#ifndef PIECEWISE_OUTLIER_DETECT_H_ #define PIECEWISE_OUTLIER_DETECT_H_ #include "common.h" #include "codecs.h" #include "bit_read.h" #include "bit_write.h" #include "lr.h" #include "RANSAC.h" #include "rank.h" #define INF 0x7f7fffff namespace Codecset { class piecewise_outlier_detect : public IntegerCODEC { public: using IntegerCODEC::encodeArray; using IntegerCODEC::decodeArray; using IntegerCODEC::randomdecodeArray; using IntegerCODEC::encodeArray8; using IntegerCODEC::decodeArray8; using IntegerCODEC::randomdecodeArray8; using IntegerCODEC::init; int temp; int total_usedData=0; int block_num; int block_size; void init( int blocks, int blocksize,int delta){ block_num=blocks; block_size=blocksize; temp = ceil((double)block_size/64.); } int cal_log(int x){ int tmp_bit = bits(x)+1; tmp_bit = std::min(32,tmp_bit); return tmp_bit; } uint8_t* encodeArray8(uint32_t *in, const size_t length,uint8_t*res, size_t nvalue) { uint8_t *out = res; uint64_t * writebitmap=new uint64_t[temp]; std::vector<double> indexes; std::vector<double> keys; for(uint32_t i = 0; i < length; i++){ indexes.emplace_back((double) i); keys.emplace_back((double) in[i]); } lr mylr; mylr.caltheta(indexes,keys,length); //std::cout<<"Theta: "<<mylr.theta0<<" "<<mylr.theta1<<std::endl; int *counter = new int[32]; int *delta = new int[length]; int max_error =0; for(int i=0;i<32;i++){ counter[i]=0; } for(int i=0;i<(long long)length;i++){ int tmp = (long long) in[i] - (long long)(mylr.theta0+mylr.theta1*(double)i); delta[i]=tmp; counter[cal_log(abs(tmp))]++;//from 0 if(abs(tmp)>max_error){ max_error = abs(tmp); } } int quantile_sum=0; int threshold =0; int compress_len =0; int compress_min= block_size*32; int max_bit =0; for(int i=0;i<32;i++){ quantile_sum+=counter[i]; compress_len = quantile_sum * i + (block_size-quantile_sum)*32; if(quantile_sum==block_size){ compress_len = quantile_sum * i -temp*12*8-12*8; max_bit = i; } if(compress_len<compress_min){ compress_min = compress_len; threshold=i; } if(quantile_sum==block_size){ break ; } } free(counter); // GONNA USE PIECEWISE, BECAUSE NOT A SINGLE OUTLIER OCCURS if(threshold == max_bit){ int tmp_bit = bits(max_error)+1; total_usedData+=block_size; out[0]=(uint8_t)tmp_bit; out++; double theta0 = mylr.theta0; double theta1 = mylr.theta1; memcpy(out,&theta0,sizeof(theta0)); out+=sizeof(theta0); memcpy(out,&theta1,sizeof(theta1)); out+=sizeof(theta1); if(max_bit>=31){ out = write_delta_default(in,out,32,length); } else{ out = write_delta(delta, out, tmp_bit, length); } free(delta); return out; } //std::cout<<"Threshold is "<<threshold<<std::endl; bool *vote = new bool[length]; int usedData =0; for(int i=0;i<block_size;i++){ if(cal_log(abs(delta[i]))>threshold){ vote[i]=0; } else{ vote[i]=1; usedData++; } } total_usedData+=usedData; //std::cout<<"Theta: "<<mylr.theta0<<" "<<mylr.theta1<<std::endl; uint64_t tmpbit=0; int k=0; int wtitebittmp=0; int outlier_num = block_size -usedData ; bool have_outlier=true; uint32_t *tmpoutlier = new uint32_t[outlier_num]; if(!outlier_num){ have_outlier=false; } max_error=0; int *deltax = new int[length]; int wtiteoutlier=0; for(int i=0;i<(long long)length;i++){ if(vote[i]){ int tmp = delta[i]; deltax[k]=tmp; k++; if(abs(tmp)>max_error){ max_error = abs(tmp); } } else{ tmpbit+= ((1L)<<(63-i%64)); deltax[k]= 1 ; k++; tmpoutlier[wtiteoutlier]=(long long)in[i]; wtiteoutlier++; } //if(nvalue==0){ //std::cout<<"i "<<i<<" vote "<<!vote[i]<<" tmpbit "<<tmpbit<<std::endl; //} if (i%64 == 63){ writebitmap[wtitebittmp]= tmpbit; wtitebittmp++; tmpbit = 0; } } if(block_size%64!=0){ writebitmap[wtitebittmp]= tmpbit; wtitebittmp++; } int* rank_lut_ = new int [temp]; int basic_block_size_=64; initRankLut(block_size,writebitmap,rank_lut_,basic_block_size_); int tmp_bit = bits(max_error)+1; out[0]=(uint8_t)tmp_bit+(1L<<7); out++; double theta0 = mylr.theta0; double theta1 = mylr.theta1; memcpy(out,&theta0,sizeof(theta0)); out+=sizeof(theta0); memcpy(out,&theta1,sizeof(theta1)); out+=sizeof(theta1); memcpy(out,&outlier_num,sizeof(outlier_num)); out+=sizeof(outlier_num); memcpy(out,&basic_block_size_,sizeof(basic_block_size_)); out+=sizeof(basic_block_size_); uint8_t *outlier_pos = out; out+=sizeof(basic_block_size_); memcpy(out,writebitmap,temp*sizeof(writebitmap[0])); out+=sizeof(writebitmap[0])*temp; memcpy(out,rank_lut_,temp*sizeof(rank_lut_[0])); out+=sizeof(rank_lut_[0])*temp; // bit + theta0 + theta1 + #outlier + lookupsize64 + outlier_pos + bitmap + lookup + delta + outlier if(tmp_bit>=31){ out = write_delta_default(in,out,32,length); } else{ out = write_delta(deltax, out, tmp_bit, length); } //delete[] deltax; int shift = out - res; //std::cout<<" delta length: "<<out - delta_mark<<std::endl; memcpy(outlier_pos,&shift,sizeof(shift)); if(have_outlier){ memcpy(out,tmpoutlier,outlier_num * sizeof(tmpoutlier[0])); out+=outlier_num * sizeof(tmpoutlier[0]); } free(delta); delete[] rank_lut_; delete[] deltax; delete[] tmpoutlier; delete[] vote; delete[] writebitmap; return out; } uint32_t *decodeArray8( uint8_t *in, const size_t length, uint32_t *out, size_t nvalue) { //std::cout<<"decompressing all!"<<std::endl; // bit + theta0 + theta1 + #outlier + lookupsize64 + outlier_pos + bitmap + lookup + delta + outlier uint8_t whether_outlier; uint8_t * tmpin=in; whether_outlier=(tmpin[0]>>7); //1000 0000 if(whether_outlier){ double *theta0; double *theta1; uint8_t maxerror; int *outlier_num = 0; maxerror = tmpin[0]-(1L<<7); tmpin++; theta0 = reinterpret_cast<double*>(tmpin); tmpin+=8; theta1 = reinterpret_cast<double*>(tmpin); tmpin+=8; outlier_num = reinterpret_cast<int*>(tmpin); tmpin +=8; int* outlier_position; outlier_position = reinterpret_cast<int*>(tmpin); tmpin+=4; uint8_t * bitmap_pos = tmpin; tmpin+=temp*12; //std::cout<<"maxerror "<<unsigned(maxerror)<<" theta0 "<<theta0<<" theta1 "<<theta1<<" outlier_num "<<outlier_num<<" outlier_position "<<outlier_position<<std::endl; if(maxerror>=31){ read_all_default(tmpin ,0,0, length, maxerror,theta1[0],theta0[0], out); } else{ uint8_t * outlier_pos = in + outlier_position[0]; read_all_bit_outlier_detection(tmpin ,0,0, length, maxerror,theta1[0],theta0[0], out,outlier_pos,outlier_num[0],bitmap_pos); //read_all_bit_fix(in ,0,0, length, maxerror[nvalue],mylr.theta1,mylr.theta0, out); } return out; } else{ double theta0; double theta1; uint8_t maxerror; memcpy(&maxerror,tmpin,1); tmpin++; memcpy(&theta0,tmpin,8); tmpin+=8; memcpy(&theta1,tmpin,8); tmpin+=8; if(maxerror>=31){ read_all_default(tmpin ,0,0, length, maxerror,theta1,theta0, out); } else{ read_all_bit_fix(tmpin ,0,0, length, maxerror,theta1,theta0, out); } return out; } } uint32_t randomdecodeArray8( uint8_t *in, const size_t l, uint32_t *out, size_t nvalue){ //double start =getNow(); // bit + theta0 + theta1 + #outlier + lookupsize64 + outlier_pos + bitmap + lookup + delta + outlier uint8_t * tmpin = in; uint8_t whether_outlier; whether_outlier=(tmpin[0]>>7); //1000 0000 if(whether_outlier){ double *theta0; double *theta1; uint8_t maxerror; int *basic_block_size_=0; maxerror = tmpin[0]-(1L<<7); tmpin++; theta0 = reinterpret_cast<double*>(tmpin); tmpin+=8; theta1 = reinterpret_cast<double*>(tmpin); tmpin+=12; basic_block_size_ = reinterpret_cast<int*>(tmpin); tmpin+=4; int* outlier_position; outlier_position = reinterpret_cast<int*>(tmpin); tmpin+=4; uint8_t * bitmap_pos = tmpin; tmpin+=temp*8; uint8_t * lookup_pos = tmpin; tmpin+=temp*4; uint8_t * outlier_pos = in + outlier_position[0]; //std::cout<<"maxerror "<<unsigned(maxerror)<<" theta0 "<<theta0<<" theta1 "<<theta1<<" outlier_num "<<outlier_num<<" outlier_position "<<outlier_position<<std::endl; uint32_t tmp=0; if(maxerror>=31){ tmp = read_bit_default(tmpin ,maxerror , l, theta1[0],theta0[0], 0); return tmp; } else{ //std::cout<<"num "<<l<<" type "<<((bitmap[nvalue][l/64]>>(63-l%64))&1)<<std::endl; int fetch_pos = (l/basic_block_size_[0]); int * lookup_num ; lookup_num = reinterpret_cast<int*>(lookup_pos + 4 * fetch_pos); uint64_t * tempbitmap; tempbitmap = reinterpret_cast<uint64_t*>(bitmap_pos + 8 * fetch_pos); int rankval =lookup_num[0] + popcountLinear(tempbitmap, 0 , (l&(basic_block_size_[0] - 1))+1); if(((tempbitmap[0]>>(63-l%64))&1)){ uint32_t * tmppoint = reinterpret_cast<uint32_t*>(outlier_pos + (rankval-1) * 4); return tmppoint[0]; } else{ tmp = read_bit_outlier_detection(tmpin ,maxerror , l, theta1[0],theta0[0], 0,rankval); return tmp; } } } else{ double theta0; double theta1; uint8_t maxerror; memcpy(&maxerror,tmpin,1); tmpin++; memcpy(&theta0,tmpin,8); tmpin+=8; memcpy(&theta1,tmpin,8); tmpin+=8; uint32_t tmp=0; if(maxerror>=31){ tmp = read_bit_default(tmpin ,maxerror, l, theta1,theta0, 0); } else{ tmp = read_bit_fix(tmpin ,maxerror, l, theta1,theta0, 0); } return tmp; } } uint32_t* encodeArray( uint32_t *in, const size_t length, uint32_t *out, size_t nvalue) { std::cout<<"Haven't implement. Please try uint8_t one..."<<std::endl; return out; } uint32_t *decodeArray( uint32_t *in, const size_t length, uint32_t *out, size_t nvalue) { std::cout<<"Haven't implement. Please try uint8_t one..."<<std::endl; return out; } uint32_t randomdecodeArray(uint32_t *in, const size_t l,uint32_t *out, size_t nvalue){ std::cout<<"Haven't implement. Please try uint8_t one..."<<std::endl; return 1; } uint64_t summation( uint8_t *in, const size_t l, size_t nvalue){ return 0; } uint32_t get_block_nums(){ return total_usedData; } std::string name() const { return "piecewise_outlier_detect"; } void destroy(){} }; } // namespace FastPFor #endif /* SIMDFASTPFOR_H_ */