arrow_array/array/byte_view_array.rs
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// Licensed to the Apache Software Foundation (ASF) under one
// or more contributor license agreements. See the NOTICE file
// distributed with this work for additional information
// regarding copyright ownership. The ASF licenses this file
// to you under the Apache License, Version 2.0 (the
// "License"); you may not use this file except in compliance
// with the License. You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing,
// software distributed under the License is distributed on an
// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
// KIND, either express or implied. See the License for the
// specific language governing permissions and limitations
// under the License.
use crate::array::print_long_array;
use crate::builder::GenericByteViewBuilder;
use crate::iterator::ArrayIter;
use crate::types::bytes::ByteArrayNativeType;
use crate::types::{BinaryViewType, ByteViewType, StringViewType};
use crate::{Array, ArrayAccessor, ArrayRef};
use arrow_buffer::{Buffer, NullBuffer, ScalarBuffer};
use arrow_data::{ArrayData, ArrayDataBuilder, ByteView};
use arrow_schema::{ArrowError, DataType};
use std::any::Any;
use std::fmt::Debug;
use std::marker::PhantomData;
use std::sync::Arc;
/// [Variable-size Binary View Layout]: An array of variable length bytes view arrays.
///
/// Different than [`crate::GenericByteArray`] as it stores both an offset and length
/// meaning that take / filter operations can be implemented without copying the underlying data.
///
/// See [`StringViewArray`] for storing utf8 encoded string data and
/// [`BinaryViewArray`] for storing bytes.
///
/// [Variable-size Binary View Layout]: https://arrow.apache.org/docs/format/Columnar.html#variable-size-binary-view-layout
///
/// A `GenericByteViewArray` stores variable length byte strings. An array of
/// `N` elements is stored as `N` fixed length "views" and a variable number
/// of variable length "buffers".
///
/// Each view is a `u128` value layout is different depending on the
/// length of the string stored at that location:
///
/// ```text
/// ┌──────┬────────────────────────┐
/// │length│ string value │
/// Strings (len <= 12) │ │ (padded with 0) │
/// └──────┴────────────────────────┘
/// 0 31 127
///
/// ┌───────┬───────┬───────┬───────┐
/// │length │prefix │ buf │offset │
/// Strings (len > 12) │ │ │ index │ │
/// └───────┴───────┴───────┴───────┘
/// 0 31 63 95 127
/// ```
///
/// * Strings with length <= 12 are stored directly in the view.
///
/// * Strings with length > 12: The first four bytes are stored inline in the
/// view and the entire string is stored in one of the buffers.
///
/// Unlike [`GenericByteArray`], there are no constraints on the offsets other
/// than they must point into a valid buffer. However, they can be out of order,
/// non continuous and overlapping.
///
/// For example, in the following diagram, the strings "FishWasInTownToday" and
/// "CrumpleFacedFish" are both longer than 12 bytes and thus are stored in a
/// separate buffer while the string "LavaMonster" is stored inlined in the
/// view. In this case, the same bytes for "Fish" are used to store both strings.
///
/// ```text
/// ┌───┐
/// ┌──────┬──────┬──────┬──────┐ offset │...│
/// "FishWasInTownTodayYay" │ 21 │ Fish │ 0 │ 115 │─ ─ 103 │Mr.│
/// └──────┴──────┴──────┴──────┘ │ ┌ ─ ─ ─ ─ ▶ │Cru│
/// ┌──────┬──────┬──────┬──────┐ │mpl│
/// "CrumpleFacedFish" │ 16 │ Crum │ 0 │ 103 │─ ─│─ ─ ─ ┘ │eFa│
/// └──────┴──────┴──────┴──────┘ │ced│
/// ┌──────┬────────────────────┐ └ ─ ─ ─ ─ ─ ─ ─ ─ ▶│Fis│
/// "LavaMonster" │ 11 │ LavaMonster\0 │ │hWa│
/// └──────┴────────────────────┘ offset │sIn│
/// 115 │Tow│
/// │nTo│
/// │day│
/// u128 "views" │Yay│
/// buffer 0 │...│
/// └───┘
/// ```
/// [`GenericByteArray`]: crate::array::GenericByteArray
pub struct GenericByteViewArray<T: ByteViewType + ?Sized> {
data_type: DataType,
views: ScalarBuffer<u128>,
buffers: Vec<Buffer>,
phantom: PhantomData<T>,
nulls: Option<NullBuffer>,
}
impl<T: ByteViewType + ?Sized> Clone for GenericByteViewArray<T> {
fn clone(&self) -> Self {
Self {
data_type: T::DATA_TYPE,
views: self.views.clone(),
buffers: self.buffers.clone(),
nulls: self.nulls.clone(),
phantom: Default::default(),
}
}
}
impl<T: ByteViewType + ?Sized> GenericByteViewArray<T> {
/// Create a new [`GenericByteViewArray`] from the provided parts, panicking on failure
///
/// # Panics
///
/// Panics if [`GenericByteViewArray::try_new`] returns an error
pub fn new(views: ScalarBuffer<u128>, buffers: Vec<Buffer>, nulls: Option<NullBuffer>) -> Self {
Self::try_new(views, buffers, nulls).unwrap()
}
/// Create a new [`GenericByteViewArray`] from the provided parts, returning an error on failure
///
/// # Errors
///
/// * `views.len() != nulls.len()`
/// * [ByteViewType::validate] fails
pub fn try_new(
views: ScalarBuffer<u128>,
buffers: Vec<Buffer>,
nulls: Option<NullBuffer>,
) -> Result<Self, ArrowError> {
T::validate(&views, &buffers)?;
if let Some(n) = nulls.as_ref() {
if n.len() != views.len() {
return Err(ArrowError::InvalidArgumentError(format!(
"Incorrect length of null buffer for {}ViewArray, expected {} got {}",
T::PREFIX,
views.len(),
n.len(),
)));
}
}
Ok(Self {
data_type: T::DATA_TYPE,
views,
buffers,
nulls,
phantom: Default::default(),
})
}
/// Create a new [`GenericByteViewArray`] from the provided parts, without validation
///
/// # Safety
///
/// Safe if [`Self::try_new`] would not error
pub unsafe fn new_unchecked(
views: ScalarBuffer<u128>,
buffers: Vec<Buffer>,
nulls: Option<NullBuffer>,
) -> Self {
Self {
data_type: T::DATA_TYPE,
phantom: Default::default(),
views,
buffers,
nulls,
}
}
/// Create a new [`GenericByteViewArray`] of length `len` where all values are null
pub fn new_null(len: usize) -> Self {
Self {
data_type: T::DATA_TYPE,
views: vec![0; len].into(),
buffers: vec![],
nulls: Some(NullBuffer::new_null(len)),
phantom: Default::default(),
}
}
/// Creates a [`GenericByteViewArray`] based on an iterator of values without nulls
pub fn from_iter_values<Ptr, I>(iter: I) -> Self
where
Ptr: AsRef<T::Native>,
I: IntoIterator<Item = Ptr>,
{
let iter = iter.into_iter();
let mut builder = GenericByteViewBuilder::<T>::with_capacity(iter.size_hint().0);
for v in iter {
builder.append_value(v);
}
builder.finish()
}
/// Deconstruct this array into its constituent parts
pub fn into_parts(self) -> (ScalarBuffer<u128>, Vec<Buffer>, Option<NullBuffer>) {
(self.views, self.buffers, self.nulls)
}
/// Returns the views buffer
#[inline]
pub fn views(&self) -> &ScalarBuffer<u128> {
&self.views
}
/// Returns the buffers storing string data
#[inline]
pub fn data_buffers(&self) -> &[Buffer] {
&self.buffers
}
/// Returns the element at index `i`
/// # Panics
/// Panics if index `i` is out of bounds.
pub fn value(&self, i: usize) -> &T::Native {
assert!(
i < self.len(),
"Trying to access an element at index {} from a {}ViewArray of length {}",
i,
T::PREFIX,
self.len()
);
unsafe { self.value_unchecked(i) }
}
/// Returns the element at index `i`
/// # Safety
/// Caller is responsible for ensuring that the index is within the bounds of the array
pub unsafe fn value_unchecked(&self, idx: usize) -> &T::Native {
let v = self.views.get_unchecked(idx);
let len = *v as u32;
let b = if len <= 12 {
let ptr = self.views.as_ptr() as *const u8;
std::slice::from_raw_parts(ptr.add(idx * 16 + 4), len as usize)
} else {
let view = ByteView::from(*v);
let data = self.buffers.get_unchecked(view.buffer_index as usize);
let offset = view.offset as usize;
data.get_unchecked(offset..offset + len as usize)
};
T::Native::from_bytes_unchecked(b)
}
/// constructs a new iterator
pub fn iter(&self) -> ArrayIter<&Self> {
ArrayIter::new(self)
}
/// Returns a zero-copy slice of this array with the indicated offset and length.
pub fn slice(&self, offset: usize, length: usize) -> Self {
Self {
data_type: T::DATA_TYPE,
views: self.views.slice(offset, length),
buffers: self.buffers.clone(),
nulls: self.nulls.as_ref().map(|n| n.slice(offset, length)),
phantom: Default::default(),
}
}
}
impl<T: ByteViewType + ?Sized> Debug for GenericByteViewArray<T> {
fn fmt(&self, f: &mut std::fmt::Formatter) -> std::fmt::Result {
write!(f, "{}ViewArray\n[\n", T::PREFIX)?;
print_long_array(self, f, |array, index, f| {
std::fmt::Debug::fmt(&array.value(index), f)
})?;
write!(f, "]")
}
}
impl<T: ByteViewType + ?Sized> Array for GenericByteViewArray<T> {
fn as_any(&self) -> &dyn Any {
self
}
fn to_data(&self) -> ArrayData {
self.clone().into()
}
fn into_data(self) -> ArrayData {
self.into()
}
fn data_type(&self) -> &DataType {
&self.data_type
}
fn slice(&self, offset: usize, length: usize) -> ArrayRef {
Arc::new(self.slice(offset, length))
}
fn len(&self) -> usize {
self.views.len()
}
fn is_empty(&self) -> bool {
self.views.is_empty()
}
fn offset(&self) -> usize {
0
}
fn nulls(&self) -> Option<&NullBuffer> {
self.nulls.as_ref()
}
fn get_buffer_memory_size(&self) -> usize {
let mut sum = self.buffers.iter().map(|b| b.capacity()).sum::<usize>();
sum += self.views.inner().capacity();
if let Some(x) = &self.nulls {
sum += x.buffer().capacity()
}
sum
}
fn get_array_memory_size(&self) -> usize {
std::mem::size_of::<Self>() + self.get_buffer_memory_size()
}
}
impl<'a, T: ByteViewType + ?Sized> ArrayAccessor for &'a GenericByteViewArray<T> {
type Item = &'a T::Native;
fn value(&self, index: usize) -> Self::Item {
GenericByteViewArray::value(self, index)
}
unsafe fn value_unchecked(&self, index: usize) -> Self::Item {
GenericByteViewArray::value_unchecked(self, index)
}
}
impl<'a, T: ByteViewType + ?Sized> IntoIterator for &'a GenericByteViewArray<T> {
type Item = Option<&'a T::Native>;
type IntoIter = ArrayIter<Self>;
fn into_iter(self) -> Self::IntoIter {
ArrayIter::new(self)
}
}
impl<T: ByteViewType + ?Sized> From<ArrayData> for GenericByteViewArray<T> {
fn from(value: ArrayData) -> Self {
let views = value.buffers()[0].clone();
let views = ScalarBuffer::new(views, value.offset(), value.len());
let buffers = value.buffers()[1..].to_vec();
Self {
data_type: T::DATA_TYPE,
views,
buffers,
nulls: value.nulls().cloned(),
phantom: Default::default(),
}
}
}
impl<T: ByteViewType + ?Sized> From<GenericByteViewArray<T>> for ArrayData {
fn from(mut array: GenericByteViewArray<T>) -> Self {
let len = array.len();
array.buffers.insert(0, array.views.into_inner());
let builder = ArrayDataBuilder::new(T::DATA_TYPE)
.len(len)
.buffers(array.buffers)
.nulls(array.nulls);
unsafe { builder.build_unchecked() }
}
}
impl<Ptr, T: ByteViewType + ?Sized> FromIterator<Option<Ptr>> for GenericByteViewArray<T>
where
Ptr: AsRef<T::Native>,
{
fn from_iter<I: IntoIterator<Item = Option<Ptr>>>(iter: I) -> Self {
let iter = iter.into_iter();
let mut builder = GenericByteViewBuilder::<T>::with_capacity(iter.size_hint().0);
builder.extend(iter);
builder.finish()
}
}
/// A [`GenericByteViewArray`] of `[u8]`
///
/// # Example
/// ```
/// use arrow_array::BinaryViewArray;
/// let array = BinaryViewArray::from_iter_values(vec![b"hello" as &[u8], b"world", b"lulu", b"large payload over 12 bytes"]);
/// assert_eq!(array.value(0), b"hello");
/// assert_eq!(array.value(3), b"large payload over 12 bytes");
/// ```
pub type BinaryViewArray = GenericByteViewArray<BinaryViewType>;
/// A [`GenericByteViewArray`] that stores uf8 data
///
/// # Example
/// ```
/// use arrow_array::StringViewArray;
/// let array = StringViewArray::from_iter_values(vec!["hello", "world", "lulu", "large payload over 12 bytes"]);
/// assert_eq!(array.value(0), "hello");
/// assert_eq!(array.value(3), "large payload over 12 bytes");
/// ```
pub type StringViewArray = GenericByteViewArray<StringViewType>;
impl From<Vec<&str>> for StringViewArray {
fn from(v: Vec<&str>) -> Self {
Self::from_iter_values(v)
}
}
#[cfg(test)]
mod tests {
use crate::builder::StringViewBuilder;
use crate::{Array, BinaryViewArray, StringViewArray};
use arrow_buffer::{Buffer, ScalarBuffer};
use arrow_data::ByteView;
#[test]
fn try_new() {
let array = StringViewArray::from_iter_values(vec![
"hello",
"world",
"lulu",
"large payload over 12 bytes",
]);
assert_eq!(array.value(0), "hello");
assert_eq!(array.value(3), "large payload over 12 bytes");
let array = BinaryViewArray::from_iter_values(vec![
b"hello".as_slice(),
b"world".as_slice(),
b"lulu".as_slice(),
b"large payload over 12 bytes".as_slice(),
]);
assert_eq!(array.value(0), b"hello");
assert_eq!(array.value(3), b"large payload over 12 bytes");
// test empty array
let array = {
let mut builder = StringViewBuilder::new();
builder.finish()
};
assert!(array.is_empty());
// test builder append
let array = {
let mut builder = StringViewBuilder::new();
builder.append_value("hello");
builder.append_null();
builder.append_option(Some("large payload over 12 bytes"));
builder.finish()
};
assert_eq!(array.value(0), "hello");
assert!(array.is_null(1));
assert_eq!(array.value(2), "large payload over 12 bytes");
// test builder's in_progress re-created
let array = {
// make a builder with small block size.
let mut builder = StringViewBuilder::new().with_block_size(14);
builder.append_value("large payload over 12 bytes");
builder.append_option(Some("another large payload over 12 bytes that double than the first one, so that we can trigger the in_progress in builder re-created"));
builder.finish()
};
assert_eq!(array.value(0), "large payload over 12 bytes");
assert_eq!(array.value(1), "another large payload over 12 bytes that double than the first one, so that we can trigger the in_progress in builder re-created");
assert_eq!(2, array.buffers.len());
}
#[test]
#[should_panic(expected = "Invalid buffer index at 0: got index 3 but only has 1 buffers")]
fn new_with_invalid_view_data() {
let v = "large payload over 12 bytes";
let view = ByteView {
length: 13,
prefix: u32::from_le_bytes(v.as_bytes()[0..4].try_into().unwrap()),
buffer_index: 3,
offset: 1,
};
let views = ScalarBuffer::from(vec![view.into()]);
let buffers = vec![Buffer::from_slice_ref(v)];
StringViewArray::new(views, buffers, None);
}
#[test]
#[should_panic(
expected = "Encountered non-UTF-8 data at index 0: invalid utf-8 sequence of 1 bytes from index 0"
)]
fn new_with_invalid_utf8_data() {
let v: Vec<u8> = vec![0xf0, 0x80, 0x80, 0x80];
let view = ByteView {
length: v.len() as u32,
prefix: u32::from_le_bytes(v[0..4].try_into().unwrap()),
buffer_index: 0,
offset: 0,
};
let views = ScalarBuffer::from(vec![view.into()]);
let buffers = vec![Buffer::from_slice_ref(v)];
StringViewArray::new(views, buffers, None);
}
#[test]
#[should_panic(expected = "View at index 0 contained non-zero padding for string of length 1")]
fn new_with_invalid_zero_padding() {
let mut data = [0; 12];
data[0] = b'H';
data[11] = 1; // no zero padding
let mut view_buffer = [0; 16];
view_buffer[0..4].copy_from_slice(&1u32.to_le_bytes());
view_buffer[4..].copy_from_slice(&data);
let view = ByteView::from(u128::from_le_bytes(view_buffer));
let views = ScalarBuffer::from(vec![view.into()]);
let buffers = vec![];
StringViewArray::new(views, buffers, None);
}
#[test]
#[should_panic(expected = "Mismatch between embedded prefix and data")]
fn test_mismatch_between_embedded_prefix_and_data() {
let input_str_1 = "Hello, Rustaceans!";
let input_str_2 = "Hallo, Rustaceans!";
let length = input_str_1.len() as u32;
assert!(input_str_1.len() > 12);
let mut view_buffer = [0; 16];
view_buffer[0..4].copy_from_slice(&length.to_le_bytes());
view_buffer[4..8].copy_from_slice(&input_str_1.as_bytes()[0..4]);
view_buffer[8..12].copy_from_slice(&0u32.to_le_bytes());
view_buffer[12..].copy_from_slice(&0u32.to_le_bytes());
let view = ByteView::from(u128::from_le_bytes(view_buffer));
let views = ScalarBuffer::from(vec![view.into()]);
let buffers = vec![Buffer::from_slice_ref(input_str_2.as_bytes())];
StringViewArray::new(views, buffers, None);
}
}