xgboost/src/common/compressed_iterator.h
2020-03-28 14:42:21 +13:00

222 lines
6.9 KiB
C++

/*!
* Copyright 2017 by Contributors
* \file compressed_iterator.h
*/
#pragma once
#include <xgboost/base.h>
#include <cmath>
#include <cstddef>
#include <algorithm>
#ifdef __CUDACC__
#include "device_helpers.cuh"
#endif // __CUDACC__
namespace xgboost {
namespace common {
using CompressedByteT = unsigned char;
namespace detail {
inline void SetBit(CompressedByteT *byte, int bit_idx) {
*byte |= 1 << bit_idx;
}
template <typename T>
inline T CheckBit(const T &byte, int bit_idx) {
return byte & (1 << bit_idx);
}
inline void ClearBit(CompressedByteT *byte, int bit_idx) {
*byte &= ~(1 << bit_idx);
}
static const int kPadding = 4; // Assign padding so we can read slightly off
// the beginning of the array
// The number of bits required to represent a given unsigned range
inline XGBOOST_DEVICE size_t SymbolBits(size_t num_symbols) {
auto bits = std::ceil(log2(static_cast<double>(num_symbols)));
return std::max(static_cast<size_t>(bits), size_t(1));
}
} // namespace detail
/**
* \class CompressedBufferWriter
*
* \brief Writes bit compressed symbols to a memory buffer. Use
* CompressedIterator to read symbols back from buffer. Currently limited to a
* maximum symbol size of 28 bits.
*
* \author Rory
* \date 7/9/2017
*/
class CompressedBufferWriter {
size_t symbol_bits_;
public:
XGBOOST_DEVICE explicit CompressedBufferWriter(size_t num_symbols)
: symbol_bits_(detail::SymbolBits(num_symbols)) {}
/**
* \fn static size_t CompressedBufferWriter::CalculateBufferSize(int
* num_elements, int num_symbols)
*
* \brief Calculates number of bytes required for a given number of elements
* and a symbol range.
*
* \author Rory
* \date 7/9/2017
*
* \param num_elements Number of elements.
* \param num_symbols Max number of symbols (alphabet size)
*
* \return The calculated buffer size.
*/
static size_t CalculateBufferSize(size_t num_elements, size_t num_symbols) {
constexpr int kBitsPerByte = 8;
size_t compressed_size = static_cast<size_t>(std::ceil(
static_cast<double>(detail::SymbolBits(num_symbols) * num_elements) /
kBitsPerByte));
// Handle atomicOr where input must be unsigned int, hence 4 bytes aligned.
size_t ret =
std::ceil(static_cast<double>(compressed_size + detail::kPadding) /
static_cast<double>(sizeof(unsigned int))) *
sizeof(unsigned int);
return ret;
}
template <typename T>
void WriteSymbol(CompressedByteT *buffer, T symbol, size_t offset) {
const int bits_per_byte = 8;
for (size_t i = 0; i < symbol_bits_; i++) {
size_t byte_idx = ((offset + 1) * symbol_bits_ - (i + 1)) / bits_per_byte;
byte_idx += detail::kPadding;
size_t bit_idx =
((bits_per_byte + i) - ((offset + 1) * symbol_bits_)) % bits_per_byte;
if (detail::CheckBit(symbol, i)) {
detail::SetBit(&buffer[byte_idx], bit_idx);
} else {
detail::ClearBit(&buffer[byte_idx], bit_idx);
}
}
}
#ifdef __CUDACC__
__device__ void AtomicWriteSymbol
(CompressedByteT* buffer, uint64_t symbol, size_t offset) {
size_t ibit_start = offset * symbol_bits_;
size_t ibit_end = (offset + 1) * symbol_bits_ - 1;
size_t ibyte_start = ibit_start / 8, ibyte_end = ibit_end / 8;
symbol <<= 7 - ibit_end % 8;
for (ptrdiff_t ibyte = ibyte_end; ibyte >= (ptrdiff_t)ibyte_start; --ibyte) {
dh::AtomicOrByte(reinterpret_cast<unsigned int*>(buffer + detail::kPadding),
ibyte, symbol & 0xff);
symbol >>= 8;
}
}
#endif // __CUDACC__
template <typename IterT>
void Write(CompressedByteT *buffer, IterT input_begin, IterT input_end) {
uint64_t tmp = 0;
size_t stored_bits = 0;
const size_t max_stored_bits = 64 - symbol_bits_;
size_t buffer_position = detail::kPadding;
const size_t num_symbols = input_end - input_begin;
for (size_t i = 0; i < num_symbols; i++) {
typename std::iterator_traits<IterT>::value_type symbol = input_begin[i];
if (stored_bits > max_stored_bits) {
// Eject only full bytes
size_t tmp_bytes = stored_bits / 8;
for (size_t j = 0; j < tmp_bytes; j++) {
buffer[buffer_position] = static_cast<CompressedByteT>(
tmp >> (stored_bits - (j + 1) * 8));
buffer_position++;
}
stored_bits -= tmp_bytes * 8;
tmp &= (1 << stored_bits) - 1;
}
// Store symbol
tmp <<= symbol_bits_;
tmp |= symbol;
stored_bits += symbol_bits_;
}
// Eject all bytes
int tmp_bytes =
static_cast<int>(std::ceil(static_cast<float>(stored_bits) / 8));
for (int j = 0; j < tmp_bytes; j++) {
int shift_bits = static_cast<int>(stored_bits) - (j + 1) * 8;
if (shift_bits >= 0) {
buffer[buffer_position] =
static_cast<CompressedByteT>(tmp >> shift_bits);
} else {
buffer[buffer_position] =
static_cast<CompressedByteT>(tmp << std::abs(shift_bits));
}
buffer_position++;
}
}
};
/**
* \brief Read symbols from a bit compressed memory buffer. Usable on device and host.
*
* \author Rory
* \date 7/9/2017
*
* \tparam T Generic type parameter.
*/
template <typename T>
class CompressedIterator {
public:
// Type definitions for thrust
typedef CompressedIterator<T> self_type; // NOLINT
typedef ptrdiff_t difference_type; // NOLINT
typedef T value_type; // NOLINT
typedef value_type *pointer; // NOLINT
typedef value_type reference; // NOLINT
private:
const CompressedByteT *buffer_;
size_t symbol_bits_;
size_t offset_;
public:
CompressedIterator() : buffer_(nullptr), symbol_bits_(0), offset_(0) {}
CompressedIterator(const CompressedByteT *buffer, size_t num_symbols)
: buffer_(buffer), offset_(0) {
symbol_bits_ = detail::SymbolBits(num_symbols);
}
XGBOOST_DEVICE reference operator*() const {
const int bits_per_byte = 8;
size_t start_bit_idx = ((offset_ + 1) * symbol_bits_ - 1);
size_t start_byte_idx = start_bit_idx / bits_per_byte;
start_byte_idx += detail::kPadding;
// Read 5 bytes - the maximum we will need
uint64_t tmp = static_cast<uint64_t>(buffer_[start_byte_idx - 4]) << 32 |
static_cast<uint64_t>(buffer_[start_byte_idx - 3]) << 24 |
static_cast<uint64_t>(buffer_[start_byte_idx - 2]) << 16 |
static_cast<uint64_t>(buffer_[start_byte_idx - 1]) << 8 |
buffer_[start_byte_idx];
int bit_shift =
(bits_per_byte - ((offset_ + 1) * symbol_bits_)) % bits_per_byte;
tmp >>= bit_shift;
// Mask off unneeded bits
uint64_t mask = (static_cast<uint64_t>(1) << symbol_bits_) - 1;
return static_cast<T>(tmp & mask);
}
XGBOOST_DEVICE reference operator[](size_t idx) const {
self_type offset = (*this);
offset.offset_ += idx;
return *offset;
}
};
} // namespace common
} // namespace xgboost