use arrow::array::PrimitiveArray;
use arrow::error::Error;
use arrow::error::Result;
use byteorder::{LittleEndian, ReadBytesExt};
use crate::compression::get_bits_needed;
use crate::compression::integer::compress_integer;
use crate::compression::integer::decompress_integer;
use crate::compression::integer::Dict;
use crate::compression::integer::DictEncoder;
use crate::compression::integer::RawNative;
use crate::compression::Compression;
use crate::general_err;
use crate::write::WriteOptions;
use super::traits::DoubleType;
use super::DoubleCompression;
use super::DoubleStats;
impl<T: DoubleType> DoubleCompression<T> for Dict {
fn compress(
&self,
array: &PrimitiveArray<T>,
_stats: &DoubleStats<T>,
write_options: &WriteOptions,
output_buf: &mut Vec<u8>,
) -> Result<usize> {
let start = output_buf.len();
let mut encoder = DictEncoder::with_capacity(array.len());
for val in array.iter() {
match val {
Some(val) => encoder.push(&RawNative { inner: *val }),
None => {
if encoder.is_empty() {
encoder.push(&RawNative {
inner: T::default(),
});
} else {
encoder.push_last_index();
}
}
};
}
let indices = encoder.take_indices();
let mut write_options = write_options.clone();
write_options.forbidden_compressions.push(Compression::Dict);
compress_integer(&indices, write_options, output_buf)?;
let sets = encoder.get_sets();
output_buf.extend_from_slice(&(sets.len() as u32).to_le_bytes());
for val in sets.iter() {
let bs = val.inner.to_le_bytes();
output_buf.extend_from_slice(bs.as_ref());
}
Ok(output_buf.len() - start)
}
fn decompress(&self, mut input: &[u8], length: usize, output: &mut Vec<T>) -> Result<()> {
let mut indices: Vec<u32> = Vec::new();
decompress_integer(&mut input, length, &mut indices, &mut vec![])?;
let data_size = input.read_u32::<LittleEndian>()? as usize * std::mem::size_of::<T>();
if input.len() < data_size {
return Err(general_err!(
"Invalid data size: {} less than {}",
input.len(),
data_size
));
}
let data: Vec<T> = input[0..data_size]
.chunks(std::mem::size_of::<T>())
.map(|chunk| match <T::Bytes>::try_from(chunk) {
Ok(bs) => T::from_le_bytes(bs),
Err(_e) => {
unreachable!()
}
})
.collect();
output.reserve(length);
for i in indices.iter() {
output.push(data[*i as usize]);
}
Ok(())
}
fn to_compression(&self) -> Compression {
Compression::Dict
}
fn compress_ratio(&self, stats: &super::DoubleStats<T>) -> f64 {
#[cfg(debug_assertions)]
{
if option_env!("STRAWBOAT_DICT_COMPRESSION") == Some("1") {
return f64::MAX;
}
}
const MIN_DICT_RATIO: usize = 3;
if stats.unique_count * MIN_DICT_RATIO >= stats.tuple_count {
return 0.0f64;
}
let mut after_size = stats.unique_count * std::mem::size_of::<T>()
+ stats.tuple_count * (get_bits_needed(stats.unique_count as u64) / 8) as usize;
after_size += (stats.tuple_count) * 2 / 128;
stats.total_bytes as f64 / after_size as f64
}
}