[slurm-users] CPUSpecList confusion
Wagner, Marcus
Wagner at itc.rwth-aachen.de
Thu Dec 15 16:08:32 UTC 2022
Hmm…
That one is strange.
Can you try just hwloc-ls?
I wonder, how slurmd would get that information, if it is not hwloc-based
Best
Marcus
Von unterwegs gesendet.
> Am 15.12.2022 um 16:00 schrieb Paul Raines <raines at nmr.mgh.harvard.edu>:
>
>
> 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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>>>>>> 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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