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refactor: new buffer abstractions in decoders #2648

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Jul 27, 2024
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6 changes: 3 additions & 3 deletions rust/lance-encoding-datafusion/src/zone.rs
Original file line number Diff line number Diff line change
Expand Up @@ -604,7 +604,7 @@ mod tests {

let decoder_middleware = DecoderMiddlewareChain::new()
.add_strategy(Arc::new(LanceDfFieldDecoderStrategy::new(schema.clone())))
.add_strategy(Arc::new(CoreFieldDecoderStrategy));
.add_strategy(Arc::new(CoreFieldDecoderStrategy::default()));

let num_rows = data.iter().map(|rb| rb.num_rows()).sum::<usize>();

Expand All @@ -618,7 +618,7 @@ mod tests {

let decoder_middleware = DecoderMiddlewareChain::new()
.add_strategy(Arc::new(LanceDfFieldDecoderStrategy::new(schema.clone())))
.add_strategy(Arc::new(CoreFieldDecoderStrategy));
.add_strategy(Arc::new(CoreFieldDecoderStrategy::default()));

let result = count_lance_file(
&fs,
Expand All @@ -638,7 +638,7 @@ mod tests {

let decoder_middleware = DecoderMiddlewareChain::new()
.add_strategy(Arc::new(LanceDfFieldDecoderStrategy::new(schema.clone())))
.add_strategy(Arc::new(CoreFieldDecoderStrategy));
.add_strategy(Arc::new(CoreFieldDecoderStrategy::default()));

let result = count_lance_file(
&fs,
Expand Down
91 changes: 91 additions & 0 deletions rust/lance-encoding/src/buffer.rs
Original file line number Diff line number Diff line change
@@ -0,0 +1,91 @@
// SPDX-License-Identifier: Apache-2.0
// SPDX-FileCopyrightText: Copyright The Lance Authors

//! Utilities for byte arrays

use std::{ops::Deref, ptr::NonNull, sync::Arc};

use arrow_buffer::Buffer;

/// A copy-on-write byte buffer
///
/// It can be created from read-only buffers (e.g. bytes::Bytes or arrow_buffer::Buffer), e.g. "borrowed"
/// or from writeable buffers (e.g. Vec<u8>), e.g. "owned"
#[derive(Debug)]
pub enum LanceBuffer {
Borrowed(Buffer),
Owned(Vec<u8>),
}

impl LanceBuffer {
/// Convert into a mutable buffer. If this is a borrowed buffer, the data will be copied.
pub fn into_owned(self) -> Vec<u8> {
match self {
LanceBuffer::Borrowed(buffer) => buffer.to_vec(),
LanceBuffer::Owned(buffer) => buffer,
}
}

/// Convert into an Arrow buffer. Never copies data.
pub fn into_buffer(self) -> Buffer {
match self {
LanceBuffer::Borrowed(buffer) => buffer,
LanceBuffer::Owned(buffer) => Buffer::from_vec(buffer),
}
}

/// Create a LanceBuffer from a bytes::Bytes object
///
/// The alignment must be specified (as `bytes_per_value`) since we want to make
/// sure we can safely reinterpret the buffer.
///
/// If the buffer is properly aligned this will be zero-copy. If not, a copy
/// will be made and an owned buffer returned.
pub fn from_bytes(bytes: bytes::Bytes, bytes_per_value: u64) -> LanceBuffer {
if bytes.as_ptr().align_offset(bytes_per_value as usize) != 0 {
// The original buffer is not aligned, cannot zero-copy
let mut buf = Vec::with_capacity(bytes.len());
buf.extend_from_slice(&bytes);
LanceBuffer::Owned(buf)
} else {
// The original buffer is aligned, can zero-copy
// SAFETY: the alignment is correct we can make this conversion
unsafe {
LanceBuffer::Borrowed(Buffer::from_custom_allocation(
NonNull::new(bytes.as_ptr() as _).expect("should be a valid pointer"),
bytes.len(),
Arc::new(bytes),
))
}
}
}
}

impl AsRef<[u8]> for LanceBuffer {
fn as_ref(&self) -> &[u8] {
match self {
LanceBuffer::Borrowed(buffer) => buffer.as_slice(),
LanceBuffer::Owned(buffer) => buffer.as_slice(),
}
}
}

impl Deref for LanceBuffer {
type Target = [u8];

fn deref(&self) -> &Self::Target {
self.as_ref()
}
}

impl From<Vec<u8>> for LanceBuffer {
fn from(buffer: Vec<u8>) -> Self {
LanceBuffer::Owned(buffer)
}
}

impl From<Buffer> for LanceBuffer {
fn from(buffer: Buffer) -> Self {
LanceBuffer::Borrowed(buffer)
}
}
234 changes: 234 additions & 0 deletions rust/lance-encoding/src/data.rs
Original file line number Diff line number Diff line change
@@ -0,0 +1,234 @@
// SPDX-License-Identifier: Apache-2.0
// SPDX-FileCopyrightText: Copyright The Lance Authors

//! Data layouts to represent encoded data in a sub-Arrow format

use std::any::Any;

use arrow::array::{ArrayData, ArrayDataBuilder};
use arrow_schema::DataType;
use snafu::{location, Location};

use lance_core::{Error, Result};

use crate::buffer::LanceBuffer;

/// A DataBlock is a collection of buffers that represents an "array" of data in very generic terms
///
/// The output of each decoder is a DataBlock. Decoders can be chained together to transform
/// one DataBlock into a different kind of DataBlock.
///
/// The DataBlock is somewhere in between Arrow's ArrayData and Array and represents a physical
/// layout of the data.
///
/// A DataBlock can be converted into an Arrow ArrayData (and then Array) for a given array type.
/// For example, a FixedWidthDataBlock can be converted into any primitive type or a fixed size
/// list of a primitive type.
pub trait DataBlock: Any {
/// Get a reference to the Any trait object
fn as_any(&self) -> &dyn Any;
/// Convert self into a Box<dyn Any>
fn as_any_box(self: Box<Self>) -> Box<dyn Any>;
/// Convert self into an Arrow ArrayData
fn into_arrow(self: Box<Self>, data_type: DataType, validate: bool) -> Result<ArrayData>;
}

/// Extension trait for DataBlock
pub trait DataBlockExt {
/// Try to convert a DataBlock into a specific layout
fn try_into_layout<T: DataBlock>(self) -> Result<Box<T>>;
}

impl DataBlockExt for Box<dyn DataBlock> {
fn try_into_layout<T: DataBlock>(self) -> Result<Box<T>> {
self.as_any_box()
.downcast::<T>()
.map_err(|_| Error::Internal {
message: "Couldn't convert to expected layout".to_string(),
location: location!(),
})
}
}

/// A data block with no buffers where everything is null
pub struct AllNullDataBlock {
/// The number of values represented by this block
pub num_values: u64,
}

impl DataBlock for AllNullDataBlock {
fn as_any(&self) -> &dyn Any {
self
}

fn as_any_box(self: Box<Self>) -> Box<dyn Any> {
self
}

fn into_arrow(self: Box<Self>, data_type: DataType, _validate: bool) -> Result<ArrayData> {
Ok(ArrayData::new_null(&data_type, self.num_values as usize))
}
}

/// Wraps a data block and adds nullability information to it
pub struct NullableDataBlock {
/// The underlying data
pub data: Box<dyn DataBlock>,
/// A bitmap of validity for each value
pub nulls: LanceBuffer,
}

impl DataBlock for NullableDataBlock {
fn as_any(&self) -> &dyn Any {
self
}

fn as_any_box(self: Box<Self>) -> Box<dyn Any> {
self
}

fn into_arrow(self: Box<Self>, data_type: DataType, validate: bool) -> Result<ArrayData> {
let nulls = self.nulls.into_buffer();
let data = self.data.into_arrow(data_type, validate)?.into_builder();
let data = data.null_bit_buffer(Some(nulls));
if validate {
Ok(data.build()?)
} else {
Ok(unsafe { data.build_unchecked() })
}
}
}

/// A data block for a single buffer of data where each element has a fixed number of bits
pub struct FixedWidthDataBlock {
/// The data buffer
pub data: LanceBuffer,
/// The number of bits per value
pub bits_per_value: u64,
/// The number of values represented by this block
pub num_values: u64,
}

impl FixedWidthDataBlock {
fn do_into_arrow(
self: Box<Self>,
data_type: DataType,
num_values: u64,
validate: bool,
) -> Result<ArrayData> {
let builder = match &data_type {
DataType::FixedSizeList(child_field, dim) => {
let child_len = num_values * *dim as u64;
let child_data =
self.do_into_arrow(child_field.data_type().clone(), child_len, validate)?;
ArrayDataBuilder::new(data_type)
.add_child_data(child_data)
.len(num_values as usize)
.null_count(0)
}
_ => {
let data_buffer = self.data.into_buffer();
ArrayDataBuilder::new(data_type)
.add_buffer(data_buffer)
.len(num_values as usize)
.null_count(0)
}
};
if validate {
Ok(builder.build()?)
} else {
Ok(unsafe { builder.build_unchecked() })
}
}
}

impl DataBlock for FixedWidthDataBlock {
fn as_any(&self) -> &dyn Any {
self
}

fn as_any_box(self: Box<Self>) -> Box<dyn Any> {
self
}

fn into_arrow(self: Box<Self>, data_type: DataType, validate: bool) -> Result<ArrayData> {
let root_num_values = self.num_values;
self.do_into_arrow(data_type, root_num_values, validate)
}
}

/// A data block for variable-width data (e.g. strings, packed rows, etc.)
pub struct VariableWidthBlock {
/// The data buffer
pub data: LanceBuffer,
/// The offsets buffer (contains num_values + 1 offsets)
pub offsets: LanceBuffer,
/// The number of bits per offset
pub bits_per_offset: u8,
/// The number of values represented by this block
pub num_values: u64,
}

impl DataBlock for VariableWidthBlock {
fn as_any(&self) -> &dyn Any {
self
}

fn as_any_box(self: Box<Self>) -> Box<dyn Any> {
self
}

fn into_arrow(self: Box<Self>, data_type: DataType, validate: bool) -> Result<ArrayData> {
let data_buffer = self.data.into_buffer();
let offsets_buffer = self.offsets.into_buffer();
let builder = ArrayDataBuilder::new(data_type)
.add_buffer(offsets_buffer)
.add_buffer(data_buffer)
.len(self.num_values as usize)
.null_count(0);
if validate {
Ok(builder.build()?)
} else {
Ok(unsafe { builder.build_unchecked() })
}
}
}

/// A data block representing a struct
pub struct StructDataBlock {
/// The child arrays
pub children: Vec<Box<dyn DataBlock>>,
}

impl DataBlock for StructDataBlock {
fn as_any(&self) -> &dyn Any {
self
}

fn as_any_box(self: Box<Self>) -> Box<dyn Any> {
self
}

fn into_arrow(self: Box<Self>, data_type: DataType, validate: bool) -> Result<ArrayData> {
if let DataType::Struct(fields) = &data_type {
let mut builder = ArrayDataBuilder::new(DataType::Struct(fields.clone()));
let mut num_rows = 0;
for (field, child) in fields.iter().zip(self.children) {
let child_data = child.into_arrow(field.data_type().clone(), validate)?;
num_rows = child_data.len();
builder = builder.add_child_data(child_data);
}
let builder = builder.null_count(0).len(num_rows);
if validate {
Ok(builder.build()?)
} else {
Ok(unsafe { builder.build_unchecked() })
}
} else {
Err(Error::Internal {
message: format!("Expected Struct, got {:?}", data_type),
location: location!(),
})
}
}
}
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