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779 lines (686 loc) · 29.8 KB
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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.
#include "util/frame_of_reference_coding.h"
#include <glog/logging.h>
#include <sys/types.h>
#include <algorithm>
#include <cstring>
#include <iostream>
#include <iterator>
#include <limits>
#include "common/cast_set.h"
#include "exec/common/endian.h"
#include "util/bit_util.h"
#include "util/coding.h"
namespace doris {
template <typename T>
const T* ForEncoder<T>::copy_value(const T* p_data, size_t count) {
memcpy(&_buffered_values[_buffered_values_num], p_data, count * sizeof(T));
_buffered_values_num += count;
p_data += count;
return p_data;
}
template <typename T>
void ForEncoder<T>::put_batch(const T* in_data, size_t count) {
if (_buffered_values_num + count < FRAME_VALUE_NUM) {
copy_value(in_data, count);
_values_num += count;
return;
}
// 1. padding one frame
size_t padding_num = FRAME_VALUE_NUM - _buffered_values_num;
in_data = copy_value(in_data, padding_num);
bit_packing_one_frame_value(_buffered_values);
// 2. process frame by frame
size_t frame_size = (count - padding_num) / FRAME_VALUE_NUM;
for (size_t i = 0; i < frame_size; i++) {
// directly encode value to the bit_writer, don't buffer the value
_buffered_values_num = FRAME_VALUE_NUM;
bit_packing_one_frame_value(in_data);
in_data += FRAME_VALUE_NUM;
}
// 3. process remaining value
size_t remaining_num = (count - padding_num) % FRAME_VALUE_NUM;
if (remaining_num > 0) {
copy_value(in_data, remaining_num);
}
_values_num += count;
}
// todo(kks): improve this method by SIMD instructions
template <typename T>
void ForEncoder<T>::bit_pack_8(const T* input, uint8_t in_num, int bit_width, uint8_t* output) {
int64_t s = 0;
uint8_t output_mask = 255;
int tail_count = in_num & 7; // the remainder of in_num modulo 8
int full_batch_size = (in_num >> 3) << 3; // Adjust in_num to a multiple of 8
for (int i = 0; i < full_batch_size; i += 8) {
// Put the 8 numbers in the input into s in order, each number occupies bit_width bit
s |= static_cast<int64_t>(input[i + 7]);
s |= (static_cast<int64_t>(input[i + 6])) << bit_width;
s |= (static_cast<int64_t>(input[i + 5])) << (2 * bit_width);
s |= (static_cast<int64_t>(input[i + 4])) << (3 * bit_width);
s |= (static_cast<int64_t>(input[i + 3])) << (4 * bit_width);
s |= (static_cast<int64_t>(input[i + 2])) << (5 * bit_width);
s |= (static_cast<int64_t>(input[i + 1])) << (6 * bit_width);
s |= (static_cast<int64_t>(input[i])) << (7 * bit_width);
// Starting with the highest valid bit, take out 8 bits in sequence
// perform an AND operation with output_mask to ensure that only 8 bits are valid
// (bit_width - j - 1) << 3 used to calculate how many bits need to be removed at the end
for (int j = 0; j < bit_width; j++) {
output[j] = (s >> ((bit_width - j - 1) << 3)) & output_mask;
}
output += bit_width;
s = 0;
}
// remainder
int byte = tail_count * bit_width; // How many bits are left to store
int bytes = (byte + 7) >> 3; // How many more bytes are needed to store the rest of input
// Put the tail_count numbers in the input into s in order, each number occupies bit_width bit
for (int i = 0; i < tail_count; i++) {
s |= (static_cast<int64_t>(input[i + full_batch_size]))
<< ((tail_count - i - 1) * bit_width);
}
// If byte is not a multiple of 8 and therefore needs to be padded with 0 at the end
s <<= (bytes << 3) - byte;
// Starting with the highest valid bit, take out 8 bits in sequence
// perform an AND operation with output_mask to ensure that only 8 bits are valid.
// (bytes - i - 1) << 3 used to calculate how many bits need to be removed at the end
for (int i = 0; i < bytes; i++) {
output[i] = (s >> ((bytes - i - 1) << 3)) & output_mask;
}
}
template <typename T>
template <typename U>
void ForEncoder<T>::bit_pack_4(const T* input, uint8_t in_num, int bit_width, uint8_t* output) {
U s = 0;
uint8_t output_mask = 255;
int tail_count = in_num & 3; // the remainder of in_num modulo 4
int full_batch_size = (in_num >> 2) << 2; // Adjust in_num to a multiple of 4
int output_size = 0; // How many outputs can be processed at a time
int bit_width_remainder =
(bit_width << 2) & 7; // How many bits will be left after processing 4 numbers at a time
int extra_bit = 0; // Extra bits after each process
for (int i = 0; i < full_batch_size; i += 4) {
// Put the 4 numbers in the input into s in order, each number occupies bit_width bit
// The reason for using s<<=bit_width first is that there are unprocessed bits in the previous loop
s <<= bit_width;
s |= (static_cast<U>(input[i]));
s <<= bit_width;
s |= (static_cast<U>(input[i + 1]));
s <<= bit_width;
s |= (static_cast<U>(input[i + 2]));
s <<= bit_width;
s |= (static_cast<U>(input[i + 3]));
// ((bit_width * 4) + extra_bit) / 8: There are bit_width*4 bits to be processed in s,
// and there are extra_bit bits left over from the last loop,
// divide by 8 to calculate how much output can be processed in this loop.
output_size = ((bit_width << 2) + extra_bit) >> 3;
// Each loop will leave bit_width_remainder bit unprocessed,
// last loop will leave extra_bit bit, eventually will leave
// (extra_bit + bit_width_remainder) & 7 bit unprocessed
extra_bit = (extra_bit + bit_width_remainder) & 7;
// Starting with the highest valid bit, take out 8 bits in sequence
// perform an AND operation with output_mask to ensure that only 8 bits are valid
// (output_size-j-1)<<3 used to calculate how many bits need to be removed at the end
// But since there are still extra_bit bits that can't be processed, need to add the extra_bit
for (int j = 0; j < output_size; j++) {
output[j] = (s >> (((output_size - j - 1) << 3) + extra_bit)) & output_mask;
}
output += output_size;
// s retains the post extra_bit bit as it is not processed
s &= (1 << extra_bit) - 1;
}
// remainder
int byte = tail_count * bit_width; // How many bits are left to store
if (extra_bit != 0) byte += extra_bit; // add extra_bit bit as it is not processed
int bytes = (byte + 7) >> 3; // How many more bytes are needed to store the rest of input
// Put the tail_count numbers in the input into s in order, each number occupies bit_width bit
for (int i = 0; i < tail_count; i++) {
s <<= bit_width;
s |= (input[i + full_batch_size]);
}
// If byte is not a multiple of 8 and therefore needs to be padded with 0 at the end
s <<= (bytes << 3) - byte;
// Starting with the highest valid bit, take out 8 bits in sequence
// perform an AND operation with output_mask to ensure that only 8 bits are valid.
// (bytes - i - 1) << 3 used to calculate how many bits need to be removed at the end
for (int i = 0; i < bytes; i++) {
output[i] = (s >> (((bytes - i - 1) << 3))) & output_mask;
}
}
template <typename T>
void ForEncoder<T>::bit_pack_1(const T* input, uint8_t in_num, int bit_width, uint8_t* output) {
int output_mask = 255;
int need_bit = 0; // still need
for (int i = 0; i < in_num; i++) {
T x = input[i];
int width = bit_width;
if (need_bit) {
// The last time we take away the high 8 - need_bit,
// we need to make up the rest of the need_bit from the width.
// Use width - need_bit to compute high need_bit bits
*output |= x >> (width - need_bit);
output++;
// There are need_bit bits being used, so subtract
width -= need_bit;
}
int num = width >> 3; // How many outputs can be processed at a time
int remainder = width & 7; // How many bits are left to store
// Starting with the highest valid bit, take out 8 bits in sequence
// perform an AND operation with output_mask to ensure that only 8 bits are valid
// (num-j-1)<<3 used to calculate how many bits need to be removed at the end
// But since there are still remainder bits that can't be processed, need to add the remainder
for (int j = 0; j < num; j++) {
*output = cast_set<uint8_t>((x >> (((num - j - 1) << 3) + remainder)) & output_mask);
output++;
}
if (remainder) {
// Process the last remaining remainder bit.
// y = (x & ((1 << remainder) - 1)) extract the last remainder bits.
// ouput = y << (8 - reaminder) Use the high 8 - remainder bit
*output = cast_set<uint8_t>((x & ((1 << remainder) - 1)) << (8 - remainder));
// Already have remainder bits, next time need 8-remainder bits
need_bit = 8 - remainder;
} else {
need_bit = 0;
}
}
}
// Use as few bit as possible to store a piece of integer data.
// param[in] input: the integer list need to pack
// param[in] in_num: the number integer need to pack
// param[in] bit_width: how many bit we use to store each integer data
// param[out] out: the packed result
// For example:
// The input is int32 list: 1, 2, 4, 8 and bit_width is 4
// The output will be: 0001 0010 0100 1000
template <typename T>
void ForEncoder<T>::bit_pack(const T* input, uint8_t in_num, int bit_width, uint8_t* output) {
if (in_num == 0 || bit_width == 0) {
return;
}
/*
bit_width <= 8 : pack_8 > pack_16 > pack_32
bit_width <= 16 : pack_4 > pack_8 > pack_16
bit_width <= 32 : pack_4 >= pack_2 > pack_8
(pack_4 and pack_2 have nearly similar execution times, but pack_4 utilizes space more efficiently)
bit_width <= 64 : pack_1 > pack_4
*/
if (bit_width <= 8) {
bit_pack_8(input, in_num, bit_width, output);
} else if (bit_width <= 16) {
bit_pack_4<int64_t>(input, in_num, bit_width, output);
} else if (bit_width <= 32) {
bit_pack_4<__int128_t>(input, in_num, bit_width, output);
} else {
bit_pack_1(input, in_num, bit_width, output);
}
}
template <typename T>
void ForEncoder<T>::bit_packing_one_frame_value(const T* input) {
T min = input[0];
T max = input[0];
bool is_ascending = true;
uint8_t bit_width = 0;
T half_max_delta = numeric_limits_max() >> 1;
bool is_keep_original_value = false;
// 1. make sure order_flag, save_original_value, and find max&min.
for (uint8_t i = 1; i < _buffered_values_num; ++i) {
if (is_ascending) {
if (input[i] < input[i - 1]) {
is_ascending = false;
} else {
if ((input[i] >> 1) - (input[i - 1] >> 1) > half_max_delta) { // overflow
is_keep_original_value = true;
} else {
bit_width = std::max(bit_width, bits(input[i] - input[i - 1]));
}
}
}
if (input[i] < min) {
min = input[i];
continue;
}
if (input[i] > max) {
max = input[i];
}
}
if (!is_ascending) {
if ((max >> 1) - (min >> 1) > half_max_delta) {
is_keep_original_value = true;
}
}
// 2. save min value.
if (sizeof(T) == 16) {
put_fixed128_le(_buffer, static_cast<uint128_t>(min));
} else if (sizeof(T) == 8) {
put_fixed64_le(_buffer, static_cast<uint64_t>(min));
} else {
put_fixed32_le(_buffer, static_cast<uint32_t>(min));
}
// 3.1 save original value.
if (is_keep_original_value) {
bit_width = sizeof(T) * 8;
uint32_t len = _buffered_values_num * bit_width;
_buffer->reserve(_buffer->size() + len);
size_t origin_size = _buffer->size();
_buffer->resize(origin_size + len);
bit_pack(input, _buffered_values_num, bit_width, _buffer->data() + origin_size);
} else {
// 3.2 bit pack.
// improve for ascending order input, we could use fewer bit
T delta_values[FRAME_VALUE_NUM];
if (is_ascending) {
delta_values[0] = 0;
for (uint8_t i = 1; i < _buffered_values_num; ++i) {
delta_values[i] = input[i] - input[i - 1];
}
} else {
bit_width = bits(static_cast<T>(max - min));
for (uint8_t i = 0; i < _buffered_values_num; ++i) {
delta_values[i] = input[i] - min;
}
}
uint32_t packing_len = BitUtil::Ceil(_buffered_values_num * bit_width, 8);
_buffer->reserve(_buffer->size() + packing_len);
size_t origin_size = _buffer->size();
_buffer->resize(origin_size + packing_len);
bit_pack(delta_values, _buffered_values_num, bit_width, _buffer->data() + origin_size);
}
uint8_t storage_format = 0;
if (is_keep_original_value) {
storage_format = 2;
} else if (is_ascending) {
storage_format = 1;
}
_storage_formats.push_back(storage_format);
_bit_widths.push_back(bit_width);
_buffered_values_num = 0;
}
template <typename T>
uint32_t ForEncoder<T>::flush() {
if (_buffered_values_num != 0) {
bit_packing_one_frame_value(_buffered_values);
}
// write the footer:
// 1 _storage_formats and bit_widths
DCHECK(_storage_formats.size() == _bit_widths.size())
<< "Size of _storage_formats and _bit_widths should be equal.";
for (size_t i = 0; i < _storage_formats.size(); i++) {
_buffer->append(&_storage_formats[i], 1);
_buffer->append(&_bit_widths[i], 1);
}
// 2 frame_value_num and values_num
uint8_t frame_value_num = FRAME_VALUE_NUM;
_buffer->append(&frame_value_num, 1);
put_fixed32_le(_buffer, _values_num);
return cast_set<uint32_t>(_buffer->size());
}
template <typename T>
const T ForEncoder<T>::numeric_limits_max() {
return std::numeric_limits<T>::max();
}
template <>
const uint24_t ForEncoder<uint24_t>::numeric_limits_max() {
return 0XFFFFFF;
}
template <typename T>
bool ForDecoder<T>::init() {
// When row count is zero, the minimum footer size is 5:
// only has ValuesNum(4) + FrameValueNum(1)
if (_buffer_len < 5) {
return false;
}
_max_frame_size = decode_fixed8(_buffer + _buffer_len - 5);
_values_num = decode_fixed32_le(_buffer + _buffer_len - 4);
_frame_count = _values_num / _max_frame_size + (_values_num % _max_frame_size != 0);
_last_frame_size =
cast_set<uint8_t>(_max_frame_size - (_max_frame_size * _frame_count - _values_num));
size_t bit_width_offset = _buffer_len - 5 - _frame_count * 2;
// read _storage_formats, bit_widths and compute frame_offsets
u_int32_t frame_start_offset = 0;
for (uint32_t i = 0; i < _frame_count; i++) {
uint8_t order_flag = decode_fixed8(_buffer + bit_width_offset);
uint8_t bit_width = decode_fixed8(_buffer + bit_width_offset + 1);
_bit_widths.push_back(bit_width);
_storage_formats.push_back(order_flag);
bit_width_offset += 2;
_frame_offsets.push_back(frame_start_offset);
if (sizeof(T) == 16) {
frame_start_offset += bit_width * _max_frame_size / 8 + 16;
} else if (sizeof(T) == 8) {
frame_start_offset += bit_width * _max_frame_size / 8 + 8;
} else {
frame_start_offset += bit_width * _max_frame_size / 8 + 4;
}
}
_out_buffer.resize(_max_frame_size);
_parsed = true;
return true;
}
// todo(kks): improve this method by SIMD instructions
template <typename T>
template <typename U>
void ForDecoder<T>::bit_unpack_optimize(const uint8_t* input, uint8_t in_num, int bit_width,
T* output) {
static_assert(std::is_same<U, int64_t>::value || std::is_same<U, __int128_t>::value,
"bit_unpack_optimize only supports U = int64_t or __int128_t");
constexpr int u_size = sizeof(U); // Size of U
constexpr int u_size_shift = (u_size == 8) ? 3 : 4; // log2(u_size)
int valid_bit = 0; // How many valid bits
int need_bit = 0; // still need
size_t input_size = (in_num * bit_width + 7) >> 3; // input's size
int full_batch_size =
cast_set<int>((input_size >> u_size_shift)
<< u_size_shift); // Adjust input_size to a multiple of u_size
int tail_count = input_size & (u_size - 1); // The remainder of input_size modulo u_size.
// The number of bits in input to adjust to multiples of 8 and thus more
int more_bit = cast_set<int>((input_size << 3) - (in_num * bit_width));
// to ensure that only bit_width bits are valid
T output_mask;
if (bit_width >= static_cast<int>(sizeof(T) * 8)) {
output_mask = static_cast<T>(~T(0));
} else {
output_mask = static_cast<T>((static_cast<T>(1) << bit_width) - 1);
}
U s = 0; // Temporary buffer for bitstream: aggregates input bytes into a large integer for unpacking
for (int i = 0; i < full_batch_size; i += u_size) {
s = 0;
s = to_endian<std::endian::big>(*((U*)(input + i)));
// Determine what the valid bits are based on u_size
valid_bit = u_size << 3;
// If input_size is exactly a multiple of 8, then need to remove the last more_bit in the last loop.
if (tail_count == 0 && i == full_batch_size - u_size) {
valid_bit -= more_bit;
s >>= more_bit;
}
if (need_bit) {
// The last time we take away the high bit_width - need_bit,
// we need to make up the rest of the need_bit from the width.
// Use valid_bit - need_bit to compute high need_bit bits of s
// perform an AND operation to ensure that only need_bit bits are valid
auto mask = (static_cast<U>(1) << need_bit) - 1;
auto shifted = s >> (valid_bit - need_bit);
auto masked_result = shifted & mask;
if constexpr (sizeof(T) <= 4) {
*output |= static_cast<T>(static_cast<uint32_t>(masked_result));
} else {
*output |= static_cast<T>(masked_result);
}
output++;
valid_bit -= need_bit;
}
int num = valid_bit / bit_width; // How many outputs can be processed at a time
int remainder = valid_bit - num * bit_width; // How many bits are left to store
// Starting with the highest valid bit, take out bit_width bits in sequence
// perform an AND operation with output_mask to ensure that only bit_width bits are valid
// (num-j-1) * bit_width used to calculate how many bits need to be removed at the end
// But since there are still remainder bits that can't be processed, need to add the remainder
for (int j = 0; j < num; j++) {
*output =
static_cast<T>((s >> (((num - j - 1) * bit_width) + remainder)) & output_mask);
output++;
}
if (remainder) {
// Process the last remaining remainder bit.
// y = (s & ((static_cast<U>(1) << remainder) - 1)) extract the last remainder bits.
// output = y << (bit_width - remainder) Use the high bit_width - remainder bit
if constexpr (sizeof(T) <= 4) {
auto masked_value = static_cast<T>(
static_cast<uint32_t>(s & ((static_cast<U>(1) << remainder) - 1)));
*output = static_cast<T>(masked_value << (bit_width - remainder));
} else {
auto masked_value = static_cast<T>((s & ((static_cast<U>(1) << remainder) - 1)));
*output = static_cast<T>(masked_value << (bit_width - remainder));
}
// Already have remainder bits, next time need bit_width - remainder bits
need_bit = bit_width - remainder;
} else {
need_bit = 0;
}
}
// remainder
if (tail_count) {
// Put the tail_count numbers in the input into s in order, each number occupies 8 bit
for (int i = 0; i < tail_count; i++) {
s <<= 8;
s |= input[full_batch_size + i];
}
// tail * 8 is the number of bits that are left to process
// tail * 8 - more_bit is to remove the last more_bit
valid_bit = (tail_count << 3) - more_bit;
s >>= more_bit;
// same as before
if (need_bit) {
if constexpr (sizeof(T) <= 4) {
*output |= static_cast<T>(static_cast<uint32_t>(
(s >> (valid_bit - need_bit)) & ((static_cast<U>(1) << need_bit) - 1)));
} else {
*output |= static_cast<T>((s >> (valid_bit - need_bit)) &
((static_cast<U>(1) << need_bit) - 1));
}
output++;
valid_bit -= need_bit;
}
int num = valid_bit / bit_width; // How many outputs can be processed at a time
// same as before
for (int j = 0; j < num; j++) {
*output = static_cast<T>((s >> (((num - j - 1) * bit_width))) & output_mask);
output++;
}
}
}
// The reverse of bit_pack method, get original integer data list from packed bits
// param[in] input: the packed bits need to unpack
// param[in] in_num: the integer number in packed bits
// param[in] bit_width: how many bit we used to store each integer data
// param[out] output: the original integer data list
template <typename T>
void ForDecoder<T>::bit_unpack(const uint8_t* input, uint8_t in_num, int bit_width, T* output) {
/*
When 32 < bit_width <= 64 unrolling the loop 16 times is more efficient than unrolling it 8 times.
When bit_width > 64, we must use __int128_t and unroll the loop 16 times.
*/
if (bit_width <= 32) {
bit_unpack_optimize<int64_t>(input, in_num, bit_width, output);
} else {
bit_unpack_optimize<__int128_t>(input, in_num, bit_width, output);
}
}
template <typename T>
void ForDecoder<T>::decode_current_frame(T* output) {
uint32_t frame_index = _current_index / _max_frame_size;
if (frame_index == _current_decoded_frame) {
return; // current frame already decoded
}
_current_decoded_frame = frame_index;
uint8_t current_frame_size = cast_set<uint8_t>(frame_size(frame_index));
uint32_t base_offset = _frame_offsets[_current_decoded_frame];
T min = 0;
uint32_t delta_offset = 0;
if constexpr (sizeof(T) == 16) {
min = static_cast<T>(decode_fixed128_le(_buffer + base_offset));
delta_offset = base_offset + 16;
} else if constexpr (sizeof(T) == 8) {
min = static_cast<T>(decode_fixed64_le(_buffer + base_offset));
delta_offset = base_offset + 8;
} else {
min = static_cast<T>(decode_fixed32_le(_buffer + base_offset));
delta_offset = base_offset + 4;
}
uint8_t bit_width = _bit_widths[_current_decoded_frame];
bool is_original_value = _storage_formats[_current_decoded_frame] == 2;
if (is_original_value) {
bit_unpack(_buffer + delta_offset, current_frame_size, bit_width, output);
} else {
bool is_ascending = _storage_formats[_current_decoded_frame] == 1;
std::vector<T> delta_values(current_frame_size);
bit_unpack(_buffer + delta_offset, current_frame_size, bit_width, delta_values.data());
if (is_ascending) {
T pre_value = min;
for (uint8_t i = 0; i < current_frame_size; i++) {
T value = delta_values[i] + pre_value;
output[i] = value;
pre_value = value;
}
} else {
for (uint8_t i = 0; i < current_frame_size; i++) {
output[i] = delta_values[i] + min;
}
}
}
}
template <typename T>
T ForDecoder<T>::decode_frame_min_value(uint32_t frame_index) {
uint32_t min_offset = _frame_offsets[frame_index];
T min = 0;
if constexpr (sizeof(T) == 16) {
min = static_cast<T>(decode_fixed128_le(_buffer + min_offset));
} else if constexpr (sizeof(T) == 8) {
min = static_cast<T>(decode_fixed64_le(_buffer + min_offset));
} else {
min = static_cast<T>(decode_fixed32_le(_buffer + min_offset));
}
return min;
}
template <typename T>
T* ForDecoder<T>::copy_value(T* val, size_t count) {
memcpy(val, &_out_buffer[_current_index % _max_frame_size], sizeof(T) * count);
_current_index += count;
val += count;
return val;
}
template <typename T>
bool ForDecoder<T>::get_batch(T* val, size_t count) {
if (_current_index + count > _values_num) {
return false;
}
decode_current_frame(_out_buffer.data());
if (_current_index + count < _max_frame_size * (_current_decoded_frame + 1)) {
copy_value(val, count);
return true;
}
// 1. padding one frame
size_t padding_num = _max_frame_size * (_current_decoded_frame + 1) - _current_index;
val = copy_value(val, padding_num);
// 2. process frame by frame
size_t frame_count = (count - padding_num) / _max_frame_size;
for (size_t i = 0; i < frame_count; i++) {
// directly decode value to the output, don't buffer the value
decode_current_frame(val);
_current_index += _max_frame_size;
val += _max_frame_size;
}
// 3. process remaining value
size_t remaining_num = (count - padding_num) % _max_frame_size;
if (remaining_num > 0) {
decode_current_frame(_out_buffer.data());
val = copy_value(val, remaining_num);
}
return true;
}
template <typename T>
bool ForDecoder<T>::skip(int32_t skip_num) {
if (_current_index + skip_num >= _values_num) {
return false;
}
_current_index = _current_index + skip_num;
return true;
}
template <typename T>
uint32_t ForDecoder<T>::seek_last_frame_before_value(T target) {
// first of all, find the first frame >= target
uint32_t left = 0;
uint32_t right = _frame_count;
while (left < right) {
uint32_t mid = left + (right - left) / 2;
T midValue = decode_frame_min_value(mid);
if (midValue < target) {
left = mid + 1;
} else {
right = mid;
}
}
// after loop, left is the first frame >= target
if (left == 0) {
// all frames are >= target, not found
return _frame_count;
}
// otherwise previous frame is the last frame < target
return left - 1;
}
template <typename T>
bool ForDecoder<T>::seek_lower_bound_inside_frame(uint32_t frame_index, T target,
bool* exact_match) {
_current_index = frame_index * _max_frame_size;
decode_current_frame(_out_buffer.data());
auto end = _out_buffer.begin() + frame_size(frame_index);
auto pos = std::lower_bound(_out_buffer.begin(), end, target);
if (pos != end) { // found in this frame
auto pos_in_frame = cast_set<uint32_t>(std::distance(_out_buffer.begin(), pos));
*exact_match = _out_buffer[pos_in_frame] == target;
_current_index += pos_in_frame;
return true;
}
return false;
}
template <typename T>
bool ForDecoder<T>::seek_at_or_after_value(const void* value, bool* exact_match) {
T target = *reinterpret_cast<const T*>(value);
uint32_t frame_to_search = seek_last_frame_before_value(target);
if (frame_to_search == _frame_count) {
// all frames are >= target, the searched value must the be first value
_current_index = 0;
decode_current_frame(_out_buffer.data());
*exact_match = _out_buffer[0] == target;
return true;
}
// binary search inside the last frame < target
bool found = seek_lower_bound_inside_frame(frame_to_search, target, exact_match);
// if not found, all values in the last frame are less than target.
// then the searched value must be the first value of the next frame.
if (!found && frame_to_search < _frame_count - 1) {
_current_index = (frame_to_search + 1) * _max_frame_size;
decode_current_frame(_out_buffer.data());
*exact_match = _out_buffer[0] == target;
return true;
}
return found;
}
template class ForEncoder<int8_t>;
template class ForEncoder<int16_t>;
template class ForEncoder<int32_t>;
template class ForEncoder<int64_t>;
template class ForEncoder<int128_t>;
template class ForEncoder<uint8_t>;
template class ForEncoder<uint16_t>;
template class ForEncoder<uint32_t>;
template class ForEncoder<uint64_t>;
template class ForEncoder<uint24_t>;
template class ForEncoder<uint128_t>;
template class ForDecoder<int8_t>;
template class ForDecoder<int16_t>;
template class ForDecoder<int32_t>;
template class ForDecoder<int64_t>;
template class ForDecoder<int128_t>;
template class ForDecoder<uint8_t>;
template class ForDecoder<uint16_t>;
template class ForDecoder<uint32_t>;
template class ForDecoder<uint64_t>;
template class ForDecoder<uint24_t>;
template class ForDecoder<uint128_t>;
} // namespace doris