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    Hi Eric,<br>
    <br>
    I've tried all the suggestions you made<br>
    But same result (see attached e/o file)<br>
    <br>
    But with the help of David (the system engineer of the lab) I think
    we have found the bug : <br>
    &nbsp;==&gt; filter-below-abund.py fills a directory (
    <i class="moz-txt-slash"><span class="moz-txt-tag">/</span>var/spool/abrt/ccpp-2013-03-14-10\:24\:13-26642.new<span
        class="moz-txt-tag">/</span></i>
    coredump/) until it reaches all the available space.&nbsp; (see below)<br>
    ==&gt; Then it crashes<br>
    <br>
    Is there a way to modify this ?<br>
    <br>
    Thanks again<br>
    <br>
    Alexis<br>
    **************************************************<br>
    <tt>[root@rainman ~]# ll -h </tt><tt><i class="moz-txt-slash"><span
          class="moz-txt-tag">/</span>var/spool/abrt/ccpp-2013-03-14-10\:24\:13-26642.new<span
          class="moz-txt-tag">/</span></i></tt><tt>
    </tt><tt><br>
    </tt><tt>total 12G
    </tt><tt><br>
    </tt><tt>-rw-r----- 1 abrt users&nbsp;&nbsp;&nbsp; 4 14 mars&nbsp; 10:24 analyzer
    </tt><tt><br>
    </tt><tt>-rw-r----- 1 abrt users&nbsp;&nbsp;&nbsp; 6 14 mars&nbsp; 10:24 architecture
    </tt><tt><br>
    </tt><tt>-rw-r----- 1 abrt users&nbsp; 150 14 mars&nbsp; 10:24 cmdline
    </tt><tt><br>
    </tt><tt>-rw-r----- 1 abrt users&nbsp; 12G 14 mars&nbsp; 10:24 coredump
    </tt><tt><br>
    </tt><tt>-rw-r----- 1 abrt users 1,5K 14 mars&nbsp; 10:24 environ
    </tt><tt><br>
    </tt><tt>-rw-r----- 1 abrt users&nbsp;&nbsp; 31 14 mars&nbsp; 10:24 executable
    </tt><tt><br>
    </tt><tt>-rw-r----- 1 abrt users&nbsp;&nbsp; 27 14 mars&nbsp; 10:24 hostname
    </tt><tt><br>
    </tt><tt>-rw-r----- 1 abrt users&nbsp;&nbsp; 26 14 mars&nbsp; 10:24 kernel
    </tt><tt><br>
    </tt><tt>-rw-r----- 1 abrt users&nbsp; 13K 14 mars&nbsp; 10:24 maps
    </tt><tt><br>
    </tt><tt>-rw-r----- 1 abrt users&nbsp;&nbsp; 26 14 mars&nbsp; 10:24 os_release
    </tt><tt><br>
    </tt><tt>-rw-r----- 1 abrt users&nbsp;&nbsp; 71 14 mars&nbsp; 10:24 reason
    </tt><tt><br>
    </tt><tt>-rw-r----- 1 abrt users&nbsp;&nbsp; 10 14 mars&nbsp; 10:24 time
    </tt><tt><br>
    </tt><tt>-rw-r----- 1 abrt users&nbsp;&nbsp;&nbsp; 3 14 mars&nbsp; 10:24 uid
    </tt><tt><br>
    </tt><tt>
    </tt><tt><br>
    </tt><tt>
    </tt><tt><br>
    </tt><tt>[root@rainman ~]# ll -h </tt><tt><i class="moz-txt-slash"><span
          class="moz-txt-tag">/</span>var/spool/abrt/ccpp-2013-03-14-10\:24\:13-26642.new<span
          class="moz-txt-tag">/</span></i></tt><tt>
    </tt><tt><br>
    </tt><tt>total 18G
    </tt><tt><br>
    </tt><tt>-rw-r----- 1 abrt users&nbsp;&nbsp;&nbsp; 4 14 mars&nbsp; 10:24 analyzer
    </tt><tt><br>
    </tt><tt>-rw-r----- 1 abrt users&nbsp;&nbsp;&nbsp; 6 14 mars&nbsp; 10:24 architecture
    </tt><tt><br>
    </tt><tt>-rw-r----- 1 abrt users&nbsp; 150 14 mars&nbsp; 10:24 cmdline
    </tt><tt><br>
    </tt><tt>-rw-r----- 1 abrt users&nbsp; 18G 14 mars&nbsp; 10:25 coredump
    </tt><tt><br>
    </tt><tt>-rw-r----- 1 abrt users 1,5K 14 mars&nbsp; 10:24 environ
    </tt><tt><br>
    </tt><tt>-rw-r----- 1 abrt users&nbsp;&nbsp; 31 14 mars&nbsp; 10:24 executable
    </tt><tt><br>
    </tt><tt>-rw-r----- 1 abrt users&nbsp;&nbsp; 27 14 mars&nbsp; 10:24 hostname
    </tt><tt><br>
    </tt><tt>-rw-r----- 1 abrt users&nbsp;&nbsp; 26 14 mars&nbsp; 10:24 kernel
    </tt><tt><br>
    </tt><tt>-rw-r----- 1 abrt users&nbsp; 13K 14 mars&nbsp; 10:24 maps
    </tt><tt><br>
    </tt><tt>-rw-r----- 1 abrt users&nbsp;&nbsp; 26 14 mars&nbsp; 10:24 os_release
    </tt><tt><br>
    </tt><tt>-rw-r----- 1 abrt users&nbsp;&nbsp; 71 14 mars&nbsp; 10:24 reason
    </tt><tt><br>
    </tt><tt>-rw-r----- 1 abrt users&nbsp;&nbsp; 10 14 mars&nbsp; 10:24 time
    </tt><tt><br>
    </tt><tt>-rw-r----- 1 abrt users&nbsp;&nbsp;&nbsp; 3 14 mars&nbsp; 10:24 uid
    </tt><tt><br>
    </tt><br>
    <br>
    <div class="moz-cite-prefix">Le 13/03/2013 22:58, Eric McDonald a
      &eacute;crit&nbsp;:<br>
    </div>
    <blockquote
cite="mid:CAGhFaV2uY7d=m_o7NXTquh+zFchbXJhauCLORR_5qDSTz6J+FA@mail.gmail.com"
      type="cite">
      <div dir="ltr">Forwarding my earlier reply to the list, since I
        didn't reply-to-all earlier.
        <div><br>
        </div>
        <div>Also, Alexis, you may wish to change the following in your
          job script:</div>
        <div>&nbsp; #PBS -l nodes=1:ppn=1</div>
        <div>to</div>
        <div>&nbsp; #PBS -l nodes=1:ppn=8</div>
        <div>assuming that you have 8-core nodes available.
          'filter-below-abund.py' uses 8 threads by default; if a
          'khmer' job runs on the same node as another job, it may try
          using more CPU cores than it was allocated and that could
          create problems with your systems administrators. And, if a
          job's threads are restricted to the requested number of cores,
          then you will also not be getting optimal performance by using
          more threads (8) than available cores (1).<br>
          <br>
          <div class="gmail_quote">---------- Forwarded message
            ----------<br>
            From: <b class="gmail_sendername">Eric McDonald</b> <span
              dir="ltr">&lt;<a moz-do-not-send="true"
                href="mailto:emcd.msu@gmail.com">emcd.msu@gmail.com</a>&gt;</span><br>
            Date: Wed, Mar 13, 2013 at 3:12 PM<br>
            Subject: Re: [khmer] How to speed up the filter-below-abund
            script ?<br>
            To: <a moz-do-not-send="true"
              href="mailto:alexis.groppi@u-bordeaux2.fr">alexis.groppi@u-bordeaux2.fr</a><br>
            <br>
            <br>
            <div dir="ltr">Alexis,
              <div><br>
              </div>
              <div>I just realized that the floating-point exception is
                from inside the Python interpreter itself. If the
                floating-point exception had appeared from within the
                'filter-below-abund.py' script, then we shoul have seen
                a traceback from the exception, ending with:</div>
              <div>&nbsp;&nbsp;ZeroDivisionError: float division by zero</div>
              <div>Instead, we are seeing:</div>
              <div class="im">
                <div>&nbsp;&nbsp;<span style="font-family:monospace">line 49:
                    54757 Floating point exception(core dumped)</span></div>
              </div>
              <div>
                from your job shell. (I should've noticed that earlier.)</div>
              <div><br>
                <div class="gmail_extra">Would you please add the
                  following lines to your job script somewhere before
                  you invoke 'filter-below-abund.py':</div>
                <div class="gmail_extra">&nbsp; python --version</div>
                <div class="gmail_extra">
                  &nbsp; which python</div>
                <div class="gmail_extra"><br>
                </div>
                <div class="gmail_extra">And would you please add the
                  following line _immediately after_ you invoke
                  'filter-below-abund.py':</div>
                <div class="gmail_extra">&nbsp; echo "Exit Code: $?"</div>
                <div class="gmail_extra"><br>
                </div>
                <div class="gmail_extra">Also, would you remove the
                  'time' command from in front of your invocation of
                  'filter-below-abund.py'?</div>
                <div class="gmail_extra"><br>
                </div>
                <div class="gmail_extra">
                  And, one more action before trying again... please
                  run:</div>
                <div class="gmail_extra">&nbsp; git pull</div>
                <div class="gmail_extra">in your 'khmer-BETA' directory.
                  (I added another possible fix to the 'bleeding-edge'
                  branch. This command will pull that fix into your
                  clone.)</div>
                <div class="gmail_extra"><br>
                </div>
                <div class="gmail_extra">Thank you,</div>
                <div class="gmail_extra">&nbsp; Eric
                  <div>
                    <div class="h5"><br>
                      <br>
                      <div class="gmail_quote">On Wed, Mar 13, 2013 at
                        10:13 AM, Alexis Groppi <span dir="ltr">&lt;<a
                            moz-do-not-send="true"
                            href="mailto:alexis.groppi@u-bordeaux2.fr"
                            target="_blank">alexis.groppi@u-bordeaux2.fr</a>&gt;</span>
                        wrote:<br>
                        <blockquote class="gmail_quote"
                          style="margin:0px 0px 0px
0.8ex;border-left-width:1px;border-left-color:rgb(204,204,204);border-left-style:solid;padding-left:1ex">
                          <div text="#000000" bgcolor="#FFFFFF"> Hi,<br>
                            <br>
                            <div>Le 13/03/2013 14:12, Eric McDonald a
                              &eacute;crit&nbsp;:<br>
                            </div>
                            <blockquote type="cite">
                              <div dir="ltr">Hi Alexis,
                                <div><br>
                                </div>
                                <div>
                                  <div>First, let me say thank you for
                                    being patient and working with us in
                                    spite of all the problems you are
                                    encountering.</div>
                                </div>
                              </div>
                            </blockquote>
                            <br>
                            That's bioinformatician life ;)
                            <div><br>
                              <br>
                              <blockquote type="cite">
                                <div dir="ltr">
                                  <div><br>
                                  </div>
                                  <div>With regards to the floating
                                    point exception, I see several
                                    opportunities for a division-by-zero
                                    condition in the threading utilities
                                    used by the script. These
                                    opportunities exist if an input file
                                    is empty. (The problem may be coming
                                    from another place, but this would
                                    be my first guess.) What does the
                                    following command say:</div>
                                  <div><br>
                                  </div>
                                  <div>&nbsp; ls -lh&nbsp;<span
                                      style="font-family:monospace;font-size:10px">/scratch/ag/khmer/</span><a
                                      moz-do-not-send="true"
                                      href="http://174r1_table.kh/"
                                      style="font-family:monospace;font-size:10px"
                                      target="_blank">174r1_table.kh</a>&nbsp;<span
style="font-family:monospace;font-size:10px">/mnt/var/home/ag/174r1_</span><span
style="font-family:monospace;font-size:10px">prinseq_good_bFr8.fasta.keep</span></div>
                                </div>
                              </blockquote>
                              <br>
                            </div>
                            &nbsp;The result : (the files are not empty)<br>
                            <tt>-rw-r--r-- 1 ag users 299M 12 mars&nbsp;
                              20:54
                              /mnt/var/home/ag/174r1_prinseq_good_bFr8.fasta.keep</tt><tt><br>
                            </tt><tt>-rw-r--r-- 1 ag users 141G 12 mars&nbsp;
                              21:05 /scratch/ag/khmer/<a
                                moz-do-not-send="true"
                                href="http://174r1_table.kh"
                                target="_blank">174r1_table.kh</a></tt>
                            <div><br>
                              <br>
                              <blockquote type="cite">
                                <div dir="ltr"><br>
                                  <div>Also, since you appear to be
                                    using TORQUE as your resource
                                    manager/batch system, could you
                                    please attach the complete output
                                    and error files for the job? (These
                                    files should be of the form
                                    &lt;job_name&gt;.o2693 and
                                    &lt;job_name&gt;.e2693, where
                                    &lt;job_name&gt; is the name of your
                                    job. There may only be one or the
                                    other of these files, depending on
                                    site defaults and whether you
                                    specified "-j oe" or "-j eo" in your
                                    job submission.)<br>
                                  </div>
                                </div>
                              </blockquote>
                              <br>
                            </div>
                            I re run the job since I have deleted
                            previous (2693) err/out files.<br>
                            Here is the new file (merged with the option
                            -j oe in the bash script) :<br>
                            <br>
                            <tt>#############################</tt><tt><br>
                            </tt><tt>User: ag</tt><tt><br>
                            </tt><tt>Date: Wed Mar 13 14:59:21 CET 2013</tt><tt><br>
                            </tt><tt>Host: <a moz-do-not-send="true"
                                href="http://rainman.cbib.u-bordeaux2.fr"
                                target="_blank">rainman.cbib.u-bordeaux2.fr</a></tt><tt><br>
                            </tt><tt>Directory: /mnt/var/home/ag</tt><tt><br>
                            </tt><tt>PBS_JOBID: 2695.rainman</tt><tt><br>
                            </tt><tt>PBS_O_WORKDIR: /mnt/var/home/ag</tt><tt><br>
                            </tt><tt>PBS_NODEFILE:&nbsp; rainman</tt><tt><br>
                            </tt><tt>#############################</tt><tt><br>
                            </tt><tt>#############################</tt><tt><br>
                            </tt><tt>Debut filter-below-abund: Wed Mar
                              13 14:59:21 CET 2013</tt>
                            <div><tt><br>
                              </tt><tt>starting threads</tt><tt><br>
                              </tt><tt>starting writer</tt><tt><br>
                              </tt><tt>loading...</tt><tt><br>
                              </tt><tt>... filtering 0</tt><tt><br>
                              </tt></div>
                            <tt>/var/lib/torque/mom_priv/jobs/<a
                                moz-do-not-send="true"
                                href="http://2695.rainman.SC"
                                target="_blank">2695.rainman.SC</a>:
                              line 49: 54757 Floating point
                              exception(core dumped)
                              ./khmer-BETA/sandbox/fi</tt><tt><br>
                            </tt><tt>lter-below-abund.py
                              /scratch/ag/khmer/<a
                                moz-do-not-send="true"
                                href="http://174r1_table.kh"
                                target="_blank">174r1_table.kh</a>
                              /mnt/var/home/ag/174r1_prinseq_good_bFr8.fasta.keep</tt><tt><br>
                            </tt><tt><br>
                            </tt><tt>real&nbsp;&nbsp;&nbsp; 3m54.873s</tt><tt><br>
                            </tt><tt>user&nbsp;&nbsp;&nbsp; 0m0.085s</tt><tt><br>
                            </tt><tt>sys&nbsp;&nbsp;&nbsp;&nbsp; 2m2.180s</tt><tt><br>
                            </tt><tt>Date fin: Wed Mar 13 15:03:15 CET
                              2013</tt><tt><br>
                            </tt><tt>Job finished</tt><br>
                            <br>
                            Thanks again for your help :)<br>
                            <br>
                            Alexis
                            <div>
                              <div><br>
                                <br>
                                <blockquote type="cite">
                                  <div dir="ltr">
                                    <div> </div>
                                    <div><br>
                                    </div>
                                    <div>Thanks,</div>
                                    <div>&nbsp; Eric</div>
                                    <div><span
                                        style="font-family:monospace;font-size:10px"><br>
                                      </span></div>
                                  </div>
                                  <div class="gmail_extra"><br>
                                    <br>
                                    <div class="gmail_quote">On Wed, Mar
                                      13, 2013 at 5:38 AM, Alexis Groppi
                                      <span dir="ltr">&lt;<a
                                          moz-do-not-send="true"
                                          href="mailto:alexis.groppi@u-bordeaux2.fr"
                                          target="_blank">alexis.groppi@u-bordeaux2.fr</a>&gt;</span>
                                      wrote:<br>
                                      <blockquote class="gmail_quote"
                                        style="margin:0px 0px 0px
0.8ex;border-left-width:1px;border-left-color:rgb(204,204,204);border-left-style:solid;padding-left:1ex">
                                        <div text="#000000"
                                          bgcolor="#FFFFFF"> Hi Eric,<br>
                                          <br>
                                          Thanks for your answer.<br>
                                          But unfortunately, after many
                                          attempts I'm getting this
                                          error :<tt><br>
                                            <br>
                                          </tt><tt>starting threads</tt><tt><br>
                                          </tt><tt>starting writer</tt><tt><br>
                                          </tt><tt>loading...</tt><tt><br>
                                          </tt><tt>... filtering 0</tt><tt><br>
                                          </tt><tt>/var/lib/torque/mom_priv/jobs/<a
                                              moz-do-not-send="true"
                                              href="http://2693.rainman.SC"
                                              target="_blank">2693.rainman.SC</a>:
                                            line 46: 63657 Floating
                                            point exception(core dumped)
                                            ./khmer-BETA/sandbox/filter-below-abund.py

                                            /scratch/ag/khmer/<a
                                              moz-do-not-send="true"
                                              href="http://174r1_table.kh"
                                              target="_blank">174r1_table.kh</a>
/mnt/var/home/ag/174r1_prinseq_good_bFr8.fasta.keep</tt><tt><br>
                                          </tt><tt><br>
                                          </tt><tt>real&nbsp;&nbsp;&nbsp; 3m30.163s</tt><tt><br>
                                          </tt><tt>user&nbsp;&nbsp;&nbsp; 0m0.088s</tt><br>
                                          <br>
                                          Your opinion ?<br>
                                          <br>
                                          Thanks<br>
                                          <br>
                                          Alexis<br>
                                          <br>
                                          <br>
                                          <div>Le 13/03/2013 00:55, Eric
                                            McDonald a &eacute;crit&nbsp;:<br>
                                          </div>
                                          <div>
                                            <div>
                                              <blockquote type="cite">
                                                <div dir="ltr">Hi
                                                  Alexis,
                                                  <div><br>
                                                  </div>
                                                  <div>One way to get
                                                    the 'bleeding-edge'
                                                    branch is to clone
                                                    it into a fresh
                                                    directory; for
                                                    example:</div>
                                                  <div>&nbsp; &nbsp;git clone <a
moz-do-not-send="true" href="http://github.com/ged-lab/khmer.git"
                                                      target="_blank">http://github.com/ged-lab/khmer.git</a>
                                                    -b bleeding-edge
                                                    khmer-BETA</div>
                                                  <div><br>
                                                  </div>
                                                  <div>Assuming you
                                                    already have a clone
                                                    of the
                                                    'ged-lab/khmer'
                                                    repo, then you
                                                    should also be able
                                                    to do:</div>
                                                  <div>&nbsp; git fetch
                                                    origin</div>
                                                  <div>&nbsp; git checkout
                                                    bleeding-edge</div>
                                                  <div>Depending on how
                                                    old your Git client
                                                    is and what its
                                                    defaults are, you
                                                    may have to do the
                                                    following instead:</div>
                                                  <div>&nbsp; git checkout
                                                    --track -b
                                                    bleeding-edge
                                                    origin/bleeding-edge</div>
                                                  <div><br>
                                                  </div>
                                                  <div>Hope this helps,</div>
                                                  <div>&nbsp; Eric</div>
                                                </div>
                                                <div class="gmail_extra"><br>
                                                  <br>
                                                  <div
                                                    class="gmail_quote">On
                                                    Tue, Mar 12, 2013 at
                                                    11:32 AM, Alexis
                                                    Groppi <span
                                                      dir="ltr">&lt;<a
                                                        moz-do-not-send="true"
href="mailto:alexis.groppi@u-bordeaux2.fr" target="_blank">alexis.groppi@u-bordeaux2.fr</a>&gt;</span>
                                                    wrote:<br>
                                                    <blockquote
                                                      class="gmail_quote"
                                                      style="margin:0px
                                                      0px 0px
0.8ex;border-left-width:1px;border-left-color:rgb(204,204,204);border-left-style:solid;padding-left:1ex">
                                                      <div
                                                        text="#000000"
                                                        bgcolor="#FFFFFF">
                                                        <br>
                                                        <div>Le
                                                          12/03/2013
                                                          16:16, C.
                                                          Titus Brown a
                                                          &eacute;crit&nbsp;:<br>
                                                        </div>
                                                        <div>
                                                          <blockquote
                                                          type="cite">
                                                          <pre>On Tue, Mar 12, 2013 at 04:15:05PM +0100, Alexis Groppi wrote:
</pre>
                                                          <blockquote
                                                          type="cite">
                                                          <pre>Hi Titus,

Thanks for your answer
Actually it's my second attempt with filter-below-abund.
The first time, I thought the problem was coming from the location of my  
<a moz-do-not-send="true" href="http://table.kh" target="_blank">table.kh</a> file : in a storage element with poor level performance of I/O
I killed the job after 24h, moved the file in a best place and re run it
But with the same result : no completion after 24h

Any Idea ?

Thanks

Cheers From Bordeaux :)

Alexis

PS : The command line was the following :

./filter-below-abund.py <a moz-do-not-send="true" href="http://174r1_table.kh" target="_blank">174r1_table.kh</a> 174r1_prinseq_good_bFr8.fasta.keep

Is this correct ?
</pre>
                                                          </blockquote>
                                                          <pre>Yes, looks right... Can you try with the bleeding-edge branch, which now
incorporates a potential fix for this issue?</pre>
                                                          </blockquote>
                                                        </div>
                                                        From here : <a
moz-do-not-send="true"
                                                          href="https://github.com/ged-lab/khmer/tree/bleeding-edge"
target="_blank">https://github.com/ged-lab/khmer/tree/bleeding-edge</a>
                                                        ?<br>
                                                        or <br>
                                                        here : <a
                                                          moz-do-not-send="true"
href="https://github.com/ctb/khmer/tree/bleeding-edge" target="_blank">https://github.com/ctb/khmer/tree/bleeding-edge</a>
                                                        ?<br>
                                                        <br>
                                                        Do I have to
                                                        make a fresh
                                                        install ? and
                                                        How&nbsp; ?<br>
                                                        Or just replace
                                                        all the files
                                                        and folders ?<br>
                                                        <br>
                                                        Thanks :)<br>
                                                        <br>
                                                        Alexis
                                                        <div>
                                                          <div><br>
                                                          <br>
                                                          <blockquote
                                                          type="cite">
                                                          <pre>thanks,
--titus

</pre>
                                                          <blockquote
                                                          type="cite">
                                                          <pre>Le 12/03/2013 14:41, C. Titus Brown a ?crit :
</pre>
                                                          <blockquote
                                                          type="cite">
                                                          <pre>On Tue, Mar 12, 2013 at 10:48:03AM +0100, Alexis Groppi wrote:
</pre>
                                                          <blockquote
                                                          type="cite">
                                                          <pre>Metagenome assembly :
My data :
- original (quality filtered) data : 4463243 reads (75 nt) (Illumina)
1/ Single pass digital normalization with normalize-by-median (C=20)
==&gt; file .keep of 2560557 reads
2/ generated a hash table by load-into-counting on the .keep file
==&gt; file .kh of ~16Go (huge file ?!)
3/ filter-below-abund with C=100 from the two previous file (<a moz-do-not-send="true" href="http://table.kh" target="_blank">table.kh</a>
and reads.keep)
Still running after 24 hours  :(

Any advice to speed up this step ? ... and the others (partitionning ...) ?

I can have an access to a HPC : ~3000 cores.
</pre>
                                                          </blockquote>
                                                          <pre>Hi Alexis,

filter-below-abund and filter-abund have occasional bugs that prevent them
from completing.  I would kill and restart.  For that few reads it should
take no more than a few hours to do everything.

Most of what khmer does cannot easily be distributed across multiple chassis,
note.

best,
--titus
</pre>
                                                          </blockquote>
                                                          <pre>-- 
</pre>
                                                          </blockquote>
                                                          </blockquote>
                                                          <br>
                                                          </div>
                                                        </div>
                                                        <span><font
                                                          color="#888888">
                                                          <div>-- <br>
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                                                          src="cid:part19.09000006.01050100@u-bordeaux2.fr"
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                                                  <div><br>
                                                  </div>
                                                  -- <br>
                                                  <div dir="ltr">
                                                    <div>Eric McDonald</div>
                                                    <div>HPC/Cloud
                                                      Software Engineer</div>
                                                    <div>&nbsp; for the
                                                      Institute for
                                                      Cyber-Enabled
                                                      Research (iCER)</div>
                                                    <div>&nbsp; and the
                                                      Laboratory for
                                                      Genomics,
                                                      Evolution, and
                                                      Development (GED)</div>
                                                    <div>Michigan State
                                                      University</div>
                                                    <div>P: <a
                                                        moz-do-not-send="true"
href="tel:517-355-8733" value="+15173558733" target="_blank">517-355-8733</a></div>
                                                  </div>
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                                              </blockquote>
                                              <br>
                                            </div>
                                          </div>
                                          <span><font color="#888888">
                                              <div>-- <br>
                                                <img
                                                  src="cid:part23.07060702.08070308@u-bordeaux2.fr"
                                                  border="0"></div>
                                            </font></span></div>
                                      </blockquote>
                                    </div>
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                                    <br clear="all">
                                    <div><br>
                                    </div>
                                    -- <br>
                                    <div dir="ltr">
                                      <div>Eric McDonald</div>
                                      <div>HPC/Cloud Software Engineer</div>
                                      <div>&nbsp; for the Institute for
                                        Cyber-Enabled Research (iCER)</div>
                                      <div>&nbsp; and the Laboratory for
                                        Genomics, Evolution, and
                                        Development (GED)</div>
                                      <div>Michigan State University</div>
                                      <div>P: <a moz-do-not-send="true"
                                          href="tel:517-355-8733"
                                          value="+15173558733"
                                          target="_blank">517-355-8733</a></div>
                                    </div>
                                  </div>
                                </blockquote>
                                <br>
                              </div>
                            </div>
                            <span><font color="#888888">
                                <div>-- <br>
                                  <img
                                    src="cid:part25.08000600.06010801@u-bordeaux2.fr"
                                    border="0"></div>
                              </font></span></div>
                        </blockquote>
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                      <div><br>
                      </div>
                      -- <br>
                      <div dir="ltr">
                        <div>Eric McDonald</div>
                        <div>HPC/Cloud Software Engineer</div>
                        <div>&nbsp; for the Institute for Cyber-Enabled
                          Research (iCER)</div>
                        <div>&nbsp; and the Laboratory for Genomics,
                          Evolution, and Development (GED)</div>
                        <div>Michigan State University</div>
                        <div>P: <a moz-do-not-send="true"
                            href="tel:517-355-8733" value="+15173558733"
                            target="_blank">517-355-8733</a></div>
                      </div>
                    </div>
                  </div>
                </div>
              </div>
            </div>
          </div>
          <br>
          <br clear="all">
          <div><br>
          </div>
          -- <br>
          <div dir="ltr">
            <div>Eric McDonald</div>
            <div>HPC/Cloud Software Engineer</div>
            <div>&nbsp; for the Institute for Cyber-Enabled Research (iCER)</div>
            <div>&nbsp; and the Laboratory for Genomics, Evolution, and
              Development (GED)</div>
            <div>Michigan State University</div>
            <div>P: 517-355-8733</div>
          </div>
        </div>
      </div>
      <br>
      <fieldset class="mimeAttachmentHeader"></fieldset>
      <br>
      <pre wrap="">_______________________________________________
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</pre>
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