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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 std::any::Any;
use std::marker::PhantomData;
use std::sync::Arc;
use arrow_buffer::{Buffer, BufferBuilder, NullBufferBuilder, ScalarBuffer};
use arrow_data::ByteView;
use arrow_schema::ArrowError;
use hashbrown::hash_table::Entry;
use hashbrown::HashTable;
use crate::builder::ArrayBuilder;
use crate::types::bytes::ByteArrayNativeType;
use crate::types::{BinaryViewType, ByteViewType, StringViewType};
use crate::{ArrayRef, GenericByteViewArray};
const STARTING_BLOCK_SIZE: u32 = 8 * 1024; // 8KiB
const MAX_BLOCK_SIZE: u32 = 2 * 1024 * 1024; // 2MiB
enum BlockSizeGrowthStrategy {
Fixed { size: u32 },
Exponential { current_size: u32 },
}
impl BlockSizeGrowthStrategy {
fn next_size(&mut self) -> u32 {
match self {
Self::Fixed { size } => *size,
Self::Exponential { current_size } => {
if *current_size < MAX_BLOCK_SIZE {
// we have fixed start/end block sizes, so we can't overflow
*current_size = current_size.saturating_mul(2);
*current_size
} else {
MAX_BLOCK_SIZE
}
}
}
}
}
/// A builder for [`GenericByteViewArray`]
///
/// A [`GenericByteViewArray`] consists of a list of data blocks containing string data,
/// and a list of views into those buffers.
///
/// See examples on [`StringViewBuilder`] and [`BinaryViewBuilder`]
///
/// This builder can be used in two ways
///
/// # Append Values
///
/// To avoid bump allocating, this builder allocates data in fixed size blocks, configurable
/// using [`GenericByteViewBuilder::with_fixed_block_size`]. [`GenericByteViewBuilder::append_value`]
/// writes values larger than 12 bytes to the current in-progress block, with values smaller
/// than 12 bytes inlined into the views. If a value is appended that will not fit in the
/// in-progress block, it will be closed, and a new block of sufficient size allocated
///
/// # Append Views
///
/// Some use-cases may wish to reuse an existing allocation containing string data, for example,
/// when parsing data from a parquet data page. In such a case entire blocks can be appended
/// using [`GenericByteViewBuilder::append_block`] and then views into this block appended
/// using [`GenericByteViewBuilder::try_append_view`]
pub struct GenericByteViewBuilder<T: ByteViewType + ?Sized> {
views_builder: BufferBuilder<u128>,
null_buffer_builder: NullBufferBuilder,
completed: Vec<Buffer>,
in_progress: Vec<u8>,
block_size: BlockSizeGrowthStrategy,
/// Some if deduplicating strings
/// map `<string hash> -> <index to the views>`
string_tracker: Option<(HashTable<usize>, ahash::RandomState)>,
phantom: PhantomData<T>,
}
impl<T: ByteViewType + ?Sized> GenericByteViewBuilder<T> {
/// Creates a new [`GenericByteViewBuilder`].
pub fn new() -> Self {
Self::with_capacity(1024)
}
/// Creates a new [`GenericByteViewBuilder`] with space for `capacity` string values.
pub fn with_capacity(capacity: usize) -> Self {
Self {
views_builder: BufferBuilder::new(capacity),
null_buffer_builder: NullBufferBuilder::new(capacity),
completed: vec![],
in_progress: vec![],
block_size: BlockSizeGrowthStrategy::Exponential {
current_size: STARTING_BLOCK_SIZE,
},
string_tracker: None,
phantom: Default::default(),
}
}
/// Set a fixed buffer size for variable length strings
///
/// The block size is the size of the buffer used to store values greater
/// than 12 bytes. The builder allocates new buffers when the current
/// buffer is full.
///
/// By default the builder balances buffer size and buffer count by
/// growing buffer size exponentially from 8KB up to 2MB. The
/// first buffer allocated is 8KB, then 16KB, then 32KB, etc up to 2MB.
///
/// If this method is used, any new buffers allocated are
/// exactly this size. This can be useful for advanced users
/// that want to control the memory usage and buffer count.
///
/// See <https://github.com/apache/arrow-rs/issues/6094> for more details on the implications.
pub fn with_fixed_block_size(self, block_size: u32) -> Self {
debug_assert!(block_size > 0, "Block size must be greater than 0");
Self {
block_size: BlockSizeGrowthStrategy::Fixed { size: block_size },
..self
}
}
/// Override the size of buffers to allocate for holding string data
/// Use `with_fixed_block_size` instead.
#[deprecated(note = "Use `with_fixed_block_size` instead")]
pub fn with_block_size(self, block_size: u32) -> Self {
self.with_fixed_block_size(block_size)
}
/// Deduplicate strings while building the array
///
/// This will potentially decrease the memory usage if the array have repeated strings
/// It will also increase the time to build the array as it needs to hash the strings
pub fn with_deduplicate_strings(self) -> Self {
Self {
string_tracker: Some((
HashTable::with_capacity(self.views_builder.capacity()),
Default::default(),
)),
..self
}
}
/// Append a new data block returning the new block offset
///
/// Note: this will first flush any in-progress block
///
/// This allows appending views from blocks added using [`Self::append_block`]. See
/// [`Self::append_value`] for appending individual values
///
/// ```
/// # use arrow_array::builder::StringViewBuilder;
/// let mut builder = StringViewBuilder::new();
///
/// let block = builder.append_block(b"helloworldbingobongo".into());
///
/// builder.try_append_view(block, 0, 5).unwrap();
/// builder.try_append_view(block, 5, 5).unwrap();
/// builder.try_append_view(block, 10, 5).unwrap();
/// builder.try_append_view(block, 15, 5).unwrap();
/// builder.try_append_view(block, 0, 15).unwrap();
/// let array = builder.finish();
///
/// let actual: Vec<_> = array.iter().flatten().collect();
/// let expected = &["hello", "world", "bingo", "bongo", "helloworldbingo"];
/// assert_eq!(actual, expected);
/// ```
pub fn append_block(&mut self, buffer: Buffer) -> u32 {
assert!(buffer.len() < u32::MAX as usize);
self.flush_in_progress();
let offset = self.completed.len();
self.push_completed(buffer);
offset as u32
}
/// Append a view of the given `block`, `offset` and `length`
///
/// # Safety
/// (1) The block must have been added using [`Self::append_block`]
/// (2) The range `offset..offset+length` must be within the bounds of the block
/// (3) The data in the block must be valid of type `T`
pub unsafe fn append_view_unchecked(&mut self, block: u32, offset: u32, len: u32) {
let b = self.completed.get_unchecked(block as usize);
let start = offset as usize;
let end = start.saturating_add(len as usize);
let b = b.get_unchecked(start..end);
let view = make_view(b, block, offset);
self.views_builder.append(view);
self.null_buffer_builder.append_non_null();
}
/// Try to append a view of the given `block`, `offset` and `length`
///
/// See [`Self::append_block`]
pub fn try_append_view(&mut self, block: u32, offset: u32, len: u32) -> Result<(), ArrowError> {
let b = self.completed.get(block as usize).ok_or_else(|| {
ArrowError::InvalidArgumentError(format!("No block found with index {block}"))
})?;
let start = offset as usize;
let end = start.saturating_add(len as usize);
let b = b.get(start..end).ok_or_else(|| {
ArrowError::InvalidArgumentError(format!(
"Range {start}..{end} out of bounds for block of length {}",
b.len()
))
})?;
if T::Native::from_bytes_checked(b).is_none() {
return Err(ArrowError::InvalidArgumentError(
"Invalid view data".to_string(),
));
}
unsafe {
self.append_view_unchecked(block, offset, len);
}
Ok(())
}
/// Flushes the in progress block if any
#[inline]
fn flush_in_progress(&mut self) {
if !self.in_progress.is_empty() {
let f = Buffer::from_vec(std::mem::take(&mut self.in_progress));
self.push_completed(f)
}
}
/// Append a block to `self.completed`, checking for overflow
#[inline]
fn push_completed(&mut self, block: Buffer) {
assert!(block.len() < u32::MAX as usize, "Block too large");
assert!(self.completed.len() < u32::MAX as usize, "Too many blocks");
self.completed.push(block);
}
/// Returns the value at the given index
/// Useful if we want to know what value has been inserted to the builder
/// The index has to be smaller than `self.len()`, otherwise it will panic
pub fn get_value(&self, index: usize) -> &[u8] {
let view = self.views_builder.as_slice().get(index).unwrap();
let len = *view as u32;
if len <= 12 {
// # Safety
// The view is valid from the builder
unsafe { GenericByteViewArray::<T>::inline_value(view, len as usize) }
} else {
let view = ByteView::from(*view);
if view.buffer_index < self.completed.len() as u32 {
let block = &self.completed[view.buffer_index as usize];
&block[view.offset as usize..view.offset as usize + view.length as usize]
} else {
&self.in_progress[view.offset as usize..view.offset as usize + view.length as usize]
}
}
}
/// Appends a value into the builder
///
/// # Panics
///
/// Panics if
/// - String buffer count exceeds `u32::MAX`
/// - String length exceeds `u32::MAX`
#[inline]
pub fn append_value(&mut self, value: impl AsRef<T::Native>) {
let v: &[u8] = value.as_ref().as_ref();
let length: u32 = v.len().try_into().unwrap();
if length <= 12 {
let mut view_buffer = [0; 16];
view_buffer[0..4].copy_from_slice(&length.to_le_bytes());
view_buffer[4..4 + v.len()].copy_from_slice(v);
self.views_builder.append(u128::from_le_bytes(view_buffer));
self.null_buffer_builder.append_non_null();
return;
}
// Deduplication if:
// (1) deduplication is enabled.
// (2) len > 12
if let Some((mut ht, hasher)) = self.string_tracker.take() {
let hash_val = hasher.hash_one(v);
let hasher_fn = |v: &_| hasher.hash_one(v);
let entry = ht.entry(
hash_val,
|idx| {
let stored_value = self.get_value(*idx);
v == stored_value
},
hasher_fn,
);
match entry {
Entry::Occupied(occupied) => {
// If the string already exists, we will directly use the view
let idx = occupied.get();
self.views_builder
.append(self.views_builder.as_slice()[*idx]);
self.null_buffer_builder.append_non_null();
self.string_tracker = Some((ht, hasher));
return;
}
Entry::Vacant(vacant) => {
// o.w. we insert the (string hash -> view index)
// the idx is current length of views_builder, as we are inserting a new view
vacant.insert(self.views_builder.len());
}
}
self.string_tracker = Some((ht, hasher));
}
let required_cap = self.in_progress.len() + v.len();
if self.in_progress.capacity() < required_cap {
self.flush_in_progress();
let to_reserve = v.len().max(self.block_size.next_size() as usize);
self.in_progress.reserve(to_reserve);
};
let offset = self.in_progress.len() as u32;
self.in_progress.extend_from_slice(v);
let view = ByteView {
length,
prefix: u32::from_le_bytes(v[0..4].try_into().unwrap()),
buffer_index: self.completed.len() as u32,
offset,
};
self.views_builder.append(view.into());
self.null_buffer_builder.append_non_null();
}
/// Append an `Option` value into the builder
#[inline]
pub fn append_option(&mut self, value: Option<impl AsRef<T::Native>>) {
match value {
None => self.append_null(),
Some(v) => self.append_value(v),
};
}
/// Append a null value into the builder
#[inline]
pub fn append_null(&mut self) {
self.null_buffer_builder.append_null();
self.views_builder.append(0);
}
/// Builds the [`GenericByteViewArray`] and reset this builder
pub fn finish(&mut self) -> GenericByteViewArray<T> {
self.flush_in_progress();
let completed = std::mem::take(&mut self.completed);
let len = self.views_builder.len();
let views = ScalarBuffer::new(self.views_builder.finish(), 0, len);
let nulls = self.null_buffer_builder.finish();
if let Some((ref mut ht, _)) = self.string_tracker.as_mut() {
ht.clear();
}
// SAFETY: valid by construction
unsafe { GenericByteViewArray::new_unchecked(views, completed, nulls) }
}
/// Builds the [`GenericByteViewArray`] without resetting the builder
pub fn finish_cloned(&self) -> GenericByteViewArray<T> {
let mut completed = self.completed.clone();
if !self.in_progress.is_empty() {
completed.push(Buffer::from_slice_ref(&self.in_progress));
}
let len = self.views_builder.len();
let views = Buffer::from_slice_ref(self.views_builder.as_slice());
let views = ScalarBuffer::new(views, 0, len);
let nulls = self.null_buffer_builder.finish_cloned();
// SAFETY: valid by construction
unsafe { GenericByteViewArray::new_unchecked(views, completed, nulls) }
}
/// Returns the current null buffer as a slice
pub fn validity_slice(&self) -> Option<&[u8]> {
self.null_buffer_builder.as_slice()
}
/// Return the allocated size of this builder in bytes, useful for memory accounting.
pub fn allocated_size(&self) -> usize {
let views = self.views_builder.capacity() * std::mem::size_of::<u128>();
let null = self.null_buffer_builder.allocated_size();
let buffer_size = self.completed.iter().map(|b| b.capacity()).sum::<usize>();
let in_progress = self.in_progress.capacity();
let tracker = match &self.string_tracker {
Some((ht, _)) => ht.capacity() * std::mem::size_of::<usize>(),
None => 0,
};
buffer_size + in_progress + tracker + views + null
}
}
impl<T: ByteViewType + ?Sized> Default for GenericByteViewBuilder<T> {
fn default() -> Self {
Self::new()
}
}
impl<T: ByteViewType + ?Sized> std::fmt::Debug for GenericByteViewBuilder<T> {
fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
write!(f, "{}ViewBuilder", T::PREFIX)?;
f.debug_struct("")
.field("views_builder", &self.views_builder)
.field("in_progress", &self.in_progress)
.field("completed", &self.completed)
.field("null_buffer_builder", &self.null_buffer_builder)
.finish()
}
}
impl<T: ByteViewType + ?Sized> ArrayBuilder for GenericByteViewBuilder<T> {
fn len(&self) -> usize {
self.null_buffer_builder.len()
}
fn finish(&mut self) -> ArrayRef {
Arc::new(self.finish())
}
fn finish_cloned(&self) -> ArrayRef {
Arc::new(self.finish_cloned())
}
fn as_any(&self) -> &dyn Any {
self
}
fn as_any_mut(&mut self) -> &mut dyn Any {
self
}
fn into_box_any(self: Box<Self>) -> Box<dyn Any> {
self
}
}
impl<T: ByteViewType + ?Sized, V: AsRef<T::Native>> Extend<Option<V>>
for GenericByteViewBuilder<T>
{
#[inline]
fn extend<I: IntoIterator<Item = Option<V>>>(&mut self, iter: I) {
for v in iter {
self.append_option(v)
}
}
}
/// Array builder for [`StringViewArray`][crate::StringViewArray]
///
/// Values can be appended using [`GenericByteViewBuilder::append_value`], and nulls with
/// [`GenericByteViewBuilder::append_null`] as normal.
///
/// # Example
/// ```
/// # use arrow_array::builder::StringViewBuilder;
/// # use arrow_array::StringViewArray;
/// let mut builder = StringViewBuilder::new();
/// builder.append_value("hello");
/// builder.append_null();
/// builder.append_value("world");
/// let array = builder.finish();
///
/// let expected = vec![Some("hello"), None, Some("world")];
/// let actual: Vec<_> = array.iter().collect();
/// assert_eq!(expected, actual);
/// ```
pub type StringViewBuilder = GenericByteViewBuilder<StringViewType>;
/// Array builder for [`BinaryViewArray`][crate::BinaryViewArray]
///
/// Values can be appended using [`GenericByteViewBuilder::append_value`], and nulls with
/// [`GenericByteViewBuilder::append_null`] as normal.
///
/// # Example
/// ```
/// # use arrow_array::builder::BinaryViewBuilder;
/// use arrow_array::BinaryViewArray;
/// let mut builder = BinaryViewBuilder::new();
/// builder.append_value("hello");
/// builder.append_null();
/// builder.append_value("world");
/// let array = builder.finish();
///
/// let expected: Vec<Option<&[u8]>> = vec![Some(b"hello"), None, Some(b"world")];
/// let actual: Vec<_> = array.iter().collect();
/// assert_eq!(expected, actual);
/// ```
///
pub type BinaryViewBuilder = GenericByteViewBuilder<BinaryViewType>;
/// Creates a view from a fixed length input (the compiler can generate
/// specialized code for this)
fn make_inlined_view<const LEN: usize>(data: &[u8]) -> u128 {
let mut view_buffer = [0; 16];
view_buffer[0..4].copy_from_slice(&(LEN as u32).to_le_bytes());
view_buffer[4..4 + LEN].copy_from_slice(&data[..LEN]);
u128::from_le_bytes(view_buffer)
}
/// Create a view based on the given data, block id and offset.
///
/// Note that the code below is carefully examined with x86_64 assembly code: <https://godbolt.org/z/685YPsd5G>
/// The goal is to avoid calling into `ptr::copy_non_interleave`, which makes function call (i.e., not inlined),
/// which slows down things.
#[inline(never)]
pub fn make_view(data: &[u8], block_id: u32, offset: u32) -> u128 {
let len = data.len();
// Generate specialized code for each potential small string length
// to improve performance
match len {
0 => make_inlined_view::<0>(data),
1 => make_inlined_view::<1>(data),
2 => make_inlined_view::<2>(data),
3 => make_inlined_view::<3>(data),
4 => make_inlined_view::<4>(data),
5 => make_inlined_view::<5>(data),
6 => make_inlined_view::<6>(data),
7 => make_inlined_view::<7>(data),
8 => make_inlined_view::<8>(data),
9 => make_inlined_view::<9>(data),
10 => make_inlined_view::<10>(data),
11 => make_inlined_view::<11>(data),
12 => make_inlined_view::<12>(data),
// When string is longer than 12 bytes, it can't be inlined, we create a ByteView instead.
_ => {
let view = ByteView {
length: len as u32,
prefix: u32::from_le_bytes(data[0..4].try_into().unwrap()),
buffer_index: block_id,
offset,
};
view.as_u128()
}
}
}
#[cfg(test)]
mod tests {
use core::str;
use super::*;
use crate::Array;
#[test]
fn test_string_view_deduplicate() {
let value_1 = "long string to test string view";
let value_2 = "not so similar string but long";
let mut builder = StringViewBuilder::new()
.with_deduplicate_strings()
.with_fixed_block_size(value_1.len() as u32 * 2); // so that we will have multiple buffers
let values = vec![
Some(value_1),
Some(value_2),
Some("short"),
Some(value_1),
None,
Some(value_2),
Some(value_1),
];
builder.extend(values.clone());
let array = builder.finish_cloned();
array.to_data().validate_full().unwrap();
assert_eq!(array.data_buffers().len(), 1); // without duplication we would need 3 buffers.
let actual: Vec<_> = array.iter().collect();
assert_eq!(actual, values);
let view0 = array.views().first().unwrap();
let view3 = array.views().get(3).unwrap();
let view6 = array.views().get(6).unwrap();
assert_eq!(view0, view3);
assert_eq!(view0, view6);
assert_eq!(array.views().get(1), array.views().get(5));
}
#[test]
fn test_string_view_deduplicate_after_finish() {
let mut builder = StringViewBuilder::new().with_deduplicate_strings();
let value_1 = "long string to test string view";
let value_2 = "not so similar string but long";
builder.append_value(value_1);
let _array = builder.finish();
builder.append_value(value_2);
let _array = builder.finish();
builder.append_value(value_1);
let _array = builder.finish();
}
#[test]
fn test_string_view() {
let b1 = Buffer::from(b"world\xFFbananas\xF0\x9F\x98\x81");
let b2 = Buffer::from(b"cupcakes");
let b3 = Buffer::from(b"Many strings are here contained of great length and verbosity");
let mut v = StringViewBuilder::new();
assert_eq!(v.append_block(b1), 0);
v.append_value("This is a very long string that exceeds the inline length");
v.append_value("This is another very long string that exceeds the inline length");
assert_eq!(v.append_block(b2), 2);
assert_eq!(v.append_block(b3), 3);
// Test short strings
v.try_append_view(0, 0, 5).unwrap(); // world
v.try_append_view(0, 6, 7).unwrap(); // bananas
v.try_append_view(2, 3, 5).unwrap(); // cake
v.try_append_view(2, 0, 3).unwrap(); // cup
v.try_append_view(2, 0, 8).unwrap(); // cupcakes
v.try_append_view(0, 13, 4).unwrap(); // 😁
v.try_append_view(0, 13, 0).unwrap(); //
// Test longer strings
v.try_append_view(3, 0, 16).unwrap(); // Many strings are
v.try_append_view(1, 0, 19).unwrap(); // This is a very long
v.try_append_view(3, 13, 27).unwrap(); // here contained of great length
v.append_value("I do so like long strings");
let array = v.finish_cloned();
array.to_data().validate_full().unwrap();
assert_eq!(array.data_buffers().len(), 5);
let actual: Vec<_> = array.iter().flatten().collect();
assert_eq!(
actual,
&[
"This is a very long string that exceeds the inline length",
"This is another very long string that exceeds the inline length",
"world",
"bananas",
"cakes",
"cup",
"cupcakes",
"😁",
"",
"Many strings are",
"This is a very long",
"are here contained of great",
"I do so like long strings"
]
);
let err = v.try_append_view(0, u32::MAX, 1).unwrap_err();
assert_eq!(err.to_string(), "Invalid argument error: Range 4294967295..4294967296 out of bounds for block of length 17");
let err = v.try_append_view(0, 1, u32::MAX).unwrap_err();
assert_eq!(
err.to_string(),
"Invalid argument error: Range 1..4294967296 out of bounds for block of length 17"
);
let err = v.try_append_view(0, 13, 2).unwrap_err();
assert_eq!(err.to_string(), "Invalid argument error: Invalid view data");
let err = v.try_append_view(0, 40, 0).unwrap_err();
assert_eq!(
err.to_string(),
"Invalid argument error: Range 40..40 out of bounds for block of length 17"
);
let err = v.try_append_view(5, 0, 0).unwrap_err();
assert_eq!(
err.to_string(),
"Invalid argument error: No block found with index 5"
);
}
#[test]
fn test_string_view_with_block_size_growth() {
let mut exp_builder = StringViewBuilder::new();
let mut fixed_builder = StringViewBuilder::new().with_fixed_block_size(STARTING_BLOCK_SIZE);
let long_string = str::from_utf8(&[b'a'; STARTING_BLOCK_SIZE as usize]).unwrap();
for i in 0..9 {
// 8k, 16k, 32k, 64k, 128k, 256k, 512k, 1M, 2M
for _ in 0..(2_u32.pow(i)) {
exp_builder.append_value(long_string);
fixed_builder.append_value(long_string);
}
exp_builder.flush_in_progress();
fixed_builder.flush_in_progress();
// Every step only add one buffer, but the buffer size is much larger
assert_eq!(exp_builder.completed.len(), i as usize + 1);
assert_eq!(
exp_builder.completed[i as usize].len(),
STARTING_BLOCK_SIZE as usize * 2_usize.pow(i)
);
// This step we added 2^i blocks, the sum of blocks should be 2^(i+1) - 1
assert_eq!(fixed_builder.completed.len(), 2_usize.pow(i + 1) - 1);
// Every buffer is fixed size
assert!(fixed_builder
.completed
.iter()
.all(|b| b.len() == STARTING_BLOCK_SIZE as usize));
}
// Add one more value, and the buffer stop growing.
exp_builder.append_value(long_string);
exp_builder.flush_in_progress();
assert_eq!(
exp_builder.completed.last().unwrap().capacity(),
MAX_BLOCK_SIZE as usize
);
}
}