From ba94bf9192a7cf1b0d2f54b4975920790aad5046 Mon Sep 17 00:00:00 2001 From: siddharths2710 Date: Thu, 6 Apr 2017 15:50:32 +0530 Subject: [PATCH 1/2] Parallelized the CALIC implementation Filled various lines of code with #pragmas and added -fopenmp switch in Makefile --- refs/calic/AdaptiveModel.cc | 1 + refs/calic/Arithm.h | 2 +- refs/calic/ArithmeticDecoder.cc | 16 +- refs/calic/BinaryModeModel.cc | 13 +- refs/calic/CommandLine.cc | 6 +- refs/calic/CommandLine.h | 1 + refs/calic/ImageCodec.h | 1 + refs/calic/Makefile | 4 +- refs/calic/StatisticalModel.cc | 5 +- refs/calic/decode | Bin 0 -> 77400 bytes refs/calic/encode | Bin 0 -> 77536 bytes refs/calic/encode.cc | 11 +- refs/calic/input/cman.pgm | 3906 ++++++++++++++++++ refs/calic/input/some-wallpapers-4.pgm | Bin 0 -> 2304017 bytes refs/calic/output/some-wallpapers-decode.pgm | Bin 0 -> 2304017 bytes refs/calic/output/some-wallpapers-encode.pgm | Bin 0 -> 110514 bytes refs/calic/pnm.cc | 2 +- refs/calic/pnm.h | 2 +- 18 files changed, 3947 insertions(+), 23 deletions(-) create mode 100755 refs/calic/decode create mode 100755 refs/calic/encode create mode 100644 refs/calic/input/cman.pgm create mode 100644 refs/calic/input/some-wallpapers-4.pgm create mode 100644 refs/calic/output/some-wallpapers-decode.pgm create mode 100644 refs/calic/output/some-wallpapers-encode.pgm diff --git a/refs/calic/AdaptiveModel.cc b/refs/calic/AdaptiveModel.cc index b53095d..e31c50f 100644 --- a/refs/calic/AdaptiveModel.cc +++ b/refs/calic/AdaptiveModel.cc @@ -1,5 +1,6 @@ #include "Arithm.h" #include +#include AdaptiveModel::AdaptiveModel() { numb_symb = 0; diff --git a/refs/calic/Arithm.h b/refs/calic/Arithm.h index 64fbd29..83ce867 100644 --- a/refs/calic/Arithm.h +++ b/refs/calic/Arithm.h @@ -3,7 +3,7 @@ #include #include - +#include #define MaxSymbols 257 #define CodeValueBits 16 diff --git a/refs/calic/ArithmeticDecoder.cc b/refs/calic/ArithmeticDecoder.cc index 69adc0a..f08966d 100644 --- a/refs/calic/ArithmeticDecoder.cc +++ b/refs/calic/ArithmeticDecoder.cc @@ -56,15 +56,21 @@ void ArithmeticDecoder::Input_Byte() { } void ArithmeticDecoder::update() { - for (;;) { - if (high >= Half) { - if (low >= Half) { + + for (;;) + { + if (high >= Half) + { + if (low >= Half) + { value -= Half; low -= Half; high -= Half; } - else { - if ((low >= FirstQtr) && (high < ThirdQtr)) { + else + { + if ((low >= FirstQtr) && (high < ThirdQtr)) + { value -= FirstQtr; low -= FirstQtr; high -= FirstQtr; } diff --git a/refs/calic/BinaryModeModel.cc b/refs/calic/BinaryModeModel.cc index f5f5b88..fbd685b 100644 --- a/refs/calic/BinaryModeModel.cc +++ b/refs/calic/BinaryModeModel.cc @@ -56,11 +56,15 @@ void ContinuousModeModel::init(int ns) { double *freqPercentage = new double[ns]; double sum = 0.0; + double temp; + #pragma omp parallel for private(temp) reduction(+:sum) for (int i = 0; i < ns; i++) { - freqPercentage[i] = pow(15.0, 0.4 * (double)(-i-1)); - sum += freqPercentage[i]; + temp = pow(15.0, 0.4 * (double)(-i-1)); //prevent false sharing and double indirect addressing overhead + freqPercentage[i] = temp; + sum += temp; } + #pragma omp parallel for shared(freqPercentage) for (int i = 0; i < ns; i++) { freqPercentage[i] /= sum; } @@ -70,8 +74,9 @@ void ContinuousModeModel::init(int ns) { if (freq[i] == 0) freq[i] = 1; } - - for (cum = 0, i = ns; i >= 0; i--) { + + cum = 0; + for ( i = ns; i >= 0; i--) { cum_freq[i] = cum; cum += freq[i]; } diff --git a/refs/calic/CommandLine.cc b/refs/calic/CommandLine.cc index f1ac3ca..cfa2545 100644 --- a/refs/calic/CommandLine.cc +++ b/refs/calic/CommandLine.cc @@ -32,8 +32,7 @@ CommandLine::~CommandLine() { // Otherwise it returns False. // ////////////////////////////////////////////////////////////////////// -bool CommandLine::getOption(char *str) { - +bool CommandLine::getOption(char *str) { for (int i = 1; i < argc; i++) if (argv[i][0] == '-' && (strcmp(argv[i] + 1, str) == 0)) return true; @@ -90,7 +89,7 @@ bool CommandLine::getParameter(char *str, float *var) { bool CommandLine::getParameter(char *str, double *var) { for (int i = 1; i < argc - 1; i++) - if (argv[i][0] == '-' && (strcmp(argv[i] + 1, str) == 0)) { + if (argv[i][0] == '-' && (strcmp(argv[i] + 1, str) == 0)) { //false sharing if parallelized *var = (double) atof(argv[i+1]); return true; } @@ -113,6 +112,7 @@ void CommandLine::setArguements(int _argc, char *_argv[]) { argc = _argc; argv = new char * [argc]; + #pragma omp parallel for for (int i = 0; i < argc; i++) { argv[i] = new char [MAX_STR_LEN]; strcpy(argv[i], _argv[i]); diff --git a/refs/calic/CommandLine.h b/refs/calic/CommandLine.h index 7fd61d6..e95d80d 100644 --- a/refs/calic/CommandLine.h +++ b/refs/calic/CommandLine.h @@ -15,6 +15,7 @@ #include #include #include +#include #ifndef MAX_STR_LEN #define MAX_STR_LEN 64 diff --git a/refs/calic/ImageCodec.h b/refs/calic/ImageCodec.h index b6f4183..c4aef53 100644 --- a/refs/calic/ImageCodec.h +++ b/refs/calic/ImageCodec.h @@ -5,6 +5,7 @@ #define __IMAGECODEC_H__ #include +#include #include "Arithm.h" #include "Image.h" diff --git a/refs/calic/Makefile b/refs/calic/Makefile index 72d2ede..c84175d 100644 --- a/refs/calic/Makefile +++ b/refs/calic/Makefile @@ -1,6 +1,6 @@ ARCH = $(shell uname) -CC = g++ -Wall +CC = g++ -Wall -fopenmp PROGRAMS = encode decode @@ -30,7 +30,7 @@ OBJS = $(ARITHM_OBJS) $(PNM_OBJS) $(MISC_OBJS) $(IMAGECODEC_OBJS) INCDIR = . -CFLAGS = -O2 -I$(INCDIR) -D$(ARCH) +CFLAGS = -O2 -I$(INCDIR) -D$(ARCH) -fopenmp .SUFFIXES: .cc . .cc.o: diff --git a/refs/calic/StatisticalModel.cc b/refs/calic/StatisticalModel.cc index 821d0f5..375e097 100644 --- a/refs/calic/StatisticalModel.cc +++ b/refs/calic/StatisticalModel.cc @@ -2,7 +2,10 @@ void StatisticalModel::reset() { for (int i = 0; i < size; i++) - model[i] = modelCount[i] = 0; + { + model[i] = 0; + modelCount[i] = 0; + } } int StatisticalModel::write(char *filename) { diff --git a/refs/calic/decode b/refs/calic/decode new file mode 100755 index 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znf^&2{YJl7P4=4Dc%8MRWc!pWGh&6p%rEi|K5y+dn=ucI2X|4+RI|=_aeW}vN9nPL2fS(~6Oa{%%KO`F%q?z3!)YkOY6WBc8kb z7BCs^cG7p<s?q5451w&|) z&J_!;{2s-#c>cQ2?V)>ZqGxBv65~?aPtpCjh^N>6a36WnQq0ndF@ey=!}o9_O~q~& z?wfn?+m_1B&%OT%$mF-gnqK#HJoF~h{|afPOqyQzu|51I)Bj(j72VbJx?k@LOkczL ztA1GgNp{!=!6 zyN$xX`S8kKOhsbhrS;c+A;y_re-En3@_NB|I`gk{a7{ng!KJJcG@g!Y&D%WSpKmk& zGnA0Hb8GlGDrzWS5XD3|ir>LWI2-@h 1) { ShortImage * errImg = codec->getErrorImage(); - int w = errImg->w;; + int w = errImg->w; int h = errImg->h; - + FILE *ofp; char errorFilename[256]; @@ -71,9 +71,10 @@ int main(int argc, char *argv[]) { else { PGMImage *img = new PGMImage(w, h); - for (int y = 0; y < h; y++) - for (int x = 0; x < w; x++) { - fprintf(ofp, "%d %d %d\n", x, y, errImg->getPixel(x, y)); + #pragma omp parallel for + for (int y = 0; y < h; y++) + for (int x = 0; x < w; x++) { //overhead in parallelizing + fprintf(ofp, "%d %d %d\n", x, y, errImg->getPixel(x, y)); //thread safe img->setPixel(x, y, (errImg->getPixel(x, y) < 0) ? 0 : 255); } diff --git a/refs/calic/input/cman.pgm b/refs/calic/input/cman.pgm new file mode 100644 index 0000000..c85ee4f --- /dev/null +++ b/refs/calic/input/cman.pgm @@ -0,0 +1,3906 @@ +P5 +512 512 +255 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zz8g;{-}Cm9*_;E*BG?WE+X5G1u;iiO%B=CoKLOY+!;#8fGwRhtryIDs`NLlsT^um1x^*4lzTbU_SJ{|4F{7Ue}ERV(cpRs?7RsLT~`jLtc>(}oLB zQA(2p6fEy8a5mBb%}X9faeikL&(7Y8^$2(|n=wSw^}ps$Vf?-8(A`FCA=T5|&F5Cv m%$k)@nYpYT2!|x~+&u}P5`1UkUJS8xlGZAoM$0#VG-v@HHRFB& literal 0 HcmV?d00001 diff --git a/refs/calic/pnm.cc b/refs/calic/pnm.cc index 2321054..b838cf0 100644 --- a/refs/calic/pnm.cc +++ b/refs/calic/pnm.cc @@ -101,7 +101,6 @@ int PPMImage::write(char *filename) { } fprintf(fp, "P6\n%d %d\n%d\n", width, height, maxIntensity); - for (int i = 0; i < height; i++) { for (int j = 0; j < width; j++) { tmp = pixels[i*width + j] << 8; @@ -184,6 +183,7 @@ PPMImage *PPMImage::copyArea(int x, int y, int w, int h) { register int i, j, imgsize; imgsize = w * h; + #pragma omp parallel for for (i = 0; i < imgsize; i++) newimg->pixels[i] = 0; diff --git a/refs/calic/pnm.h b/refs/calic/pnm.h index f8cc274..edc145e 100644 --- a/refs/calic/pnm.h +++ b/refs/calic/pnm.h @@ -3,7 +3,7 @@ #include #include - +#include typedef unsigned char byte; typedef unsigned short int16; From 44b8da53715056f88e7fae60176bd2a2f3b0f558 Mon Sep 17 00:00:00 2001 From: Siddharth Srinivasan Date: Thu, 20 Apr 2017 16:09:02 +0530 Subject: [PATCH 2/2] Parallel prefix scan Check out the cumulative frequency array. Redundant computations are more parallelizable. --- refs/calic/BinaryModeModel.cc | 75 ++++++++++++++--------------------- 1 file changed, 29 insertions(+), 46 deletions(-) diff --git a/refs/calic/BinaryModeModel.cc b/refs/calic/BinaryModeModel.cc index fbd685b..ec5d1dc 100644 --- a/refs/calic/BinaryModeModel.cc +++ b/refs/calic/BinaryModeModel.cc @@ -4,41 +4,7 @@ void BinaryModeModel::update(int index) { // if (incr == 1) AdaptiveModel::update(index); -/* - else { - int i, cum, symb, new_freq; - if (cum_freq[0] >= MaxFrequency) { - for (cum = 0, i = numb_symb; i >= 0; i--) { - freq[i] = (freq[i] + 1) >> 1; - cum_freq[i] = cum; - cum += freq[i]; - } - incr = (incr + 1) / 2; - } - - new_freq = freq[index] + incr; - symb = index_to_symb[index]; - - int tmp_idx, tmp_symb; - for (i = index; new_freq >= freq[i-1] && i > 1; i--) { - freq[i] = freq[i-1]; - tmp_symb = index_to_symb[i-1]; - index_to_symb[i] = tmp_symb; - symb_to_index[tmp_symb] = i; - } - - freq[i] = new_freq; - - if (i < index) { - index_to_symb[i] = symb; - symb_to_index[symb] = i; - } - - while (i) - cum_freq[--i] += incr; - } -*/ } void BinaryModeModel::init(int ns) { @@ -52,33 +18,50 @@ void ContinuousModeModel::init(int ns) { int i, cum; - int freqCount = (MaxFrequency * 2 / 4); + int freqCount = (MaxFrequency / 2); double *freqPercentage = new double[ns]; double sum = 0.0; double temp; #pragma omp parallel for private(temp) reduction(+:sum) - for (int i = 0; i < ns; i++) { - temp = pow(15.0, 0.4 * (double)(-i-1)); //prevent false sharing and double indirect addressing overhead - freqPercentage[i] = temp; - sum += temp; + for (int i = 0; i < ns; i++) + { + //prevent false sharing and double indirect addressing overhead using a `temp`orary variable + temp = pow(15.0, 0.4 * (double)(-i-1)); + freqPercentage[i] = temp; + sum += temp; + //temp avoids data dependency issues instead of freqPercentage } #pragma omp parallel for shared(freqPercentage) - for (int i = 0; i < ns; i++) { - freqPercentage[i] /= sum; + for (int i = 0; i < ns; i++) + { + //Get and store probabiliity + freqPercentage[i] /= sum; } - for (i = 1; i <= ns; i++) { + for (i = 1; i <= ns; i++) + { + + //Absolute frequency freq[i] = (int)((double)freqCount * freqPercentage[i-1]); if (freq[i] == 0) freq[i] = 1; } - cum = 0; - for ( i = ns; i >= 0; i--) { - cum_freq[i] = cum; - cum += freq[i]; + //Cumulative Frequency => loop dependencies => prefix sum +cum_freq[ns] = 0; + int j; + #pragma omp parallel for schedule(dynamic) + for ( i = ns - 1; i >= 0; i--) + { + cum_freq[i] = 0; + //#pragma omp parallel for reduction is an overhead + for(j=ns;j>=i;j--) + { + cum_freq[i] += freq[j]; + } + } delete [] freqPercentage;

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