use std::sync::Arc;
use arrow_array::builder::{BufferBuilder, UInt32Builder};
use arrow_array::cast::AsArray;
use arrow_array::types::*;
use arrow_array::*;
use arrow_buffer::{
bit_util, ArrowNativeType, BooleanBuffer, Buffer, MutableBuffer, NullBuffer, ScalarBuffer,
};
use arrow_data::{ArrayData, ArrayDataBuilder};
use arrow_schema::{ArrowError, DataType, FieldRef, UnionMode};
use num::{One, Zero};
pub fn take(
values: &dyn Array,
indices: &dyn Array,
options: Option<TakeOptions>,
) -> Result<ArrayRef, ArrowError> {
let options = options.unwrap_or_default();
macro_rules! helper {
($t:ty, $values:expr, $indices:expr, $options:expr) => {{
let indices = indices.as_primitive::<$t>();
if $options.check_bounds {
check_bounds($values.len(), indices)?;
}
let indices = indices.to_indices();
take_impl($values, &indices)
}};
}
downcast_integer! {
indices.data_type() => (helper, values, indices, options),
d => Err(ArrowError::InvalidArgumentError(format!("Take only supported for integers, got {d:?}")))
}
}
pub fn take_arrays(
arrays: &[ArrayRef],
indices: &dyn Array,
options: Option<TakeOptions>,
) -> Result<Vec<ArrayRef>, ArrowError> {
arrays
.iter()
.map(|array| take(array.as_ref(), indices, options.clone()))
.collect()
}
fn check_bounds<T: ArrowPrimitiveType>(
len: usize,
indices: &PrimitiveArray<T>,
) -> Result<(), ArrowError> {
if indices.null_count() > 0 {
indices.iter().flatten().try_for_each(|index| {
let ix = index
.to_usize()
.ok_or_else(|| ArrowError::ComputeError("Cast to usize failed".to_string()))?;
if ix >= len {
return Err(ArrowError::ComputeError(format!(
"Array index out of bounds, cannot get item at index {ix} from {len} entries"
)));
}
Ok(())
})
} else {
indices.values().iter().try_for_each(|index| {
let ix = index
.to_usize()
.ok_or_else(|| ArrowError::ComputeError("Cast to usize failed".to_string()))?;
if ix >= len {
return Err(ArrowError::ComputeError(format!(
"Array index out of bounds, cannot get item at index {ix} from {len} entries"
)));
}
Ok(())
})
}
}
#[inline(never)]
fn take_impl<IndexType: ArrowPrimitiveType>(
values: &dyn Array,
indices: &PrimitiveArray<IndexType>,
) -> Result<ArrayRef, ArrowError> {
downcast_primitive_array! {
values => Ok(Arc::new(take_primitive(values, indices)?)),
DataType::Boolean => {
let values = values.as_any().downcast_ref::<BooleanArray>().unwrap();
Ok(Arc::new(take_boolean(values, indices)))
}
DataType::Utf8 => {
Ok(Arc::new(take_bytes(values.as_string::<i32>(), indices)?))
}
DataType::LargeUtf8 => {
Ok(Arc::new(take_bytes(values.as_string::<i64>(), indices)?))
}
DataType::Utf8View => {
Ok(Arc::new(take_byte_view(values.as_string_view(), indices)?))
}
DataType::List(_) => {
Ok(Arc::new(take_list::<_, Int32Type>(values.as_list(), indices)?))
}
DataType::LargeList(_) => {
Ok(Arc::new(take_list::<_, Int64Type>(values.as_list(), indices)?))
}
DataType::FixedSizeList(_, length) => {
let values = values
.as_any()
.downcast_ref::<FixedSizeListArray>()
.unwrap();
Ok(Arc::new(take_fixed_size_list(
values,
indices,
*length as u32,
)?))
}
DataType::Map(_, _) => {
let list_arr = ListArray::from(values.as_map().clone());
let list_data = take_list::<_, Int32Type>(&list_arr, indices)?;
let builder = list_data.into_data().into_builder().data_type(values.data_type().clone());
Ok(Arc::new(MapArray::from(unsafe { builder.build_unchecked() })))
}
DataType::Struct(fields) => {
let array: &StructArray = values.as_struct();
let arrays = array
.columns()
.iter()
.map(|a| take_impl(a.as_ref(), indices))
.collect::<Result<Vec<ArrayRef>, _>>()?;
let fields: Vec<(FieldRef, ArrayRef)> =
fields.iter().cloned().zip(arrays).collect();
let is_valid: Buffer = indices
.iter()
.map(|index| {
if let Some(index) = index {
array.is_valid(index.to_usize().unwrap())
} else {
false
}
})
.collect();
Ok(Arc::new(StructArray::from((fields, is_valid))) as ArrayRef)
}
DataType::Dictionary(_, _) => downcast_dictionary_array! {
values => Ok(Arc::new(take_dict(values, indices)?)),
t => unimplemented!("Take not supported for dictionary type {:?}", t)
}
DataType::RunEndEncoded(_, _) => downcast_run_array! {
values => Ok(Arc::new(take_run(values, indices)?)),
t => unimplemented!("Take not supported for run type {:?}", t)
}
DataType::Binary => {
Ok(Arc::new(take_bytes(values.as_binary::<i32>(), indices)?))
}
DataType::LargeBinary => {
Ok(Arc::new(take_bytes(values.as_binary::<i64>(), indices)?))
}
DataType::BinaryView => {
Ok(Arc::new(take_byte_view(values.as_binary_view(), indices)?))
}
DataType::FixedSizeBinary(size) => {
let values = values
.as_any()
.downcast_ref::<FixedSizeBinaryArray>()
.unwrap();
Ok(Arc::new(take_fixed_size_binary(values, indices, *size)?))
}
DataType::Null => {
if values.len() >= indices.len() {
Ok(values.slice(0, indices.len()))
} else {
Ok(new_null_array(&DataType::Null, indices.len()))
}
}
DataType::Union(fields, UnionMode::Sparse) => {
let mut children = Vec::with_capacity(fields.len());
let values = values.as_any().downcast_ref::<UnionArray>().unwrap();
let type_ids = take_native(values.type_ids(), indices);
for (type_id, _field) in fields.iter() {
let values = values.child(type_id);
let values = take_impl(values, indices)?;
children.push(values);
}
let array = UnionArray::try_new(fields.clone(), type_ids, None, children)?;
Ok(Arc::new(array))
}
DataType::Union(fields, UnionMode::Dense) => {
let values = values.as_any().downcast_ref::<UnionArray>().unwrap();
let type_ids = <PrimitiveArray<Int8Type>>::new(take_native(values.type_ids(), indices), None);
let offsets = <PrimitiveArray<Int32Type>>::new(take_native(values.offsets().unwrap(), indices), None);
let children = fields.iter()
.map(|(field_type_id, _)| {
let mask = BooleanArray::from_unary(&type_ids, |value_type_id| value_type_id == field_type_id);
let indices = crate::filter::filter(&offsets, &mask)?;
let values = values.child(field_type_id);
take_impl(values, indices.as_primitive::<Int32Type>())
})
.collect::<Result<_, _>>()?;
let mut child_offsets = [0; 128];
let offsets = type_ids.values()
.iter()
.map(|&i| {
let offset = child_offsets[i as usize];
child_offsets[i as usize] += 1;
offset
})
.collect();
let (_, type_ids, _) = type_ids.into_parts();
let array = UnionArray::try_new(fields.clone(), type_ids, Some(offsets), children)?;
Ok(Arc::new(array))
}
t => unimplemented!("Take not supported for data type {:?}", t)
}
}
#[derive(Clone, Debug, Default)]
pub struct TakeOptions {
pub check_bounds: bool,
}
#[inline(always)]
fn maybe_usize<I: ArrowNativeType>(index: I) -> Result<usize, ArrowError> {
index
.to_usize()
.ok_or_else(|| ArrowError::ComputeError("Cast to usize failed".to_string()))
}
fn take_primitive<T, I>(
values: &PrimitiveArray<T>,
indices: &PrimitiveArray<I>,
) -> Result<PrimitiveArray<T>, ArrowError>
where
T: ArrowPrimitiveType,
I: ArrowPrimitiveType,
{
let values_buf = take_native(values.values(), indices);
let nulls = take_nulls(values.nulls(), indices);
Ok(PrimitiveArray::new(values_buf, nulls).with_data_type(values.data_type().clone()))
}
#[inline(never)]
fn take_nulls<I: ArrowPrimitiveType>(
values: Option<&NullBuffer>,
indices: &PrimitiveArray<I>,
) -> Option<NullBuffer> {
match values.filter(|n| n.null_count() > 0) {
Some(n) => {
let buffer = take_bits(n.inner(), indices);
Some(NullBuffer::new(buffer)).filter(|n| n.null_count() > 0)
}
None => indices.nulls().cloned(),
}
}
#[inline(never)]
fn take_native<T: ArrowNativeType, I: ArrowPrimitiveType>(
values: &[T],
indices: &PrimitiveArray<I>,
) -> ScalarBuffer<T> {
match indices.nulls().filter(|n| n.null_count() > 0) {
Some(n) => indices
.values()
.iter()
.enumerate()
.map(|(idx, index)| match values.get(index.as_usize()) {
Some(v) => *v,
None => match n.is_null(idx) {
true => T::default(),
false => panic!("Out-of-bounds index {index:?}"),
},
})
.collect(),
None => indices
.values()
.iter()
.map(|index| values[index.as_usize()])
.collect(),
}
}
#[inline(never)]
fn take_bits<I: ArrowPrimitiveType>(
values: &BooleanBuffer,
indices: &PrimitiveArray<I>,
) -> BooleanBuffer {
let len = indices.len();
match indices.nulls().filter(|n| n.null_count() > 0) {
Some(nulls) => {
let mut output_buffer = MutableBuffer::new_null(len);
let output_slice = output_buffer.as_slice_mut();
nulls.valid_indices().for_each(|idx| {
if values.value(indices.value(idx).as_usize()) {
bit_util::set_bit(output_slice, idx);
}
});
BooleanBuffer::new(output_buffer.into(), 0, len)
}
None => {
BooleanBuffer::collect_bool(len, |idx: usize| {
values.value(unsafe { indices.value_unchecked(idx).as_usize() })
})
}
}
}
fn take_boolean<IndexType: ArrowPrimitiveType>(
values: &BooleanArray,
indices: &PrimitiveArray<IndexType>,
) -> BooleanArray {
let val_buf = take_bits(values.values(), indices);
let null_buf = take_nulls(values.nulls(), indices);
BooleanArray::new(val_buf, null_buf)
}
fn take_bytes<T: ByteArrayType, IndexType: ArrowPrimitiveType>(
array: &GenericByteArray<T>,
indices: &PrimitiveArray<IndexType>,
) -> Result<GenericByteArray<T>, ArrowError> {
let data_len = indices.len();
let bytes_offset = (data_len + 1) * std::mem::size_of::<T::Offset>();
let mut offsets = MutableBuffer::new(bytes_offset);
offsets.push(T::Offset::default());
let mut values = MutableBuffer::new(0);
let nulls;
if array.null_count() == 0 && indices.null_count() == 0 {
offsets.extend(indices.values().iter().map(|index| {
let s: &[u8] = array.value(index.as_usize()).as_ref();
values.extend_from_slice(s);
T::Offset::usize_as(values.len())
}));
nulls = None
} else if indices.null_count() == 0 {
let num_bytes = bit_util::ceil(data_len, 8);
let mut null_buf = MutableBuffer::new(num_bytes).with_bitset(num_bytes, true);
let null_slice = null_buf.as_slice_mut();
offsets.extend(indices.values().iter().enumerate().map(|(i, index)| {
let index = index.as_usize();
if array.is_valid(index) {
let s: &[u8] = array.value(index).as_ref();
values.extend_from_slice(s.as_ref());
} else {
bit_util::unset_bit(null_slice, i);
}
T::Offset::usize_as(values.len())
}));
nulls = Some(null_buf.into());
} else if array.null_count() == 0 {
offsets.extend(indices.values().iter().enumerate().map(|(i, index)| {
if indices.is_valid(i) {
let s: &[u8] = array.value(index.as_usize()).as_ref();
values.extend_from_slice(s);
}
T::Offset::usize_as(values.len())
}));
nulls = indices.nulls().map(|b| b.inner().sliced());
} else {
let num_bytes = bit_util::ceil(data_len, 8);
let mut null_buf = MutableBuffer::new(num_bytes).with_bitset(num_bytes, true);
let null_slice = null_buf.as_slice_mut();
offsets.extend(indices.values().iter().enumerate().map(|(i, index)| {
let index = index.as_usize();
if indices.is_valid(i) && array.is_valid(index) {
let s: &[u8] = array.value(index).as_ref();
values.extend_from_slice(s);
} else {
bit_util::unset_bit(null_slice, i);
}
T::Offset::usize_as(values.len())
}));
nulls = Some(null_buf.into())
}
T::Offset::from_usize(values.len()).ok_or(ArrowError::ComputeError(format!(
"Offset overflow for {}BinaryArray: {}",
T::Offset::PREFIX,
values.len()
)))?;
let array_data = ArrayData::builder(T::DATA_TYPE)
.len(data_len)
.add_buffer(offsets.into())
.add_buffer(values.into())
.null_bit_buffer(nulls);
let array_data = unsafe { array_data.build_unchecked() };
Ok(GenericByteArray::from(array_data))
}
fn take_byte_view<T: ByteViewType, IndexType: ArrowPrimitiveType>(
array: &GenericByteViewArray<T>,
indices: &PrimitiveArray<IndexType>,
) -> Result<GenericByteViewArray<T>, ArrowError> {
let new_views = take_native(array.views(), indices);
let new_nulls = take_nulls(array.nulls(), indices);
Ok(unsafe {
GenericByteViewArray::new_unchecked(new_views, array.data_buffers().to_vec(), new_nulls)
})
}
fn take_list<IndexType, OffsetType>(
values: &GenericListArray<OffsetType::Native>,
indices: &PrimitiveArray<IndexType>,
) -> Result<GenericListArray<OffsetType::Native>, ArrowError>
where
IndexType: ArrowPrimitiveType,
OffsetType: ArrowPrimitiveType,
OffsetType::Native: OffsetSizeTrait,
PrimitiveArray<OffsetType>: From<Vec<OffsetType::Native>>,
{
let (list_indices, offsets, null_buf) =
take_value_indices_from_list::<IndexType, OffsetType>(values, indices)?;
let taken = take_impl::<OffsetType>(values.values().as_ref(), &list_indices)?;
let value_offsets = Buffer::from_vec(offsets);
let list_data = ArrayDataBuilder::new(values.data_type().clone())
.len(indices.len())
.null_bit_buffer(Some(null_buf.into()))
.offset(0)
.add_child_data(taken.into_data())
.add_buffer(value_offsets);
let list_data = unsafe { list_data.build_unchecked() };
Ok(GenericListArray::<OffsetType::Native>::from(list_data))
}
fn take_fixed_size_list<IndexType: ArrowPrimitiveType>(
values: &FixedSizeListArray,
indices: &PrimitiveArray<IndexType>,
length: <UInt32Type as ArrowPrimitiveType>::Native,
) -> Result<FixedSizeListArray, ArrowError> {
let list_indices = take_value_indices_from_fixed_size_list(values, indices, length)?;
let taken = take_impl::<UInt32Type>(values.values().as_ref(), &list_indices)?;
let num_bytes = bit_util::ceil(indices.len(), 8);
let mut null_buf = MutableBuffer::new(num_bytes).with_bitset(num_bytes, true);
let null_slice = null_buf.as_slice_mut();
for i in 0..indices.len() {
let index = indices
.value(i)
.to_usize()
.ok_or_else(|| ArrowError::ComputeError("Cast to usize failed".to_string()))?;
if !indices.is_valid(i) || values.is_null(index) {
bit_util::unset_bit(null_slice, i);
}
}
let list_data = ArrayDataBuilder::new(values.data_type().clone())
.len(indices.len())
.null_bit_buffer(Some(null_buf.into()))
.offset(0)
.add_child_data(taken.into_data());
let list_data = unsafe { list_data.build_unchecked() };
Ok(FixedSizeListArray::from(list_data))
}
fn take_fixed_size_binary<IndexType: ArrowPrimitiveType>(
values: &FixedSizeBinaryArray,
indices: &PrimitiveArray<IndexType>,
size: i32,
) -> Result<FixedSizeBinaryArray, ArrowError> {
let nulls = values.nulls();
let array_iter = indices
.values()
.iter()
.map(|idx| {
let idx = maybe_usize::<IndexType::Native>(*idx)?;
if nulls.map(|n| n.is_valid(idx)).unwrap_or(true) {
Ok(Some(values.value(idx)))
} else {
Ok(None)
}
})
.collect::<Result<Vec<_>, ArrowError>>()?
.into_iter();
FixedSizeBinaryArray::try_from_sparse_iter_with_size(array_iter, size)
}
fn take_dict<T: ArrowDictionaryKeyType, I: ArrowPrimitiveType>(
values: &DictionaryArray<T>,
indices: &PrimitiveArray<I>,
) -> Result<DictionaryArray<T>, ArrowError> {
let new_keys = take_primitive(values.keys(), indices)?;
Ok(unsafe { DictionaryArray::new_unchecked(new_keys, values.values().clone()) })
}
fn take_run<T: RunEndIndexType, I: ArrowPrimitiveType>(
run_array: &RunArray<T>,
logical_indices: &PrimitiveArray<I>,
) -> Result<RunArray<T>, ArrowError> {
let physical_indices = run_array.get_physical_indices(logical_indices.values())?;
let mut new_run_ends_builder = BufferBuilder::<T::Native>::new(1);
let mut take_value_indices = BufferBuilder::<I::Native>::new(1);
let mut new_physical_len = 1;
for ix in 1..physical_indices.len() {
if physical_indices[ix] != physical_indices[ix - 1] {
take_value_indices.append(I::Native::from_usize(physical_indices[ix - 1]).unwrap());
new_run_ends_builder.append(T::Native::from_usize(ix).unwrap());
new_physical_len += 1;
}
}
take_value_indices
.append(I::Native::from_usize(physical_indices[physical_indices.len() - 1]).unwrap());
new_run_ends_builder.append(T::Native::from_usize(physical_indices.len()).unwrap());
let new_run_ends = unsafe {
ArrayDataBuilder::new(T::DATA_TYPE)
.len(new_physical_len)
.null_count(0)
.add_buffer(new_run_ends_builder.finish())
.build_unchecked()
};
let take_value_indices: PrimitiveArray<I> = unsafe {
ArrayDataBuilder::new(I::DATA_TYPE)
.len(new_physical_len)
.null_count(0)
.add_buffer(take_value_indices.finish())
.build_unchecked()
.into()
};
let new_values = take(run_array.values(), &take_value_indices, None)?;
let builder = ArrayDataBuilder::new(run_array.data_type().clone())
.len(physical_indices.len())
.add_child_data(new_run_ends)
.add_child_data(new_values.into_data());
let array_data = unsafe {
builder.build_unchecked()
};
Ok(array_data.into())
}
#[allow(clippy::type_complexity)]
fn take_value_indices_from_list<IndexType, OffsetType>(
list: &GenericListArray<OffsetType::Native>,
indices: &PrimitiveArray<IndexType>,
) -> Result<
(
PrimitiveArray<OffsetType>,
Vec<OffsetType::Native>,
MutableBuffer,
),
ArrowError,
>
where
IndexType: ArrowPrimitiveType,
OffsetType: ArrowPrimitiveType,
OffsetType::Native: OffsetSizeTrait + std::ops::Add + Zero + One,
PrimitiveArray<OffsetType>: From<Vec<OffsetType::Native>>,
{
let offsets: &[OffsetType::Native] = list.value_offsets();
let mut new_offsets = Vec::with_capacity(indices.len());
let mut values = Vec::new();
let mut current_offset = OffsetType::Native::zero();
new_offsets.push(OffsetType::Native::zero());
let num_bytes = bit_util::ceil(indices.len(), 8);
let mut null_buf = MutableBuffer::new(num_bytes).with_bitset(num_bytes, true);
let null_slice = null_buf.as_slice_mut();
for i in 0..indices.len() {
if indices.is_valid(i) {
let ix = indices
.value(i)
.to_usize()
.ok_or_else(|| ArrowError::ComputeError("Cast to usize failed".to_string()))?;
let start = offsets[ix];
let end = offsets[ix + 1];
current_offset += end - start;
new_offsets.push(current_offset);
let mut curr = start;
while curr < end {
values.push(curr);
curr += One::one();
}
if !list.is_valid(ix) {
bit_util::unset_bit(null_slice, i);
}
} else {
bit_util::unset_bit(null_slice, i);
new_offsets.push(current_offset);
}
}
Ok((
PrimitiveArray::<OffsetType>::from(values),
new_offsets,
null_buf,
))
}
fn take_value_indices_from_fixed_size_list<IndexType>(
list: &FixedSizeListArray,
indices: &PrimitiveArray<IndexType>,
length: <UInt32Type as ArrowPrimitiveType>::Native,
) -> Result<PrimitiveArray<UInt32Type>, ArrowError>
where
IndexType: ArrowPrimitiveType,
{
let mut values = UInt32Builder::with_capacity(length as usize * indices.len());
for i in 0..indices.len() {
if indices.is_valid(i) {
let index = indices
.value(i)
.to_usize()
.ok_or_else(|| ArrowError::ComputeError("Cast to usize failed".to_string()))?;
let start = list.value_offset(index) as <UInt32Type as ArrowPrimitiveType>::Native;
unsafe {
values.append_trusted_len_iter(start..start + length);
}
} else {
values.append_nulls(length as usize);
}
}
Ok(values.finish())
}
trait ToIndices {
type T: ArrowPrimitiveType;
fn to_indices(&self) -> PrimitiveArray<Self::T>;
}
macro_rules! to_indices_reinterpret {
($t:ty, $o:ty) => {
impl ToIndices for PrimitiveArray<$t> {
type T = $o;
fn to_indices(&self) -> PrimitiveArray<$o> {
let cast = ScalarBuffer::new(self.values().inner().clone(), 0, self.len());
PrimitiveArray::new(cast, self.nulls().cloned())
}
}
};
}
macro_rules! to_indices_identity {
($t:ty) => {
impl ToIndices for PrimitiveArray<$t> {
type T = $t;
fn to_indices(&self) -> PrimitiveArray<$t> {
self.clone()
}
}
};
}
macro_rules! to_indices_widening {
($t:ty, $o:ty) => {
impl ToIndices for PrimitiveArray<$t> {
type T = UInt32Type;
fn to_indices(&self) -> PrimitiveArray<$o> {
let cast = self.values().iter().copied().map(|x| x as _).collect();
PrimitiveArray::new(cast, self.nulls().cloned())
}
}
};
}
to_indices_widening!(UInt8Type, UInt32Type);
to_indices_widening!(Int8Type, UInt32Type);
to_indices_widening!(UInt16Type, UInt32Type);
to_indices_widening!(Int16Type, UInt32Type);
to_indices_identity!(UInt32Type);
to_indices_reinterpret!(Int32Type, UInt32Type);
to_indices_identity!(UInt64Type);
to_indices_reinterpret!(Int64Type, UInt64Type);
pub fn take_record_batch(
record_batch: &RecordBatch,
indices: &dyn Array,
) -> Result<RecordBatch, ArrowError> {
let columns = record_batch
.columns()
.iter()
.map(|c| take(c, indices, None))
.collect::<Result<Vec<_>, _>>()?;
RecordBatch::try_new(record_batch.schema(), columns)
}
#[cfg(test)]
mod tests {
use super::*;
use arrow_array::builder::*;
use arrow_buffer::{IntervalDayTime, IntervalMonthDayNano};
use arrow_schema::{Field, Fields, TimeUnit, UnionFields};
fn test_take_decimal_arrays(
data: Vec<Option<i128>>,
index: &UInt32Array,
options: Option<TakeOptions>,
expected_data: Vec<Option<i128>>,
precision: &u8,
scale: &i8,
) -> Result<(), ArrowError> {
let output = data
.into_iter()
.collect::<Decimal128Array>()
.with_precision_and_scale(*precision, *scale)
.unwrap();
let expected = expected_data
.into_iter()
.collect::<Decimal128Array>()
.with_precision_and_scale(*precision, *scale)
.unwrap();
let expected = Arc::new(expected) as ArrayRef;
let output = take(&output, index, options).unwrap();
assert_eq!(&output, &expected);
Ok(())
}
fn test_take_boolean_arrays(
data: Vec<Option<bool>>,
index: &UInt32Array,
options: Option<TakeOptions>,
expected_data: Vec<Option<bool>>,
) {
let output = BooleanArray::from(data);
let expected = Arc::new(BooleanArray::from(expected_data)) as ArrayRef;
let output = take(&output, index, options).unwrap();
assert_eq!(&output, &expected)
}
fn test_take_primitive_arrays<T>(
data: Vec<Option<T::Native>>,
index: &UInt32Array,
options: Option<TakeOptions>,
expected_data: Vec<Option<T::Native>>,
) -> Result<(), ArrowError>
where
T: ArrowPrimitiveType,
PrimitiveArray<T>: From<Vec<Option<T::Native>>>,
{
let output = PrimitiveArray::<T>::from(data);
let expected = Arc::new(PrimitiveArray::<T>::from(expected_data)) as ArrayRef;
let output = take(&output, index, options)?;
assert_eq!(&output, &expected);
Ok(())
}
fn test_take_primitive_arrays_non_null<T>(
data: Vec<T::Native>,
index: &UInt32Array,
options: Option<TakeOptions>,
expected_data: Vec<Option<T::Native>>,
) -> Result<(), ArrowError>
where
T: ArrowPrimitiveType,
PrimitiveArray<T>: From<Vec<T::Native>>,
PrimitiveArray<T>: From<Vec<Option<T::Native>>>,
{
let output = PrimitiveArray::<T>::from(data);
let expected = Arc::new(PrimitiveArray::<T>::from(expected_data)) as ArrayRef;
let output = take(&output, index, options)?;
assert_eq!(&output, &expected);
Ok(())
}
fn test_take_impl_primitive_arrays<T, I>(
data: Vec<Option<T::Native>>,
index: &PrimitiveArray<I>,
options: Option<TakeOptions>,
expected_data: Vec<Option<T::Native>>,
) where
T: ArrowPrimitiveType,
PrimitiveArray<T>: From<Vec<Option<T::Native>>>,
I: ArrowPrimitiveType,
{
let output = PrimitiveArray::<T>::from(data);
let expected = PrimitiveArray::<T>::from(expected_data);
let output = take(&output, index, options).unwrap();
let output = output.as_any().downcast_ref::<PrimitiveArray<T>>().unwrap();
assert_eq!(output, &expected)
}
fn create_test_struct(values: Vec<Option<(Option<bool>, Option<i32>)>>) -> StructArray {
let mut struct_builder = StructBuilder::new(
Fields::from(vec![
Field::new("a", DataType::Boolean, true),
Field::new("b", DataType::Int32, true),
]),
vec![
Box::new(BooleanBuilder::with_capacity(values.len())),
Box::new(Int32Builder::with_capacity(values.len())),
],
);
for value in values {
struct_builder
.field_builder::<BooleanBuilder>(0)
.unwrap()
.append_option(value.and_then(|v| v.0));
struct_builder
.field_builder::<Int32Builder>(1)
.unwrap()
.append_option(value.and_then(|v| v.1));
struct_builder.append(value.is_some());
}
struct_builder.finish()
}
#[test]
fn test_take_decimal128_non_null_indices() {
let index = UInt32Array::from(vec![0, 5, 3, 1, 4, 2]);
let precision: u8 = 10;
let scale: i8 = 5;
test_take_decimal_arrays(
vec![None, Some(3), Some(5), Some(2), Some(3), None],
&index,
None,
vec![None, None, Some(2), Some(3), Some(3), Some(5)],
&precision,
&scale,
)
.unwrap();
}
#[test]
fn test_take_decimal128() {
let index = UInt32Array::from(vec![Some(3), None, Some(1), Some(3), Some(2)]);
let precision: u8 = 10;
let scale: i8 = 5;
test_take_decimal_arrays(
vec![Some(0), Some(1), Some(2), Some(3), Some(4)],
&index,
None,
vec![Some(3), None, Some(1), Some(3), Some(2)],
&precision,
&scale,
)
.unwrap();
}
#[test]
fn test_take_primitive_non_null_indices() {
let index = UInt32Array::from(vec![0, 5, 3, 1, 4, 2]);
test_take_primitive_arrays::<Int8Type>(
vec![None, Some(3), Some(5), Some(2), Some(3), None],
&index,
None,
vec![None, None, Some(2), Some(3), Some(3), Some(5)],
)
.unwrap();
}
#[test]
fn test_take_primitive_non_null_values() {
let index = UInt32Array::from(vec![Some(3), None, Some(1), Some(3), Some(2)]);
test_take_primitive_arrays::<Int8Type>(
vec![Some(0), Some(1), Some(2), Some(3), Some(4)],
&index,
None,
vec![Some(3), None, Some(1), Some(3), Some(2)],
)
.unwrap();
}
#[test]
fn test_take_primitive_non_null() {
let index = UInt32Array::from(vec![0, 5, 3, 1, 4, 2]);
test_take_primitive_arrays::<Int8Type>(
vec![Some(0), Some(3), Some(5), Some(2), Some(3), Some(1)],
&index,
None,
vec![Some(0), Some(1), Some(2), Some(3), Some(3), Some(5)],
)
.unwrap();
}
#[test]
fn test_take_primitive_nullable_indices_non_null_values_with_offset() {
let index = UInt32Array::from(vec![Some(0), Some(1), Some(2), Some(3), None, None]);
let index = index.slice(2, 4);
let index = index.as_any().downcast_ref::<UInt32Array>().unwrap();
assert_eq!(
index,
&UInt32Array::from(vec![Some(2), Some(3), None, None])
);
test_take_primitive_arrays_non_null::<Int64Type>(
vec![0, 10, 20, 30, 40, 50],
index,
None,
vec![Some(20), Some(30), None, None],
)
.unwrap();
}
#[test]
fn test_take_primitive_nullable_indices_nullable_values_with_offset() {
let index = UInt32Array::from(vec![Some(0), Some(1), Some(2), Some(3), None, None]);
let index = index.slice(2, 4);
let index = index.as_any().downcast_ref::<UInt32Array>().unwrap();
assert_eq!(
index,
&UInt32Array::from(vec![Some(2), Some(3), None, None])
);
test_take_primitive_arrays::<Int64Type>(
vec![None, None, Some(20), Some(30), Some(40), Some(50)],
index,
None,
vec![Some(20), Some(30), None, None],
)
.unwrap();
}
#[test]
fn test_take_primitive() {
let index = UInt32Array::from(vec![Some(3), None, Some(1), Some(3), Some(2)]);
test_take_primitive_arrays::<Int8Type>(
vec![Some(0), None, Some(2), Some(3), None],
&index,
None,
vec![Some(3), None, None, Some(3), Some(2)],
)
.unwrap();
test_take_primitive_arrays::<Int16Type>(
vec![Some(0), None, Some(2), Some(3), None],
&index,
None,
vec![Some(3), None, None, Some(3), Some(2)],
)
.unwrap();
test_take_primitive_arrays::<Int32Type>(
vec![Some(0), None, Some(2), Some(3), None],
&index,
None,
vec![Some(3), None, None, Some(3), Some(2)],
)
.unwrap();
test_take_primitive_arrays::<Int64Type>(
vec![Some(0), None, Some(2), Some(3), None],
&index,
None,
vec![Some(3), None, None, Some(3), Some(2)],
)
.unwrap();
test_take_primitive_arrays::<UInt8Type>(
vec![Some(0), None, Some(2), Some(3), None],
&index,
None,
vec![Some(3), None, None, Some(3), Some(2)],
)
.unwrap();
test_take_primitive_arrays::<UInt16Type>(
vec![Some(0), None, Some(2), Some(3), None],
&index,
None,
vec![Some(3), None, None, Some(3), Some(2)],
)
.unwrap();
test_take_primitive_arrays::<UInt32Type>(
vec![Some(0), None, Some(2), Some(3), None],
&index,
None,
vec![Some(3), None, None, Some(3), Some(2)],
)
.unwrap();
test_take_primitive_arrays::<Int64Type>(
vec![Some(0), None, Some(2), Some(-15), None],
&index,
None,
vec![Some(-15), None, None, Some(-15), Some(2)],
)
.unwrap();
test_take_primitive_arrays::<IntervalYearMonthType>(
vec![Some(0), None, Some(2), Some(-15), None],
&index,
None,
vec![Some(-15), None, None, Some(-15), Some(2)],
)
.unwrap();
let v1 = IntervalDayTime::new(0, 0);
let v2 = IntervalDayTime::new(2, 0);
let v3 = IntervalDayTime::new(-15, 0);
test_take_primitive_arrays::<IntervalDayTimeType>(
vec![Some(v1), None, Some(v2), Some(v3), None],
&index,
None,
vec![Some(v3), None, None, Some(v3), Some(v2)],
)
.unwrap();
let v1 = IntervalMonthDayNano::new(0, 0, 0);
let v2 = IntervalMonthDayNano::new(2, 0, 0);
let v3 = IntervalMonthDayNano::new(-15, 0, 0);
test_take_primitive_arrays::<IntervalMonthDayNanoType>(
vec![Some(v1), None, Some(v2), Some(v3), None],
&index,
None,
vec![Some(v3), None, None, Some(v3), Some(v2)],
)
.unwrap();
test_take_primitive_arrays::<DurationSecondType>(
vec![Some(0), None, Some(2), Some(-15), None],
&index,
None,
vec![Some(-15), None, None, Some(-15), Some(2)],
)
.unwrap();
test_take_primitive_arrays::<DurationMillisecondType>(
vec![Some(0), None, Some(2), Some(-15), None],
&index,
None,
vec![Some(-15), None, None, Some(-15), Some(2)],
)
.unwrap();
test_take_primitive_arrays::<DurationMicrosecondType>(
vec![Some(0), None, Some(2), Some(-15), None],
&index,
None,
vec![Some(-15), None, None, Some(-15), Some(2)],
)
.unwrap();
test_take_primitive_arrays::<DurationNanosecondType>(
vec![Some(0), None, Some(2), Some(-15), None],
&index,
None,
vec![Some(-15), None, None, Some(-15), Some(2)],
)
.unwrap();
test_take_primitive_arrays::<Float32Type>(
vec![Some(0.0), None, Some(2.21), Some(-3.1), None],
&index,
None,
vec![Some(-3.1), None, None, Some(-3.1), Some(2.21)],
)
.unwrap();
test_take_primitive_arrays::<Float64Type>(
vec![Some(0.0), None, Some(2.21), Some(-3.1), None],
&index,
None,
vec![Some(-3.1), None, None, Some(-3.1), Some(2.21)],
)
.unwrap();
}
#[test]
fn test_take_preserve_timezone() {
let index = Int64Array::from(vec![Some(0), None]);
let input = TimestampNanosecondArray::from(vec![
1_639_715_368_000_000_000,
1_639_715_368_000_000_000,
])
.with_timezone("UTC".to_string());
let result = take(&input, &index, None).unwrap();
match result.data_type() {
DataType::Timestamp(TimeUnit::Nanosecond, tz) => {
assert_eq!(tz.clone(), Some("UTC".into()))
}
_ => panic!(),
}
}
#[test]
fn test_take_impl_primitive_with_int64_indices() {
let index = Int64Array::from(vec![Some(3), None, Some(1), Some(3), Some(2)]);
test_take_impl_primitive_arrays::<Int16Type, Int64Type>(
vec![Some(0), None, Some(2), Some(3), None],
&index,
None,
vec![Some(3), None, None, Some(3), Some(2)],
);
test_take_impl_primitive_arrays::<Int64Type, Int64Type>(
vec![Some(0), None, Some(2), Some(-15), None],
&index,
None,
vec![Some(-15), None, None, Some(-15), Some(2)],
);
test_take_impl_primitive_arrays::<UInt64Type, Int64Type>(
vec![Some(0), None, Some(2), Some(3), None],
&index,
None,
vec![Some(3), None, None, Some(3), Some(2)],
);
test_take_impl_primitive_arrays::<DurationMillisecondType, Int64Type>(
vec![Some(0), None, Some(2), Some(-15), None],
&index,
None,
vec![Some(-15), None, None, Some(-15), Some(2)],
);
test_take_impl_primitive_arrays::<Float32Type, Int64Type>(
vec![Some(0.0), None, Some(2.21), Some(-3.1), None],
&index,
None,
vec![Some(-3.1), None, None, Some(-3.1), Some(2.21)],
);
}
#[test]
fn test_take_impl_primitive_with_uint8_indices() {
let index = UInt8Array::from(vec![Some(3), None, Some(1), Some(3), Some(2)]);
test_take_impl_primitive_arrays::<Int16Type, UInt8Type>(
vec![Some(0), None, Some(2), Some(3), None],
&index,
None,
vec![Some(3), None, None, Some(3), Some(2)],
);
test_take_impl_primitive_arrays::<DurationMillisecondType, UInt8Type>(
vec![Some(0), None, Some(2), Some(-15), None],
&index,
None,
vec![Some(-15), None, None, Some(-15), Some(2)],
);
test_take_impl_primitive_arrays::<Float32Type, UInt8Type>(
vec![Some(0.0), None, Some(2.21), Some(-3.1), None],
&index,
None,
vec![Some(-3.1), None, None, Some(-3.1), Some(2.21)],
);
}
#[test]
fn test_take_bool() {
let index = UInt32Array::from(vec![Some(3), None, Some(1), Some(3), Some(2)]);
test_take_boolean_arrays(
vec![Some(false), None, Some(true), Some(false), None],
&index,
None,
vec![Some(false), None, None, Some(false), Some(true)],
);
}
#[test]
fn test_take_bool_nullable_index() {
let index_data = ArrayData::try_new(
DataType::UInt32,
6,
Some(Buffer::from_iter(vec![
false, true, false, true, false, true,
])),
0,
vec![Buffer::from_iter(vec![99, 0, 999, 1, 9999, 2])],
vec![],
)
.unwrap();
let index = UInt32Array::from(index_data);
test_take_boolean_arrays(
vec![Some(true), None, Some(false)],
&index,
None,
vec![None, Some(true), None, None, None, Some(false)],
);
}
#[test]
fn test_take_bool_nullable_index_nonnull_values() {
let index_data = ArrayData::try_new(
DataType::UInt32,
6,
Some(Buffer::from_iter(vec![
false, true, false, true, false, true,
])),
0,
vec![Buffer::from_iter(vec![99, 0, 999, 1, 9999, 2])],
vec![],
)
.unwrap();
let index = UInt32Array::from(index_data);
test_take_boolean_arrays(
vec![Some(true), Some(true), Some(false)],
&index,
None,
vec![None, Some(true), None, Some(true), None, Some(false)],
);
}
#[test]
fn test_take_bool_with_offset() {
let index = UInt32Array::from(vec![Some(3), None, Some(1), Some(3), Some(2), None]);
let index = index.slice(2, 4);
let index = index
.as_any()
.downcast_ref::<PrimitiveArray<UInt32Type>>()
.unwrap();
test_take_boolean_arrays(
vec![Some(false), None, Some(true), Some(false), None],
index,
None,
vec![None, Some(false), Some(true), None],
);
}
fn _test_take_string<'a, K>()
where
K: Array + PartialEq + From<Vec<Option<&'a str>>> + 'static,
{
let index = UInt32Array::from(vec![Some(3), None, Some(1), Some(3), Some(4)]);
let array = K::from(vec![
Some("one"),
None,
Some("three"),
Some("four"),
Some("five"),
]);
let actual = take(&array, &index, None).unwrap();
assert_eq!(actual.len(), index.len());
let actual = actual.as_any().downcast_ref::<K>().unwrap();
let expected = K::from(vec![Some("four"), None, None, Some("four"), Some("five")]);
assert_eq!(actual, &expected);
}
#[test]
fn test_take_string() {
_test_take_string::<StringArray>()
}
#[test]
fn test_take_large_string() {
_test_take_string::<LargeStringArray>()
}
#[test]
fn test_take_slice_string() {
let strings = StringArray::from(vec![Some("hello"), None, Some("world"), None, Some("hi")]);
let indices = Int32Array::from(vec![Some(0), Some(1), None, Some(0), Some(2)]);
let indices_slice = indices.slice(1, 4);
let expected = StringArray::from(vec![None, None, Some("hello"), Some("world")]);
let result = take(&strings, &indices_slice, None).unwrap();
assert_eq!(result.as_ref(), &expected);
}
fn _test_byte_view<T>()
where
T: ByteViewType,
str: AsRef<T::Native>,
T::Native: PartialEq,
{
let index = UInt32Array::from(vec![Some(3), None, Some(1), Some(3), Some(4), Some(2)]);
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 actual = take(&array, &index, None).unwrap();
assert_eq!(actual.len(), index.len());
let expected = {
let mut builder = GenericByteViewBuilder::<T>::new();
builder.append_value("large payload over 12 bytes");
builder.append_null();
builder.append_value("world");
builder.append_value("large payload over 12 bytes");
builder.append_value("lulu");
builder.append_null();
builder.finish()
};
assert_eq!(actual.as_ref(), &expected);
}
#[test]
fn test_take_string_view() {
_test_byte_view::<StringViewType>()
}
#[test]
fn test_take_binary_view() {
_test_byte_view::<BinaryViewType>()
}
macro_rules! test_take_list {
($offset_type:ty, $list_data_type:ident, $list_array_type:ident) => {{
let value_data = Int32Array::from(vec![0, 0, 0, -1, -2, -1, 2, 3]).into_data();
let value_offsets: [$offset_type; 5] = [0, 3, 6, 6, 8];
let value_offsets = Buffer::from_slice_ref(&value_offsets);
let list_data_type =
DataType::$list_data_type(Arc::new(Field::new("item", DataType::Int32, false)));
let list_data = ArrayData::builder(list_data_type.clone())
.len(4)
.add_buffer(value_offsets)
.add_child_data(value_data)
.build()
.unwrap();
let list_array = $list_array_type::from(list_data);
let index = UInt32Array::from(vec![Some(3), None, Some(1), Some(2), Some(0)]);
let a = take(&list_array, &index, None).unwrap();
let a: &$list_array_type = a.as_any().downcast_ref::<$list_array_type>().unwrap();
let expected_data = Int32Array::from(vec![
Some(2),
Some(3),
Some(-1),
Some(-2),
Some(-1),
Some(0),
Some(0),
Some(0),
])
.into_data();
let expected_offsets: [$offset_type; 6] = [0, 2, 2, 5, 5, 8];
let expected_offsets = Buffer::from_slice_ref(&expected_offsets);
let expected_list_data = ArrayData::builder(list_data_type)
.len(5)
.nulls(index.nulls().cloned())
.add_buffer(expected_offsets)
.add_child_data(expected_data)
.build()
.unwrap();
let expected_list_array = $list_array_type::from(expected_list_data);
assert_eq!(a, &expected_list_array);
}};
}
macro_rules! test_take_list_with_value_nulls {
($offset_type:ty, $list_data_type:ident, $list_array_type:ident) => {{
let value_data = Int32Array::from(vec![
Some(0),
None,
Some(0),
Some(-1),
Some(-2),
Some(3),
None,
Some(5),
None,
])
.into_data();
let value_offsets: [$offset_type; 5] = [0, 3, 6, 7, 9];
let value_offsets = Buffer::from_slice_ref(&value_offsets);
let list_data_type =
DataType::$list_data_type(Arc::new(Field::new("item", DataType::Int32, true)));
let list_data = ArrayData::builder(list_data_type.clone())
.len(4)
.add_buffer(value_offsets)
.null_bit_buffer(Some(Buffer::from([0b11111111])))
.add_child_data(value_data)
.build()
.unwrap();
let list_array = $list_array_type::from(list_data);
let index = UInt32Array::from(vec![Some(2), None, Some(1), Some(3), Some(0)]);
let a = take(&list_array, &index, None).unwrap();
let a: &$list_array_type = a.as_any().downcast_ref::<$list_array_type>().unwrap();
let expected_data = Int32Array::from(vec![
None,
Some(-1),
Some(-2),
Some(3),
Some(5),
None,
Some(0),
None,
Some(0),
])
.into_data();
let expected_offsets: [$offset_type; 6] = [0, 1, 1, 4, 6, 9];
let expected_offsets = Buffer::from_slice_ref(&expected_offsets);
let expected_list_data = ArrayData::builder(list_data_type)
.len(5)
.nulls(index.nulls().cloned())
.add_buffer(expected_offsets)
.add_child_data(expected_data)
.build()
.unwrap();
let expected_list_array = $list_array_type::from(expected_list_data);
assert_eq!(a, &expected_list_array);
}};
}
macro_rules! test_take_list_with_nulls {
($offset_type:ty, $list_data_type:ident, $list_array_type:ident) => {{
let value_data = Int32Array::from(vec![
Some(0),
None,
Some(0),
Some(-1),
Some(-2),
Some(3),
Some(5),
None,
])
.into_data();
let value_offsets: [$offset_type; 5] = [0, 3, 6, 6, 8];
let value_offsets = Buffer::from_slice_ref(&value_offsets);
let list_data_type =
DataType::$list_data_type(Arc::new(Field::new("item", DataType::Int32, true)));
let list_data = ArrayData::builder(list_data_type.clone())
.len(4)
.add_buffer(value_offsets)
.null_bit_buffer(Some(Buffer::from([0b11111011])))
.add_child_data(value_data)
.build()
.unwrap();
let list_array = $list_array_type::from(list_data);
let index = UInt32Array::from(vec![Some(2), None, Some(1), Some(3), Some(0)]);
let a = take(&list_array, &index, None).unwrap();
let a: &$list_array_type = a.as_any().downcast_ref::<$list_array_type>().unwrap();
let expected_data = Int32Array::from(vec![
Some(-1),
Some(-2),
Some(3),
Some(5),
None,
Some(0),
None,
Some(0),
])
.into_data();
let expected_offsets: [$offset_type; 6] = [0, 0, 0, 3, 5, 8];
let expected_offsets = Buffer::from_slice_ref(&expected_offsets);
let mut null_bits: [u8; 1] = [0; 1];
bit_util::set_bit(&mut null_bits, 2);
bit_util::set_bit(&mut null_bits, 3);
bit_util::set_bit(&mut null_bits, 4);
let expected_list_data = ArrayData::builder(list_data_type)
.len(5)
.null_bit_buffer(Some(Buffer::from(null_bits)))
.add_buffer(expected_offsets)
.add_child_data(expected_data)
.build()
.unwrap();
let expected_list_array = $list_array_type::from(expected_list_data);
assert_eq!(a, &expected_list_array);
}};
}
fn do_take_fixed_size_list_test<T>(
length: <Int32Type as ArrowPrimitiveType>::Native,
input_data: Vec<Option<Vec<Option<T::Native>>>>,
indices: Vec<<UInt32Type as ArrowPrimitiveType>::Native>,
expected_data: Vec<Option<Vec<Option<T::Native>>>>,
) where
T: ArrowPrimitiveType,
PrimitiveArray<T>: From<Vec<Option<T::Native>>>,
{
let indices = UInt32Array::from(indices);
let input_array = FixedSizeListArray::from_iter_primitive::<T, _, _>(input_data, length);
let output = take_fixed_size_list(&input_array, &indices, length as u32).unwrap();
let expected = FixedSizeListArray::from_iter_primitive::<T, _, _>(expected_data, length);
assert_eq!(&output, &expected)
}
#[test]
fn test_take_list() {
test_take_list!(i32, List, ListArray);
}
#[test]
fn test_take_large_list() {
test_take_list!(i64, LargeList, LargeListArray);
}
#[test]
fn test_take_list_with_value_nulls() {
test_take_list_with_value_nulls!(i32, List, ListArray);
}
#[test]
fn test_take_large_list_with_value_nulls() {
test_take_list_with_value_nulls!(i64, LargeList, LargeListArray);
}
#[test]
fn test_test_take_list_with_nulls() {
test_take_list_with_nulls!(i32, List, ListArray);
}
#[test]
fn test_test_take_large_list_with_nulls() {
test_take_list_with_nulls!(i64, LargeList, LargeListArray);
}
#[test]
fn test_take_fixed_size_list() {
do_take_fixed_size_list_test::<Int32Type>(
3,
vec![
Some(vec![None, Some(1), Some(2)]),
Some(vec![Some(3), Some(4), None]),
Some(vec![Some(6), Some(7), Some(8)]),
],
vec![2, 1, 0],
vec![
Some(vec![Some(6), Some(7), Some(8)]),
Some(vec![Some(3), Some(4), None]),
Some(vec![None, Some(1), Some(2)]),
],
);
do_take_fixed_size_list_test::<UInt8Type>(
1,
vec![
Some(vec![Some(1)]),
Some(vec![Some(2)]),
Some(vec![Some(3)]),
Some(vec![Some(4)]),
Some(vec![Some(5)]),
Some(vec![Some(6)]),
Some(vec![Some(7)]),
Some(vec![Some(8)]),
],
vec![2, 7, 0],
vec![
Some(vec![Some(3)]),
Some(vec![Some(8)]),
Some(vec![Some(1)]),
],
);
do_take_fixed_size_list_test::<UInt64Type>(
3,
vec![
Some(vec![Some(10), Some(11), Some(12)]),
Some(vec![Some(13), Some(14), Some(15)]),
None,
Some(vec![Some(16), Some(17), Some(18)]),
],
vec![3, 2, 1, 2, 0],
vec![
Some(vec![Some(16), Some(17), Some(18)]),
None,
Some(vec![Some(13), Some(14), Some(15)]),
None,
Some(vec![Some(10), Some(11), Some(12)]),
],
);
}
#[test]
#[should_panic(expected = "index out of bounds: the len is 4 but the index is 1000")]
fn test_take_list_out_of_bounds() {
let value_data = Int32Array::from(vec![0, 0, 0, -1, -2, -1, 2, 3]).into_data();
let value_offsets = Buffer::from_slice_ref([0, 3, 6, 8]);
let list_data_type = DataType::List(Arc::new(Field::new("item", DataType::Int32, false)));
let list_data = ArrayData::builder(list_data_type)
.len(3)
.add_buffer(value_offsets)
.add_child_data(value_data)
.build()
.unwrap();
let list_array = ListArray::from(list_data);
let index = UInt32Array::from(vec![1000]);
take(&list_array, &index, None).unwrap();
}
#[test]
fn test_take_map() {
let values = Int32Array::from(vec![1, 2, 3, 4]);
let array =
MapArray::new_from_strings(vec!["a", "b", "c", "a"].into_iter(), &values, &[0, 3, 4])
.unwrap();
let index = UInt32Array::from(vec![0]);
let result = take(&array, &index, None).unwrap();
let expected: ArrayRef = Arc::new(
MapArray::new_from_strings(
vec!["a", "b", "c"].into_iter(),
&values.slice(0, 3),
&[0, 3],
)
.unwrap(),
);
assert_eq!(&expected, &result);
}
#[test]
fn test_take_struct() {
let array = create_test_struct(vec![
Some((Some(true), Some(42))),
Some((Some(false), Some(28))),
Some((Some(false), Some(19))),
Some((Some(true), Some(31))),
None,
]);
let index = UInt32Array::from(vec![0, 3, 1, 0, 2, 4]);
let actual = take(&array, &index, None).unwrap();
let actual: &StructArray = actual.as_any().downcast_ref::<StructArray>().unwrap();
assert_eq!(index.len(), actual.len());
assert_eq!(1, actual.null_count());
let expected = create_test_struct(vec![
Some((Some(true), Some(42))),
Some((Some(true), Some(31))),
Some((Some(false), Some(28))),
Some((Some(true), Some(42))),
Some((Some(false), Some(19))),
None,
]);
assert_eq!(&expected, actual);
}
#[test]
fn test_take_struct_with_null_indices() {
let array = create_test_struct(vec![
Some((Some(true), Some(42))),
Some((Some(false), Some(28))),
Some((Some(false), Some(19))),
Some((Some(true), Some(31))),
None,
]);
let index = UInt32Array::from(vec![None, Some(3), Some(1), None, Some(0), Some(4)]);
let actual = take(&array, &index, None).unwrap();
let actual: &StructArray = actual.as_any().downcast_ref::<StructArray>().unwrap();
assert_eq!(index.len(), actual.len());
assert_eq!(3, actual.null_count()); let expected = create_test_struct(vec![
None,
Some((Some(true), Some(31))),
Some((Some(false), Some(28))),
None,
Some((Some(true), Some(42))),
None,
]);
assert_eq!(&expected, actual);
}
#[test]
fn test_take_out_of_bounds() {
let index = UInt32Array::from(vec![Some(3), None, Some(1), Some(3), Some(6)]);
let take_opt = TakeOptions { check_bounds: true };
let result = test_take_primitive_arrays::<Int64Type>(
vec![Some(0), None, Some(2), Some(3), None],
&index,
Some(take_opt),
vec![None],
);
assert!(result.is_err());
}
#[test]
#[should_panic(expected = "index out of bounds: the len is 4 but the index is 1000")]
fn test_take_out_of_bounds_panic() {
let index = UInt32Array::from(vec![Some(1000)]);
test_take_primitive_arrays::<Int64Type>(
vec![Some(0), Some(1), Some(2), Some(3)],
&index,
None,
vec![None],
)
.unwrap();
}
#[test]
fn test_null_array_smaller_than_indices() {
let values = NullArray::new(2);
let indices = UInt32Array::from(vec![Some(0), None, Some(15)]);
let result = take(&values, &indices, None).unwrap();
let expected: ArrayRef = Arc::new(NullArray::new(3));
assert_eq!(&result, &expected);
}
#[test]
fn test_null_array_larger_than_indices() {
let values = NullArray::new(5);
let indices = UInt32Array::from(vec![Some(0), None, Some(15)]);
let result = take(&values, &indices, None).unwrap();
let expected: ArrayRef = Arc::new(NullArray::new(3));
assert_eq!(&result, &expected);
}
#[test]
fn test_null_array_indices_out_of_bounds() {
let values = NullArray::new(5);
let indices = UInt32Array::from(vec![Some(0), None, Some(15)]);
let result = take(&values, &indices, Some(TakeOptions { check_bounds: true }));
assert_eq!(
result.unwrap_err().to_string(),
"Compute error: Array index out of bounds, cannot get item at index 15 from 5 entries"
);
}
#[test]
fn test_take_dict() {
let mut dict_builder = StringDictionaryBuilder::<Int16Type>::new();
dict_builder.append("foo").unwrap();
dict_builder.append("bar").unwrap();
dict_builder.append("").unwrap();
dict_builder.append_null();
dict_builder.append("foo").unwrap();
dict_builder.append("bar").unwrap();
dict_builder.append("bar").unwrap();
dict_builder.append("foo").unwrap();
let array = dict_builder.finish();
let dict_values = array.values().clone();
let dict_values = dict_values.as_any().downcast_ref::<StringArray>().unwrap();
let indices = UInt32Array::from(vec![
Some(0), Some(7), None, Some(5), Some(6), Some(2), Some(3), ]);
let result = take(&array, &indices, None).unwrap();
let result = result
.as_any()
.downcast_ref::<DictionaryArray<Int16Type>>()
.unwrap();
let result_values: StringArray = result.values().to_data().into();
let expected_values = StringArray::from(vec!["foo", "bar", ""]);
assert_eq!(&expected_values, dict_values);
assert_eq!(&expected_values, &result_values);
let expected_keys = Int16Array::from(vec![
Some(0),
Some(0),
None,
Some(1),
Some(1),
Some(2),
None,
]);
assert_eq!(result.keys(), &expected_keys);
}
fn build_generic_list<S, T>(data: Vec<Option<Vec<T::Native>>>) -> GenericListArray<S>
where
S: OffsetSizeTrait + 'static,
T: ArrowPrimitiveType,
PrimitiveArray<T>: From<Vec<Option<T::Native>>>,
{
GenericListArray::from_iter_primitive::<T, _, _>(
data.iter()
.map(|x| x.as_ref().map(|x| x.iter().map(|x| Some(*x)))),
)
}
#[test]
fn test_take_value_index_from_list() {
let list = build_generic_list::<i32, Int32Type>(vec![
Some(vec![0, 1]),
Some(vec![2, 3, 4]),
Some(vec![5, 6, 7, 8, 9]),
]);
let indices = UInt32Array::from(vec![2, 0]);
let (indexed, offsets, null_buf) = take_value_indices_from_list(&list, &indices).unwrap();
assert_eq!(indexed, Int32Array::from(vec![5, 6, 7, 8, 9, 0, 1]));
assert_eq!(offsets, vec![0, 5, 7]);
assert_eq!(null_buf.as_slice(), &[0b11111111]);
}
#[test]
fn test_take_value_index_from_large_list() {
let list = build_generic_list::<i64, Int32Type>(vec![
Some(vec![0, 1]),
Some(vec![2, 3, 4]),
Some(vec![5, 6, 7, 8, 9]),
]);
let indices = UInt32Array::from(vec![2, 0]);
let (indexed, offsets, null_buf) =
take_value_indices_from_list::<_, Int64Type>(&list, &indices).unwrap();
assert_eq!(indexed, Int64Array::from(vec![5, 6, 7, 8, 9, 0, 1]));
assert_eq!(offsets, vec![0, 5, 7]);
assert_eq!(null_buf.as_slice(), &[0b11111111]);
}
#[test]
fn test_take_runs() {
let logical_array: Vec<i32> = vec![1_i32, 1, 2, 2, 1, 1, 1, 2, 2, 1, 1, 2, 2];
let mut builder = PrimitiveRunBuilder::<Int32Type, Int32Type>::new();
builder.extend(logical_array.into_iter().map(Some));
let run_array = builder.finish();
let take_indices: PrimitiveArray<Int32Type> =
vec![7, 2, 3, 7, 11, 4, 6].into_iter().collect();
let take_out = take_run(&run_array, &take_indices).unwrap();
assert_eq!(take_out.len(), 7);
assert_eq!(take_out.run_ends().len(), 7);
assert_eq!(take_out.run_ends().values(), &[1_i32, 3, 4, 5, 7]);
let take_out_values = take_out.values().as_primitive::<Int32Type>();
assert_eq!(take_out_values.values(), &[2, 2, 2, 2, 1]);
}
#[test]
fn test_take_value_index_from_fixed_list() {
let list = FixedSizeListArray::from_iter_primitive::<Int32Type, _, _>(
vec![
Some(vec![Some(1), Some(2), None]),
Some(vec![Some(4), None, Some(6)]),
None,
Some(vec![None, Some(8), Some(9)]),
],
3,
);
let indices = UInt32Array::from(vec![2, 1, 0]);
let indexed = take_value_indices_from_fixed_size_list(&list, &indices, 3).unwrap();
assert_eq!(indexed, UInt32Array::from(vec![6, 7, 8, 3, 4, 5, 0, 1, 2]));
let indices = UInt32Array::from(vec![3, 2, 1, 2, 0]);
let indexed = take_value_indices_from_fixed_size_list(&list, &indices, 3).unwrap();
assert_eq!(
indexed,
UInt32Array::from(vec![9, 10, 11, 6, 7, 8, 3, 4, 5, 6, 7, 8, 0, 1, 2])
);
}
#[test]
fn test_take_null_indices() {
let indices = Int32Array::new(
vec![1, 2, 400, 400].into(),
Some(NullBuffer::from(vec![true, true, false, false])),
);
let values = Int32Array::from(vec![1, 23, 4, 5]);
let r = take(&values, &indices, None).unwrap();
let values = r
.as_primitive::<Int32Type>()
.into_iter()
.collect::<Vec<_>>();
assert_eq!(&values, &[Some(23), Some(4), None, None])
}
#[test]
fn test_take_fixed_size_list_null_indices() {
let indices = Int32Array::from_iter([Some(0), None]);
let values = Arc::new(Int32Array::from(vec![0, 1, 2, 3]));
let arr_field = Arc::new(Field::new("item", values.data_type().clone(), true));
let values = FixedSizeListArray::try_new(arr_field, 2, values, None).unwrap();
let r = take(&values, &indices, None).unwrap();
let values = r
.as_fixed_size_list()
.values()
.as_primitive::<Int32Type>()
.into_iter()
.collect::<Vec<_>>();
assert_eq!(values, &[Some(0), Some(1), None, None])
}
#[test]
fn test_take_bytes_null_indices() {
let indices = Int32Array::new(
vec![0, 1, 400, 400].into(),
Some(NullBuffer::from_iter(vec![true, true, false, false])),
);
let values = StringArray::from(vec![Some("foo"), None]);
let r = take(&values, &indices, None).unwrap();
let values = r.as_string::<i32>().iter().collect::<Vec<_>>();
assert_eq!(&values, &[Some("foo"), None, None, None])
}
#[test]
fn test_take_union_sparse() {
let structs = create_test_struct(vec![
Some((Some(true), Some(42))),
Some((Some(false), Some(28))),
Some((Some(false), Some(19))),
Some((Some(true), Some(31))),
None,
]);
let strings = StringArray::from(vec![Some("a"), None, Some("c"), None, Some("d")]);
let type_ids = [1; 5].into_iter().collect::<ScalarBuffer<i8>>();
let union_fields = [
(
0,
Arc::new(Field::new("f1", structs.data_type().clone(), true)),
),
(
1,
Arc::new(Field::new("f2", strings.data_type().clone(), true)),
),
]
.into_iter()
.collect();
let children = vec![Arc::new(structs) as Arc<dyn Array>, Arc::new(strings)];
let array = UnionArray::try_new(union_fields, type_ids, None, children).unwrap();
let indices = vec![0, 3, 1, 0, 2, 4];
let index = UInt32Array::from(indices.clone());
let actual = take(&array, &index, None).unwrap();
let actual = actual.as_any().downcast_ref::<UnionArray>().unwrap();
let strings = actual.child(1);
let strings = strings.as_any().downcast_ref::<StringArray>().unwrap();
let actual = strings.iter().collect::<Vec<_>>();
let expected = vec![Some("a"), None, None, Some("a"), Some("c"), Some("d")];
assert_eq!(expected, actual);
}
#[test]
fn test_take_union_dense() {
let type_ids = vec![0, 1, 1, 0, 0, 1, 0];
let offsets = vec![0, 0, 1, 1, 2, 2, 3];
let ints = vec![10, 20, 30, 40];
let strings = vec![Some("a"), None, Some("c"), Some("d")];
let indices = vec![0, 3, 1, 0, 2, 4];
let taken_type_ids = vec![0, 0, 1, 0, 1, 0];
let taken_offsets = vec![0, 1, 0, 2, 1, 3];
let taken_ints = vec![10, 20, 10, 30];
let taken_strings = vec![Some("a"), None];
let type_ids = <ScalarBuffer<i8>>::from(type_ids);
let offsets = <ScalarBuffer<i32>>::from(offsets);
let ints = UInt32Array::from(ints);
let strings = StringArray::from(strings);
let union_fields = [
(
0,
Arc::new(Field::new("f1", ints.data_type().clone(), true)),
),
(
1,
Arc::new(Field::new("f2", strings.data_type().clone(), true)),
),
]
.into_iter()
.collect();
let array = UnionArray::try_new(
union_fields,
type_ids,
Some(offsets),
vec![Arc::new(ints), Arc::new(strings)],
)
.unwrap();
let index = UInt32Array::from(indices);
let actual = take(&array, &index, None).unwrap();
let actual = actual.as_any().downcast_ref::<UnionArray>().unwrap();
assert_eq!(actual.offsets(), Some(&ScalarBuffer::from(taken_offsets)));
assert_eq!(actual.type_ids(), &ScalarBuffer::from(taken_type_ids));
assert_eq!(
UInt32Array::from(actual.child(0).to_data()),
UInt32Array::from(taken_ints)
);
assert_eq!(
StringArray::from(actual.child(1).to_data()),
StringArray::from(taken_strings)
);
}
#[test]
fn test_take_union_dense_using_builder() {
let mut builder = UnionBuilder::new_dense();
builder.append::<Int32Type>("a", 1).unwrap();
builder.append::<Float64Type>("b", 3.0).unwrap();
builder.append::<Int32Type>("a", 4).unwrap();
builder.append::<Int32Type>("a", 5).unwrap();
builder.append::<Float64Type>("b", 2.0).unwrap();
let union = builder.build().unwrap();
let indices = UInt32Array::from(vec![2, 0, 1, 2]);
let mut builder = UnionBuilder::new_dense();
builder.append::<Int32Type>("a", 4).unwrap();
builder.append::<Int32Type>("a", 1).unwrap();
builder.append::<Float64Type>("b", 3.0).unwrap();
builder.append::<Int32Type>("a", 4).unwrap();
let taken = builder.build().unwrap();
assert_eq!(
taken.to_data(),
take(&union, &indices, None).unwrap().to_data()
);
}
#[test]
fn test_take_union_dense_all_match_issue_6206() {
let fields = UnionFields::new(vec![0], vec![Field::new("a", DataType::Int64, false)]);
let ints = Arc::new(Int64Array::from(vec![1, 2, 3, 4, 5]));
let array = UnionArray::try_new(
fields,
ScalarBuffer::from(vec![0_i8, 0, 0, 0, 0]),
Some(ScalarBuffer::from_iter(0_i32..5)),
vec![ints],
)
.unwrap();
let indicies = Int64Array::from(vec![0, 2, 4]);
let array = take(&array, &indicies, None).unwrap();
assert_eq!(array.len(), 3);
}
}