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BlockCodec.cpp
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BlockCodec.cpp
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/* Copyright (C) Teemu Suutari */
#include <algorithm>
#include <math.h>
#include <limits>
#include <random>
#include "onekpaq_common.h"
#include "BlockCodec.hpp"
#include "SimpleDispatch.hpp"
// intentionally not typedeffed float to disable math (needs mixer to do it properly)
struct BlockCodec::Probability
{
float p;
};
struct BlockCodec::BitCounts
{
u32 c0;
u32 c1;
};
static inline bool BitAtPos(const std::vector<u8> &src,uint bitPos)
{
return src[bitPos>>3]&0x80U>>(bitPos&7);
}
class LogisticMixer
{
public:
LogisticMixer() { }
~LogisticMixer() = default;
static BlockCodec::Probability Convert(const BlockCodec::BitCounts &counts)
{
// squashed probability
return BlockCodec::Probability{log2f((float)counts.c1/(float)counts.c0)};
}
void Add(BlockCodec::Probability p,uint weight)
{
_p+=p.p/weight;
}
float GetLength() const
{
// stretch + probability to length
return -log2f(1/(exp2f(_p)+1));
}
private:
float _p=0;
};
class PAQ1CountBooster
{
public:
PAQ1CountBooster() = delete;
~PAQ1CountBooster() = delete;
static void Initialize(BlockCodec::BitCounts &counts)
{
counts.c0=0;
counts.c1=0;
}
static void Increment(BlockCodec::BitCounts &counts,bool bitIsSet)
{
counts.c0++;
counts.c1++;
if (bitIsSet) counts.c0>>=1;
else counts.c1>>=1;
}
static void Swap(BlockCodec::BitCounts &counts)
{
std::swap(counts.c0,counts.c1);
}
static void Finalize(BlockCodec::BitCounts &counts,uint shift)
{
counts.c0=(counts.c0<<shift)+1;
counts.c1=(counts.c1<<shift)+1;
}
};
class QWContextModel
{
public:
class iterator
{
friend class QWContextModel;
public:
~iterator() = default;
iterator& operator++()
{
if (_currentPos!=_parent._bitPos+8>>3) {
_currentPos++;
findNext();
}
return *this;
}
bool operator!=(const iterator &it)
{
return it._currentPos!=_currentPos;
}
std::pair<uint,bool> operator*()
{
// returns negative model mask + bit
return _maskBit;
}
private:
iterator(QWContextModel &parent,uint currentPos) :
_parent(parent),
_currentPos(currentPos)
{
}
iterator& findNext()
{
const std::vector<u8> &data=_parent._data;
uint bitPos=_parent._bitPos;
uint bytePos=bitPos>>3;
uint maxPos=bitPos+8>>3;
bool overRunBit=bytePos==_parent._data.size();
u8 mask=0xff00U>>(bitPos&7);
while (_currentPos<maxPos) {
if (_currentPos>=8&&_currentPos<bytePos&&(overRunBit||!((data[_currentPos]^data[bytePos])&mask))) {
uint noMatchMask=0;
for (uint i=1;i<9;i++)
if (data[_currentPos-i]!=data[bytePos-i]) noMatchMask|=0x80>>i-1;
_maskBit=std::make_pair(noMatchMask,BitAtPos(data,(_currentPos<<3)+(bitPos&7)));
break;
}
_currentPos++;
}
return *this;
}
QWContextModel& _parent;
uint _currentPos;
std::pair<uint,bool> _maskBit;
};
QWContextModel(const std::vector<u8> &data,uint bitPos) :
_data(data),
_bitPos(bitPos)
{
}
~QWContextModel() = default;
static uint GetModelCount()
{
return 0xffU;
}
static uint GetStartOffset()
{
return 9;
}
iterator begin()
{
return iterator(*this,0).findNext();
}
iterator end()
{
return iterator(*this,_bitPos+8>>3);
}
private:
const std::vector<u8>& _data;
uint _bitPos;
};
// TODO: too much like previous, combine
class NoLimitQWContextModel
{
public:
class iterator
{
friend class NoLimitQWContextModel;
public:
~iterator() = default;
iterator& operator++()
{
if (_currentPos!=_parent._bitPos+8>>3) {
_currentPos++;
findNext();
}
return *this;
}
bool operator!=(const iterator &it)
{
return it._currentPos!=_currentPos;
}
std::pair<uint,bool> operator*()
{
// returns negative model mask + bit
return _maskBit;
}
private:
iterator(NoLimitQWContextModel &parent,uint currentPos) :
_parent(parent),
_currentPos(currentPos)
{
}
iterator& findNext()
{
const std::vector<u8> &data=_parent._data;
uint bitPos=_parent._bitPos;
uint bytePos=bitPos>>3;
uint maxPos=bitPos+8>>3;
bool overRunBit=bytePos==_parent._data.size();
u8 mask=0xff00U>>(bitPos&7);
while (_currentPos<maxPos) {
if (bytePos<9&&!_currentPos) {
u8 xShift=8-(bitPos&7);
auto byteLookup=[&](uint pos)->u8 {
if (pos>bytePos||bytePos==_parent._data.size()) return 0;
else if (pos==bytePos) return data[pos]>>xShift;
else return data[pos];
};
auto rol=[&](u8 byte,u8 count)->u8 {
count&=7;
return (byte>>8-count)|(byte<<count);
};
u8 xByte=byteLookup(8)^rol(byteLookup(bytePos),xShift);
if (!(xByte>>xShift)) {
uint noMatchMask=0;
for (uint i=1;i<9;i++)
if (byteLookup(8-i)!=byteLookup(bytePos-i)) noMatchMask|=0x80>>i-1;
_maskBit=std::make_pair(noMatchMask,xByte>>xShift-1&1);
break;
}
} else {
if (_currentPos>=8&&_currentPos<bytePos&&(overRunBit||!((data[_currentPos]^data[bytePos])&mask))) {
uint noMatchMask=0;
for (uint i=1;i<9;i++)
if (data[_currentPos-i]!=data[bytePos-i]) noMatchMask|=0x80>>i-1;
_maskBit=std::make_pair(noMatchMask,BitAtPos(data,(_currentPos<<3)+(bitPos&7)));
break;
}
}
_currentPos++;
}
return *this;
}
NoLimitQWContextModel& _parent;
uint _currentPos;
std::pair<uint,bool> _maskBit;
};
NoLimitQWContextModel(const std::vector<u8> &data,uint bitPos) :
_data(data),
_bitPos(bitPos)
{
}
~NoLimitQWContextModel() = default;
static uint GetModelCount()
{
return 0xffU;
}
static uint GetStartOffset()
{
return 0;
}
iterator begin()
{
return iterator(*this,0).findNext();
}
iterator end()
{
return iterator(*this,_bitPos+8>>3);
}
private:
const std::vector<u8>& _data;
uint _bitPos;
};
template<class CM,class CB,class MIX>
class BlockCodec::CompressorModel : public BlockCodec::CompressorModelBase
{
public:
CompressorModel() { }
~CompressorModel() = default;
virtual uint GetModelCount() const override
{
return CM::GetModelCount();
}
virtual uint GetStartOffset() const override
{
return CM::GetStartOffset();
}
virtual void CalculateAllProbabilities(std::vector<Probability> &dest,const std::vector<u8> &src,uint bitPos,uint shift) override
{
CM cm(src,bitPos);
BitCounts counts[CM::GetModelCount()];
for (auto &it:counts) CB::Initialize(it);
for (auto m:cm) {
uint i=0;
for (auto &it:counts) {
if (!(m.first&i)) CB::Increment(it,m.second);
i++;
}
}
dest.clear();
for (auto &it:counts) {
if (BitAtPos(src,bitPos)) CB::Swap(it); // simplifies processing, Probabilities will be invariant from src
CB::Finalize(it,shift);
dest.push_back(MIX::Convert(it));
}
}
virtual float EstimateBitLength(const std::vector<Probability> &probabilities,const std::vector<BlockCodec::Model> &models) override
{
MIX mixer;
for (auto &it:models)
if (it.weight) mixer.Add(probabilities[it.model],it.weight);
return mixer.GetLength();
}
virtual u32 CalculateSubRange(const std::vector<u8> &src,int bitPos,const std::vector<BlockCodec::Model> &models,u32 range,uint shift) override;
virtual void CreateWeightProfile(std::vector<std::pair<BitCounts,uint>> &dest,const std::vector<u8> &src,uint bitPos,const std::vector<BlockCodec::Model> &models,uint shift) override
{
CM cm(src,bitPos);
dest.clear();
BitCounts counts[models.size()];
for (auto &it:counts) CB::Initialize(it);
for (auto m:cm) {
uint i=0;
for (auto &it:models) {
if (!(m.first&it.model)) CB::Increment(counts[i],m.second);
i++;
}
}
uint i=0;
for (auto &it:models) {
CB::Finalize(counts[i],shift);
dest.push_back(std::make_pair(counts[i++],it.weight));
}
}
};
template<>
u32 BlockCodec::CompressorModel<QWContextModel,PAQ1CountBooster,LogisticMixer>::CalculateSubRange(const std::vector<u8> &src,int bitPos,const std::vector<BlockCodec::Model> &models,u32 range,uint shift)
{
// implementation is correct. however, there might be rounding errors
// ruining the result.
// please note the funny looking type-conversions here. they are for a reason
ASSERT(bitPos>=-1,"Invalid pos");
std::vector<std::pair<BitCounts,uint>> def;
if (bitPos==-1) {
// for the pre-bit no models says a thing
BitCounts bc;
PAQ1CountBooster::Initialize(bc);
PAQ1CountBooster::Finalize(bc,shift);
for (auto &it:models)
def.push_back(std::make_pair(bc,it.weight));
} else {
CreateWeightProfile(def,src,bitPos,models,shift);
}
long double p=1;
uint weight=def[0].second;
for (auto &it:def) {
while (weight!=it.second) {
asm volatile("fsqrt\n":"=t"(p):"0"(p));
weight>>=1;
}
p=(long double)(int)it.first.c0/p;
p=(long double)(int)it.first.c1/p;
}
while (weight!=1) {
asm volatile("fsqrt\n":"=t"(p):"0"(p));
weight>>=1;
}
u32 ret;
asm volatile("fistl %0\n":"=m"(ret):"t"((long double)(int)range / (1+p)));
return ret;
}
// TODO: remove cut-copy-paste
template<>
u32 BlockCodec::CompressorModel<NoLimitQWContextModel,PAQ1CountBooster,LogisticMixer>::CalculateSubRange(const std::vector<u8> &src,int bitPos,const std::vector<BlockCodec::Model> &models,u32 range,uint shift)
{
// ditto
ASSERT(bitPos>=-1,"Invalid pos");
std::vector<std::pair<BitCounts,uint>> def;
if (bitPos==-1) {
BitCounts bc;
// All the models have a hit for a zero bit (which it really is!)
PAQ1CountBooster::Initialize(bc);
PAQ1CountBooster::Increment(bc,false);
PAQ1CountBooster::Finalize(bc,shift);
for (auto &it:models)
def.push_back(std::make_pair(bc,it.weight));
} else {
CreateWeightProfile(def,src,bitPos,models,shift);
}
long double p=1;
uint weight=def[0].second;
for (auto &it:def) {
while (weight!=it.second) {
asm volatile("fsqrt\n":"=t"(p):"0"(p));
weight>>=1;
}
p=(long double)(int)it.first.c0/p;
p=(long double)(int)it.first.c1/p;
}
while (weight!=1) {
asm volatile("fsqrt\n":"=t"(p):"0"(p));
weight>>=1;
}
u32 ret;
asm volatile("fistl %0\n":"=m"(ret):"t"((long double)(int)range / (1+p)));
return ret;
}
// ---
BlockCodec::BlockCodec(BlockCodecType type,uint shift) :
_type(type),
_shift(shift)
{
ASSERT(_type<=BlockCodecType::TypeLast,"Unknown type");
}
void BlockCodec::SetHeader(const std::vector<u8> &header,uint size)
{
DecodeHeader(header);
_rawLength=size;
_header=EncodeHeaderAndClean(_models);
}
std::vector<u8> BlockCodec::EncodeHeaderAndClean(std::vector<Model> &models)
{
std::vector<u8> header;
header.clear();
ASSERT(_rawLength<65536,"Too long buffer");
header.push_back(_rawLength);
header.push_back(_rawLength>>8);
header.push_back(0); // empty for now
// clean up first!
std::sort(models.begin(),models.end(),[&](const Model &a,const Model &b) {
if (a.weight>b.weight) return true;
if (a.weight<b.weight) return false;
ASSERT(a.model!=b.model,"duplicate model");
return a.model>b.model;
});
ASSERT(models.size(),"empty models");
while (!models.back().weight) models.pop_back();
uint weight=models[0].weight;
uint model=0x100;
for (auto &it:models) {
if (weight!=it.weight && model<it.model) weight>>=1; // free double
while (weight!=it.weight) {
header.push_back(model);
weight>>=1;
}
model=it.model;
header.push_back(model);
}
while (weight!=1) {
header.push_back(model);
weight>>=1;
}
ASSERT(header.size()<=123,"Too long header");
header[2]=header.size();
return header;
}
void BlockCodec::DecodeHeader(const std::vector<u8> &header)
{
ASSERT(header.size()>=4,"Too short header");
uint size=header[0]+(uint(header[1])<<8);
ASSERT(size,"null size");
_rawLength=size;
_models.clear();
uint weight=1;
uint model=0x100;
for (uint i=3;i<header[2];i++) {
if (header[i]>=model) {
for (auto &m:_models) m.weight<<=1;
if (header[i]==model) continue;
}
_models.push_back(Model{header[i],weight});
model=header[i];
}
}
void BlockCodec::CreateContextModels(const std::vector<u8> &src,bool multipleRetryPoints,bool multipleInitPoints)
{
// TODO: this code is messy after few rounds of refactoring...
const uint numWeights=7; // try from 1/2^2 to 1/2^8
uint retryCount=multipleRetryPoints?4:1;
CreateCompressorModel();
// too short block is non estimatable block
if (src.size()<=_cm->GetStartOffset()) {
_models.clear();
_models.push_back(Model{0,2});
_rawLength=uint(src.size());
_header=EncodeHeaderAndClean(_models);
_estimatedLength=uint(_header.size()+src.size())*8;
return;
}
// first bytes do not have any modeling and thus can be excluded here
uint bitLength=uint(src.size()-_cm->GetStartOffset())*8;
std::vector<std::vector<Probability>> probabilityMap(bitLength);
DispatchLoop(bitLength,32,[&](size_t i) {
_cm->CalculateAllProbabilities(probabilityMap[i],src,uint(i+_cm->GetStartOffset()*8),_shift);
});
auto StaticLength=[&](std::vector<Model> &models)->float {
return _cm->GetStartOffset()*8;
};
auto IterateModels=[&](std::vector<Model> &models)->std::pair<std::vector<Model>,float> {
// parallelization makes this a tad more complicated.
// first loop and then decide the best from the candidates
size_t modelListSize=_cm->GetModelCount()*(numWeights+models.size());
std::vector<std::pair<std::vector<Model>,float>> modelList(modelListSize);
for (auto &it:modelList) it.second=std::numeric_limits<float>::infinity();
DispatchLoop(modelListSize,1,[&](size_t combinedIndex) {
uint i=uint(combinedIndex/_cm->GetModelCount());
uint newModel=uint(combinedIndex%_cm->GetModelCount());
std::vector<Model> testModels=models;
bool modified=false;
auto current=std::find_if(testModels.begin(),testModels.end(),[&](const Model &a) {
return a.model==newModel;
});
if (i<numWeights)
{
uint weight=2<<i;
if (current==testModels.end()) {
// test adding a model
testModels.push_back(Model{newModel,weight});
modified=true;
} else if (testModels.size()!=1 || current->weight!=weight) {
// test changing a weight
// if weight is the same, test removing model
if (current->weight==weight) current->weight=0;
else current->weight=weight;
modified=true;
}
} else {
if (current==testModels.end()) {
// try swapping a model
i-=numWeights;
if (testModels[i].model!=newModel) {
testModels[i].model=newModel;
modified=true;
}
}
}
if (modified) {
float length=0;
for (uint j=0;j<bitLength;j++)
length+=_cm->EstimateBitLength(probabilityMap[j],testModels);
length+=EncodeHeaderAndClean(testModels).size()*8;
modelList[combinedIndex].first=testModels;
modelList[combinedIndex].second=length;
}
});
auto ret=std::min_element(modelList.begin(),modelList.end(),[&](const std::pair<std::vector<Model>,float> &a,const std::pair<std::vector<Model>,float> &b) { return a.second<b.second; });
return *ret;
};
// Find ideal context set
std::random_device rd;
std::mt19937 mt(rd());
std::uniform_int_distribution<uint> d(0,_cm->GetModelCount()-1);
std::vector<std::vector<uint>> seedWeights{
{},
{2,2},
{2,4,8,8},
{4,4,4,4},
{4,4,8,8,8,8},
{4,8,8,8,8,16,16,16,16},
{16,16,16,16,16,16,16,16,16,16,16,16,16,16,16,16}};
std::vector<Model> currentBestModels;
float currentBestLength=std::numeric_limits<float>::infinity();
float staticLength=StaticLength(currentBestModels);
PROGRESS_START("SeedWeights", seedWeights.size());
for (auto &sw:seedWeights) {
PROGRESS_TICK("SeedWeights");
PROGRESS_START("CoreIteration", retryCount);
for (uint i=0;i<retryCount;i++) {
PROGRESS_TICK("CoreIteration");
std::vector<Model> testModels=currentBestModels;
float testLength=std::numeric_limits<float>::infinity();
for (auto w:sw) {
uint model=d(mt);
while (std::find_if(testModels.begin(),testModels.end(),[&](Model &m){return m.model==model;})!=testModels.end())
model=d(mt);
testModels.push_back(Model{model,w});
}
PROGRESS_START("IterateModels", 0);
for (;;) {
auto best=IterateModels(testModels);
PROGRESS_TICK("IterateModels");
// TICK();
best.second+=staticLength;
if (best.second<testLength) {
testModels=best.first;
testLength=best.second;
} else break;
}
PROGRESS_END("IterateModels");
if (testLength<currentBestLength) {
currentBestModels=testModels;
currentBestLength=testLength;
}
if (!sw.size()) break;
}
PROGRESS_END("CoreIteration");
if (!multipleInitPoints) break;
}
PROGRESS_END("SeedWeights");
// mark length
_rawLength=uint(src.size());
// will scale and sort
_models=currentBestModels;
_header=EncodeHeaderAndClean(_models);
_estimatedLength=currentBestLength;
}
void BlockCodec::Encode(const std::vector<u8> &src,ArithEncoder &ec)
{
uint bitLength=uint(src.size()*8);
CreateCompressorModel();
ec.PreEncode(_cm->CalculateSubRange(src,-1,_models,ec.GetRange(),_shift));
for (uint i=0;i<bitLength;i++)
ec.Encode(BitAtPos(src,i),_cm->CalculateSubRange(src,i,_models,ec.GetRange(),_shift));
ec.EndSection(_cm->CalculateSubRange(src,bitLength,_models,ec.GetRange(),_shift));
}
std::vector<u8> BlockCodec::Decode(const std::vector<u8> &header,ArithDecoder &dc)
{
DecodeHeader(header);
std::vector<u8> ret(_rawLength);
uint bitLength=uint(ret.size()*8);
CreateCompressorModel();
dc.PreDecode(_cm->CalculateSubRange(ret,-1,_models,dc.GetRange(),_shift));
for (uint i=0;i<bitLength;i++)
if (dc.Decode(_cm->CalculateSubRange(ret,i,_models,dc.GetRange(),_shift)))
ret[i>>3]|=0x80U>>(i&7);
dc.ProcessEndOfSection(_cm->CalculateSubRange(ret,bitLength,_models,dc.GetRange(),_shift));
return ret;
}
void BlockCodec::CreateCompressorModel()
{
switch (_type) {
case BlockCodecType::Single:
_cm.reset(new CompressorModel<NoLimitQWContextModel,PAQ1CountBooster,LogisticMixer>());
break;
case BlockCodecType::Standard:
_cm.reset(new CompressorModel<QWContextModel,PAQ1CountBooster,LogisticMixer>());
break;
default:
break;
}
}
std::string BlockCodec::PrintModels() const
{
std::string ret;
{
char tmp[32];
sprintf(tmp,"Shift=%u ",_shift);
ret+=tmp;
}
for (auto &it:_models) {
char tmp[32];
sprintf(tmp,"(1/%u)*0x%02x ",it.weight,it.model);
ret+=tmp;
}
return ret;
}