lance_encoding/encodings/physical/
value.rsuse arrow_schema::DataType;
use bytes::Bytes;
use futures::{future::BoxFuture, FutureExt};
use log::trace;
use snafu::{location, Location};
use std::ops::Range;
use std::sync::{Arc, Mutex};
use crate::buffer::LanceBuffer;
use crate::data::{DataBlock, FixedWidthDataBlock};
use crate::format::ProtobufUtils;
use crate::{
decoder::{PageScheduler, PrimitivePageDecoder},
encoder::{ArrayEncoder, EncodedArray},
EncodingsIo,
};
use lance_core::{Error, Result};
use super::block_compress::{CompressionScheme, GeneralBufferCompressor};
#[derive(Debug, Clone, Copy)]
pub struct ValuePageScheduler {
bytes_per_value: u64,
buffer_offset: u64,
buffer_size: u64,
compression_scheme: CompressionScheme,
}
impl ValuePageScheduler {
pub fn new(
bytes_per_value: u64,
buffer_offset: u64,
buffer_size: u64,
compression_scheme: CompressionScheme,
) -> Self {
Self {
bytes_per_value,
buffer_offset,
buffer_size,
compression_scheme,
}
}
}
impl PageScheduler for ValuePageScheduler {
fn schedule_ranges(
&self,
ranges: &[std::ops::Range<u64>],
scheduler: &Arc<dyn EncodingsIo>,
top_level_row: u64,
) -> BoxFuture<'static, Result<Box<dyn PrimitivePageDecoder>>> {
let (mut min, mut max) = (u64::MAX, 0);
let byte_ranges = if self.compression_scheme == CompressionScheme::None {
ranges
.iter()
.map(|range| {
let start = self.buffer_offset + (range.start * self.bytes_per_value);
let end = self.buffer_offset + (range.end * self.bytes_per_value);
min = min.min(start);
max = max.max(end);
start..end
})
.collect::<Vec<_>>()
} else {
min = self.buffer_offset;
max = self.buffer_offset + self.buffer_size;
vec![Range {
start: min,
end: max,
}]
};
trace!(
"Scheduling I/O for {} ranges spread across byte range {}..{}",
byte_ranges.len(),
min,
max
);
let bytes = scheduler.submit_request(byte_ranges, top_level_row);
let bytes_per_value = self.bytes_per_value;
let range_offsets = if self.compression_scheme != CompressionScheme::None {
ranges
.iter()
.map(|range| {
let start = (range.start * bytes_per_value) as usize;
let end = (range.end * bytes_per_value) as usize;
start..end
})
.collect::<Vec<_>>()
} else {
vec![]
};
async move {
let bytes = bytes.await?;
Ok(Box::new(ValuePageDecoder {
bytes_per_value,
data: bytes,
uncompressed_data: Arc::new(Mutex::new(None)),
uncompressed_range_offsets: range_offsets,
}) as Box<dyn PrimitivePageDecoder>)
}
.boxed()
}
}
struct ValuePageDecoder {
bytes_per_value: u64,
data: Vec<Bytes>,
uncompressed_data: Arc<Mutex<Option<Vec<Bytes>>>>,
uncompressed_range_offsets: Vec<std::ops::Range<usize>>,
}
impl ValuePageDecoder {
fn decompress(&self) -> Result<Vec<Bytes>> {
let bytes_u8: Vec<u8> = self.data[0].to_vec();
let buffer_compressor = GeneralBufferCompressor::get_compressor("");
let mut uncompressed_bytes: Vec<u8> = Vec::new();
buffer_compressor.decompress(&bytes_u8, &mut uncompressed_bytes)?;
let mut bytes_in_ranges: Vec<Bytes> =
Vec::with_capacity(self.uncompressed_range_offsets.len());
for range in &self.uncompressed_range_offsets {
let start = range.start;
let end = range.end;
bytes_in_ranges.push(Bytes::from(uncompressed_bytes[start..end].to_vec()));
}
Ok(bytes_in_ranges)
}
fn get_uncompressed_bytes(&self) -> Result<Arc<Mutex<Option<Vec<Bytes>>>>> {
let mut uncompressed_bytes = self.uncompressed_data.lock().unwrap();
if uncompressed_bytes.is_none() {
*uncompressed_bytes = Some(self.decompress()?);
}
Ok(Arc::clone(&self.uncompressed_data))
}
fn is_compressed(&self) -> bool {
!self.uncompressed_range_offsets.is_empty()
}
fn decode_buffers<'a>(
&'a self,
buffers: impl IntoIterator<Item = &'a Bytes>,
mut bytes_to_skip: u64,
mut bytes_to_take: u64,
) -> LanceBuffer {
let mut dest: Option<Vec<u8>> = None;
for buf in buffers.into_iter() {
let buf_len = buf.len() as u64;
if bytes_to_skip > buf_len {
bytes_to_skip -= buf_len;
} else {
let bytes_to_take_here = (buf_len - bytes_to_skip).min(bytes_to_take);
bytes_to_take -= bytes_to_take_here;
let start = bytes_to_skip as usize;
let end = start + bytes_to_take_here as usize;
let slice = buf.slice(start..end);
match (&mut dest, bytes_to_take) {
(None, 0) => {
return LanceBuffer::from_bytes(slice, self.bytes_per_value);
}
(None, _) => {
dest.replace(Vec::with_capacity(bytes_to_take as usize));
}
_ => {}
}
dest.as_mut().unwrap().extend_from_slice(&slice);
bytes_to_skip = 0;
}
}
LanceBuffer::from(dest.unwrap_or_default())
}
}
impl PrimitivePageDecoder for ValuePageDecoder {
fn decode(&self, rows_to_skip: u64, num_rows: u64) -> Result<DataBlock> {
let bytes_to_skip = rows_to_skip * self.bytes_per_value;
let bytes_to_take = num_rows * self.bytes_per_value;
let data_buffer = if self.is_compressed() {
let decoding_data = self.get_uncompressed_bytes()?;
let buffers = decoding_data.lock().unwrap();
self.decode_buffers(buffers.as_ref().unwrap(), bytes_to_skip, bytes_to_take)
} else {
self.decode_buffers(&self.data, bytes_to_skip, bytes_to_take)
};
Ok(DataBlock::FixedWidth(FixedWidthDataBlock {
bits_per_value: self.bytes_per_value * 8,
data: data_buffer,
num_values: num_rows,
}))
}
}
#[derive(Debug, Default)]
pub struct ValueEncoder {}
impl ArrayEncoder for ValueEncoder {
fn encode(
&self,
data: DataBlock,
_data_type: &DataType,
buffer_index: &mut u32,
) -> Result<EncodedArray> {
let index = *buffer_index;
*buffer_index += 1;
let encoding = match &data {
DataBlock::FixedWidth(fixed_width) => Ok(ProtobufUtils::flat_encoding(
fixed_width.bits_per_value,
index,
None,
)),
_ => Err(Error::InvalidInput {
source: format!(
"Cannot encode a data block of type {} with ValueEncoder",
data.name()
)
.into(),
location: location!(),
}),
}?;
Ok(EncodedArray { data, encoding })
}
}
#[cfg(test)]
pub(crate) mod tests {
use std::collections::HashMap;
use arrow_schema::{DataType, Field, TimeUnit};
use crate::testing::check_round_trip_encoding_random;
const PRIMITIVE_TYPES: &[DataType] = &[
DataType::Null,
DataType::FixedSizeBinary(2),
DataType::Date32,
DataType::Date64,
DataType::Int8,
DataType::Int16,
DataType::Int32,
DataType::Int64,
DataType::UInt8,
DataType::UInt16,
DataType::UInt32,
DataType::UInt64,
DataType::Float16,
DataType::Float32,
DataType::Float64,
DataType::Decimal128(10, 10),
DataType::Decimal256(10, 10),
DataType::Timestamp(TimeUnit::Nanosecond, None),
DataType::Time32(TimeUnit::Second),
DataType::Time64(TimeUnit::Nanosecond),
DataType::Duration(TimeUnit::Second),
];
#[test_log::test(tokio::test)]
async fn test_value_primitive() {
for data_type in PRIMITIVE_TYPES {
log::info!("Testing encoding for {:?}", data_type);
let field = Field::new("", data_type.clone(), false);
check_round_trip_encoding_random(field, HashMap::new()).await;
}
}
}