Parse parquet data with dictionary encoding. Using the PLAIN_DICTIONARY enum value is deprecated in the Parquet 2.0 specification. Prefer using RLE_DICTIONARY in a data page and PLAIN in a dictionary page for Parquet 2.0+ files. refer: https://github.com/apache/parquet-format/blob/master/Encodings.md
863 lines
33 KiB
C++
863 lines
33 KiB
C++
// 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.
|
|
#pragma once
|
|
|
|
#include <glog/logging.h>
|
|
|
|
#include "gutil/port.h"
|
|
#include "util/bit_stream_utils.inline.h"
|
|
#include "util/bit_util.h"
|
|
|
|
namespace doris {
|
|
|
|
// Utility classes to do run length encoding (RLE) for fixed bit width values. If runs
|
|
// are sufficiently long, RLE is used, otherwise, the values are just bit-packed
|
|
// (literal encoding).
|
|
// For both types of runs, there is a byte-aligned indicator which encodes the length
|
|
// of the run and the type of the run.
|
|
// This encoding has the benefit that when there aren't any long enough runs, values
|
|
// are always decoded at fixed (can be precomputed) bit offsets OR both the value and
|
|
// the run length are byte aligned. This allows for very efficient decoding
|
|
// implementations.
|
|
// The encoding is:
|
|
// encoded-block := run*
|
|
// run := literal-run | repeated-run
|
|
// literal-run := literal-indicator < literal bytes >
|
|
// repeated-run := repeated-indicator < repeated value. padded to byte boundary >
|
|
// literal-indicator := varint_encode( number_of_groups << 1 | 1)
|
|
// repeated-indicator := varint_encode( number_of_repetitions << 1 )
|
|
//
|
|
// Each run is preceded by a varint. The varint's least significant bit is
|
|
// used to indicate whether the run is a literal run or a repeated run. The rest
|
|
// of the varint is used to determine the length of the run (eg how many times the
|
|
// value repeats).
|
|
//
|
|
// In the case of literal runs, the run length is always a multiple of 8 (i.e. encode
|
|
// in groups of 8), so that no matter the bit-width of the value, the sequence will end
|
|
// on a byte boundary without padding.
|
|
// Given that we know it is a multiple of 8, we store the number of 8-groups rather than
|
|
// the actual number of encoded ints. (This means that the total number of encoded values
|
|
// can not be determined from the encoded data, since the number of values in the last
|
|
// group may not be a multiple of 8).
|
|
// There is a break-even point when it is more storage efficient to do run length
|
|
// encoding. For 1 bit-width values, that point is 8 values. They require 2 bytes
|
|
// for both the repeated encoding or the literal encoding. This value can always
|
|
// be computed based on the bit-width.
|
|
// TODO: think about how to use this for strings. The bit packing isn't quite the same.
|
|
//
|
|
// Examples with bit-width 1 (eg encoding booleans):
|
|
// ----------------------------------------
|
|
// 100 1s followed by 100 0s:
|
|
// <varint(100 << 1)> <1, padded to 1 byte> <varint(100 << 1)> <0, padded to 1 byte>
|
|
// - (total 4 bytes)
|
|
//
|
|
// alternating 1s and 0s (200 total):
|
|
// 200 ints = 25 groups of 8
|
|
// <varint((25 << 1) | 1)> <25 bytes of values, bitpacked>
|
|
// (total 26 bytes, 1 byte overhead)
|
|
//
|
|
|
|
// Decoder class for RLE encoded data.
|
|
//
|
|
// NOTE: the encoded format does not have any length prefix or any other way of
|
|
// indicating that the encoded sequence ends at a certain point, so the Decoder
|
|
// methods may return some extra bits at the end before the read methods start
|
|
// to return 0/false.
|
|
template <typename T>
|
|
class RleDecoder {
|
|
public:
|
|
// Create a decoder object. buffer/buffer_len is the decoded data.
|
|
// bit_width is the width of each value (before encoding).
|
|
RleDecoder(const uint8_t* buffer, int buffer_len, int bit_width)
|
|
: bit_reader_(buffer, buffer_len),
|
|
bit_width_(bit_width),
|
|
current_value_(0),
|
|
repeat_count_(0),
|
|
literal_count_(0),
|
|
rewind_state_(CANT_REWIND) {
|
|
DCHECK_GE(bit_width_, 1);
|
|
DCHECK_LE(bit_width_, 64);
|
|
}
|
|
|
|
RleDecoder() {}
|
|
|
|
// Skip n values, and returns the number of non-zero entries skipped.
|
|
size_t Skip(size_t to_skip);
|
|
|
|
// Gets the next value. Returns false if there are no more.
|
|
bool Get(T* val);
|
|
|
|
// Seek to the previous value.
|
|
void RewindOne();
|
|
|
|
// Gets the next run of the same 'val'. Returns 0 if there is no
|
|
// more data to be decoded. Will return a run of at most 'max_run'
|
|
// values. If there are more values than this, the next call to
|
|
// GetNextRun will return more from the same run.
|
|
size_t GetNextRun(T* val, size_t max_run);
|
|
|
|
size_t get_values(T* values, size_t num_values);
|
|
|
|
// Get the count of current repeated value
|
|
size_t repeated_count();
|
|
|
|
// Get current repeated value, make sure that count equals repeated_count()
|
|
T get_repeated_value(size_t count);
|
|
|
|
private:
|
|
bool ReadHeader();
|
|
|
|
enum RewindState { REWIND_LITERAL, REWIND_RUN, CANT_REWIND };
|
|
|
|
BitReader bit_reader_;
|
|
int bit_width_;
|
|
uint64_t current_value_;
|
|
uint32_t repeat_count_;
|
|
uint32_t literal_count_;
|
|
RewindState rewind_state_;
|
|
};
|
|
|
|
// Class to incrementally build the rle data.
|
|
// The encoding has two modes: encoding repeated runs and literal runs.
|
|
// If the run is sufficiently short, it is more efficient to encode as a literal run.
|
|
// This class does so by buffering 8 values at a time. If they are not all the same
|
|
// they are added to the literal run. If they are the same, they are added to the
|
|
// repeated run. When we switch modes, the previous run is flushed out.
|
|
template <typename T>
|
|
class RleEncoder {
|
|
public:
|
|
// buffer: buffer to write bits to.
|
|
// bit_width: max number of bits for value.
|
|
// TODO: consider adding a min_repeated_run_length so the caller can control
|
|
// when values should be encoded as repeated runs. Currently this is derived
|
|
// based on the bit_width, which can determine a storage optimal choice.
|
|
explicit RleEncoder(faststring* buffer, int bit_width)
|
|
: bit_width_(bit_width), bit_writer_(buffer) {
|
|
DCHECK_GE(bit_width_, 1);
|
|
DCHECK_LE(bit_width_, 64);
|
|
Clear();
|
|
}
|
|
|
|
// Reserve 'num_bytes' bytes for a plain encoded header, set each
|
|
// byte with 'val': this is used for the RLE-encoded data blocks in
|
|
// order to be able to able to store the initial ordinal position
|
|
// and number of elements. This is a part of RleEncoder in order to
|
|
// maintain the correct offset in 'buffer'.
|
|
void Reserve(int num_bytes, uint8_t val);
|
|
|
|
// Encode value. This value must be representable with bit_width_ bits.
|
|
void Put(T value, size_t run_length = 1);
|
|
|
|
// Flushes any pending values to the underlying buffer.
|
|
// Returns the total number of bytes written
|
|
int Flush();
|
|
|
|
// Resets all the state in the encoder.
|
|
void Clear();
|
|
|
|
int32_t len() const { return bit_writer_.bytes_written(); }
|
|
|
|
private:
|
|
// Flushes any buffered values. If this is part of a repeated run, this is largely
|
|
// a no-op.
|
|
// If it is part of a literal run, this will call FlushLiteralRun, which writes
|
|
// out the buffered literal values.
|
|
// If 'done' is true, the current run would be written even if it would normally
|
|
// have been buffered more. This should only be called at the end, when the
|
|
// encoder has received all values even if it would normally continue to be
|
|
// buffered.
|
|
void FlushBufferedValues(bool done);
|
|
|
|
// Flushes literal values to the underlying buffer. If update_indicator_byte,
|
|
// then the current literal run is complete and the indicator byte is updated.
|
|
void FlushLiteralRun(bool update_indicator_byte);
|
|
|
|
// Flushes a repeated run to the underlying buffer.
|
|
void FlushRepeatedRun();
|
|
|
|
// Number of bits needed to encode the value.
|
|
const int bit_width_;
|
|
|
|
// Underlying buffer.
|
|
BitWriter bit_writer_;
|
|
|
|
// We need to buffer at most 8 values for literals. This happens when the
|
|
// bit_width is 1 (so 8 values fit in one byte).
|
|
// TODO: generalize this to other bit widths
|
|
uint64_t buffered_values_[8];
|
|
|
|
// Number of values in buffered_values_
|
|
int num_buffered_values_;
|
|
|
|
// The current (also last) value that was written and the count of how
|
|
// many times in a row that value has been seen. This is maintained even
|
|
// if we are in a literal run. If the repeat_count_ get high enough, we switch
|
|
// to encoding repeated runs.
|
|
uint64_t current_value_;
|
|
int repeat_count_;
|
|
|
|
// Number of literals in the current run. This does not include the literals
|
|
// that might be in buffered_values_. Only after we've got a group big enough
|
|
// can we decide if they should part of the literal_count_ or repeat_count_
|
|
int literal_count_;
|
|
|
|
// Index of a byte in the underlying buffer that stores the indicator byte.
|
|
// This is reserved as soon as we need a literal run but the value is written
|
|
// when the literal run is complete. We maintain an index rather than a pointer
|
|
// into the underlying buffer because the pointer value may become invalid if
|
|
// the underlying buffer is resized.
|
|
int literal_indicator_byte_idx_;
|
|
};
|
|
|
|
template <typename T>
|
|
inline bool RleDecoder<T>::ReadHeader() {
|
|
DCHECK(bit_reader_.is_initialized());
|
|
if (PREDICT_FALSE(literal_count_ == 0 && repeat_count_ == 0)) {
|
|
// Read the next run's indicator int, it could be a literal or repeated run
|
|
// The int is encoded as a vlq-encoded value.
|
|
int32_t indicator_value = 0;
|
|
bool result = bit_reader_.GetVlqInt(&indicator_value);
|
|
if (PREDICT_FALSE(!result)) {
|
|
return false;
|
|
}
|
|
|
|
// lsb indicates if it is a literal run or repeated run
|
|
bool is_literal = indicator_value & 1;
|
|
if (is_literal) {
|
|
literal_count_ = (indicator_value >> 1) * 8;
|
|
DCHECK_GT(literal_count_, 0);
|
|
} else {
|
|
repeat_count_ = indicator_value >> 1;
|
|
DCHECK_GT(repeat_count_, 0);
|
|
bool result = bit_reader_.GetAligned<T>(BitUtil::Ceil(bit_width_, 8),
|
|
reinterpret_cast<T*>(¤t_value_));
|
|
DCHECK(result);
|
|
}
|
|
}
|
|
return true;
|
|
}
|
|
|
|
template <typename T>
|
|
inline bool RleDecoder<T>::Get(T* val) {
|
|
DCHECK(bit_reader_.is_initialized());
|
|
if (PREDICT_FALSE(!ReadHeader())) {
|
|
return false;
|
|
}
|
|
|
|
if (PREDICT_TRUE(repeat_count_ > 0)) {
|
|
*val = current_value_;
|
|
--repeat_count_;
|
|
rewind_state_ = REWIND_RUN;
|
|
} else {
|
|
DCHECK(literal_count_ > 0);
|
|
bool result = bit_reader_.GetValue(bit_width_, val);
|
|
DCHECK(result);
|
|
--literal_count_;
|
|
rewind_state_ = REWIND_LITERAL;
|
|
}
|
|
|
|
return true;
|
|
}
|
|
|
|
template <typename T>
|
|
inline void RleDecoder<T>::RewindOne() {
|
|
DCHECK(bit_reader_.is_initialized());
|
|
|
|
switch (rewind_state_) {
|
|
case CANT_REWIND:
|
|
LOG(FATAL) << "Can't rewind more than once after each read!";
|
|
break;
|
|
case REWIND_RUN:
|
|
++repeat_count_;
|
|
break;
|
|
case REWIND_LITERAL: {
|
|
bit_reader_.Rewind(bit_width_);
|
|
++literal_count_;
|
|
break;
|
|
}
|
|
}
|
|
|
|
rewind_state_ = CANT_REWIND;
|
|
}
|
|
|
|
template <typename T>
|
|
inline size_t RleDecoder<T>::GetNextRun(T* val, size_t max_run) {
|
|
DCHECK(bit_reader_.is_initialized());
|
|
DCHECK_GT(max_run, 0);
|
|
size_t ret = 0;
|
|
size_t rem = max_run;
|
|
while (ReadHeader()) {
|
|
if (PREDICT_TRUE(repeat_count_ > 0)) {
|
|
if (PREDICT_FALSE(ret > 0 && *val != current_value_)) {
|
|
return ret;
|
|
}
|
|
*val = current_value_;
|
|
if (repeat_count_ >= rem) {
|
|
// The next run is longer than the amount of remaining data
|
|
// that the caller wants to read. Only consume it partially.
|
|
repeat_count_ -= rem;
|
|
ret += rem;
|
|
return ret;
|
|
}
|
|
ret += repeat_count_;
|
|
rem -= repeat_count_;
|
|
repeat_count_ = 0;
|
|
} else {
|
|
DCHECK(literal_count_ > 0);
|
|
if (ret == 0) {
|
|
bool has_more = bit_reader_.GetValue(bit_width_, val);
|
|
DCHECK(has_more);
|
|
literal_count_--;
|
|
ret++;
|
|
rem--;
|
|
}
|
|
|
|
while (literal_count_ > 0) {
|
|
bool result = bit_reader_.GetValue(bit_width_, ¤t_value_);
|
|
DCHECK(result);
|
|
if (current_value_ != *val || rem == 0) {
|
|
bit_reader_.Rewind(bit_width_);
|
|
return ret;
|
|
}
|
|
ret++;
|
|
rem--;
|
|
literal_count_--;
|
|
}
|
|
}
|
|
}
|
|
return ret;
|
|
}
|
|
|
|
template <typename T>
|
|
inline size_t RleDecoder<T>::get_values(T* values, size_t num_values) {
|
|
size_t read_num = 0;
|
|
while (read_num < num_values) {
|
|
size_t read_this_time = num_values - read_num;
|
|
|
|
if (LIKELY(repeat_count_ > 0)) {
|
|
read_this_time = std::min((size_t)repeat_count_, read_this_time);
|
|
std::fill(values, values + read_this_time, current_value_);
|
|
values += read_this_time;
|
|
repeat_count_ -= read_this_time;
|
|
read_num += read_this_time;
|
|
} else if (literal_count_ > 0) {
|
|
read_this_time = std::min((size_t)literal_count_, read_this_time);
|
|
for (int i = 0; i < read_this_time; ++i) {
|
|
bool result = bit_reader_.GetValue(bit_width_, values);
|
|
DCHECK(result);
|
|
values++;
|
|
}
|
|
literal_count_ -= read_this_time;
|
|
read_num += read_this_time;
|
|
} else {
|
|
if (!ReadHeader()) {
|
|
return read_num;
|
|
}
|
|
}
|
|
}
|
|
return read_num;
|
|
}
|
|
|
|
template <typename T>
|
|
inline size_t RleDecoder<T>::repeated_count() {
|
|
if (repeat_count_ > 0) {
|
|
return repeat_count_;
|
|
}
|
|
if (literal_count_ == 0) {
|
|
ReadHeader();
|
|
}
|
|
return repeat_count_;
|
|
}
|
|
|
|
template <typename T>
|
|
inline T RleDecoder<T>::get_repeated_value(size_t count) {
|
|
DCHECK_GE(repeat_count_, count);
|
|
repeat_count_ -= count;
|
|
return current_value_;
|
|
}
|
|
|
|
template <typename T>
|
|
inline size_t RleDecoder<T>::Skip(size_t to_skip) {
|
|
DCHECK(bit_reader_.is_initialized());
|
|
|
|
size_t set_count = 0;
|
|
while (to_skip > 0) {
|
|
bool result = ReadHeader();
|
|
DCHECK(result);
|
|
|
|
if (PREDICT_TRUE(repeat_count_ > 0)) {
|
|
size_t nskip = (repeat_count_ < to_skip) ? repeat_count_ : to_skip;
|
|
repeat_count_ -= nskip;
|
|
to_skip -= nskip;
|
|
if (current_value_ != 0) {
|
|
set_count += nskip;
|
|
}
|
|
} else {
|
|
DCHECK(literal_count_ > 0);
|
|
size_t nskip = (literal_count_ < to_skip) ? literal_count_ : to_skip;
|
|
literal_count_ -= nskip;
|
|
to_skip -= nskip;
|
|
for (; nskip > 0; nskip--) {
|
|
T value = 0;
|
|
bool result = bit_reader_.GetValue(bit_width_, &value);
|
|
DCHECK(result);
|
|
if (value != 0) {
|
|
set_count++;
|
|
}
|
|
}
|
|
}
|
|
}
|
|
return set_count;
|
|
}
|
|
|
|
// This function buffers input values 8 at a time. After seeing all 8 values,
|
|
// it decides whether they should be encoded as a literal or repeated run.
|
|
template <typename T>
|
|
inline void RleEncoder<T>::Put(T value, size_t run_length) {
|
|
DCHECK(bit_width_ == 64 || value < (1LL << bit_width_));
|
|
|
|
// TODO(perf): remove the loop and use the repeat_count_
|
|
for (; run_length > 0; run_length--) {
|
|
if (PREDICT_TRUE(current_value_ == value)) {
|
|
++repeat_count_;
|
|
if (repeat_count_ > 8) {
|
|
// This is just a continuation of the current run, no need to buffer the
|
|
// values.
|
|
// Note that this is the fast path for long repeated runs.
|
|
continue;
|
|
}
|
|
} else {
|
|
if (repeat_count_ >= 8) {
|
|
// We had a run that was long enough but it has ended. Flush the
|
|
// current repeated run.
|
|
DCHECK_EQ(literal_count_, 0);
|
|
FlushRepeatedRun();
|
|
}
|
|
repeat_count_ = 1;
|
|
current_value_ = value;
|
|
}
|
|
|
|
buffered_values_[num_buffered_values_] = value;
|
|
if (++num_buffered_values_ == 8) {
|
|
DCHECK_EQ(literal_count_ % 8, 0);
|
|
FlushBufferedValues(false);
|
|
}
|
|
}
|
|
}
|
|
|
|
template <typename T>
|
|
inline void RleEncoder<T>::FlushLiteralRun(bool update_indicator_byte) {
|
|
if (literal_indicator_byte_idx_ < 0) {
|
|
// The literal indicator byte has not been reserved yet, get one now.
|
|
literal_indicator_byte_idx_ = bit_writer_.GetByteIndexAndAdvance(1);
|
|
DCHECK_GE(literal_indicator_byte_idx_, 0);
|
|
}
|
|
|
|
// Write all the buffered values as bit packed literals
|
|
for (int i = 0; i < num_buffered_values_; ++i) {
|
|
bit_writer_.PutValue(buffered_values_[i], bit_width_);
|
|
}
|
|
num_buffered_values_ = 0;
|
|
|
|
if (update_indicator_byte) {
|
|
// At this point we need to write the indicator byte for the literal run.
|
|
// We only reserve one byte, to allow for streaming writes of literal values.
|
|
// The logic makes sure we flush literal runs often enough to not overrun
|
|
// the 1 byte.
|
|
int num_groups = BitUtil::Ceil(literal_count_, 8);
|
|
int32_t indicator_value = (num_groups << 1) | 1;
|
|
DCHECK_EQ(indicator_value & 0xFFFFFF00, 0);
|
|
bit_writer_.buffer()->data()[literal_indicator_byte_idx_] = indicator_value;
|
|
literal_indicator_byte_idx_ = -1;
|
|
literal_count_ = 0;
|
|
}
|
|
}
|
|
|
|
template <typename T>
|
|
inline void RleEncoder<T>::FlushRepeatedRun() {
|
|
DCHECK_GT(repeat_count_, 0);
|
|
// The lsb of 0 indicates this is a repeated run
|
|
int32_t indicator_value = repeat_count_ << 1 | 0;
|
|
bit_writer_.PutVlqInt(indicator_value);
|
|
bit_writer_.PutAligned(current_value_, BitUtil::Ceil(bit_width_, 8));
|
|
num_buffered_values_ = 0;
|
|
repeat_count_ = 0;
|
|
}
|
|
|
|
// Flush the values that have been buffered. At this point we decide whether
|
|
// we need to switch between the run types or continue the current one.
|
|
template <typename T>
|
|
inline void RleEncoder<T>::FlushBufferedValues(bool done) {
|
|
if (repeat_count_ >= 8) {
|
|
// Clear the buffered values. They are part of the repeated run now and we
|
|
// don't want to flush them out as literals.
|
|
num_buffered_values_ = 0;
|
|
if (literal_count_ != 0) {
|
|
// There was a current literal run. All the values in it have been flushed
|
|
// but we still need to update the indicator byte.
|
|
DCHECK_EQ(literal_count_ % 8, 0);
|
|
DCHECK_EQ(repeat_count_, 8);
|
|
FlushLiteralRun(true);
|
|
}
|
|
DCHECK_EQ(literal_count_, 0);
|
|
return;
|
|
}
|
|
|
|
literal_count_ += num_buffered_values_;
|
|
int num_groups = BitUtil::Ceil(literal_count_, 8);
|
|
if (num_groups + 1 >= (1 << 6)) {
|
|
// We need to start a new literal run because the indicator byte we've reserved
|
|
// cannot store more values.
|
|
DCHECK_GE(literal_indicator_byte_idx_, 0);
|
|
FlushLiteralRun(true);
|
|
} else {
|
|
FlushLiteralRun(done);
|
|
}
|
|
repeat_count_ = 0;
|
|
}
|
|
|
|
template <typename T>
|
|
inline void RleEncoder<T>::Reserve(int num_bytes, uint8_t val) {
|
|
for (int i = 0; i < num_bytes; ++i) {
|
|
bit_writer_.PutValue(val, 8);
|
|
}
|
|
}
|
|
|
|
template <typename T>
|
|
inline int RleEncoder<T>::Flush() {
|
|
if (literal_count_ > 0 || repeat_count_ > 0 || num_buffered_values_ > 0) {
|
|
bool all_repeat = literal_count_ == 0 &&
|
|
(repeat_count_ == num_buffered_values_ || num_buffered_values_ == 0);
|
|
// There is something pending, figure out if it's a repeated or literal run
|
|
if (repeat_count_ > 0 && all_repeat) {
|
|
FlushRepeatedRun();
|
|
} else {
|
|
literal_count_ += num_buffered_values_;
|
|
FlushLiteralRun(true);
|
|
repeat_count_ = 0;
|
|
}
|
|
}
|
|
bit_writer_.Flush();
|
|
DCHECK_EQ(num_buffered_values_, 0);
|
|
DCHECK_EQ(literal_count_, 0);
|
|
DCHECK_EQ(repeat_count_, 0);
|
|
return bit_writer_.bytes_written();
|
|
}
|
|
|
|
template <typename T>
|
|
inline void RleEncoder<T>::Clear() {
|
|
current_value_ = 0;
|
|
repeat_count_ = 0;
|
|
num_buffered_values_ = 0;
|
|
literal_count_ = 0;
|
|
literal_indicator_byte_idx_ = -1;
|
|
bit_writer_.Clear();
|
|
}
|
|
|
|
// Copy from https://github.com/apache/impala/blob/master/be/src/util/rle-encoding.h
|
|
// Utility classes to do run length encoding (RLE) for fixed bit width values. If runs
|
|
// are sufficiently long, RLE is used, otherwise, the values are just bit-packed
|
|
// (literal encoding).
|
|
//
|
|
// For both types of runs, there is a byte-aligned indicator which encodes the length
|
|
// of the run and the type of the run.
|
|
//
|
|
// This encoding has the benefit that when there aren't any long enough runs, values
|
|
// are always decoded at fixed (can be precomputed) bit offsets OR both the value and
|
|
// the run length are byte aligned. This allows for very efficient decoding
|
|
// implementations.
|
|
// The encoding is:
|
|
// encoded-block := run*
|
|
// run := literal-run | repeated-run
|
|
// literal-run := literal-indicator < literal bytes >
|
|
// repeated-run := repeated-indicator < repeated value. padded to byte boundary >
|
|
// literal-indicator := varint_encode( number_of_groups << 1 | 1)
|
|
// repeated-indicator := varint_encode( number_of_repetitions << 1 )
|
|
//
|
|
// Each run is preceded by a varint. The varint's least significant bit is
|
|
// used to indicate whether the run is a literal run or a repeated run. The rest
|
|
// of the varint is used to determine the length of the run (eg how many times the
|
|
// value repeats).
|
|
//
|
|
// In the case of literal runs, the run length is always a multiple of 8 (i.e. encode
|
|
// in groups of 8), so that no matter the bit-width of the value, the sequence will end
|
|
// on a byte boundary without padding.
|
|
// Given that we know it is a multiple of 8, we store the number of 8-groups rather than
|
|
// the actual number of encoded ints. (This means that the total number of encoded values
|
|
// can not be determined from the encoded data, since the number of values in the last
|
|
// group may not be a multiple of 8). For the last group of literal runs, we pad
|
|
// the group to 8 with zeros. This allows for 8 at a time decoding on the read side
|
|
// without the need for additional checks.
|
|
//
|
|
// There is a break-even point when it is more storage efficient to do run length
|
|
// encoding. For 1 bit-width values, that point is 8 values. They require 2 bytes
|
|
// for both the repeated encoding or the literal encoding. This value can always
|
|
// be computed based on the bit-width.
|
|
// TODO: For 1 bit-width values it can be optimal to use 16 or 24 values, but more
|
|
// investigation is needed to do this efficiently, see the reverted IMPALA-6658.
|
|
// TODO: think about how to use this for strings. The bit packing isn't quite the same.
|
|
//
|
|
// Examples with bit-width 1 (eg encoding booleans):
|
|
// ----------------------------------------
|
|
// 100 1s followed by 100 0s:
|
|
// <varint(100 << 1)> <1, padded to 1 byte> <varint(100 << 1)> <0, padded to 1 byte>
|
|
// - (total 4 bytes)
|
|
//
|
|
// alternating 1s and 0s (200 total):
|
|
// 200 ints = 25 groups of 8
|
|
// <varint((25 << 1) | 1)> <25 bytes of values, bitpacked>
|
|
// (total 26 bytes, 1 byte overhead)
|
|
|
|
// RLE decoder with a batch-oriented interface that enables fast decoding.
|
|
// Users of this class must first initialize the class to point to a buffer of
|
|
// RLE-encoded data, passed into the constructor or Reset(). The provided
|
|
// bit_width must be at most min(sizeof(T) * 8, BatchedBitReader::MAX_BITWIDTH).
|
|
// Then they can decode data by checking NextNumRepeats()/NextNumLiterals() to
|
|
// see if the next run is a repeated or literal run, then calling
|
|
// GetRepeatedValue() or GetLiteralValues() respectively to read the values.
|
|
//
|
|
// End-of-input is signalled by NextNumRepeats() == NextNumLiterals() == 0.
|
|
// Other decoding errors are signalled by functions returning false. If an
|
|
// error is encountered then it is not valid to read any more data until
|
|
// Reset() is called.
|
|
|
|
template <typename T>
|
|
class RleBatchDecoder {
|
|
public:
|
|
RleBatchDecoder(uint8_t* buffer, int buffer_len, int bit_width) {
|
|
Reset(buffer, buffer_len, bit_width);
|
|
}
|
|
|
|
RleBatchDecoder() = default;
|
|
|
|
// Reset the decoder to read from a new buffer.
|
|
void Reset(uint8_t* buffer, int buffer_len, int bit_width);
|
|
|
|
// Return the size of the current repeated run. Returns zero if the current run is
|
|
// a literal run or if no more runs can be read from the input.
|
|
int32_t NextNumRepeats();
|
|
|
|
// Get the value of the current repeated run and consume the given number of repeats.
|
|
// Only valid to call when NextNumRepeats() > 0. The given number of repeats cannot
|
|
// be greater than the remaining number of repeats in the run. 'num_repeats_to_consume'
|
|
// can be set to 0 to peek at the value without consuming repeats.
|
|
T GetRepeatedValue(int32_t num_repeats_to_consume);
|
|
|
|
// Return the size of the current literal run. Returns zero if the current run is
|
|
// a repeated run or if no more runs can be read from the input.
|
|
int32_t NextNumLiterals();
|
|
|
|
// Consume 'num_literals_to_consume' literals from the current literal run,
|
|
// copying the values to 'values'. 'num_literals_to_consume' must be <=
|
|
// NextNumLiterals(). Returns true if the requested number of literals were
|
|
// successfully read or false if an error was encountered, e.g. the input was
|
|
// truncated.
|
|
bool GetLiteralValues(int32_t num_literals_to_consume, T* values) WARN_UNUSED_RESULT;
|
|
|
|
// Consume 'num_values_to_consume' values and copy them to 'values'.
|
|
// Returns the number of consumed values or 0 if an error occurred.
|
|
int32_t GetBatch(T* values, int32_t batch_num);
|
|
|
|
private:
|
|
// Called when both 'literal_count_' and 'repeat_count_' have been exhausted.
|
|
// Sets either 'literal_count_' or 'repeat_count_' to the size of the next literal
|
|
// or repeated run, or leaves both at 0 if no more values can be read (either because
|
|
// the end of the input was reached or an error was encountered decoding).
|
|
void NextCounts();
|
|
|
|
/// Fill the literal buffer. Invalid to call if there are already buffered literals.
|
|
/// Return false if the input was truncated. This does not advance 'literal_count_'.
|
|
bool FillLiteralBuffer() WARN_UNUSED_RESULT;
|
|
|
|
bool HaveBufferedLiterals() const { return literal_buffer_pos_ < num_buffered_literals_; }
|
|
|
|
/// Output buffered literals, advancing 'literal_buffer_pos_' and decrementing
|
|
/// 'literal_count_'. Returns the number of literals outputted.
|
|
int32_t OutputBufferedLiterals(int32_t max_to_output, T* values);
|
|
|
|
BatchedBitReader bit_reader_;
|
|
|
|
// Number of bits needed to encode the value. Must be between 0 and 64 after
|
|
// the decoder is initialized with a buffer. -1 indicates the decoder was not
|
|
// initialized.
|
|
int bit_width_ = -1;
|
|
|
|
// If a repeated run, the number of repeats remaining in the current run to be read.
|
|
// If the current run is a literal run, this is 0.
|
|
int32_t repeat_count_ = 0;
|
|
|
|
// If a literal run, the number of literals remaining in the current run to be read.
|
|
// If the current run is a repeated run, this is 0.
|
|
int32_t literal_count_ = 0;
|
|
|
|
// If a repeated run, the current repeated value.
|
|
T repeated_value_;
|
|
|
|
// Size of buffer for literal values. Large enough to decode a full batch of 32
|
|
// literals. The buffer is needed to allow clients to read in batches that are not
|
|
// multiples of 32.
|
|
static constexpr int LITERAL_BUFFER_LEN = 32;
|
|
|
|
// Buffer containing 'num_buffered_literals_' values. 'literal_buffer_pos_' is the
|
|
// position of the next literal to be read from the buffer.
|
|
T literal_buffer_[LITERAL_BUFFER_LEN];
|
|
int num_buffered_literals_ = 0;
|
|
int literal_buffer_pos_ = 0;
|
|
};
|
|
|
|
template <typename T>
|
|
inline int32_t RleBatchDecoder<T>::OutputBufferedLiterals(int32_t max_to_output, T* values) {
|
|
int32_t num_to_output =
|
|
std::min<int32_t>(max_to_output, num_buffered_literals_ - literal_buffer_pos_);
|
|
memcpy(values, &literal_buffer_[literal_buffer_pos_], sizeof(T) * num_to_output);
|
|
literal_buffer_pos_ += num_to_output;
|
|
literal_count_ -= num_to_output;
|
|
return num_to_output;
|
|
}
|
|
|
|
template <typename T>
|
|
inline void RleBatchDecoder<T>::Reset(uint8_t* buffer, int buffer_len, int bit_width) {
|
|
bit_reader_.Reset(buffer, buffer_len);
|
|
bit_width_ = bit_width;
|
|
repeat_count_ = 0;
|
|
literal_count_ = 0;
|
|
num_buffered_literals_ = 0;
|
|
literal_buffer_pos_ = 0;
|
|
}
|
|
|
|
template <typename T>
|
|
inline int32_t RleBatchDecoder<T>::NextNumRepeats() {
|
|
if (repeat_count_ > 0) return repeat_count_;
|
|
if (literal_count_ == 0) NextCounts();
|
|
return repeat_count_;
|
|
}
|
|
|
|
template <typename T>
|
|
inline void RleBatchDecoder<T>::NextCounts() {
|
|
// Read the next run's indicator int, it could be a literal or repeated run.
|
|
// The int is encoded as a ULEB128-encoded value.
|
|
uint32_t indicator_value = 0;
|
|
if (UNLIKELY(!bit_reader_.GetUleb128<uint32_t>(&indicator_value))) {
|
|
return;
|
|
}
|
|
|
|
// lsb indicates if it is a literal run or repeated run
|
|
bool is_literal = indicator_value & 1;
|
|
|
|
// Don't try to handle run lengths that don't fit in an int32_t - just fail gracefully.
|
|
// The Parquet standard does not allow longer runs - see PARQUET-1290.
|
|
uint32_t run_len = indicator_value >> 1;
|
|
if (is_literal) {
|
|
// Use int64_t to avoid overflowing multiplication.
|
|
int64_t literal_count = static_cast<int64_t>(run_len) * 8;
|
|
if (UNLIKELY(literal_count > std::numeric_limits<int32_t>::max())) return;
|
|
literal_count_ = literal_count;
|
|
} else {
|
|
if (UNLIKELY(run_len == 0)) return;
|
|
bool result = bit_reader_.GetBytes<T>(BitUtil::Ceil(bit_width_, 8), &repeated_value_);
|
|
if (UNLIKELY(!result)) return;
|
|
repeat_count_ = run_len;
|
|
}
|
|
}
|
|
|
|
template <typename T>
|
|
inline T RleBatchDecoder<T>::GetRepeatedValue(int32_t num_repeats_to_consume) {
|
|
repeat_count_ -= num_repeats_to_consume;
|
|
return repeated_value_;
|
|
}
|
|
|
|
template <typename T>
|
|
inline int32_t RleBatchDecoder<T>::NextNumLiterals() {
|
|
if (literal_count_ > 0) return literal_count_;
|
|
if (repeat_count_ == 0) NextCounts();
|
|
return literal_count_;
|
|
}
|
|
|
|
template <typename T>
|
|
inline bool RleBatchDecoder<T>::GetLiteralValues(int32_t num_literals_to_consume, T* values) {
|
|
int32_t num_consumed = 0;
|
|
// Copy any buffered literals left over from previous calls.
|
|
if (HaveBufferedLiterals()) {
|
|
num_consumed = OutputBufferedLiterals(num_literals_to_consume, values);
|
|
}
|
|
|
|
int32_t num_remaining = num_literals_to_consume - num_consumed;
|
|
// Copy literals directly to the output, bypassing 'literal_buffer_' when possible.
|
|
// Need to round to a batch of 32 if the caller is consuming only part of the current
|
|
// run avoid ending on a non-byte boundary.
|
|
int32_t num_to_bypass =
|
|
std::min<int32_t>(literal_count_, BitUtil::RoundDownToPowerOf2(num_remaining, 32));
|
|
if (num_to_bypass > 0) {
|
|
int num_read = bit_reader_.UnpackBatch(bit_width_, num_to_bypass, values + num_consumed);
|
|
// If we couldn't read the expected number, that means the input was truncated.
|
|
if (num_read < num_to_bypass) return false;
|
|
literal_count_ -= num_to_bypass;
|
|
num_consumed += num_to_bypass;
|
|
num_remaining = num_literals_to_consume - num_consumed;
|
|
}
|
|
|
|
if (num_remaining > 0) {
|
|
// We weren't able to copy all the literals requested directly from the input.
|
|
// Buffer literals and copy over the requested number.
|
|
if (UNLIKELY(!FillLiteralBuffer())) return false;
|
|
OutputBufferedLiterals(num_remaining, values + num_consumed);
|
|
}
|
|
return true;
|
|
}
|
|
|
|
template <typename T>
|
|
inline bool RleBatchDecoder<T>::FillLiteralBuffer() {
|
|
int32_t num_to_buffer = std::min<int32_t>(LITERAL_BUFFER_LEN, literal_count_);
|
|
num_buffered_literals_ = bit_reader_.UnpackBatch(bit_width_, num_to_buffer, literal_buffer_);
|
|
// If we couldn't read the expected number, that means the input was truncated.
|
|
if (UNLIKELY(num_buffered_literals_ < num_to_buffer)) return false;
|
|
literal_buffer_pos_ = 0;
|
|
return true;
|
|
}
|
|
|
|
template <typename T>
|
|
inline int32_t RleBatchDecoder<T>::GetBatch(T* values, int32_t batch_num) {
|
|
int32_t num_consumed = 0;
|
|
while (num_consumed < batch_num) {
|
|
// Add RLE encoded values by repeating the current value this number of times.
|
|
int32_t num_repeats = NextNumRepeats();
|
|
if (num_repeats > 0) {
|
|
int32_t num_repeats_to_set = std::min(num_repeats, batch_num - num_consumed);
|
|
T repeated_value = GetRepeatedValue(num_repeats_to_set);
|
|
for (int i = 0; i < num_repeats_to_set; ++i) {
|
|
values[num_consumed + i] = repeated_value;
|
|
}
|
|
num_consumed += num_repeats_to_set;
|
|
continue;
|
|
}
|
|
|
|
// Add remaining literal values, if any.
|
|
int32_t num_literals = NextNumLiterals();
|
|
if (num_literals == 0) {
|
|
break;
|
|
}
|
|
int32_t num_literals_to_set = std::min(num_literals, batch_num - num_consumed);
|
|
if (!GetLiteralValues(num_literals_to_set, values + num_consumed)) {
|
|
return 0;
|
|
}
|
|
num_consumed += num_literals_to_set;
|
|
}
|
|
return num_consumed;
|
|
}
|
|
|
|
} // namespace doris
|