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Faster parquet DictEncoder (~20%) (apache#2123)
* Faster parquet DictEncoder * Reserve dictionary capacity * Split out interner * Fix RAT
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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. | ||
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// ---------------------------------------------------------------------- | ||
// Dictionary encoding | ||
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use crate::basic::{Encoding, Type}; | ||
use crate::data_type::private::ParquetValueType; | ||
use crate::data_type::{AsBytes, DataType}; | ||
use crate::encodings::encoding::{Encoder, PlainEncoder}; | ||
use crate::encodings::rle::RleEncoder; | ||
use crate::errors::{ParquetError, Result}; | ||
use crate::schema::types::ColumnDescPtr; | ||
use crate::util::bit_util::num_required_bits; | ||
use crate::util::interner::{Interner, Storage}; | ||
use crate::util::memory::ByteBufferPtr; | ||
use std::io::Write; | ||
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#[derive(Debug)] | ||
struct KeyStorage<T: DataType> { | ||
uniques: Vec<T::T>, | ||
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size_in_bytes: usize, | ||
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type_length: usize, | ||
} | ||
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impl<T: DataType> Storage for KeyStorage<T> { | ||
type Key = u64; | ||
type Value = T::T; | ||
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fn get(&self, idx: Self::Key) -> &Self::Value { | ||
&self.uniques[idx as usize] | ||
} | ||
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fn push(&mut self, value: &Self::Value) -> Self::Key { | ||
let (base_size, num_elements) = value.dict_encoding_size(); | ||
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let unique_size = match T::get_physical_type() { | ||
Type::BYTE_ARRAY => base_size + num_elements, | ||
Type::FIXED_LEN_BYTE_ARRAY => self.type_length, | ||
_ => base_size, | ||
}; | ||
self.size_in_bytes += unique_size; | ||
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let key = self.uniques.len() as u64; | ||
self.uniques.push(value.clone()); | ||
key | ||
} | ||
} | ||
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/// Dictionary encoder. | ||
/// The dictionary encoding builds a dictionary of values encountered in a given column. | ||
/// The dictionary page is written first, before the data pages of the column chunk. | ||
/// | ||
/// Dictionary page format: the entries in the dictionary - in dictionary order - | ||
/// using the plain encoding. | ||
/// | ||
/// Data page format: the bit width used to encode the entry ids stored as 1 byte | ||
/// (max bit width = 32), followed by the values encoded using RLE/Bit packed described | ||
/// above (with the given bit width). | ||
pub struct DictEncoder<T: DataType> { | ||
/// Descriptor for the column to be encoded. | ||
desc: ColumnDescPtr, | ||
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interner: Interner<KeyStorage<T>>, | ||
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/// The buffered indices | ||
indices: Vec<u64>, | ||
} | ||
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impl<T: DataType> DictEncoder<T> { | ||
/// Creates new dictionary encoder. | ||
pub fn new(desc: ColumnDescPtr) -> Self { | ||
let storage = KeyStorage { | ||
uniques: vec![], | ||
size_in_bytes: 0, | ||
type_length: desc.type_length() as usize, | ||
}; | ||
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Self { | ||
desc, | ||
interner: Interner::new(storage), | ||
indices: vec![], | ||
} | ||
} | ||
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/// Returns true if dictionary entries are sorted, false otherwise. | ||
pub fn is_sorted(&self) -> bool { | ||
// Sorting is not supported currently. | ||
false | ||
} | ||
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/// Returns number of unique values (keys) in the dictionary. | ||
pub fn num_entries(&self) -> usize { | ||
self.interner.storage().uniques.len() | ||
} | ||
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/// Returns size of unique values (keys) in the dictionary, in bytes. | ||
pub fn dict_encoded_size(&self) -> usize { | ||
self.interner.storage().size_in_bytes | ||
} | ||
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/// Writes out the dictionary values with PLAIN encoding in a byte buffer, and return | ||
/// the result. | ||
pub fn write_dict(&self) -> Result<ByteBufferPtr> { | ||
let mut plain_encoder = PlainEncoder::<T>::new(self.desc.clone(), vec![]); | ||
plain_encoder.put(&self.interner.storage().uniques)?; | ||
plain_encoder.flush_buffer() | ||
} | ||
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/// Writes out the dictionary values with RLE encoding in a byte buffer, and return | ||
/// the result. | ||
pub fn write_indices(&mut self) -> Result<ByteBufferPtr> { | ||
let buffer_len = self.estimated_data_encoded_size(); | ||
let mut buffer = vec![0; buffer_len]; | ||
buffer[0] = self.bit_width() as u8; | ||
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// Write bit width in the first byte | ||
buffer.write_all((self.bit_width() as u8).as_bytes())?; | ||
let mut encoder = RleEncoder::new_from_buf(self.bit_width(), buffer, 1); | ||
for index in &self.indices { | ||
if !encoder.put(*index as u64)? { | ||
return Err(general_err!("Encoder doesn't have enough space")); | ||
} | ||
} | ||
self.indices.clear(); | ||
Ok(ByteBufferPtr::new(encoder.consume()?)) | ||
} | ||
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fn put_one(&mut self, value: &T::T) { | ||
self.indices.push(self.interner.intern(value)); | ||
} | ||
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#[inline] | ||
fn bit_width(&self) -> u8 { | ||
let num_entries = self.num_entries(); | ||
if num_entries <= 1 { | ||
num_entries as u8 | ||
} else { | ||
num_required_bits(num_entries as u64 - 1) | ||
} | ||
} | ||
} | ||
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impl<T: DataType> Encoder<T> for DictEncoder<T> { | ||
fn put(&mut self, values: &[T::T]) -> Result<()> { | ||
self.indices.reserve(values.len()); | ||
for i in values { | ||
self.put_one(i) | ||
} | ||
Ok(()) | ||
} | ||
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// Performance Note: | ||
// As far as can be seen these functions are rarely called and as such we can hint to the | ||
// compiler that they dont need to be folded into hot locations in the final output. | ||
fn encoding(&self) -> Encoding { | ||
Encoding::PLAIN_DICTIONARY | ||
} | ||
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fn estimated_data_encoded_size(&self) -> usize { | ||
let bit_width = self.bit_width(); | ||
1 + RleEncoder::min_buffer_size(bit_width) | ||
+ RleEncoder::max_buffer_size(bit_width, self.indices.len()) | ||
} | ||
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fn flush_buffer(&mut self) -> Result<ByteBufferPtr> { | ||
self.write_indices() | ||
} | ||
} |
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