/** * @file sz_double.c * @author Sheng Di, Dingwen Tao, Xin Liang, Xiangyu Zou, Tao Lu, Wen Xia, Xuan Wang, Weizhe Zhang * @date Aug, 2016 * @brief SZ_Init, Compression and Decompression functions * (C) 2016 by Mathematics and Computer Science (MCS), Argonne National Laboratory. * See COPYRIGHT in top-level directory. */ #include #include #include #include #include #include #include "sz.h" #include "CompressElement.h" #include "DynamicByteArray.h" #include "DynamicIntArray.h" #include "TightDataPointStorageD.h" #include "sz_double.h" #include "sz_double_pwr.h" #include "szd_double.h" #include "szd_double_pwr.h" #include "zlib.h" #include "rw.h" #include "sz_double_ts.h" #include "utility.h" #include "CacheTable.h" #include "MultiLevelCacheTableWideInterval.h" #include "sz_stats.h" unsigned char* SZ_skip_compress_double(double* data, size_t dataLength, size_t* outSize) { *outSize = dataLength*sizeof(double); unsigned char* out = (unsigned char*)malloc(dataLength*sizeof(double)); memcpy(out, data, dataLength*sizeof(double)); return out; } inline void computeReqLength_double(double realPrecision, short radExpo, int* reqLength, double* medianValue) { short reqExpo = getPrecisionReqLength_double(realPrecision); *reqLength = 12+radExpo - reqExpo; //radExpo-reqExpo == reqMantiLength if(*reqLength<12) *reqLength = 12; if(*reqLength>64) { *reqLength = 64; *medianValue = 0; } } inline short computeReqLength_double_MSST19(double realPrecision) { short reqExpo = getPrecisionReqLength_double(realPrecision); return 12-reqExpo; } unsigned int optimize_intervals_double_1D(double *oriData, size_t dataLength, double realPrecision) { size_t i = 0, radiusIndex; double pred_value = 0, pred_err; size_t *intervals = (size_t*)malloc(confparams_cpr->maxRangeRadius*sizeof(size_t)); memset(intervals, 0, confparams_cpr->maxRangeRadius*sizeof(size_t)); size_t totalSampleSize = dataLength/confparams_cpr->sampleDistance; for(i=2;isampleDistance==0) { //pred_value = 2*oriData[i-1] - oriData[i-2]; pred_value = oriData[i-1]; pred_err = fabs(pred_value - oriData[i]); radiusIndex = (unsigned long)((pred_err/realPrecision+1)/2); if(radiusIndex>=confparams_cpr->maxRangeRadius) radiusIndex = confparams_cpr->maxRangeRadius - 1; intervals[radiusIndex]++; } } //compute the appropriate number size_t targetCount = totalSampleSize*confparams_cpr->predThreshold; size_t sum = 0; for(i=0;imaxRangeRadius;i++) { sum += intervals[i]; if(sum>targetCount) break; } if(i>=confparams_cpr->maxRangeRadius) i = confparams_cpr->maxRangeRadius-1; unsigned int accIntervals = 2*(i+1); unsigned int powerOf2 = roundUpToPowerOf2(accIntervals); if(powerOf2<32) powerOf2 = 32; free(intervals); //printf("accIntervals=%d, powerOf2=%d\n", accIntervals, powerOf2); return powerOf2; } unsigned int optimize_intervals_double_2D(double *oriData, size_t r1, size_t r2, double realPrecision) { size_t i,j, index; size_t radiusIndex; double pred_value = 0, pred_err; size_t *intervals = (size_t*)malloc(confparams_cpr->maxRangeRadius*sizeof(size_t)); memset(intervals, 0, confparams_cpr->maxRangeRadius*sizeof(size_t)); size_t totalSampleSize = (r1-1)*(r2-1)/confparams_cpr->sampleDistance; for(i=1;isampleDistance==0) { index = i*r2+j; pred_value = oriData[index-1] + oriData[index-r2] - oriData[index-r2-1]; pred_err = fabs(pred_value - oriData[index]); radiusIndex = (unsigned long)((pred_err/realPrecision+1)/2); if(radiusIndex>=confparams_cpr->maxRangeRadius) radiusIndex = confparams_cpr->maxRangeRadius - 1; intervals[radiusIndex]++; } } } //compute the appropriate number size_t targetCount = totalSampleSize*confparams_cpr->predThreshold; size_t sum = 0; for(i=0;imaxRangeRadius;i++) { sum += intervals[i]; if(sum>targetCount) break; } if(i>=confparams_cpr->maxRangeRadius) i = confparams_cpr->maxRangeRadius-1; unsigned int accIntervals = 2*(i+1); unsigned int powerOf2 = roundUpToPowerOf2(accIntervals); //printf("confparams_cpr->maxRangeRadius = %d, accIntervals=%d, powerOf2=%d\n", confparams_cpr->maxRangeRadius, accIntervals, powerOf2); if(powerOf2<32) powerOf2 = 32; free(intervals); return powerOf2; } unsigned int optimize_intervals_double_3D(double *oriData, size_t r1, size_t r2, size_t r3, double realPrecision) { size_t i,j,k, index; size_t radiusIndex; size_t r23=r2*r3; double pred_value = 0, pred_err; size_t *intervals = (size_t*)malloc(confparams_cpr->maxRangeRadius*sizeof(size_t)); memset(intervals, 0, confparams_cpr->maxRangeRadius*sizeof(size_t)); size_t totalSampleSize = (r1-1)*(r2-1)*(r3-1)/confparams_cpr->sampleDistance; for(i=1;isampleDistance==0) { index = i*r23+j*r3+k; pred_value = oriData[index-1] + oriData[index-r3] + oriData[index-r23] - oriData[index-1-r23] - oriData[index-r3-1] - oriData[index-r3-r23] + oriData[index-r3-r23-1]; pred_err = fabs(pred_value - oriData[index]); radiusIndex = (pred_err/realPrecision+1)/2; if(radiusIndex>=confparams_cpr->maxRangeRadius) radiusIndex = confparams_cpr->maxRangeRadius - 1; intervals[radiusIndex]++; } } } } //compute the appropriate number size_t targetCount = totalSampleSize*confparams_cpr->predThreshold; size_t sum = 0; for(i=0;imaxRangeRadius;i++) { sum += intervals[i]; if(sum>targetCount) break; } if(i>=confparams_cpr->maxRangeRadius) i = confparams_cpr->maxRangeRadius-1; unsigned int accIntervals = 2*(i+1); unsigned int powerOf2 = roundUpToPowerOf2(accIntervals); if(powerOf2<32) powerOf2 = 32; free(intervals); //printf("confparams_cpr->maxRangeRadius = %d, accIntervals=%d, powerOf2=%d\n", confparams_cpr->maxRangeRadius, accIntervals, powerOf2); return powerOf2; } unsigned int optimize_intervals_double_4D(double *oriData, size_t r1, size_t r2, size_t r3, size_t r4, double realPrecision) { size_t i,j,k,l, index; size_t radiusIndex; size_t r234=r2*r3*r4; size_t r34=r3*r4; double pred_value = 0, pred_err; size_t *intervals = (size_t*)malloc(confparams_cpr->maxRangeRadius*sizeof(size_t)); memset(intervals, 0, confparams_cpr->maxRangeRadius*sizeof(size_t)); size_t totalSampleSize = (r1-1)*(r2-1)*(r3-1)*(r4-1)/confparams_cpr->sampleDistance; for(i=1;isampleDistance==0) { index = i*r234+j*r34+k*r4+l; pred_value = oriData[index-1] + oriData[index-r3] + oriData[index-r34] - oriData[index-1-r34] - oriData[index-r4-1] - oriData[index-r4-r34] + oriData[index-r4-r34-1]; pred_err = fabs(pred_value - oriData[index]); radiusIndex = (unsigned long)((pred_err/realPrecision+1)/2); if(radiusIndex>=confparams_cpr->maxRangeRadius) radiusIndex = confparams_cpr->maxRangeRadius - 1; intervals[radiusIndex]++; } } } } } //compute the appropriate number size_t targetCount = totalSampleSize*confparams_cpr->predThreshold; size_t sum = 0; for(i=0;imaxRangeRadius;i++) { sum += intervals[i]; if(sum>targetCount) break; } if(i>=confparams_cpr->maxRangeRadius) i = confparams_cpr->maxRangeRadius-1; unsigned int accIntervals = 2*(i+1); unsigned int powerOf2 = roundUpToPowerOf2(accIntervals); if(powerOf2<32) powerOf2 = 32; free(intervals); return powerOf2; } TightDataPointStorageD* SZ_compress_double_1D_MDQ(double *oriData, size_t dataLength, double realPrecision, double valueRangeSize, double medianValue_d) { #ifdef HAVE_TIMECMPR double* decData = NULL; if(confparams_cpr->szMode == SZ_TEMPORAL_COMPRESSION) decData = (double*)(multisteps->hist_data); #endif unsigned int quantization_intervals; if(exe_params->optQuantMode==1) quantization_intervals = optimize_intervals_double_1D_opt(oriData, dataLength, realPrecision); else quantization_intervals = exe_params->intvCapacity; //updateQuantizationInfo(quantization_intervals); int intvRadius = quantization_intervals/2; size_t i; int reqLength; double medianValue = medianValue_d; short radExpo = getExponent_double(valueRangeSize/2); computeReqLength_double(realPrecision, radExpo, &reqLength, &medianValue); int* type = (int*) malloc(dataLength*sizeof(int)); double* spaceFillingValue = oriData; // DynamicIntArray *exactLeadNumArray; new_DIA(&exactLeadNumArray, DynArrayInitLen); DynamicByteArray *exactMidByteArray; new_DBA(&exactMidByteArray, DynArrayInitLen); DynamicIntArray *resiBitArray; new_DIA(&resiBitArray, DynArrayInitLen); unsigned char preDataBytes[8]; longToBytes_bigEndian(preDataBytes, 0); int reqBytesLength = reqLength/8; int resiBitsLength = reqLength%8; double last3CmprsData[3] = {0}; DoubleValueCompressElement *vce = (DoubleValueCompressElement*)malloc(sizeof(DoubleValueCompressElement)); LossyCompressionElement *lce = (LossyCompressionElement*)malloc(sizeof(LossyCompressionElement)); //add the first data type[0] = 0; compressSingleDoubleValue(vce, spaceFillingValue[0], realPrecision, medianValue, reqLength, reqBytesLength, resiBitsLength); updateLossyCompElement_Double(vce->curBytes, preDataBytes, reqBytesLength, resiBitsLength, lce); memcpy(preDataBytes,vce->curBytes,8); addExactData(exactMidByteArray, exactLeadNumArray, resiBitArray, lce); listAdd_double(last3CmprsData, vce->data); #ifdef HAVE_TIMECMPR if(confparams_cpr->szMode == SZ_TEMPORAL_COMPRESSION) decData[0] = vce->data; #endif //add the second data type[1] = 0; compressSingleDoubleValue(vce, spaceFillingValue[1], realPrecision, medianValue, reqLength, reqBytesLength, resiBitsLength); updateLossyCompElement_Double(vce->curBytes, preDataBytes, reqBytesLength, resiBitsLength, lce); memcpy(preDataBytes,vce->curBytes,8); addExactData(exactMidByteArray, exactLeadNumArray, resiBitArray, lce); listAdd_double(last3CmprsData, vce->data); #ifdef HAVE_TIMECMPR if(confparams_cpr->szMode == SZ_TEMPORAL_COMPRESSION) decData[1] = vce->data; #endif int state; double checkRadius; double curData; double pred = last3CmprsData[0]; double predAbsErr; checkRadius = (quantization_intervals-1)*realPrecision; double interval = 2*realPrecision; double recip_realPrecision = 1/realPrecision; for(i=2;i=pred) { type[i] = intvRadius+state; pred = pred + state*interval; } else //curDataszMode == SZ_TEMPORAL_COMPRESSION) decData[i] = pred; #endif continue; } //unpredictable data processing type[i] = 0; compressSingleDoubleValue(vce, curData, realPrecision, medianValue, reqLength, reqBytesLength, resiBitsLength); updateLossyCompElement_Double(vce->curBytes, preDataBytes, reqBytesLength, resiBitsLength, lce); memcpy(preDataBytes,vce->curBytes,8); addExactData(exactMidByteArray, exactLeadNumArray, resiBitArray, lce); //listAdd_double(last3CmprsData, vce->data); pred = vce->data; #ifdef HAVE_TIMECMPR if(confparams_cpr->szMode == SZ_TEMPORAL_COMPRESSION) decData[i] = vce->data; #endif }//end of for size_t exactDataNum = exactLeadNumArray->size; TightDataPointStorageD* tdps; new_TightDataPointStorageD(&tdps, dataLength, exactDataNum, type, exactMidByteArray->array, exactMidByteArray->size, exactLeadNumArray->array, resiBitArray->array, resiBitArray->size, resiBitsLength, realPrecision, medianValue, (char)reqLength, quantization_intervals, NULL, 0, 0); // printf("exactDataNum=%d, expSegmentsInBytes_size=%d, exactMidByteArray->size=%d\n", // exactDataNum, expSegmentsInBytes_size, exactMidByteArray->size); //free memory free_DIA(exactLeadNumArray); free_DIA(resiBitArray); free(type); free(vce); free(lce); free(exactMidByteArray); //exactMidByteArray->array has been released in free_TightDataPointStorageF(tdps); return tdps; } void SZ_compress_args_double_StoreOriData(double* oriData, size_t dataLength, unsigned char** newByteData, size_t *outSize) { int doubleSize = sizeof(double); size_t k = 0, i; size_t totalByteLength = 3 + MetaDataByteLength_double + exe_params->SZ_SIZE_TYPE + 1 + doubleSize*dataLength; /*No need to malloc because newByteData should always already be allocated with no less totalByteLength.*/ //*newByteData = (unsigned char*)malloc(totalByteLength); unsigned char dsLengthBytes[8]; for (i = 0; i < 3; i++)//3 (*newByteData)[k++] = versionNumber[i]; if(exe_params->SZ_SIZE_TYPE==4)//1 (*newByteData)[k++] = 16; //00010000 else (*newByteData)[k++] = 80; //01010000: 01000000 indicates the SZ_SIZE_TYPE=8 convertSZParamsToBytes(confparams_cpr, &((*newByteData)[k])); k = k + MetaDataByteLength_double; sizeToBytes(dsLengthBytes,dataLength); for (i = 0; i < exe_params->SZ_SIZE_TYPE; i++)//ST: 4 or 8 (*newByteData)[k++] = dsLengthBytes[i]; if(sysEndianType==BIG_ENDIAN_SYSTEM) memcpy((*newByteData)+4+MetaDataByteLength_double+exe_params->SZ_SIZE_TYPE, oriData, dataLength*doubleSize); else { unsigned char* p = (*newByteData)+4+MetaDataByteLength_double+exe_params->SZ_SIZE_TYPE; for(i=0;iszMode == SZ_TEMPORAL_COMPRESSION) { int timestep = sz_tsc->currentStep; if(cmprType == SZ_PERIO_TEMPORAL_COMPRESSION) { if(timestep % confparams_cpr->snapshotCmprStep != 0) { tdps = SZ_compress_double_1D_MDQ_ts(oriData, dataLength, multisteps, realPrecision, valueRangeSize, medianValue_d); compressionType = 1; //time-series based compression } else { tdps = SZ_compress_double_1D_MDQ(oriData, dataLength, realPrecision, valueRangeSize, medianValue_d); compressionType = 0; //snapshot-based compression multisteps->lastSnapshotStep = timestep; } } else if(cmprType == SZ_FORCE_SNAPSHOT_COMPRESSION) { tdps = SZ_compress_double_1D_MDQ(oriData, dataLength, realPrecision, valueRangeSize, medianValue_d); compressionType = 0; //snapshot-based compression multisteps->lastSnapshotStep = timestep; } else if(cmprType == SZ_FORCE_TEMPORAL_COMPRESSION) { tdps = SZ_compress_double_1D_MDQ_ts(oriData, dataLength, multisteps, realPrecision, valueRangeSize, medianValue_d); compressionType = 1; //time-series based compression } } else #endif tdps = SZ_compress_double_1D_MDQ(oriData, dataLength, realPrecision, valueRangeSize, medianValue_d); convertTDPStoFlatBytes_double(tdps, newByteData, outSize); if(*outSize>3 + MetaDataByteLength_double + exe_params->SZ_SIZE_TYPE + 1 + sizeof(double)*dataLength) SZ_compress_args_double_StoreOriData(oriData, dataLength, newByteData, outSize); free_TightDataPointStorageD(tdps); return compressionType; } /*MSST19*/ TightDataPointStorageD* SZ_compress_double_1D_MDQ_MSST19(double *oriData, size_t dataLength, double realPrecision, double valueRangeSize, double medianValue_f) { #ifdef HAVE_TIMECMPR double* decData = NULL; if(confparams_cpr->szMode == SZ_TEMPORAL_COMPRESSION) decData = (double*)(multisteps->hist_data); #endif //struct ClockPoint clockPointBuild; //TimeDurationStart("build", &clockPointBuild); unsigned int quantization_intervals; if(exe_params->optQuantMode==1) quantization_intervals = optimize_intervals_double_1D_opt_MSST19(oriData, dataLength, realPrecision); else quantization_intervals = exe_params->intvCapacity; //updateQuantizationInfo(quantization_intervals); int intvRadius = quantization_intervals/2; double* precisionTable = (double*)malloc(sizeof(double) * quantization_intervals); double inv = 2.0-pow(2, -(confparams_cpr->plus_bits)); for(int i=0; iplus_bits); size_t i; int reqLength; double medianValue = medianValue_f; //double medianInverse = 1 / medianValue_f; //short radExpo = getExponent_double(realPrecision); reqLength = computeReqLength_double_MSST19(realPrecision); int* type = (int*) malloc(dataLength*sizeof(int)); double* spaceFillingValue = oriData; // DynamicIntArray *exactLeadNumArray; new_DIA(&exactLeadNumArray, dataLength/2/8); DynamicByteArray *exactMidByteArray; new_DBA(&exactMidByteArray, dataLength/2); DynamicIntArray *resiBitArray; new_DIA(&resiBitArray, DynArrayInitLen); unsigned char preDataBytes[8]; intToBytes_bigEndian(preDataBytes, 0); int reqBytesLength = reqLength/8; int resiBitsLength = reqLength%8; double last3CmprsData[3] = {0}; //size_t miss=0, hit=0; DoubleValueCompressElement *vce = (DoubleValueCompressElement*)malloc(sizeof(DoubleValueCompressElement)); LossyCompressionElement *lce = (LossyCompressionElement*)malloc(sizeof(LossyCompressionElement)); //add the first data type[0] = 0; compressSingleDoubleValue_MSST19(vce, spaceFillingValue[0], realPrecision, reqLength, reqBytesLength, resiBitsLength); updateLossyCompElement_Double(vce->curBytes, preDataBytes, reqBytesLength, resiBitsLength, lce); memcpy(preDataBytes,vce->curBytes,8); addExactData(exactMidByteArray, exactLeadNumArray, resiBitArray, lce); listAdd_double(last3CmprsData, vce->data); //miss++; #ifdef HAVE_TIMECMPR if(confparams_cpr->szMode == SZ_TEMPORAL_COMPRESSION) decData[0] = vce->data; #endif //add the second data type[1] = 0; compressSingleDoubleValue_MSST19(vce, spaceFillingValue[1], realPrecision, reqLength, reqBytesLength, resiBitsLength); updateLossyCompElement_Double(vce->curBytes, preDataBytes, reqBytesLength, resiBitsLength, lce); memcpy(preDataBytes,vce->curBytes,8); addExactData(exactMidByteArray, exactLeadNumArray, resiBitArray, lce); listAdd_double(last3CmprsData, vce->data); //miss++; #ifdef HAVE_TIMECMPR if(confparams_cpr->szMode == SZ_TEMPORAL_COMPRESSION) decData[1] = vce->data; #endif int state; //double checkRadius; double curData; double pred = vce->data; double predRelErrRatio; const uint64_t top = levelTable.topIndex, base = levelTable.baseIndex; const uint64_t range = top - base; const int bits = levelTable.bits; uint64_t* const buffer = (uint64_t*)&predRelErrRatio; const int shift = 52-bits; uint64_t expoIndex, mantiIndex; uint16_t* tables[range+1]; for(int i=0; i<=range; i++){ tables[i] = levelTable.subTables[i].table; } for(i=2;i> 52) - base; if(expoIndex <= range){ mantiIndex = (*buffer & 0x000fffffffffffff) >> shift; state = tables[expoIndex][mantiIndex]; }else{ state = 0; } if(state) { type[i] = state; pred *= precisionTable[state]; //hit++; continue; } //unpredictable data processing type[i] = 0; compressSingleDoubleValue_MSST19(vce, curData, realPrecision, reqLength, reqBytesLength, resiBitsLength); updateLossyCompElement_Double(vce->curBytes, preDataBytes, reqBytesLength, resiBitsLength, lce); memcpy(preDataBytes,vce->curBytes,8); addExactData(exactMidByteArray, exactLeadNumArray, resiBitArray, lce); pred = vce->data; //miss++; #ifdef HAVE_TIMECMPR if(confparams_cpr->szMode == SZ_TEMPORAL_COMPRESSION) decData[i] = vce->data; #endif }//end of for // printf("miss:%d, hit:%d\n", miss, hit); size_t exactDataNum = exactLeadNumArray->size; TightDataPointStorageD* tdps; new_TightDataPointStorageD(&tdps, dataLength, exactDataNum, type, exactMidByteArray->array, exactMidByteArray->size, exactLeadNumArray->array, resiBitArray->array, resiBitArray->size, resiBitsLength, realPrecision, medianValue, (char)reqLength, quantization_intervals, NULL, 0, 0); tdps->plus_bits = confparams_cpr->plus_bits; //free memory free_DIA(exactLeadNumArray); free_DIA(resiBitArray); free(type); free(vce); free(lce); free(exactMidByteArray); //exactMidByteArray->array has been released in free_TightDataPointStorageF(tdps); free(precisionTable); freeTopLevelTableWideInterval(&levelTable); return tdps; } void SZ_compress_args_double_withinRange(unsigned char** newByteData, double *oriData, size_t dataLength, size_t *outSize) { TightDataPointStorageD* tdps = (TightDataPointStorageD*) malloc(sizeof(TightDataPointStorageD)); tdps->rtypeArray = NULL; tdps->typeArray = NULL; tdps->leadNumArray = NULL; tdps->residualMidBits = NULL; tdps->allSameData = 1; tdps->dataSeriesLength = dataLength; tdps->exactMidBytes = (unsigned char*)malloc(sizeof(unsigned char)*8); tdps->pwrErrBoundBytes = NULL; tdps->isLossless = 0; double value = oriData[0]; doubleToBytes(tdps->exactMidBytes, value); tdps->exactMidBytes_size = 8; size_t tmpOutSize; //unsigned char *tmpByteData; convertTDPStoFlatBytes_double(tdps, newByteData, &tmpOutSize); //convertTDPStoFlatBytes_double(tdps, &tmpByteData, &tmpOutSize); //*newByteData = (unsigned char*)malloc(sizeof(unsigned char)*16); //for floating-point data (1+3+4+4) //memcpy(*newByteData, tmpByteData, 16); *outSize = tmpOutSize;//12==3+1+8(double_size)+MetaDataByteLength_double free_TightDataPointStorageD(tdps); } int SZ_compress_args_double(int cmprType, int withRegression, unsigned char** newByteData, double *oriData, size_t r5, size_t r4, size_t r3, size_t r2, size_t r1, size_t *outSize, int errBoundMode, double absErr_Bound, double relBoundRatio, double pwRelBoundRatio) { confparams_cpr->errorBoundMode = errBoundMode; if(errBoundMode==PW_REL) { confparams_cpr->pw_relBoundRatio = pwRelBoundRatio; } int status = SZ_SCES; size_t dataLength = computeDataLength(r5,r4,r3,r2,r1); if(dataLength <= MIN_NUM_OF_ELEMENTS) { *newByteData = SZ_skip_compress_double(oriData, dataLength, outSize); return status; } double valueRangeSize = 0, medianValue = 0; unsigned char * signs = NULL; bool positive = true; double nearZero = 0.0; double min = 0; if(pwRelBoundRatio < 0.000009999) confparams_cpr->accelerate_pw_rel_compression = 0; if(confparams_cpr->errorBoundMode == PW_REL && confparams_cpr->accelerate_pw_rel_compression == 1) { signs = (unsigned char *) malloc(dataLength); memset(signs, 0, dataLength); min = computeRangeSize_double_MSST19(oriData, dataLength, &valueRangeSize, &medianValue, signs, &positive, &nearZero); } else min = computeRangeSize_double(oriData, dataLength, &valueRangeSize, &medianValue); double max = min+valueRangeSize; confparams_cpr->dmin = min; confparams_cpr->dmax = max; double realPrecision = 0; if(confparams_cpr->errorBoundMode==PSNR) { confparams_cpr->errorBoundMode = SZ_ABS; realPrecision = confparams_cpr->absErrBound = computeABSErrBoundFromPSNR(confparams_cpr->psnr, (double)confparams_cpr->predThreshold, valueRangeSize); } else if(confparams_cpr->errorBoundMode==NORM) //norm error = sqrt(sum((xi-xi_)^2)) { confparams_cpr->errorBoundMode = SZ_ABS; realPrecision = confparams_cpr->absErrBound = computeABSErrBoundFromNORM_ERR(confparams_cpr->normErr, dataLength); //printf("realPrecision=%lf\n", realPrecision); } else { realPrecision = getRealPrecision_double(valueRangeSize, errBoundMode, absErr_Bound, relBoundRatio, &status); confparams_cpr->absErrBound = realPrecision; } if(valueRangeSize <= realPrecision) { if(confparams_cpr->errorBoundMode>=PW_REL && confparams_cpr->accelerate_pw_rel_compression == 1) free(signs); SZ_compress_args_double_withinRange(newByteData, oriData, dataLength, outSize); } else { size_t tmpOutSize = 0; unsigned char* tmpByteData; if (r2==0) { if(confparams_cpr->errorBoundMode>=PW_REL) { if(confparams_cpr->accelerate_pw_rel_compression && confparams_cpr->maxRangeRadius <= 32768) SZ_compress_args_double_NoCkRngeNoGzip_1D_pwr_pre_log_MSST19(&tmpByteData, oriData, pwRelBoundRatio, r1, &tmpOutSize, valueRangeSize, medianValue, signs, &positive, min, max, nearZero); else SZ_compress_args_double_NoCkRngeNoGzip_1D_pwr_pre_log(&tmpByteData, oriData, pwRelBoundRatio, r1, &tmpOutSize, min, max); //SZ_compress_args_double_NoCkRngeNoGzip_1D_pwrgroup(&tmpByteData, oriData, r1, absErr_Bound, relBoundRatio, pwRelBoundRatio, valueRangeSize, medianValue, &tmpOutSize); } else #ifdef HAVE_TIMECMPR if(confparams_cpr->szMode == SZ_TEMPORAL_COMPRESSION) multisteps->compressionType = SZ_compress_args_double_NoCkRngeNoGzip_1D(cmprType, &tmpByteData, oriData, r1, realPrecision, &tmpOutSize, valueRangeSize, medianValue); else #endif { SZ_compress_args_double_NoCkRngeNoGzip_1D(cmprType, &tmpByteData, oriData, r1, realPrecision, &tmpOutSize, valueRangeSize, medianValue); if(tmpOutSize>=dataLength*sizeof(double) + 3 + MetaDataByteLength_double + exe_params->SZ_SIZE_TYPE + 1) SZ_compress_args_double_StoreOriData(oriData, dataLength, &tmpByteData, &tmpOutSize); } } else { printf("Error: doesn't support 5 dimensions for now.\n"); status = SZ_DERR; } // //Call Gzip to do the further compression. // if(confparams_cpr->szMode==SZ_BEST_SPEED) { *outSize = tmpOutSize; *newByteData = tmpByteData; } else if(confparams_cpr->szMode==SZ_BEST_COMPRESSION || confparams_cpr->szMode==SZ_DEFAULT_COMPRESSION || confparams_cpr->szMode==SZ_TEMPORAL_COMPRESSION) { *outSize = sz_lossless_compress(confparams_cpr->losslessCompressor, confparams_cpr->gzipMode, tmpByteData, tmpOutSize, newByteData); free(tmpByteData); } else { printf("Error: Wrong setting of confparams_cpr->szMode in the double compression.\n"); status = SZ_MERR; } } return status; } //TODO int SZ_compress_args_double_subblock(unsigned char* compressedBytes, double *oriData, size_t r5, size_t r4, size_t r3, size_t r2, size_t r1, size_t s5, size_t s4, size_t s3, size_t s2, size_t s1, size_t e5, size_t e4, size_t e3, size_t e2, size_t e1, size_t *outSize, int errBoundMode, double absErr_Bound, double relBoundRatio) { int status = SZ_SCES; double valueRangeSize = 0, medianValue = 0; computeRangeSize_double_subblock(oriData, &valueRangeSize, &medianValue, r5, r4, r3, r2, r1, s5, s4, s3, s2, s1, e5, e4, e3, e2, e1); double realPrecision = getRealPrecision_double(valueRangeSize, errBoundMode, absErr_Bound, relBoundRatio, &status); if(valueRangeSize <= realPrecision) { //TODO //SZ_compress_args_double_withinRange_subblock(); } else { if (r2==0) { //TODO if(errBoundMode==PW_REL) { //TODO //SZ_compress_args_double_NoCkRngeNoGzip_1D_pwr_subblock(); printf ("Current subblock version does not support point-wise relative error bound.\n"); } else SZ_compress_args_double_NoCkRnge_1D_subblock(compressedBytes, oriData, realPrecision, outSize, valueRangeSize, medianValue, r1, s1, e1); } else { printf("Error: doesn't support 5 dimensions for now.\n"); status = SZ_DERR; //dimension error } } return status; } void SZ_compress_args_double_NoCkRnge_1D_subblock(unsigned char* compressedBytes, double *oriData, double realPrecision, size_t *outSize, double valueRangeSize, double medianValue_d, size_t r1, size_t s1, size_t e1) { TightDataPointStorageD* tdps = SZ_compress_double_1D_MDQ_subblock(oriData, realPrecision, valueRangeSize, medianValue_d, r1, s1, e1); if (confparams_cpr->szMode==SZ_BEST_SPEED) convertTDPStoFlatBytes_double_args(tdps, compressedBytes, outSize); else if(confparams_cpr->szMode==SZ_BEST_COMPRESSION || confparams_cpr->szMode==SZ_DEFAULT_COMPRESSION) { unsigned char *tmpCompBytes; size_t tmpOutSize; convertTDPStoFlatBytes_double(tdps, &tmpCompBytes, &tmpOutSize); *outSize = zlib_compress3(tmpCompBytes, tmpOutSize, compressedBytes, confparams_cpr->gzipMode); free(tmpCompBytes); } else { printf ("Error: Wrong setting of confparams_cpr->szMode in the double compression.\n"); } //TODO // if(*outSize>dataLength*sizeof(double)) // SZ_compress_args_double_StoreOriData(oriData, dataLength, newByteData, outSize); free_TightDataPointStorageD(tdps); } unsigned int optimize_intervals_double_1D_subblock(double *oriData, double realPrecision, size_t r1, size_t s1, size_t e1) { size_t dataLength = e1 - s1 + 1; oriData = oriData + s1; size_t i = 0; unsigned long radiusIndex; double pred_value = 0, pred_err; int *intervals = (int*)malloc(confparams_cpr->maxRangeRadius*sizeof(int)); memset(intervals, 0, confparams_cpr->maxRangeRadius*sizeof(int)); size_t totalSampleSize = dataLength/confparams_cpr->sampleDistance; for(i=2;isampleDistance==0) { pred_value = 2*oriData[i-1] - oriData[i-2]; //pred_value = oriData[i-1]; pred_err = fabs(pred_value - oriData[i]); radiusIndex = (unsigned long)((pred_err/realPrecision+1)/2); if(radiusIndex>=confparams_cpr->maxRangeRadius) radiusIndex = confparams_cpr->maxRangeRadius - 1; intervals[radiusIndex]++; } } //compute the appropriate number size_t targetCount = totalSampleSize*confparams_cpr->predThreshold; size_t sum = 0; for(i=0;imaxRangeRadius;i++) { sum += intervals[i]; if(sum>targetCount) break; } if(i>=confparams_cpr->maxRangeRadius) i = confparams_cpr->maxRangeRadius-1; unsigned int accIntervals = 2*(i+1); unsigned int powerOf2 = roundUpToPowerOf2(accIntervals); if(powerOf2<32) powerOf2 = 32; free(intervals); return powerOf2; } TightDataPointStorageD* SZ_compress_double_1D_MDQ_subblock(double *oriData, double realPrecision, double valueRangeSize, double medianValue_d, size_t r1, size_t s1, size_t e1) { size_t dataLength = e1 - s1 + 1; unsigned int quantization_intervals; if(exe_params->optQuantMode==1) quantization_intervals = optimize_intervals_double_1D_subblock(oriData, realPrecision, r1, s1, e1); else quantization_intervals = exe_params->intvCapacity; //updateQuantizationInfo(quantization_intervals); int intvRadius = quantization_intervals/2; size_t i; int reqLength; double medianValue = medianValue_d; short radExpo = getExponent_double(valueRangeSize/2); computeReqLength_double(realPrecision, radExpo, &reqLength, &medianValue); int* type = (int*) malloc(dataLength*sizeof(int)); double* spaceFillingValue = oriData + s1; // DynamicIntArray *exactLeadNumArray; new_DIA(&exactLeadNumArray, DynArrayInitLen); DynamicByteArray *exactMidByteArray; new_DBA(&exactMidByteArray, DynArrayInitLen); DynamicIntArray *resiBitArray; new_DIA(&resiBitArray, DynArrayInitLen); type[0] = 0; unsigned char preDataBytes[8]; longToBytes_bigEndian(preDataBytes, 0); int reqBytesLength = reqLength/8; int resiBitsLength = reqLength%8; double last3CmprsData[3] = {0}; DoubleValueCompressElement *vce = (DoubleValueCompressElement*)malloc(sizeof(DoubleValueCompressElement)); LossyCompressionElement *lce = (LossyCompressionElement*)malloc(sizeof(LossyCompressionElement)); //add the first data compressSingleDoubleValue(vce, spaceFillingValue[0], realPrecision, medianValue, reqLength, reqBytesLength, resiBitsLength); updateLossyCompElement_Double(vce->curBytes, preDataBytes, reqBytesLength, resiBitsLength, lce); memcpy(preDataBytes,vce->curBytes,8); addExactData(exactMidByteArray, exactLeadNumArray, resiBitArray, lce); listAdd_double(last3CmprsData, vce->data); //add the second data type[1] = 0; compressSingleDoubleValue(vce, spaceFillingValue[1], realPrecision, medianValue, reqLength, reqBytesLength, resiBitsLength); updateLossyCompElement_Double(vce->curBytes, preDataBytes, reqBytesLength, resiBitsLength, lce); memcpy(preDataBytes,vce->curBytes,8); addExactData(exactMidByteArray, exactLeadNumArray, resiBitArray, lce); listAdd_double(last3CmprsData, vce->data); int state; double checkRadius; double curData; double pred; double predAbsErr; checkRadius = (quantization_intervals-1)*realPrecision; double interval = 2*realPrecision; for(i=2;i=pred) { type[i] = intvRadius+state; pred = pred + state*interval; } else //curDatacurBytes, preDataBytes, reqBytesLength, resiBitsLength, lce); memcpy(preDataBytes,vce->curBytes,8); addExactData(exactMidByteArray, exactLeadNumArray, resiBitArray, lce); listAdd_double(last3CmprsData, vce->data); }//end of for size_t exactDataNum = exactLeadNumArray->size; TightDataPointStorageD* tdps; new_TightDataPointStorageD(&tdps, dataLength, exactDataNum, type, exactMidByteArray->array, exactMidByteArray->size, exactLeadNumArray->array, resiBitArray->array, resiBitArray->size, resiBitsLength, realPrecision, medianValue, (char)reqLength, quantization_intervals, NULL, 0, 0); //free memory free_DIA(exactLeadNumArray); free_DIA(resiBitArray); free(type); free(vce); free(lce); free(exactMidByteArray); //exactMidByteArray->array has been released in free_TightDataPointStorageF(tdps); return tdps; } unsigned int optimize_intervals_double_1D_opt_MSST19(double *oriData, size_t dataLength, double realPrecision) { size_t i = 0, radiusIndex; double pred_value = 0; double pred_err; size_t *intervals = (size_t*)malloc(confparams_cpr->maxRangeRadius*sizeof(size_t)); memset(intervals, 0, confparams_cpr->maxRangeRadius*sizeof(size_t)); size_t totalSampleSize = 0;//dataLength/confparams_cpr->sampleDistance; double * data_pos = oriData + 2; double divider = log2(1+realPrecision)*2; int tempIndex = 0; while(data_pos - oriData < dataLength){ if(*data_pos == 0){ data_pos += confparams_cpr->sampleDistance; continue; } tempIndex++; totalSampleSize++; pred_value = data_pos[-1]; pred_err = fabs((double)*data_pos / pred_value); radiusIndex = (unsigned long)fabs(log2(pred_err)/divider+0.5); if(radiusIndex>=confparams_cpr->maxRangeRadius) radiusIndex = confparams_cpr->maxRangeRadius - 1; intervals[radiusIndex]++; data_pos += confparams_cpr->sampleDistance; } //compute the appropriate number size_t targetCount = totalSampleSize*confparams_cpr->predThreshold; size_t sum = 0; for(i=0;imaxRangeRadius;i++) { sum += intervals[i]; if(sum>targetCount) break; } if(i>=confparams_cpr->maxRangeRadius) i = confparams_cpr->maxRangeRadius-1; unsigned int accIntervals = 2*(i+1); unsigned int powerOf2 = roundUpToPowerOf2(accIntervals); if(powerOf2<64) powerOf2 = 64; free(intervals); return powerOf2; } unsigned int optimize_intervals_double_1D_opt(double *oriData, size_t dataLength, double realPrecision) { size_t i = 0, radiusIndex; double pred_value = 0, pred_err; size_t *intervals = (size_t*)malloc(confparams_cpr->maxRangeRadius*sizeof(size_t)); memset(intervals, 0, confparams_cpr->maxRangeRadius*sizeof(size_t)); size_t totalSampleSize = 0; double * data_pos = oriData + 2; while(data_pos - oriData < dataLength){ totalSampleSize++; pred_value = data_pos[-1]; pred_err = fabs(pred_value - *data_pos); radiusIndex = (unsigned long)((pred_err/realPrecision+1)/2); if(radiusIndex>=confparams_cpr->maxRangeRadius) radiusIndex = confparams_cpr->maxRangeRadius - 1; intervals[radiusIndex]++; data_pos += confparams_cpr->sampleDistance; } //compute the appropriate number size_t targetCount = totalSampleSize*confparams_cpr->predThreshold; size_t sum = 0; for(i=0;imaxRangeRadius;i++) { sum += intervals[i]; if(sum>targetCount) break; } if(i>=confparams_cpr->maxRangeRadius) i = confparams_cpr->maxRangeRadius-1; unsigned int accIntervals = 2*(i+1); unsigned int powerOf2 = roundUpToPowerOf2(accIntervals); if(powerOf2<32) powerOf2 = 32; free(intervals); return powerOf2; }