[slurm-users] CPUSpecList confusion

Paul Raines raines at nmr.mgh.harvard.edu
Thu Dec 15 15:00:17 UTC 2022


Nice find!

Unfortunately this does not work on the original box this whole
issue started on where I found the "alternating scheme"

# slurmd -C
NodeName=foobar CPUs=64 Boards=1 SocketsPerBoard=2 CoresPerSocket=16 
ThreadsPerCore=2 RealMemory=256312
UpTime=5-14:55:31

# hwloc-ls --only pu
PU L#0 (P#0)
PU L#1 (P#1)
PU L#2 (P#2)
PU L#3 (P#3)
PU L#4 (P#4)
PU L#5 (P#5)
PU L#6 (P#6)
PU L#7 (P#7)
PU L#8 (P#8)
PU L#9 (P#9)
PU L#10 (P#10)
PU L#11 (P#11)
PU L#12 (P#12)
PU L#13 (P#13)
# grep ^proc /proc/cpuinfo  | wc
      64     192     950

Which is really strange since it is listing only 14 lines on a machine
with 16 cores in each of 2 sockets and hyperthreading on.

It is one of my newest boxes (Xeon Gold 6226R) so maybe hwloc just doesn't 
support it

I have hwloc-2.2.0 on Rocky 8 but just built the latest from git
and it fails to.  Going to submit a bug in the hwloc git.

This command does work on all my other boxes so I do think using hwloc-ls 
is the "best" answer for getting the mapping on most hardware out there.

-- Paul Raines (http://help.nmr.mgh.harvard.edu)



On Thu, 15 Dec 2022 1:24am, Marcus Wagner wrote:

> Hi Paul,
>
> as Slurm uses hwloc, I was looking into these tools a little bit deeper.
> Using your script, I saw e.g. the following output on one node:
>
> === 31495434
> CPU_IDs=21-23,25
> 21-23,25
> === 31495433
> CPU_IDs=16-18,20
> 10-11,15,17
> === 31487399
> CPU_IDs=15
> 9
>
> That does not match your schemes and on first sight seems to be more random.
>
> It seems, Slurm uses hwlocs logical indices, whereas cgroups uses the 
> OS/physical indices.
> According to the example above (excerpt of the full output of hwloc-ls)
>
>       NUMANode L#1 (P#1 47GB)
>       L2 L#12 (1024KB) + L1d L#12 (32KB) + L1i L#12 (32KB) + Core L#12 + PU
>       L#12 (P#3)
>       L2 L#13 (1024KB) + L1d L#13 (32KB) + L1i L#13 (32KB) + Core L#13 + PU
>       L#13 (P#4)
>       L2 L#14 (1024KB) + L1d L#14 (32KB) + L1i L#14 (32KB) + Core L#14 + PU
>       L#14 (P#5)
>       L2 L#15 (1024KB) + L1d L#15 (32KB) + L1i L#15 (32KB) + Core L#15 + PU
>       L#15 (P#9)
>       L2 L#16 (1024KB) + L1d L#16 (32KB) + L1i L#16 (32KB) + Core L#16 + PU
>       L#16 (P#10)
>       L2 L#17 (1024KB) + L1d L#17 (32KB) + L1i L#17 (32KB) + Core L#17 + PU
>       L#17 (P#11)
>       L2 L#18 (1024KB) + L1d L#18 (32KB) + L1i L#18 (32KB) + Core L#18 + PU
>       L#18 (P#15)
>       L2 L#19 (1024KB) + L1d L#19 (32KB) + L1i L#19 (32KB) + Core L#19 + PU
>       L#19 (P#16)
>       L2 L#20 (1024KB) + L1d L#20 (32KB) + L1i L#20 (32KB) + Core L#20 + PU
>       L#20 (P#17)
>       L2 L#21 (1024KB) + L1d L#21 (32KB) + L1i L#21 (32KB) + Core L#21 + PU
>       L#21 (P#21)
>       L2 L#22 (1024KB) + L1d L#22 (32KB) + L1i L#22 (32KB) + Core L#22 + PU
>       L#22 (P#22)
>       L2 L#23 (1024KB) + L1d L#23 (32KB) + L1i L#23 (32KB) + Core L#23 + PU
>       L#23 (P#23)
>
>
> That does seem to match.
>
> and in short, to get the mapping, one can use
> $> hwloc-ls --only pu
> ...
> PU L#10 (P#19)
> PU L#11 (P#20)
> PU L#12 (P#3)
> PU L#13 (P#4)
> PU L#14 (P#5)
> PU L#15 (P#9)
> PU L#16 (P#10)
> PU L#17 (P#11)
> PU L#18 (P#15)
> PU L#19 (P#16)
> PU L#20 (P#17)
> PU L#21 (P#21)
> PU L#22 (P#22)
> PU L#23 (P#23)
> ...
>
>
> Best
> Marcus
>
> Am 14.12.2022 um 18:11 schrieb Paul Raines:
>>  Ugh.  Guess I cannot count.  The mapping on that last node DOES work with
>>  the "alternating" scheme where we have
>>
>>    0  0
>>    1  2
>>    2  4
>>    3  6
>>    4  8
>>    5 10
>>    6 12
>>    7 14
>>    8 16
>>    9 18
>>  10 20
>>  11 22
>>  12  1
>>  13  3
>>  14  5
>>  15  7
>>  16  9
>>  17 11
>>  18 13
>>  19 15
>>  20 17
>>  21 19
>>  22 21
>>  23 23
>>
>>  so CPU_IDs=8-11,20-23 does correspond to cgroup 16-23
>>
>>  Using the script
>>
>>  cd /sys/fs/cgroup/cpuset/slurm
>>  for d in $(find -name 'job*') ; do
>>     j=$(echo $d | cut -d_ -f3)
>>     echo === $j
>>     scontrol -d show job $j | grep CPU_ID | cut -d' ' -f7
>>     cat $d/cpuset.effective_cpus
>>  done
>>
>>  === 1967214
>>  CPU_IDs=8-11,20-23
>>  16-23
>>  === 1960208
>>  CPU_IDs=12-19
>>  1,3,5,7,9,11,13,15
>>  === 1966815
>>  CPU_IDs=0
>>  0
>>  === 1966821
>>  CPU_IDs=6
>>  12
>>  === 1966818
>>  CPU_IDs=3
>>  6
>>  === 1966816
>>  CPU_IDs=1
>>  2
>>  === 1966822
>>  CPU_IDs=7
>>  14
>>  === 1966820
>>  CPU_IDs=5
>>  10
>>  === 1966819
>>  CPU_IDs=4
>>  8
>>  === 1966817
>>  CPU_IDs=2
>>  4
>>
>>  On all my nodes I see just two schemes.  The alternating odd/even one
>>  above and one that is does not alternate like on this box with
>>
>>  CPUs=32 Boards=1 SocketsPerBoard=2 CoresPerSocket=16 ThreadsPerCore=1
>>
>>  === 1966495
>>  CPU_IDs=0-2
>>  0-2
>>  === 1966498
>>  CPU_IDs=10-12
>>  10-12
>>  === 1966502
>>  CPU_IDs=26-28
>>  26-28
>>  === 1960064
>>  CPU_IDs=7-9,13-25
>>  7-9,13-25
>>  === 1954480
>>  CPU_IDs=3-6
>>  3-6
>>
>>
>>  On Wed, 14 Dec 2022 9:42am, Paul Raines wrote:
>> 
>>>
>>>  Yes, I see that on some of my other machines too.  So apicid is
>>>  definitely not what SLURM is using but somehow just lines up that way on
>>>  this one machine I have.
>>>
>>>  I think the issue is cgroups counts starting at 0 all the cores on the
>>>  first socket, then all the cores on the second socket.  But SLURM (on a
>>>  two socket box) counts 0 as the first core on the first socket, 1 as the
>>>  first core on the second socket, 2 as the second core on the first
>>>  socket,
>>>  3 as the second core on the second socket, and so on. (Looks like I am
>>>  wrong: see below)
>>>
>>>  Why slurm does this instead of just using the assignments cgroups uses
>>>  I have no idea.  Hopefully one of the SLURM developers reads this
>>>  and can explain
>>>
>>>  Looking at another SLURM node I have (where cgroups v1 is still in use
>>>  and HT turned off) with definition
>>>
>>>  CPUs=24 Boards=1 SocketsPerBoard=2 CoresPerSocket=12 ThreadsPerCore=1
>>>
>>>  I find
>>>
>>>  [root at r440-17 ~]# egrep '^(apicid|proc)' /proc/cpuinfo  | tail -4
>>>  processor       : 22
>>>  apicid          : 22
>>>  processor       : 23
>>>  apicid          : 54
>>>
>>>  So apicid's are NOT going to work
>>>
>>>  # scontrol -d show job 1966817 | grep CPU_ID
>>>      Nodes=r17 CPU_IDs=2 Mem=16384 GRES=
>>>  # cat /sys/fs/cgroup/cpuset/slurm/uid_3776056/job_1966817/cpuset.cpus
>>>  4
>>>
>>>  If Slurm has '2' this should be the second core on the first socket so
>>>  should be '1' in cgroups, but it is 4 as we see above which is the fifth
>>>  core on the first socket.  So I guess I was wrong above.
>>>
>>>  But in /proc/cpuinfo the apicid for processor 4 is 2!!!  So is apicid
>>>  right after all?  Nope, on the same machine I have
>>>
>>>  # scontrol -d show job 1960208 | grep CPU_ID
>>>      Nodes=r17 CPU_IDs=12-19 Mem=51200 GRES=
>>>  # cat /sys/fs/cgroup/cpuset/slurm/uid_5164679/job_1960208/cpuset.cpus
>>>  1,3,5,7,9,11,13,15
>>>
>>>  and in /proc/cpuinfo the apcid for processor 12 is 16
>>>
>>>  # scontrol -d show job 1967214 | grep CPU_ID
>>>      Nodes=r17 CPU_IDs=8-11,20-23 Mem=51200 GRES=
>>>  # cat /sys/fs/cgroup/cpuset/slurm/uid_5164679/job_1967214/cpuset.cpus
>>>  16-23
>>>
>>>  I am totally lost now. Seems totally random. SLURM devs?  Any insight?
>>> 
>>>
>>>  -- Paul Raines
>>>  (http://secure-web.cisco.com/1fV8ajgaXNCaGTVPBmAhVRhk_lAbggJJxlkfKaTPxKwraiXNDFL8Fa_YXc4PH0ZxSP_aU5b9WWH4ds_d25tVNxYy_fxPvlt0lNnunFuneVQhgZjxQYnwtjHzFPP0hz2gaRgHh6zYz37fQzxkhLnkdrY_zEjnNiSCoIXIx4dOOceDVvgZ4-b-3zQMW9wOgsCLz7V4xs9fqysZ1dfuuN9mSWw7cAsm-WNWk0RWG9bDwrNm7YjdwJ5JZURQXckZ0qb4kZAnlJx5-Ihy_EqgkkoTMZeIP7rM_NAG0ejF3SI1yquf9Wi-cFgI6FHEz5ICB53zD/http%3A%2F%2Fhelp.nmr.mgh.harvard.edu)
>>> 
>>> 
>>>
>>>  On Wed, 14 Dec 2022 1:33am, Marcus Wagner wrote:
>>>
>>>>   Hi Paul,
>>>>
>>>>   sorry to say, but that has to be some coincidence on your system. I've
>>>>   never seen Slurm reporting using corenumbers, which are higher than the
>>>>   total number of cores.
>>>>
>>>>   I have e.g. a intel Platinum 8160 here. 24 Cores per Socket, no
>>>>   HyperThreading activated.
>>>>   Yet here the last lines of /proc/cpuinfo:
>>>>
>>>>   processor       : 43
>>>>   apicid          : 114
>>>>   processor       : 44
>>>>   apicid          : 116
>>>>   processor       : 45
>>>>   apicid          : 118
>>>>   processor       : 46
>>>>   apicid          : 120
>>>>   processor       : 47
>>>>   apicid          : 122
>>>>
>>>>   Never seen Slurm reporting corenumbers for a job > 96
>>>>   Nonetheless, I agree, the cores reported by Slurm mostly have nothing
>>>>  to
>>>>   do with the cores reported e.g. by cgroups.
>>>>   Since Slurm creates the cgroups, I wonder, why they report some kind of
>>>>   abstract coreid, because they should know, which cores are used, as
>>>>  they
>>>>   create the cgroups for the jobs.
>>>>
>>>>   Best
>>>>   Marcus
>>>>
>>>>   Am 13.12.2022 um 16:39 schrieb Paul Raines:
>>>>>
>>>>>    Yes, looks like SLURM is using the apicid that is in /proc/cpuinfo
>>>>>    The first 14 cpus in /proc/cpu (procs 0-13) have apicid
>>>>>    0,2,4,6,8,10,12,14,16,20,22,24,26,28 in /proc/cpuinfo
>>>>>
>>>>>    So after setting CpuSpecList=0,2,4,6,8,10,12,14,16,18,20,22,24,26
>>>>>    in slurm.conf it appears to be doing what I want
>>>>>
>>>>>    $ echo $SLURM_JOB_ID
>>>>>    9
>>>>>    $ grep -i ^cpu /proc/self/status
>>>>>    Cpus_allowed:   000f0000,000f0000
>>>>>    Cpus_allowed_list:      16-19,48-51
>>>>>    $ scontrol -d show job 9 | grep CPU_ID
>>>>>          Nodes=larkin CPU_IDs=32-39 Mem=25600 GRES=
>>>>>
>>>>>    apcid=32 is processor=16 and apcid=33 is processor=48 in
>>>>>  /proc/cpuinfo
>>>>>
>>>>>    Thanks
>>>>>
>>>>>    -- Paul Raines
>>>>>  (http://secure-web.cisco.com/1fV8ajgaXNCaGTVPBmAhVRhk_lAbggJJxlkfKaTPxKwraiXNDFL8Fa_YXc4PH0ZxSP_aU5b9WWH4ds_d25tVNxYy_fxPvlt0lNnunFuneVQhgZjxQYnwtjHzFPP0hz2gaRgHh6zYz37fQzxkhLnkdrY_zEjnNiSCoIXIx4dOOceDVvgZ4-b-3zQMW9wOgsCLz7V4xs9fqysZ1dfuuN9mSWw7cAsm-WNWk0RWG9bDwrNm7YjdwJ5JZURQXckZ0qb4kZAnlJx5-Ihy_EqgkkoTMZeIP7rM_NAG0ejF3SI1yquf9Wi-cFgI6FHEz5ICB53zD/http%3A%2F%2Fhelp.nmr.mgh.harvard.edu)
>>>>> 
>>>>> 
>>>>>
>>>>>    On Tue, 13 Dec 2022 9:52am, Sean Maxwell wrote:
>>>>>
>>>>>>           External Email - Use Caution
>>>>>>    In the slurm.conf manual they state the CpuSpecList ids are
>>>>>>  "abstract",
>>>>>>    and
>>>>>>    in the CPU management docs they enforce the notion that the abstract
>>>>>>    Slurm
>>>>>>    IDs are not related to the Linux hardware IDs, so that is probably
>>>>>>  the
>>>>>>    source of the behavior. I unfortunately don't have more information.
>>>>>>
>>>>>>    On Tue, Dec 13, 2022 at 9:45 AM Paul Raines
>>>>>>    <raines at nmr.mgh.harvard.edu>
>>>>>>    wrote:
>>>>>> 
>>>>>>>
>>>>>>>    Hmm.  Actually looks like confusion between CPU IDs on the system
>>>>>>>    and what SLURM thinks the IDs are
>>>>>>>
>>>>>>>    # scontrol -d show job 8
>>>>>>>    ...
>>>>>>>          Nodes=foobar CPU_IDs=14-21 Mem=25600 GRES=
>>>>>>>    ...
>>>>>>>
>>>>>>>    # cat
>>>>>>>   
>>>>>>>  /sys/fs/cgroup/system.slice/slurmstepd.scope/job_8/cpuset.cpus.effective
>>>>>>>    7-10,39-42
>>>>>>> 
>>>>>>>
>>>>>>>    -- Paul Raines
>>>>>>>   
>>>>>>>  (http://secure-web.cisco.com/1w33sdTB1gUzmmNOl1cd8t7VHLUOemWW6ExRIq2AHSLm0BwRxhnfCCHDdln0LWn7IZ3IUYdxeX2HzyDj7CeKHq7B1H5ek2tow-D_4Q81mK8_x_AKf6cHYOSqHSBelLikTijDZJGsJYKSleSUlZMG1mqkU4e4TirhUu0qTLKUcvqLxsvi1WCbBbyUaDUxd-c7kE2_v4XzvhBtdEqrkKAWOQF2WoJwhmTJlMhanBk-PdjHDsuDcdOgfHrmIAiRC-T8hB094Y1WvEuOjL4o2Kbx28qp4eUSPu8jSOxPEKoWsHpSDE7fWyjrlcVAsEyOpPgp4/http%3A%2F%2Fhelp.nmr.mgh.harvard.edu)
>>>>>>> 
>>>>>>> 
>>>>>>>
>>>>>>>    On Tue, 13 Dec 2022 9:40am, Paul Raines wrote:
>>>>>>> 
>>>>>>> > >    Oh but that does explain the CfgTRES=cpu=14.  With the 
>>>>>>> > > CpuSpecList
>>>>>>> >    below and SlurmdOffSpec I do get CfgTRES=cpu=50 so that makes 
>>>>>>> > sense.
>>>>>>> > >    The issue remains that thought the number of cpus in 
>>>>>>> > > CpuSpecList
>>>>>>> >    is taken into account, the exact IDs seem to be ignored.
>>>>>>> > > >    -- Paul Raines >   
>>>>>>> > > > (http://secure-web.cisco.com/1w33sdTB1gUzmmNOl1cd8t7VHLUOemWW6ExRIq2AHSLm0BwRxhnfCCHDdln0LWn7IZ3IUYdxeX2HzyDj7CeKHq7B1H5ek2tow-D_4Q81mK8_x_AKf6cHYOSqHSBelLikTijDZJGsJYKSleSUlZMG1mqkU4e4TirhUu0qTLKUcvqLxsvi1WCbBbyUaDUxd-c7kE2_v4XzvhBtdEqrkKAWOQF2WoJwhmTJlMhanBk-PdjHDsuDcdOgfHrmIAiRC-T8hB094Y1WvEuOjL4o2Kbx28qp4eUSPu8jSOxPEKoWsHpSDE7fWyjrlcVAsEyOpPgp4/http%3A%2F%2Fhelp.nmr.mgh.harvard.edu)
>>>>>>> > > > >    On Tue, 13 Dec 2022 9:34am, Paul Raines wrote:
>>>>>>> > >> >>     I have tried it both ways with the same result.  The 
>>>>>>> > >> >> assigned CPUs
>>>>>>> >>     will be both in and out of the range given to CpuSpecList
>>>>>>> >> >>     I tried setting using commas instead of ranges so used
>>>>>>> >> >>     CpuSpecList=0,1,2,3,4,5,6,7,8,9,10,11,12,13
>>>>>>> >> >>     But still does not work
>>>>>>> >> >>     $ srun -p basic -N 1 --ntasks-per-node=1 --mem=25G \
>>>>>>> >>     --time=10:00:00 --cpus-per-task=8 --pty /bin/bash
>>>>>>> >>     $ grep -i ^cpu /proc/self/status
>>>>>>> >>     Cpus_allowed:   00000780,00000780
>>>>>>> >>     Cpus_allowed_list:      7-10,39-42
>>>>>>> >> >> >>     -- Paul Raines >>  
>>>>>>> >> >> >> (http://secure-web.cisco.com/1w33sdTB1gUzmmNOl1cd8t7VHLUOemWW6ExRIq2AHSLm0BwRxhnfCCHDdln0LWn7IZ3IUYdxeX2HzyDj7CeKHq7B1H5ek2tow-D_4Q81mK8_x_AKf6cHYOSqHSBelLikTijDZJGsJYKSleSUlZMG1mqkU4e4TirhUu0qTLKUcvqLxsvi1WCbBbyUaDUxd-c7kE2_v4XzvhBtdEqrkKAWOQF2WoJwhmTJlMhanBk-PdjHDsuDcdOgfHrmIAiRC-T8hB094Y1WvEuOjL4o2Kbx28qp4eUSPu8jSOxPEKoWsHpSDE7fWyjrlcVAsEyOpPgp4/http%3A%2F%2Fhelp.nmr.mgh.harvard.edu)
>>>>>>> >> >> >> >>     On Mon, 12 Dec 2022 10:21am, Sean Maxwell wrote:
>>>>>>> >> >>>      Hi Paul,
>>>>>>> >>> >>>      Nodename=foobar \
>>>>>>> >>>>         CPUs=64 Boards=1 SocketsPerBoard=2 CoresPerSocket=16
>>>>>>> >>>>         ThreadsPerCore=2
>>>>>>> >>>>         \
>>>>>>> >>>>         RealMemory=256312 MemSpecLimit=32768 CpuSpecList=14-63 \
>>>>>>> >>>>         TmpDisk=6000000 Gres=gpu:nvidia_rtx_a6000:1
>>>>>>> >>>> >>>>      The slurm.conf also has:
>>>>>>> >>>> >>>>      ProctrackType=proctrack/cgroup
>>>>>>> >>>>      TaskPlugin=task/affinity,task/cgroup
>>>>>>> >>>>      TaskPluginParam=Cores,*SlurmdOf**fSpec*,Verbose
>>>>>>> >>>> >>> >>>      Doesn't setting SlurmdOffSpec tell Slurmd that is 
>>>>>>> >>>> >>> >>> should NOT use >>>  the
>>>>>>> >>>      CPUs
>>>>>>> >>>      in the spec list? (
>>>>>>> >>> >>>   
>>>>>>> >>> >>> https://secure-web.cisco.com/1V9Fskh4lCAx_XrdlCr8o1EtnePELf-1YK4TerT47ktLxy3fO9FaIpaGXVA8ODhMAdhmXSqToQstwAilA71r7z1Q4jDqPSKEsJQNUhJYYRtxFnZIO49QxsYrVo9c3ExH89cIk_t7H5dtGEjpme2LFKm23Z52yK-xZ3fEl_LyK61uCzkas6GKykzPCPyoNXaFgs32Ct2tDIVL8vI6JW1_-1uQ9gUyWmm24xJoBxLEui7tSTVwMtiVRu8C7pU1nJ8qr6ghBlxrqx-wQiRP4XBCjhPARHa2KBqkUogjEVRAe3WdAbbYBxtXeVsWjqNGmjSVA/https%3A%2F%2Fslurm.schedmd.com%2Fslurm.conf.html%23OPT_SlurmdOffSpec)
>>>>>>> >>>      In this case, I believe it uses what is left, which is the 
>>>>>>> >>> 0-13. >>>  We
>>>>>>>    are
>>>>>>> >>>      just starting to work on this ourselves, and were looking at 
>>>>>>> >>> >>>  this
>>>>>>> >>>      setting.
>>>>>>> >>> >>>      Best,
>>>>>>> >>> >>>      -Sean
>>>>>>> >>> >> >
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>>>>>    Brigham Compliance HelpLine at
>>>>>   
>>>>>  https://secure-web.cisco.com/1PmxwaOlMXSsSWGbWWYKPBpt4ErgJCfQ6yIrz0i6wWWrPX1wiWCiBfeZ2xu-pFqQOqhme1wR4J-sGQNCjJYx8LQrRYLlgTpQZSpSKneskIT28Lv2VyVO25H03n8yo9waPPhoudMF-cow9scYJMVCkyJnSN_R1yg51kb6zS1-MjPgru7ZS0BZTzlPeX-7KoHpQahSlFu0vjOWUq4nqdEVwh_g44-YCL1zmSrzRTkg96oS8Bm8Bwo3jZ7AOml-adns9Fr6Q9QVg31f2N9NsGviytLoSWv8s8wFQCwlgVNfPTTwKZxjkIxeWK8HBmc4vgE9D/https%3A%2F%2Fwww.massgeneralbrigham.org%2Fcomplianceline
>>>>>   
>>>>>  <https://secure-web.cisco.com/1PmxwaOlMXSsSWGbWWYKPBpt4ErgJCfQ6yIrz0i6wWWrPX1wiWCiBfeZ2xu-pFqQOqhme1wR4J-sGQNCjJYx8LQrRYLlgTpQZSpSKneskIT28Lv2VyVO25H03n8yo9waPPhoudMF-cow9scYJMVCkyJnSN_R1yg51kb6zS1-MjPgru7ZS0BZTzlPeX-7KoHpQahSlFu0vjOWUq4nqdEVwh_g44-YCL1zmSrzRTkg96oS8Bm8Bwo3jZ7AOml-adns9Fr6Q9QVg31f2N9NsGviytLoSWv8s8wFQCwlgVNfPTTwKZxjkIxeWK8HBmc4vgE9D/https%3A%2F%2Fwww.massgeneralbrigham.org%2Fcomplianceline>
>>>>>  .
>>>>>    Please note that this e-mail is not secure (encrypted).  If you do
>>>>>  not
>>>>>    wish to continue communication over unencrypted e-mail, please notify
>>>>>    the
>>>>>    sender of this message immediately.  Continuing to send or respond to
>>>>>    e-mail after receiving this message means you understand and accept
>>>>>  this
>>>>>    risk and wish to continue to communicate over unencrypted e-mail.
>>>>> 
>>>>
>>>>   --
>>>>   Dipl.-Inf. Marcus Wagner
>>>>
>>>>   IT Center
>>>>   Gruppe: Server, Storage, HPC
>>>>   Abteilung: Systeme und Betrieb
>>>>   RWTH Aachen University
>>>>   Seffenter Weg 23
>>>>   52074 Aachen
>>>>   Tel: +49 241 80-24383
>>>>   Fax: +49 241 80-624383
>>>>   wagner at itc.rwth-aachen.de
>>>>   http://secure-web.cisco.com/1B5jcsbcQ02Q4GJn4-URoKY8HqxxzgGBFYqjthyPxPxdXzmf7UHSU6_5MS9jp4IyQqV_2eP2GOlJADbOsU1JCQektcVysY0wFUzTT6iJXeukZSEwwsS1a9fEa5A5A9V3YXL2ew7-1i2_EbER_b0LzSNZxFTuZZhFFec7CwG5_VBxAPznWJN6V5UeiPae_PAclOALCf9dVkQKsja5wf6gn9opTN6LBBqXFodRzRdf00Tohpr3X0gVJqiS0wkdhNsDi4lAgnTIPn712RdlPYwpWdc_wx4lZyn6UyuSWitp0muk8aauPf_DTotbHJ56Uc8V3/http%3A%2F%2Fwww.itc.rwth-aachen.de
>>>>
>>>>   Social Media Kanäle des IT Centers:
>>>>   https://secure-web.cisco.com/1ez5FTX8pxpjTtZWBVFVRAWafNU7u3KXdZlwv16JCbfnwcYPDxCftSdbp14fmyndNHEYU-Pso33tUA8Vkj4QgeCgq8gbGJkHfuV-kJSqb1Rmg9b_j6fQ2GaXGDs-8zlteOuZi5bK3ePaj36iUxmVD-IfIv9AWM_39cZ6ZA9D2PjfqPV8lgFi5VqOR7fuj5hCH2Sp9Xv0nY_w0RIaLDlKh16HPvmGRZWg5EWNnEkAmgeVhGtDasU77Y292iq3wLJGZ0xkJifdzbOVEHfBG6X9Y98oDRNO_qFPiAsaOcdpk_eCxFl3L2KijPbh5b99AGtiC/https%3A%2F%2Fblog.rwth-aachen.de%2Fitc%2F
>>>>   https://secure-web.cisco.com/1CW5aaHqTou4LGMrEyU-6QwYallSKgvhhp71rescRZCgVtIRexR6DcQS5NXxhMghQcwnM07RraLcLU2RufHZCj983olA9VGoI063ZUppLuV3aWjKmTYFZglCggrjb_5yB1GdYmb0sMtxBL8JBf_FFuTnOh4JYwUpuopXyH5I1aHPI3Ywr0zYhWCGA3EkxAcpBCpV738s8tpfpMXVOuDJzZfUapgRTtDQf7bv7NE00-10grSjQOCv8QZg22L-c_6O37DhBIQ42goSurJUehTubM5f7acoG6XONaiKufNWhp48f31SeQ6nsxOMmvm_pOVfa/https%3A%2F%2Fwww.facebook.com%2Fitcenterrwth
>>>>   https://secure-web.cisco.com/1s2yL6gEKoiHrJk0M0CRf9vptCb77ZmQoicVknhVL3O-3EEDFPOdYYlSq_K6pvUubzaOLiKIe9-OA-6xT9i-HPYamEdbBDJNCOGF8Tgr3eZqpDe7GhbdLnh8j1K9SuzIbG-2tRP5E1QgNx4m2zfQBWkK5Gu6vTkQbNDQQSeDZxVHfKYdbYsil21qLauAHloys7KGs7gqqcKnBPN6RZCRC-x5X506txXjkGcqm6xU6U6J85FMIFGhdTukCDbJtZEJIdgZgHDBaIvfDRfk1WgMUlFvTOe7eEpzLkBHBl9j-w4SfNjtdVfN7dUx9w3B-bGtg/https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fitcenterrwth
>>>>   https://secure-web.cisco.com/1hzaxwdTNMmSQsMHSOQZXdDlQcfiJ7_MPscUdPKHWZsfpNEsZQHYao5lDIqJajwoH1Vs_U2sH5N-sNQDGOcjzeUVwnjbrPtILmKLpBYi8BMPGePr7LiGM5Ehn_H_e8UvB38Sp-SbZcOOw_4421AARSlSiZibRKYWvIGnEevq8PKSmAIRshzZ1KX63V32VRGhJD6AQLhWUYIVIAlKAaZvZ_kqR-KeriN2cgZgM24guNTJcFw9eKTUleKB10kVs5EU-eh-CT5Yai-M4WsclwyrJUIQ9SzZgxrwWsIuOTlXtuf0szkzHxEXjxRTmjkn4xqi9/https%3A%2F%2Ftwitter.com%2FITCenterRWTH
>>>>   https://secure-web.cisco.com/1uxcAJMPXZb2B1FJm65QOa0OEFNrH0W_Vo4oDBHKlvJCgxIfjgHhyip1Qlqap_05F4BQzdiRMuaxbQJS1vikwziB80jfQfmq-kgCkBml0pN80U8YzpZCpYSeAc0eoOoHN0RzutppHGkUP2Fzzlgk22qszo5PQZWJxjXW8J7X1FozVJEiYYs38gCHTyoALjPnoGdadThFVBSufbwVsqj2JG29I3M2vSE-IMPidEONSt6klggc-nGCdN-M_BwbmmVf8INbVah-UmPWh7B9UFpd13QVKpuDe_LqBvBTHuqLOxGjj0KVrTn6HCF58c_VioJkx/https%3A%2F%2Fwww.youtube.com%2Fchannel%2FUCKKDJJukeRwO0LP-ac8x8rQ
>>>> 
>>>
>>  The information in this e-mail is intended only for the person to whom it
>>  is addressed.  If you believe this e-mail was sent to you in error and the
>>  e-mail contains patient information, please contact the Mass General
>>  Brigham Compliance HelpLine at
>>  https://secure-web.cisco.com/1PmxwaOlMXSsSWGbWWYKPBpt4ErgJCfQ6yIrz0i6wWWrPX1wiWCiBfeZ2xu-pFqQOqhme1wR4J-sGQNCjJYx8LQrRYLlgTpQZSpSKneskIT28Lv2VyVO25H03n8yo9waPPhoudMF-cow9scYJMVCkyJnSN_R1yg51kb6zS1-MjPgru7ZS0BZTzlPeX-7KoHpQahSlFu0vjOWUq4nqdEVwh_g44-YCL1zmSrzRTkg96oS8Bm8Bwo3jZ7AOml-adns9Fr6Q9QVg31f2N9NsGviytLoSWv8s8wFQCwlgVNfPTTwKZxjkIxeWK8HBmc4vgE9D/https%3A%2F%2Fwww.massgeneralbrigham.org%2Fcomplianceline
>>  <https://secure-web.cisco.com/1PmxwaOlMXSsSWGbWWYKPBpt4ErgJCfQ6yIrz0i6wWWrPX1wiWCiBfeZ2xu-pFqQOqhme1wR4J-sGQNCjJYx8LQrRYLlgTpQZSpSKneskIT28Lv2VyVO25H03n8yo9waPPhoudMF-cow9scYJMVCkyJnSN_R1yg51kb6zS1-MjPgru7ZS0BZTzlPeX-7KoHpQahSlFu0vjOWUq4nqdEVwh_g44-YCL1zmSrzRTkg96oS8Bm8Bwo3jZ7AOml-adns9Fr6Q9QVg31f2N9NsGviytLoSWv8s8wFQCwlgVNfPTTwKZxjkIxeWK8HBmc4vgE9D/https%3A%2F%2Fwww.massgeneralbrigham.org%2Fcomplianceline>
>>  .
>>  Please note that this e-mail is not secure (encrypted).  If you do not
>>  wish to continue communication over unencrypted e-mail, please notify the
>>  sender of this message immediately.  Continuing to send or respond to
>>  e-mail after receiving this message means you understand and accept this
>>  risk and wish to continue to communicate over unencrypted e-mail.
>
> -- 
> Dipl.-Inf. Marcus Wagner
>
> IT Center
> Gruppe: Server, Storage, HPC
> Abteilung: Systeme und Betrieb
> RWTH Aachen University
> Seffenter Weg 23
> 52074 Aachen
> Tel: +49 241 80-24383
> Fax: +49 241 80-624383
> wagner at itc.rwth-aachen.de
> http://secure-web.cisco.com/1B5jcsbcQ02Q4GJn4-URoKY8HqxxzgGBFYqjthyPxPxdXzmf7UHSU6_5MS9jp4IyQqV_2eP2GOlJADbOsU1JCQektcVysY0wFUzTT6iJXeukZSEwwsS1a9fEa5A5A9V3YXL2ew7-1i2_EbER_b0LzSNZxFTuZZhFFec7CwG5_VBxAPznWJN6V5UeiPae_PAclOALCf9dVkQKsja5wf6gn9opTN6LBBqXFodRzRdf00Tohpr3X0gVJqiS0wkdhNsDi4lAgnTIPn712RdlPYwpWdc_wx4lZyn6UyuSWitp0muk8aauPf_DTotbHJ56Uc8V3/http%3A%2F%2Fwww.itc.rwth-aachen.de
>
> Social Media Kanäle des IT Centers:
> https://secure-web.cisco.com/1ez5FTX8pxpjTtZWBVFVRAWafNU7u3KXdZlwv16JCbfnwcYPDxCftSdbp14fmyndNHEYU-Pso33tUA8Vkj4QgeCgq8gbGJkHfuV-kJSqb1Rmg9b_j6fQ2GaXGDs-8zlteOuZi5bK3ePaj36iUxmVD-IfIv9AWM_39cZ6ZA9D2PjfqPV8lgFi5VqOR7fuj5hCH2Sp9Xv0nY_w0RIaLDlKh16HPvmGRZWg5EWNnEkAmgeVhGtDasU77Y292iq3wLJGZ0xkJifdzbOVEHfBG6X9Y98oDRNO_qFPiAsaOcdpk_eCxFl3L2KijPbh5b99AGtiC/https%3A%2F%2Fblog.rwth-aachen.de%2Fitc%2F
> https://secure-web.cisco.com/1CW5aaHqTou4LGMrEyU-6QwYallSKgvhhp71rescRZCgVtIRexR6DcQS5NXxhMghQcwnM07RraLcLU2RufHZCj983olA9VGoI063ZUppLuV3aWjKmTYFZglCggrjb_5yB1GdYmb0sMtxBL8JBf_FFuTnOh4JYwUpuopXyH5I1aHPI3Ywr0zYhWCGA3EkxAcpBCpV738s8tpfpMXVOuDJzZfUapgRTtDQf7bv7NE00-10grSjQOCv8QZg22L-c_6O37DhBIQ42goSurJUehTubM5f7acoG6XONaiKufNWhp48f31SeQ6nsxOMmvm_pOVfa/https%3A%2F%2Fwww.facebook.com%2Fitcenterrwth
> https://secure-web.cisco.com/1s2yL6gEKoiHrJk0M0CRf9vptCb77ZmQoicVknhVL3O-3EEDFPOdYYlSq_K6pvUubzaOLiKIe9-OA-6xT9i-HPYamEdbBDJNCOGF8Tgr3eZqpDe7GhbdLnh8j1K9SuzIbG-2tRP5E1QgNx4m2zfQBWkK5Gu6vTkQbNDQQSeDZxVHfKYdbYsil21qLauAHloys7KGs7gqqcKnBPN6RZCRC-x5X506txXjkGcqm6xU6U6J85FMIFGhdTukCDbJtZEJIdgZgHDBaIvfDRfk1WgMUlFvTOe7eEpzLkBHBl9j-w4SfNjtdVfN7dUx9w3B-bGtg/https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fitcenterrwth
> https://secure-web.cisco.com/1hzaxwdTNMmSQsMHSOQZXdDlQcfiJ7_MPscUdPKHWZsfpNEsZQHYao5lDIqJajwoH1Vs_U2sH5N-sNQDGOcjzeUVwnjbrPtILmKLpBYi8BMPGePr7LiGM5Ehn_H_e8UvB38Sp-SbZcOOw_4421AARSlSiZibRKYWvIGnEevq8PKSmAIRshzZ1KX63V32VRGhJD6AQLhWUYIVIAlKAaZvZ_kqR-KeriN2cgZgM24guNTJcFw9eKTUleKB10kVs5EU-eh-CT5Yai-M4WsclwyrJUIQ9SzZgxrwWsIuOTlXtuf0szkzHxEXjxRTmjkn4xqi9/https%3A%2F%2Ftwitter.com%2FITCenterRWTH
> https://secure-web.cisco.com/1uxcAJMPXZb2B1FJm65QOa0OEFNrH0W_Vo4oDBHKlvJCgxIfjgHhyip1Qlqap_05F4BQzdiRMuaxbQJS1vikwziB80jfQfmq-kgCkBml0pN80U8YzpZCpYSeAc0eoOoHN0RzutppHGkUP2Fzzlgk22qszo5PQZWJxjXW8J7X1FozVJEiYYs38gCHTyoALjPnoGdadThFVBSufbwVsqj2JG29I3M2vSE-IMPidEONSt6klggc-nGCdN-M_BwbmmVf8INbVah-UmPWh7B9UFpd13QVKpuDe_LqBvBTHuqLOxGjj0KVrTn6HCF58c_VioJkx/https%3A%2F%2Fwww.youtube.com%2Fchannel%2FUCKKDJJukeRwO0LP-ac8x8rQ
>
>
The information in this e-mail is intended only for the person to whom it is addressed.  If you believe this e-mail was sent to you in error and the e-mail contains patient information, please contact the Mass General Brigham Compliance HelpLine at https://www.massgeneralbrigham.org/complianceline <https://www.massgeneralbrigham.org/complianceline> .
Please note that this e-mail is not secure (encrypted).  If you do not wish to continue communication over unencrypted e-mail, please notify the sender of this message immediately.  Continuing to send or respond to e-mail after receiving this message means you understand and accept this risk and wish to continue to communicate over unencrypted e-mail. 


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