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<div class=WordSection1>



<h1 style='margin-top:0in;margin-right:0in;margin-bottom:12.0pt;margin-left:

0in'><span style='font-size:18.0pt;mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'>The Combinatorial BLAS Release Notes<o:p></o:p></span></h1>



<p class=p2><span style='mso-bidi-font-family:"Times New Roman"'>This document

describes the new features and changes in each release of the Combinatorial

BLAS. The numbering is of the form Z.Y.X.<o:p></o:p></span></p>



<p class=p2><span style='mso-bidi-font-family:"Times New Roman"'>X denotes bug

fixes and/or minor updates for existing functionality.<o:p></o:p></span></p>



<p class=p2><span style='mso-bidi-font-family:"Times New Roman"'>Y denotes new major

functionality.<o:p></o:p></span></p>



<p class=p2><span style='mso-bidi-font-family:"Times New Roman"'>Z denotes an

overall paradigm shift in terms of abstractions.<o:p></o:p></span></p>



<p class=p2><span style='mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></p>



<p class=p4><span class=SpellE><span class=s1><b><span style='font-size:13.5pt;

mso-bidi-font-family:"Times New Roman"'>CombBLAS</span></b></span></span><span

class=s1><b><span style='font-size:13.5pt;mso-bidi-font-family:"Times New Roman"'>

1.6.2 </span></b></span><span style='mso-bidi-font-family:"Times New Roman"'>(April

2018)<o:p></o:p></span></p>



<p class=p2 style='margin-left:.5in;text-indent:-.25in;mso-list:l5 level1 lfo1'><![if !supportLists]><span

style='font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:

Symbol'><span style='mso-list:Ignore'><span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

</span></span></span><![endif]><span style='mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'>Several bug fixes related to AWPM usage

and its <span class=SpellE>SuperLU</span> integration<o:p></o:p></span></p>



<p class=p2 style='margin-left:.5in;text-indent:-.25in;mso-list:l5 level1 lfo1'><![if !supportLists]><span

style='font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:

Symbol'><span style='mso-list:Ignore'><span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

</span></span></span><![endif]><span style='mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'>Modernized <span class=SpellE>cmake</span>

usage thanks to Tristan<o:p></o:p></span></p>



<p class=p2 style='margin-left:.5in'><span class=s1><span style='mso-ansi-font-size:

9.0pt;mso-bidi-font-size:9.0pt;mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></span></p>



<p class=p4><span class=SpellE><span class=s1><b><span style='font-size:13.5pt;

mso-bidi-font-family:"Times New Roman"'>CombBLAS</span></b></span></span><span

class=s1><b><span style='font-size:13.5pt;mso-bidi-font-family:"Times New Roman"'>

1.6.1 </span></b></span><span style='mso-bidi-font-family:"Times New Roman"'>(January

2018)<o:p></o:p></span></p>



<p class=p2 style='margin-left:.5in;text-indent:-.25in;mso-list:l5 level1 lfo1'><![if !supportLists]><span

style='font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:

Symbol'><span style='mso-list:Ignore'><span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

</span></span></span><![endif]><span style='mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'>Several bug fixes<o:p></o:p></span></p>



<p class=p2 style='margin-left:.5in;text-indent:-.25in;mso-list:l5 level1 lfo1'><![if !supportLists]><span

style='font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:

Symbol'><span style='mso-list:Ignore'><span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

</span></span></span><![endif]><span style='mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'>Modernizing some calls to <span

class=SpellE>ParallelReadMM</span> as opposed to <span class=SpellE>ReadDistribute</span><o:p></o:p></span></p>



<p class=p2 style='margin-left:.5in;text-indent:-.25in;mso-list:l5 level1 lfo1'><![if !supportLists]><span

style='font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:

Symbol'><span style='mso-list:Ignore'><span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

</span></span></span><![endif]><span style='mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'>Introducing <span class=SpellE>combblas</span>::

namespace, thanks to Tristan.<br style='mso-special-character:line-break'>

<![if !supportLineBreakNewLine]><br style='mso-special-character:line-break'>

<![endif]><o:p></o:p></span></p>



<p class=p2><span style='mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></p>



<p class=p2><span style='mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></p>



<p class=p4><span class=SpellE><span class=s1><b><span style='font-size:13.5pt;

mso-bidi-font-family:"Times New Roman"'>CombBLAS</span></b></span></span><span

class=s1><b><span style='font-size:13.5pt;mso-bidi-font-family:"Times New Roman"'>

1.6 </span></b></span><span style='mso-bidi-font-family:"Times New Roman"'>(September

2017)<o:p></o:p></span></p>



<p class=p2 style='margin-left:.5in;text-indent:-.25in;mso-list:l5 level1 lfo1'><![if !supportLists]><span

style='font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:

Symbol'><span style='mso-list:Ignore'><span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

</span></span></span><![endif]><span style='mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'>Fully parallel text-file reader for

vectors (<span class=SpellE><span class=GramE>FullyDistSpVec</span></span><span

class=GramE>::</span><span class=SpellE>ParallelReadMM</span>() and <span

class=SpellE>FullyDistVec</span>::<span class=SpellE>ParallelReadMM</span>())<o:p></o:p></span></p>



<p class=p2 style='margin-left:.5in;text-indent:-.25in;mso-list:l5 level1 lfo1'><![if !supportLists]><span

style='font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:

Symbol'><span style='mso-list:Ignore'><span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

</span></span></span><![endif]><span style='mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'>Fully parallel text-file writer for

vectors (<span class=SpellE><span class=GramE>FullyDistSpVec</span></span><span

class=GramE>::</span><span class=SpellE>ParallelWrite</span> () and <span

class=SpellE>FullyDistVec</span>::<span class=SpellE>ParallelWrite</span>())<o:p></o:p></span></p>



<p class=p2 style='margin-left:.5in;text-indent:-.25in;mso-list:l5 level1 lfo1'><![if !supportLists]><span

style='font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:

Symbol'><span style='mso-list:Ignore'><span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

</span></span></span><![endif]><span style='mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'>Reverse <span class=SpellE>Cuthill</span>-McKee

(RCM) ordering implementation<o:p></o:p></span></p>



<p class=p2 style='margin-left:1.0in;text-indent:-.25in;mso-list:l5 level2 lfo1'><![if !supportLists]><span

style='mso-fareast-font-family:Times;mso-bidi-font-family:Times'><span

style='mso-list:Ignore'>-<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

</span></span></span><![endif]><span style='mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'>Please cite [12] if you use this

implementation<o:p></o:p></span></p>



<p class=p2 style='margin-left:.5in;text-indent:-.25in;mso-list:l5 level1 lfo1'><![if !supportLists]><span

style='font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:

Symbol'><span style='mso-list:Ignore'><span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

</span></span></span><![endif]><span style='mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'>Novel multithreaded <span class=SpellE>SpGEMM</span>

and <span class=SpellE>SpMV</span> (with sparse vectors) algorithms are

integrated with the rest of <span class=SpellE>CombBLAS</span>.<o:p></o:p></span></p>



<p class=p2 style='margin-left:1.0in;text-indent:-.25in;mso-list:l5 level2 lfo1'><![if !supportLists]><span

style='mso-fareast-font-family:Times;mso-bidi-font-family:Times'><span

style='mso-list:Ignore'>-<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

</span></span></span><![endif]><span style='mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'>For <span class=GramE>benchmarking</span>

multithreaded <span class=SpellE>SpMV</span> with sparse vectors, go to

Applications/SpMSpV-IPDPS2017 directory and use the code there.<o:p></o:p></span></p>



<p class=p2 style='margin-left:1.0in;text-indent:-.25in;mso-list:l5 level2 lfo1'><![if !supportLists]><span

style='mso-fareast-font-family:Times;mso-bidi-font-family:Times'><span

style='mso-list:Ignore'>-<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

</span></span></span><![endif]><span style='mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'>Please cite [13] if you use the new

multithreaded <span class=SpellE>SpMV</span> with sparse vectors.<o:p></o:p></span></p>



<p class=p2 style='margin-left:.5in;text-indent:-.25in;mso-list:l5 level1 lfo1'><![if !supportLists]><span

style='font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:

Symbol'><span style='mso-list:Ignore'><span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

</span></span></span><![endif]><span style='mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'>Extended CSC support <o:p></o:p></span></p>



<p class=p2 style='margin-left:.5in;text-indent:-.25in;mso-list:l5 level1 lfo1'><![if !supportLists]><span

style='font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:

Symbol'><span style='mso-list:Ignore'><span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

</span></span></span><![endif]><span style='mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'>Previously deprecated <span

class=SpellE>SpParVec</span> and <span class=SpellE>DenseParVec</span> (that

were distributed to diagonal processors only) classes are removed.<o:p></o:p></span></p>



<p class=p2 style='margin-left:.5in;text-indent:-.25in;mso-list:l5 level1 lfo1'><![if !supportLists]><span

class=s1><span style='mso-ansi-font-size:9.0pt;mso-bidi-font-size:9.0pt;

font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol'><span

style='mso-list:Ignore'><span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

</span></span></span></span><![endif]><span style='mso-fareast-font-family:

"Times New Roman";mso-bidi-font-family:"Times New Roman"'>Lots of more bug

fixes</span><span class=s1><span style='mso-ansi-font-size:9.0pt;mso-bidi-font-size:

9.0pt'><o:p></o:p></span></span></p>



<p class=p4><span class=s1><b><span style='font-size:13.5pt;mso-bidi-font-family:

"Times New Roman"'><o:p>&nbsp;</o:p></span></b></span></p>



<p class=p4><span class=SpellE><span class=s1><b><span style='font-size:13.5pt;

mso-bidi-font-family:"Times New Roman"'>CombBLAS</span></b></span></span><span

class=s1><b><span style='font-size:13.5pt;mso-bidi-font-family:"Times New Roman"'>

1.5 </span></b></span><span style='mso-bidi-font-family:"Times New Roman"'>(January

2016)</span></p>



<p class=p2 style='margin-left:.5in;text-indent:-.25in;mso-list:l5 level1 lfo1'><![if !supportLists]><span

style='font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:

Symbol'><span style='mso-list:Ignore'><span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

</span></span></span><![endif]><span style='mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'>Fully parallel matrix market format

reader (<span class=SpellE><span class=GramE>SpParMat</span></span><span

class=GramE>::</span><span class=SpellE>ParallelReadMM</span>())<o:p></o:p></span></p>



<p class=p2 style='margin-left:.5in;text-indent:-.25in;mso-list:l5 level1 lfo1'><![if !supportLists]><span

style='font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:

Symbol'><span style='mso-list:Ignore'><span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

</span></span></span><![endif]><span style='mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'>Complete multithreading support,

including <span class=SpellE>SpGEMM</span> (previously it was solely <span

class=SpellE>SpMV</span>), enabled by -DTHREADED during compilation<o:p></o:p></span></p>



<p class=p2 style='margin-left:.5in;text-indent:-.25in;mso-list:l5 level1 lfo1'><![if !supportLists]><span

style='font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:

Symbol'><span style='mso-list:Ignore'><span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

</span></span></span><![endif]><span style='mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'>Experimental 3D <span class=SpellE>SpGEMM</span>

(the ability to switch processor grids from 2D to 3D will have to wait for

version 1.6)<o:p></o:p></span></p>



<p class=p2 style='margin-left:1.0in;text-indent:-.25in;mso-list:l5 level2 lfo1'><![if !supportLists]><span

style='mso-fareast-font-family:Times;mso-bidi-font-family:Times'><span

style='mso-list:Ignore'>-<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

</span></span></span><![endif]><span style='mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'>Please cite [9] if you use this

implementation<o:p></o:p></span></p>



<p class=p2 style='margin-left:1.0in;text-indent:-.25in;mso-list:l5 level2 lfo1'><![if !supportLists]><span

style='mso-fareast-font-family:Times;mso-bidi-font-family:Times'><span

style='mso-list:Ignore'>-<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

</span></span></span><![endif]><span style='mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'>cd 3DSpGEMM/, make <span class=SpellE>test_mpipspgemm</span>,

and call the executable with correct parameters<o:p></o:p></span></p>



<p class=p2 style='margin-left:.5in;text-indent:-.25in;mso-list:l5 level1 lfo1'><![if !supportLists]><span

style='font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:

Symbol'><span style='mso-list:Ignore'><span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

</span></span></span><![endif]><span style='mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'>Maximal and Maximum cardinality

matching algorithms on bipartite graphs<o:p></o:p></span></p>



<p class=p2 style='margin-left:1.0in;text-indent:-.25in;mso-list:l5 level2 lfo1'><![if !supportLists]><span

style='mso-fareast-font-family:Times;mso-bidi-font-family:Times'><span

style='mso-list:Ignore'>-<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

</span></span></span><![endif]><span style='mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'>Please cite [10] for maximal

cardinality and [11] for maximum cardinality matching<o:p></o:p></span></p>



<p class=p2 style='margin-left:1.0in;text-indent:-.25in;mso-list:l5 level2 lfo1'><![if !supportLists]><span

style='mso-fareast-font-family:Times;mso-bidi-font-family:Times'><span

style='mso-list:Ignore'>-<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

</span></span></span><![endif]><span style='mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'>cd <span class=SpellE>MaximumMatching</span>,

make <span class=SpellE>bpmm</span>, and call the executable with correct parameters<o:p></o:p></span></p>



<p class=p2 style='margin-left:.5in;text-indent:-.25in;mso-list:l5 level1 lfo1'><![if !supportLists]><span

style='font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:

Symbol'><span style='mso-list:Ignore'><span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

</span></span></span><![endif]><span style='mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'>Automated <span class=SpellE>MPI_Op</span>

creation from simple C++ function objects (simplifies <span class=SpellE>semiring</span>

descriptions and <span class=GramE>Reduce(</span>) functions) <o:p></o:p></span></p>



<p class=p2 style='margin-left:.5in;text-indent:-.25in;mso-list:l5 level1 lfo1'><![if !supportLists]><span

style='font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:

Symbol'><span style='mso-list:Ignore'><span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

</span></span></span><![endif]><span class=SpellE><span class=GramE><span

style='mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:"Times New Roman"'>FullyDistSpVec</span></span></span><span

class=GramE><span style='mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:

"Times New Roman"'>::</span></span><span style='mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'>Invert() to map from/to (integer)

values to/from indices<o:p></o:p></span></p>



<p class=p2 style='margin-left:.5in;text-indent:-.25in;mso-list:l5 level1 lfo1'><![if !supportLists]><span

style='font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:

Symbol'><span style='mso-list:Ignore'><span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

</span></span></span><![endif]><span style='mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'>Many more helper functions<o:p></o:p></span></p>



<p class=p2 style='margin-left:.5in;text-indent:-.25in;mso-list:l5 level1 lfo1'><![if !supportLists]><span

style='font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:

Symbol'><span style='mso-list:Ignore'><span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

</span></span></span><![endif]><span style='mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'>Experimental CSC support for low

concurrencies<o:p></o:p></span></p>



<p class=p2 style='margin-left:.5in;text-indent:-.25in;mso-list:l5 level1 lfo1'><![if !supportLists]><span

style='font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:

Symbol'><span style='mso-list:Ignore'><span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;

</span></span></span><![endif]><span style='mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'>Lots of bug fixes</span><span

style='mso-bidi-font-family:"Times New Roman"'><o:p></o:p></span></p>



<p class=p2><span style='mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></p>



<p class=p4><span class=SpellE><span class=s1><b><span style='font-size:13.5pt;

mso-bidi-font-family:"Times New Roman"'>CombBLAS</span></b></span></span><span

class=s1><b><span style='font-size:13.5pt;mso-bidi-font-family:"Times New Roman"'>

1.4 </span></b></span><span style='mso-bidi-font-family:"Times New Roman"'>(January

2014)<o:p></o:p></span></p>



<ul style='margin-top:0in' type=disc>

 <li class=MsoNormal style='mso-list:l6 level1 lfo2;tab-stops:list .5in'><span

     style='font-size:9.0pt;mso-fareast-font-family:"Times New Roman";

     mso-bidi-font-family:"Times New Roman"'>Direction optimizing breadth-first

     search is available</span><span style='font-size:9.0pt;mso-bidi-font-family:

     "Times New Roman"'><o:p></o:p></span></li>

 <li class=MsoNormal style='mso-list:l6 level1 lfo2;tab-stops:list .5in'><span

     style='font-size:9.0pt;mso-fareast-font-family:"Times New Roman";

     mso-bidi-font-family:"Times New Roman"'>Several performance enhancements

     and <span class=SpellE>bugfixes</span></span><span style='font-size:9.0pt;

     mso-bidi-font-family:"Times New Roman"'><o:p></o:p></span></li>

</ul>



<p class=MsoNormal style='margin-left:.5in'><span style='mso-bidi-font-family:

"Times New Roman"'><o:p>&nbsp;</o:p></span></p>



<p class=p4><span class=SpellE><span class=s1><b><span style='font-size:13.5pt;

mso-bidi-font-family:"Times New Roman"'>CombBLAS</span></b></span></span><span

class=s1><b><span style='font-size:13.5pt;mso-bidi-font-family:"Times New Roman"'>

1.3 </span></b></span><span style='mso-bidi-font-family:"Times New Roman"'>(February

2013)<o:p></o:p></span></p>



<ul style='margin-top:0in' type=disc>

 <li class=MsoNormal style='mso-list:l6 level1 lfo2;tab-stops:list .5in'><span

     style='font-size:9.0pt;mso-fareast-font-family:"Times New Roman";

     mso-bidi-font-family:"Times New Roman"'>MPI C++ bindings are removed since

     they are no longer supported by the MPI-3 standard. All MPI calls are

     C-style.<o:p></o:p></span></li>

 <li class=MsoNormal style='mso-list:l6 level1 lfo2;tab-stops:list .5in'><span

     style='font-size:9.0pt;mso-fareast-font-family:"Times New Roman";

     mso-bidi-font-family:"Times New Roman"'>On-the-fly filtering support

     illustrated through examples.<o:p></o:p></span></li>

 <li class=MsoNormal style='mso-list:l6 level1 lfo2;tab-stops:list .5in'><span

     style='font-size:9.0pt;mso-fareast-font-family:"Times New Roman";

     mso-bidi-font-family:"Times New Roman"'>Frequently asked questions (FAQ)

     added.<o:p></o:p></span></li>

 <li class=MsoNormal style='mso-list:l6 level1 lfo2;tab-stops:list .5in'><span

     style='font-size:9.0pt;mso-fareast-font-family:"Times New Roman";

     mso-bidi-font-family:"Times New Roman"'>Maximal Independent Set (MIS)

     application implemented in the language of linear algebra.<o:p></o:p></span></li>

</ul>



<p class=p5><span style='mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></p>



<h3 style='margin-top:0in;margin-right:0in;margin-bottom:10.5pt;margin-left:

0in'><span class=SpellE><span style='font-size:10.5pt;mso-fareast-font-family:

"Times New Roman";mso-bidi-font-family:"Times New Roman"'>CombBLAS</span></span><span

style='font-size:10.5pt;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:

"Times New Roman"'> 1.2.1 </span><span class=s2><span style='font-size:8.5pt;

mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:"Times New Roman"'>(April

2012)</span></span><span style='font-size:10.5pt;mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'><o:p></o:p></span></h3>



<ul style='margin-top:0in' type=disc>

 <li class=MsoNormal style='mso-list:l0 level1 lfo3;tab-stops:list .5in'><span

     style='font-size:9.0pt;mso-fareast-font-family:"Times New Roman";

     mso-bidi-font-family:"Times New Roman"'>Sparse matrix assignment is

     improved to cover cases where the additive inverses are not available.<o:p></o:p></span></li>

 <li class=MsoNormal style='mso-list:l0 level1 lfo3;tab-stops:list .5in'><span

     style='font-size:9.0pt;mso-fareast-font-family:"Times New Roman";

     mso-bidi-font-family:"Times New Roman"'>Prune with row/column vector

     indices are supported.<o:p></o:p></span></li>

 <li class=MsoNormal style='mso-list:l0 level1 lfo3;tab-stops:list .5in'><span

     style='font-size:9.0pt;mso-fareast-font-family:"Times New Roman";

     mso-bidi-font-family:"Times New Roman"'>New test/timing scripts for <span

     class=SpellE>galerkin</span> restriction.<o:p></o:p></span></li>

</ul>



<h2 style='margin-top:0in;margin-right:0in;margin-bottom:10.5pt;margin-left:

0in'><span class=SpellE><span style='font-size:13.5pt;mso-fareast-font-family:

"Times New Roman";mso-bidi-font-family:"Times New Roman"'>CombBLAS</span></span><span

style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:

"Times New Roman"'> 1.2 </span><span class=s2><span style='font-size:8.5pt;

mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:"Times New Roman"'>(March

2012)</span></span><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'><o:p></o:p></span></h2>



<ul style='margin-top:0in' type=disc>

 <li class=MsoNormal style='mso-list:l1 level1 lfo4;tab-stops:list .5in'><span

     style='font-size:9.0pt;mso-fareast-font-family:"Times New Roman";

     mso-bidi-font-family:"Times New Roman"'>It is made possible to create

     matrices with globally 64-bit, locally 32-bit indices.<o:p></o:p></span></li>

 <ul style='margin-top:0in' type=circle>

  <li class=MsoNormal style='mso-list:l1 level2 lfo4;tab-stops:list 1.0in'><span

      style='font-size:9.0pt;mso-fareast-font-family:"Times New Roman";

      mso-bidi-font-family:"Times New Roman"'>This is very handy because the

      index range for submatrices are typically <span class=SpellE>addressible</span>

      with 32-bit indices but the global semantics require 64-bit computation.<o:p></o:p></span></li>

  <li class=MsoNormal style='mso-list:l1 level2 lfo4;tab-stops:list 1.0in'><span

      class=s3><span style='font-size:9.0pt;mso-fareast-font-family:"Times New Roman";

      mso-bidi-font-family:"Times New Roman"'>Example: </span></span><span

      class=SpellE><span style='font-size:9.0pt;font-family:Courier;mso-fareast-font-family:

      "Times New Roman";mso-bidi-font-family:"Times New Roman"'>SpParMat</span></span><span

      style='font-size:9.0pt;font-family:Courier;mso-fareast-font-family:"Times New Roman";

      mso-bidi-font-family:"Times New Roman"'> &lt;int64_t, float, <span

      class=SpellE>SpDCCols</span>&lt;int32_<span class=GramE>t,float</span>&gt;

      &gt; A;<o:p></o:p></span></li>

 </ul>

 <li class=MsoNormal style='mso-list:l1 level1 lfo4;tab-stops:list .5in'><span

     style='font-size:9.0pt;mso-fareast-font-family:"Times New Roman";

     mso-bidi-font-family:"Times New Roman"'>Some primitives (Sparse <span

     class=SpellE>SpMV</span>, <span class=SpellE>EWiseMult</span>, Apply, Set)

     are hybrid multithreaded (using <span class=SpellE>OpenMP</span>) within a

     socket. To enable, <a

     href="http://gauss.cs.ucsb.edu/~aydin/CombBLAS_FILES/CombBLASv1.2_threading.txt">follow

     instructions here</a><o:p></o:p></span></li>

 <li class=MsoNormal style='mso-list:l1 level1 lfo4;tab-stops:list .5in'><span

     style='font-size:9.0pt;mso-fareast-font-family:"Times New Roman";

     mso-bidi-font-family:"Times New Roman"'>A new binary format is introduced

     that enables parallel I/O.<o:p></o:p></span></li>

 <li class=MsoNormal style='mso-list:l1 level1 lfo4;tab-stops:list .5in'><span

     style='font-size:9.0pt;mso-fareast-font-family:"Times New Roman";

     mso-bidi-font-family:"Times New Roman"'>Filtering (in the context of

     semantic graphs) is supported in Sparse <span class=SpellE>SpMV</span> and

     <span class=SpellE>SpGEMM</span> by checking against the <span

     class=SpellE>semiring</span> additive identity (SAID) that is returned by

     the scalar <span class=SpellE>semiring</span> multiply if the edge is

     filtered.<o:p></o:p></span></li>

</ul>



<h3 style='margin-top:0in;margin-right:0in;margin-bottom:10.5pt;margin-left:

0in'><span class=SpellE><span style='font-size:10.5pt;mso-fareast-font-family:

"Times New Roman";mso-bidi-font-family:"Times New Roman"'>CombBLAS</span></span><span

style='font-size:10.5pt;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:

"Times New Roman"'> 1.1.1 </span><span class=s2><span style='font-size:8.5pt;

mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:"Times New Roman"'>(August

2011)</span></span><span style='font-size:10.5pt;mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'><o:p></o:p></span></h3>



<ul style='margin-top:0in' type=disc>

 <li class=MsoNormal style='mso-list:l4 level1 lfo5;tab-stops:list .5in'><span

     style='font-size:9.0pt;mso-fareast-font-family:"Times New Roman";

     mso-bidi-font-family:"Times New Roman"'>Bug fixes for the Graph500 sample

     script and some sample input files.<o:p></o:p></span></li>

</ul>



<p class=p3><span style='mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></p>



<h2 style='margin-top:0in;margin-right:0in;margin-bottom:10.5pt;margin-left:

0in'><span class=SpellE><span style='font-size:13.5pt;mso-fareast-font-family:

"Times New Roman";mso-bidi-font-family:"Times New Roman"'>CombBLAS</span></span><span

style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:

"Times New Roman"'> 1.1 </span><span class=s2><span style='font-size:8.5pt;

mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:"Times New Roman"'>(May

2011)</span></span><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'><o:p></o:p></span></h2>



<ul style='margin-top:0in' type=disc>

 <li class=MsoNormal style='mso-list:l2 level1 lfo6;tab-stops:list .5in'><span

     style='font-size:9.0pt;mso-fareast-font-family:"Times New Roman";

     mso-bidi-font-family:"Times New Roman"'>Fully distributed vectors are

     supported for better load balance; diagonally distributed vectors are

     deprecated.<o:p></o:p></span></li>

 <li class=MsoNormal style='mso-list:l2 level1 lfo6;tab-stops:list .5in'><span

     style='font-size:9.0pt;mso-fareast-font-family:"Times New Roman";

     mso-bidi-font-family:"Times New Roman"'>Scalable Sparse <span

     class=SpellE>SpMV</span> (that enables breadth-first search) is exposed.<o:p></o:p></span></li>

 <li class=MsoNormal style='mso-list:l2 level1 lfo6;tab-stops:list .5in'><span

     style='font-size:9.0pt;mso-fareast-font-family:"Times New Roman";

     mso-bidi-font-family:"Times New Roman"'>Many new functions such as <span

     class=SpellE>Matlab</span> equivalent </span><span class=GramE><span

     class=s4><span style='font-size:9.0pt;mso-fareast-font-family:"Times New Roman";

     mso-bidi-font-family:"Times New Roman"'>Sparse(</span></span></span><span

     class=s4><span style='font-size:9.0pt;mso-fareast-font-family:"Times New Roman";

     mso-bidi-font-family:"Times New Roman"'>)</span></span><span

     style='font-size:9.0pt;mso-fareast-font-family:"Times New Roman";

     mso-bidi-font-family:"Times New Roman"'>-like constructor and </span><span

     class=s4><span style='font-size:9.0pt;mso-fareast-font-family:"Times New Roman";

     mso-bidi-font-family:"Times New Roman"'>Find()</span></span><span

     style='font-size:9.0pt;mso-fareast-font-family:"Times New Roman";

     mso-bidi-font-family:"Times New Roman"'><o:p></o:p></span></li>

 <li class=MsoNormal style='mso-list:l2 level1 lfo6;tab-stops:list .5in'><span

     style='font-size:9.0pt;mso-fareast-font-family:"Times New Roman";

     mso-bidi-font-family:"Times New Roman"'>An exact splitter is used recursively

     until the range is covered by at most 512 core, before <span class=SpellE>PSort</span>

     is called. This is because <span class=SpellE>PSort</span> needed local

     memory that was quadratic in the number of processors.<o:p></o:p></span></li>

 <li class=MsoNormal style='mso-list:l2 level1 lfo6;tab-stops:list .5in'><span

     style='font-size:9.0pt;mso-fareast-font-family:"Times New Roman";

     mso-bidi-font-family:"Times New Roman"'>Sparse matrix to dense vector

     reduction along rows is made memory efficient for large number of cores.<o:p></o:p></span></li>

</ul>



<p class=p3><span style='mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></p>



<h2 style='margin-top:0in;margin-right:0in;margin-bottom:10.5pt;margin-left:

0in'><span class=SpellE><span style='font-size:13.5pt;mso-fareast-font-family:

"Times New Roman";mso-bidi-font-family:"Times New Roman"'>CombBLAS</span></span><span

style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:

"Times New Roman"'> 1.0 </span><span class=s2><span style='font-size:8.5pt;

mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:"Times New Roman"'>(May

2011)</span></span><span style='font-size:13.5pt;mso-fareast-font-family:"Times New Roman";

mso-bidi-font-family:"Times New Roman"'><o:p></o:p></span></h2>



<ul style='margin-top:0in' type=disc>

 <li class=MsoNormal style='mso-list:l3 level1 lfo7;tab-stops:list .5in'><span

     style='font-size:9.0pt;mso-fareast-font-family:"Times New Roman";

     mso-bidi-font-family:"Times New Roman"'>Initial release of the

     Combinatorial BLAS.<o:p></o:p></span></li>

</ul>



<p class=p9><span style='mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></p>



<p class=p2><span style='mso-bidi-font-family:"Times New Roman"'>Go <a

href="../../../SVNLOCAL/kdt/trunk/CombBLAS/index.html"><span class=s5>back</span></a>

to the <span class=SpellE>the</span> Combinatorial BLAS home page.<o:p></o:p></span></p>



</div>



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