8]>> = vec![Some(b"hello"), None, Some(b"world"), None];
let a = BinaryArray::from(data);
let b = BooleanArray::from(vec![true, false, false, true]);
let c = filter(&a, &b).unwrap();
let d = c.as_ref().as_any().downcast_ref::<BinaryArray>().unwrap();
assert_eq!(2, d.len());
assert_eq!(b"hello", d.value(0));
assert!(!d.is_null(0));
assert!(d.is_null(1));
}
fn _test_filter_byte_view<T>()
where
T: ByteViewType,
str: AsRef<T::Native>,
T::Native: PartialEq,
{
let array = {
let mut builder = GenericByteViewBuilder::<T>::new();
builder.append_value("hello");
builder.append_value("world");
builder.append_null();
builder.append_value("large payload over 12 bytes");
builder.append_value("lulu");
builder.finish()
};
{
let predicate = BooleanArray::from(vec![true, false, true, true, false]);
let actual = filter(&array, &predicate).unwrap();
assert_eq!(actual.len(), 3);
let expected = {
let mut builder = GenericByteViewBuilder::<T>::new();
builder.append_value("hello");
builder.append_null();
builder.append_value("large payload over 12 bytes");
builder.finish()
};
assert_eq!(actual.as_ref(), &expected);
}
{
let predicate = BooleanArray::from(vec![true, false, false, false, true]);
let actual = filter(&array, &predicate).unwrap();
assert_eq!(actual.len(), 2);
let expected = {
let mut builder = GenericByteViewBuilder::<T>::new();
builder.append_value("hello");
builder.append_value("lulu");
builder.finish()
};
assert_eq!(actual.as_ref(), &expected);
}
}
#[test]
fn test_filter_string_view() {
_test_filter_byte_view::<StringViewType>()
}
#[test]
fn test_filter_binary_view() {
_test_filter_byte_view::<BinaryViewType>()
}
#[test]
fn test_filter_array_slice_with_null() {
let a = Int32Array::from(vec![Some(5), None, Some(7), Some(8), Some(9)]).slice(1, 4);
let b = BooleanArray::from(vec![true, false, false, true]);
let c = filter(&a, &b).unwrap();
let d = c.as_ref().as_any().downcast_ref::<Int32Array>().unwrap();
assert_eq!(2, d.len());
assert!(d.is_null(0));
assert!(!d.is_null(1));
assert_eq!(9, d.value(1));
}
#[test]
fn test_filter_run_end_encoding_array() {
let run_ends = Int64Array::from(vec![2, 3, 8]);
let values = Int64Array::from(vec![7, -2, 9]);
let a = RunArray::try_new(&run_ends, &values).expect("Failed to create RunArray");
let b = BooleanArray::from(vec![true, false, true, false, true, false, true, false]);
let c = filter(&a, &b).unwrap();
let actual: &RunArray<Int64Type> = as_run_array(&c);
assert_eq!(4, actual.len());
let expected = RunArray::try_new(
&Int64Array::from(vec![1, 2, 4]),
&Int64Array::from(vec![7, -2, 9]),
)
.expect("Failed to make expected RunArray test is broken");
assert_eq!(&actual.run_ends().values(), &expected.run_ends().values());
assert_eq!(actual.values(), expected.values())
}
#[test]
fn test_filter_run_end_encoding_array_remove_value() {
let run_ends = Int32Array::from(vec![2, 3, 8, 10]);
let values = Int32Array::from(vec![7, -2, 9, -8]);
let a = RunArray::try_new(&run_ends, &values).expect("Failed to create RunArray");
let b = BooleanArray::from(vec![
false, true, false, false, true, false, true, false, false, false,
]);
let c = filter(&a, &b).unwrap();
let actual: &RunArray<Int32Type> = as_run_array(&c);
assert_eq!(3, actual.len());
let expected =
RunArray::try_new(&Int32Array::from(vec![1, 3]), &Int32Array::from(vec![7, 9]))
.expect("Failed to make expected RunArray test is broken");
assert_eq!(&actual.run_ends().values(), &expected.run_ends().values());
assert_eq!(actual.values(), expected.values())
}
#[test]
fn test_filter_run_end_encoding_array_remove_all_but_one() {
let run_ends = Int16Array::from(vec![2, 3, 8, 10]);
let values = Int16Array::from(vec![7, -2, 9, -8]);
let a = RunArray::try_new(&run_ends, &values).expect("Failed to create RunArray");
let b = BooleanArray::from(vec![
false, false, false, false, false, false, true, false, false, false,
]);
let c = filter(&a, &b).unwrap();
let actual: &RunArray<Int16Type> = as_run_array(&c);
assert_eq!(1, actual.len());
let expected = RunArray::try_new(&Int16Array::from(vec![1]), &Int16Array::from(vec![9]))
.expect("Failed to make expected RunArray test is broken");
assert_eq!(&actual.run_ends().values(), &expected.run_ends().values());
assert_eq!(actual.values(), expected.values())
}
#[test]
fn test_filter_run_end_encoding_array_empty() {
let run_ends = Int64Array::from(vec![2, 3, 8, 10]);
let values = Int64Array::from(vec![7, -2, 9, -8]);
let a = RunArray::try_new(&run_ends, &values).expect("Failed to create RunArray");
let b = BooleanArray::from(vec![
false, false, false, false, false, false, false, false, false, false,
]);
let c = filter(&a, &b).unwrap();
let actual: &RunArray<Int64Type> = as_run_array(&c);
assert_eq!(0, actual.len());
}
#[test]
fn test_filter_dictionary_array() {
let values = [Some("hello"), None, Some("world"), Some("!")];
let a: Int8DictionaryArray = values.iter().copied().collect();
let b = BooleanArray::from(vec![false, true, true, false]);
let c = filter(&a, &b).unwrap();
let d = c
.as_ref()
.as_any()
.downcast_ref::<Int8DictionaryArray>()
.unwrap();
let value_array = d.values();
let values = value_array.as_any().downcast_ref::<StringArray>().unwrap();
assert_eq!(3, values.len());
assert_eq!(2, d.len());
assert!(d.is_null(0));
assert_eq!("world", values.value(d.keys().value(1) as usize));
}
#[test]
fn test_filter_list_array() {
let value_data = ArrayData::builder(DataType::Int32)
.len(8)
.add_buffer(Buffer::from_slice_ref([0, 1, 2, 3, 4, 5, 6, 7]))
.build()
.unwrap();
let value_offsets = Buffer::from_slice_ref([0i64, 3, 6, 8, 8]);
let list_data_type =
DataType::LargeList(Arc::new(Field::new("item", DataType::Int32, false)));
let list_data = ArrayData::builder(list_data_type)
.len(4)
.add_buffer(value_offsets)
.add_child_data(value_data)
.null_bit_buffer(Some(Buffer::from([0b00000111])))
.build()
.unwrap();
let a = LargeListArray::from(list_data);
let b = BooleanArray::from(vec![false, true, false, true]);
let result = filter(&a, &b).unwrap();
let value_data = ArrayData::builder(DataType::Int32)
.len(3)
.add_buffer(Buffer::from_slice_ref([3, 4, 5]))
.build()
.unwrap();
let value_offsets = Buffer::from_slice_ref([0i64, 3, 3]);
let list_data_type =
DataType::LargeList(Arc::new(Field::new("item", DataType::Int32, false)));
let expected = ArrayData::builder(list_data_type)
.len(2)
.add_buffer(value_offsets)
.add_child_data(value_data)
.null_bit_buffer(Some(Buffer::from([0b00000001])))
.build()
.unwrap();
assert_eq!(&make_array(expected), &result);
}
#[test]
fn test_slice_iterator_bits() {
let filter_values = (0..64).map(|i| i == 1).collect::<Vec<bool>>();
let filter = BooleanArray::from(filter_values);
let filter_count = filter_count(&filter);
let iter = SlicesIterator::new(&filter);
let chunks = iter.collect::<Vec<_>>();
assert_eq!(chunks, vec![(1, 2)]);
assert_eq!(filter_count, 1);
}
#[test]
fn test_slice_iterator_bits1() {
let filter_values = (0..64).map(|i| i != 1).collect::<Vec<bool>>();
let filter = BooleanArray::from(filter_values);
let filter_count = filter_count(&filter);
let iter = SlicesIterator::new(&filter);
let chunks = iter.collect::<Vec<_>>();
assert_eq!(chunks, vec![(0, 1), (2, 64)]);
assert_eq!(filter_count, 64 - 1);
}
#[test]
fn test_slice_iterator_chunk_and_bits() {
let filter_values = (0..130).map(|i| i % 62 != 0).collect::<Vec<bool>>();
let filter = BooleanArray::from(filter_values);
let filter_count = filter_count(&filter);
let iter = SlicesIterator::new(&filter);
let chunks = iter.collect::<Vec<_>>();
assert_eq!(chunks, vec![(1, 62), (63, 124), (125, 130)]);
assert_eq!(filter_count, 61 + 61 + 5);
}
#[test]
fn test_null_mask() {
let a = Int64Array::from(vec![Some(1), Some(2), None]);
let mask1 = BooleanArray::from(vec![Some(true), Some(true), None]);
let out = filter(&a, &mask1).unwrap();
assert_eq!(out.as_ref(), &a.slice(0, 2));
}
#[test]
fn test_filter_record_batch_no_columns() {
let pred = BooleanArray::from(vec![Some(true), Some(true), None]);
let options = RecordBatchOptions::default().with_row_count(Some(100));
let record_batch =
RecordBatch::try_new_with_options(Arc::new(Schema::empty()), vec![], &options).unwrap();
let out = filter_record_batch(&record_batch, &pred).unwrap();
assert_eq!(out.num_rows(), 2);
}
#[test]
fn test_fast_path() {
let a: PrimitiveArray<Int64Type> = PrimitiveArray::from(vec![Some(1), Some(2), None]);
let mask = BooleanArray::from(vec![true, true, true]);
let out = filter(&a, &mask).unwrap();
let b = out
.as_any()
.downcast_ref::<PrimitiveArray<Int64Type>>()
.unwrap();
assert_eq!(&a, b);
let mask = BooleanArray::from(vec![false, false, false]);
let out = filter(&a, &mask).unwrap();
assert_eq!(out.len(), 0);
assert_eq!(out.data_type(), &DataType::Int64);
}
#[test]
fn test_slices() {
let bools = std::iter::repeat(true)
.take(10)
.chain(std::iter::repeat(false).take(30))
.chain(std::iter::repeat(true).take(20))
.chain(std::iter::repeat(false).take(17))
.chain(std::iter::repeat(true).take(4));
let bool_array: BooleanArray = bools.map(Some).collect();
let slices: Vec<_> = SlicesIterator::new(&bool_array).collect();
let expected = vec![(0, 10), (40, 60), (77, 81)];
assert_eq!(slices, expected);
let len = bool_array.len();
let sliced_array = bool_array.slice(7, len - 10);
let sliced_array = sliced_array
.as_any()
.downcast_ref::<BooleanArray>()
.unwrap();
let slices: Vec<_> = SlicesIterator::new(sliced_array).collect();
let expected = vec![(0, 3), (33, 53), (70, 71)];
assert_eq!(slices, expected);
}
fn test_slices_fuzz(mask_len: usize, offset: usize, truncate: usize) {
let mut rng = thread_rng();
let bools: Vec<bool> = std::iter::from_fn(|| Some(rng.gen()))
.take(mask_len)
.collect();
let buffer = Buffer::from_iter(bools.iter().cloned());
let truncated_length = mask_len - offset - truncate;
let data = ArrayDataBuilder::new(DataType::Boolean)
.len(truncated_length)
.offset(offset)
.add_buffer(buffer)
.build()
.unwrap();
let filter = BooleanArray::from(data);
let slice_bits: Vec<_> = SlicesIterator::new(&filter)
.flat_map(|(start, end)| start..end)
.collect();
let count = filter_count(&filter);
let index_bits: Vec<_> = IndexIterator::new(&filter, count).collect();
let expected_bits: Vec<_> = bools
.iter()
.skip(offset)
.take(truncated_length)
.enumerate()
.flat_map(|(idx, v)| v.then(|| idx))
.collect();
assert_eq!(slice_bits, expected_bits);
assert_eq!(index_bits, expected_bits);
}
#[test]
#[cfg_attr(miri, ignore)]
fn fuzz_test_slices_iterator() {
let mut rng = thread_rng();
for _ in 0..100 {
let mask_len = rng.gen_range(0..1024);
let max_offset = 64.min(mask_len);
let offset = rng.gen::<usize>().checked_rem(max_offset).unwrap_or(0);
let max_truncate = 128.min(mask_len - offset);
let truncate = rng.gen::<usize>().checked_rem(max_truncate).unwrap_or(0);
test_slices_fuzz(mask_len, offset, truncate);
}
test_slices_fuzz(64, 0, 0);
test_slices_fuzz(64, 8, 0);
test_slices_fuzz(64, 8, 8);
test_slices_fuzz(32, 8, 8);
test_slices_fuzz(32, 5, 9);
}
fn filter_rust<T>(values: impl IntoIterator<Item = T>, predicate: &[bool]) -> Vec<T> {
values
.into_iter()
.zip(predicate)
.filter(|(_, x)| **x)
.map(|(a, _)| a)
.collect()
}
fn gen_primitive<T>(len: usize, valid_percent: f64) -> Vec<Option<T>>
where
Standard: Distribution<T>,
{
let mut rng = thread_rng();
(0..len)
.map(|_| rng.gen_bool(valid_percent).then(|| rng.gen()))
.collect()
}
fn gen_strings(
len: usize,
valid_percent: f64,
str_len_range: std::ops::Range<usize>,
) -> Vec<Option<String>> {
let mut rng = thread_rng();
(0..len)
.map(|_| {
rng.gen_bool(valid_percent).then(|| {
let len = rng.gen_range(str_len_range.clone());
(0..len)
.map(|_| char::from(rng.sample(Alphanumeric)))
.collect()
})
})
.collect()
}
fn as_deref<T: std::ops::Deref>(src: &[Option<T>]) -> impl Iterator<Item = Option<&T::Target>> {
src.iter().map(|x| x.as_deref())
}
#[test]
#[cfg_attr(miri, ignore)]
fn fuzz_filter() {
let mut rng = thread_rng();
for i in 0..100 {
let filter_percent = match i {
0..=4 => 1.,
5..=10 => 0.,
_ => rng.gen_range(0.0..1.0),
};
let valid_percent = rng.gen_range(0.0..1.0);
let array_len = rng.gen_range(32..256);
let array_offset = rng.gen_range(0..10);
let filter_offset = rng.gen_range(0..10);
let filter_truncate = rng.gen_range(0..10);
let bools: Vec<_> = std::iter::from_fn(|| Some(rng.gen_bool(filter_percent)))
.take(array_len + filter_offset - filter_truncate)
.collect();
let predicate = BooleanArray::from_iter(bools.iter().cloned().map(Some));
let predicate = predicate.slice(filter_offset, array_len - filter_truncate);
let predicate = predicate.as_any().downcast_ref::<BooleanArray>().unwrap();
let bools = &bools[filter_offset..];
let values = gen_primitive(array_len + array_offset, valid_percent);
let src = Int32Array::from_iter(values.iter().cloned());
let src = src.slice(array_offset, array_len);
let src = src.as_any().downcast_ref::<Int32Array>().unwrap();
let values = &values[array_offset..];
let filtered = filter(src, predicate).unwrap();
let array = filtered.as_any().downcast_ref::<Int32Array>().unwrap();
let actual: Vec<_> = array.iter().collect();
assert_eq!(actual, filter_rust(values.iter().cloned(), bools));
let strings = gen_strings(array_len + array_offset, valid_percent, 0..20);
let src = StringArray::from_iter(as_deref(&strings));
let src = src.slice(array_offset, array_len);
let src = src.as_any().downcast_ref::<StringArray>().unwrap();
let filtered = filter(src, predicate).unwrap();
let array = filtered.as_any().downcast_ref::<StringArray>().unwrap();
let actual: Vec<_> = array.iter().collect();
let expected_strings = filter_rust(as_deref(&strings[array_offset..]), bools);
assert_eq!(actual, expected_strings);
let src = DictionaryArray::<Int32Type>::from_iter(as_deref(&strings));
let src = src.slice(array_offset, array_len);
let src = src
.as_any()
.downcast_ref::<DictionaryArray<Int32Type>>()
.unwrap();
let filtered = filter(src, predicate).unwrap();
let array = filtered
.as_any()
.downcast_ref::<DictionaryArray<Int32Type>>()
.unwrap();
let values = array
.values()
.as_any()
.downcast_ref::<StringArray>()
.unwrap();
let actual: Vec<_> = array
.keys()
.iter()
.map(|key| key.map(|key| values.value(key as usize)))
.collect();
assert_eq!(actual, expected_strings);
}
}
#[test]
fn test_filter_map() {
let mut builder =
MapBuilder::new(None, StringBuilder::new(), Int64Builder::with_capacity(4));
builder.keys().append_value("key1");
builder.values().append_value(1);
builder.append(true).unwrap();
builder.keys().append_value("key2");
builder.keys().append_value("key3");
builder.values().append_value(2);
builder.values().append_value(3);
builder.append(true).unwrap();
builder.append(false).unwrap();
builder.keys().append_value("key1");
builder.values().append_value(1);
builder.append(true).unwrap();
let maparray = Arc::new(builder.finish()) as ArrayRef;
let indices = vec![Some(true), Some(false), Some(false), Some(true)]
.into_iter()
.collect::<BooleanArray>();
let got = filter(&maparray, &indices).unwrap();
let mut builder =
MapBuilder::new(None, StringBuilder::new(), Int64Builder::with_capacity(2));
builder.keys().append_value("key1");
builder.values().append_value(1);
builder.append(true).unwrap();
builder.keys().append_value("key1");
builder.values().append_value(1);
builder.append(true).unwrap();
let expected = Arc::new(builder.finish()) as ArrayRef;
assert_eq!(&expected, &got);
}
#[test]
fn test_filter_fixed_size_list_arrays() {
let value_data = ArrayData::builder(DataType::Int32)
.len(9)
.add_buffer(Buffer::from_slice_ref([0, 1, 2, 3, 4, 5, 6, 7, 8]))
.build()
.unwrap();
let list_data_type = DataType::new_fixed_size_list(DataType::Int32, 3, false);
let list_data = ArrayData::builder(list_data_type)
.len(3)
.add_child_data(value_data)
.build()
.unwrap();
let array = FixedSizeListArray::from(list_data);
let filter_array = BooleanArray::from(vec![true, false, false]);
let c = filter(&array, &filter_array).unwrap();
let filtered = c.as_any().downcast_ref::<FixedSizeListArray>().unwrap();
assert_eq!(filtered.len(), 1);
let list = filtered.value(0);
assert_eq!(
&[0, 1, 2],
list.as_any().downcast_ref::<Int32Array>().unwrap().values()
);
let filter_array = BooleanArray::from(vec![true, false, true]);
let c = filter(&array, &filter_array).unwrap();
let filtered = c.as_any().downcast_ref::<FixedSizeListArray>().unwrap();
assert_eq!(filtered.len(), 2);
let list = filtered.value(0);
assert_eq!(
&[0, 1, 2],
list.as_any().downcast_ref::<Int32Array>().unwrap().values()
);
let list = filtered.value(1);
assert_eq!(
&[6, 7, 8],
list.as_any().downcast_ref::<Int32Array>().unwrap().values()
);
}
#[test]
fn test_filter_fixed_size_list_arrays_with_null() {
let value_data = ArrayData::builder(DataType::Int32)
.len(10)
.add_buffer(Buffer::from_slice_ref([0, 1, 2, 3, 4, 5, 6, 7, 8, 9]))
.build()
.unwrap();
let mut null_bits: [u8; 1] = [0; 1];
bit_util::set_bit(&mut null_bits, 0);
bit_util::set_bit(&mut null_bits, 3);
bit_util::set_bit(&mut null_bits, 4);
let list_data_type = DataType::new_fixed_size_list(DataType::Int32, 2, false);
let list_data = ArrayData::builder(list_data_type)
.len(5)
.add_child_data(value_data)
.null_bit_buffer(Some(Buffer::from(null_bits)))
.build()
.unwrap();
let array = FixedSizeListArray::from(list_data);
let filter_array = BooleanArray::from(vec![true, true, false, true, false]);
let c = filter(&array, &filter_array).unwrap();
let filtered = c.as_any().downcast_ref::<FixedSizeListArray>().unwrap();
assert_eq!(filtered.len(), 3);
let list = filtered.value(0);
assert_eq!(
&[0, 1],
list.as_any().downcast_ref::<Int32Array>().unwrap().values()
);
assert!(filtered.is_null(1));
let list = filtered.value(2);
assert_eq!(
&[6, 7],
list.as_any().downcast_ref::<Int32Array>().unwrap().values()
);
}
fn test_filter_union_array(array: UnionArray) {
let filter_array = BooleanArray::from(vec![true, false, false]);
let c = filter(&array, &filter_array).unwrap();
let filtered = c.as_any().downcast_ref::<UnionArray>().unwrap();
let mut builder = UnionBuilder::new_dense();
builder.append::<Int32Type>("A", 1).unwrap();
let expected_array = builder.build().unwrap();
compare_union_arrays(filtered, &expected_array);
let filter_array = BooleanArray::from(vec![true, false, true]);
let c = filter(&array, &filter_array).unwrap();
let filtered = c.as_any().downcast_ref::<UnionArray>().unwrap();
let mut builder = UnionBuilder::new_dense();
builder.append::<Int32Type>("A", 1).unwrap();
builder.append::<Int32Type>("A", 34).unwrap();
let expected_array = builder.build().unwrap();
compare_union_arrays(filtered, &expected_array);
let filter_array = BooleanArray::from(vec![true, true, false]);
let c = filter(&array, &filter_array).unwrap();
let filtered = c.as_any().downcast_ref::<UnionArray>().unwrap();
let mut builder = UnionBuilder::new_dense();
builder.append::<Int32Type>("A", 1).unwrap();
builder.append::<Float64Type>("B", 3.2).unwrap();
let expected_array = builder.build().unwrap();
compare_union_arrays(filtered, &expected_array);
}
#[test]
fn test_filter_union_array_dense() {
let mut builder = UnionBuilder::new_dense();
builder.append::<Int32Type>("A", 1).unwrap();
builder.append::<Float64Type>("B", 3.2).unwrap();
builder.append::<Int32Type>("A", 34).unwrap();
let array = builder.build().unwrap();
test_filter_union_array(array);
}
#[test]
fn test_filter_run_union_array_dense() {
let mut builder = UnionBuilder::new_dense();
builder.append::<Int32Type>("A", 1).unwrap();
builder.append::<Int32Type>("A", 3).unwrap();
builder.append::<Int32Type>("A", 34).unwrap();
let array = builder.build().unwrap();
let filter_array = BooleanArray::from(vec![true, true, false]);
let c = filter(&array, &filter_array).unwrap();
let filtered = c.as_any().downcast_ref::<UnionArray>().unwrap();
let mut builder = UnionBuilder::new_dense();
builder.append::<Int32Type>("A", 1).unwrap();
builder.append::<Int32Type>("A", 3).unwrap();
let expected = builder.build().unwrap();
assert_eq!(filtered.to_data(), expected.to_data());
}
#[test]
fn test_filter_union_array_dense_with_nulls() {
let mut builder = UnionBuilder::new_dense();
builder.append::<Int32Type>("A", 1).unwrap();
builder.append::<Float64Type>("B", 3.2).unwrap();
builder.append_null::<Float64Type>("B").unwrap();
builder.append::<Int32Type>("A", 34).unwrap();
let array = builder.build().unwrap();
let filter_array = BooleanArray::from(vec![true, true, false, false]);
let c = filter(&array, &filter_array).unwrap();
let filtered = c.as_any().downcast_ref::<UnionArray>().unwrap();
let mut builder = UnionBuilder::new_dense();
builder.append::<Int32Type>("A", 1).unwrap();
builder.append::<Float64Type>("B", 3.2).unwrap();
let expected_array = builder.build().unwrap();
compare_union_arrays(filtered, &expected_array);
let filter_array = BooleanArray::from(vec![true, false, true, false]);
let c = filter(&array, &filter_array).unwrap();
let filtered = c.as_any().downcast_ref::<UnionArray>().unwrap();
let mut builder = UnionBuilder::new_dense();
builder.append::<Int32Type>("A", 1).unwrap();
builder.append_null::<Float64Type>("B").unwrap();
let expected_array = builder.build().unwrap();
compare_union_arrays(filtered, &expected_array);
}
#[test]
fn test_filter_union_array_sparse() {
let mut builder = UnionBuilder::new_sparse();
builder.append::<Int32Type>("A", 1).unwrap();
builder.append::<Float64Type>("B", 3.2).unwrap();
builder.append::<Int32Type>("A", 34).unwrap();
let array = builder.build().unwrap();
test_filter_union_array(array);
}
#[test]
fn test_filter_union_array_sparse_with_nulls() {
let mut builder = UnionBuilder::new_sparse();
builder.append::<Int32Type>("A", 1).unwrap();
builder.append::<Float64Type>("B", 3.2).unwrap();
builder.append_null::<Float64Type>("B").unwrap();
builder.append::<Int32Type>("A", 34).unwrap();
let array = builder.build().unwrap();
let filter_array = BooleanArray::from(vec![true, false, true, false]);
let c = filter(&array, &filter_array).unwrap();
let filtered = c.as_any().downcast_ref::<UnionArray>().unwrap();
let mut builder = UnionBuilder::new_sparse();
builder.append::<Int32Type>("A", 1).unwrap();
builder.append_null::<Float64Type>("B").unwrap();
let expected_array = builder.build().unwrap();
compare_union_arrays(filtered, &expected_array);
}
fn compare_union_arrays(union1: &UnionArray, union2: &UnionArray) {
assert_eq!(union1.len(), union2.len());
for i in 0..union1.len() {
let type_id = union1.type_id(i);
let slot1 = union1.value(i);
let slot2 = union2.value(i);
assert_eq!(slot1.is_null(0), slot2.is_null(0));
if !slot1.is_null(0) && !slot2.is_null(0) {
match type_id {
0 => {
let slot1 = slot1.as_any().downcast_ref::<Int32Array>().unwrap();
assert_eq!(slot1.len(), 1);
let value1 = slot1.value(0);
let slot2 = slot2.as_any().downcast_ref::<Int32Array>().unwrap();
assert_eq!(slot2.len(), 1);
let value2 = slot2.value(0);
assert_eq!(value1, value2);
}
1 => {
let slot1 = slot1.as_any().downcast_ref::<Float64Array>().unwrap();
assert_eq!(slot1.len(), 1);
let value1 = slot1.value(0);
let slot2 = slot2.as_any().downcast_ref::<Float64Array>().unwrap();
assert_eq!(slot2.len(), 1);
let value2 = slot2.value(0);
assert_eq!(value1, value2);
}
_ => unreachable!(),
}
}
}
}
}