[Mochi-devel] RPC latency question
Phil Carns
carns at mcs.anl.gov
Fri Nov 5 09:29:56 CDT 2021
Srinivasan Ramesh (U. Oregon) has done some work on fine-grained RPC
component timing, but it's not in the mainline margo tree so we'll need
to do a little more work to look at it.
In the mean time on a hunch I found that I can make the latency
consistent on Cooley by altering the margo_init() arguments to be (...,
0, -1) in server.c (meaning that no additional execution streams are
used at all; all mercury progress and all rpc handlers are executed
using user-level threads in the process's primary execution stream (OS
thread).
It's expected that there would be some more jitter jumping across OS
threads for RPC handling, but it shouldn't be that extreme, regular, or
system-specific.
Thanks again for the test case and the Apex instrumentation; this is the
sort of thing that's normally really hard to isolate.
thanks,
-Phil
On 11/5/21 10:09 AM, Philip Davis wrote:
> That’s extremely interesting.
>
> Are there any internal timers in Margo that can tell what the delay
> was between the server’s progress thread queueing the rpc and the
> handler thread starting to handle it? If I’m understanding
> https://mochi.readthedocs.io/en/latest/general/03_rpc_model.html
> correctly, it seems to me like that is the most likely place for
> non-deterministic delay to be introduced by argobots in the client ->
> server direction.
>
> I just ran a quick test where I changed the number of handler threads
> to 5, and I saw no change in behavior (still 4 and 8, not 5 and 10).
>
>
>> On Nov 4, 2021, at 9:04 PM, Phil Carns <carns at mcs.anl.gov> wrote:
>>
>> I have some more interesting info to share from trying a few
>> different configurations.
>>
>> sm (on my laptop) and ofi+gni (on theta) do not exhibit this
>> behavior; they have consistent performance across RPCs.
>>
>> ofi+verbs (on cooley) shows the same thing you were seeing; the 4th
>> and 8th RPCs are slow.
>>
>> Based on the above, it would sound like a problem with the
>> libfabric/verbs path. But on Jerome's suggestion I tried some other
>> supported transports on cooley as well. In particular I ran the same
>> benchmark (the same build in fact, I just compiled in support for
>> multiple transports and cycling through them in a single job script
>> with runtime options) with these combinations:
>>
>> * ofi+verbs
>> * ofi+tcp
>> * ofi+sockets
>> * bmi+tcp
>>
>> All of them show the same thing! 4th and 8th RPCs are at least an
>> order of magnitude slower than the other RPCs. That was a surprising
>> result. The bmi+tcp one isn't even using libfabric at all, even
>> though they are all using the same underlying hardware.
>>
>> I'm not sure what to make of that yet. Possibly something with
>> threading or signalling?
>>
>> thanks,
>>
>> -Phil
>>
>> On 11/2/21 2:37 PM, Philip Davis wrote:
>>> I’m glad you were able to reproduce it on a different system, thanks
>>> for letting me know. I’m not sure what the overlaps between Frontera
>>> and Cooley are (that aren’t shared by Summit); a quick look shows
>>> they are both Intel, and both FDR, but there’s probably more salient
>>> details.
>>>
>>>> On Nov 2, 2021, at 2:24 PM, Phil Carns <carns at mcs.anl.gov> wrote:
>>>>
>>>> Ok. Interesting. I didn't see anything unusual in the timing on
>>>> my laptop with sm (other than it being a bit slow, but I wasn't
>>>> tuning or worrying about core affinity or anything). On Cooley, a
>>>> somewhat older Linux cluster with InfiniBand, I see the 4th and 8th
>>>> RPC delay you were talking about:
>>>>
>>>> {"name":"put_wait","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635877047385464.750000,"dur":33077.620054,"args":{"GUID":3,"Parent
>>>> GUID":0}},
>>>> {"name":"put_wait","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635877047418850.000000,"dur":458.322054,"args":{"GUID":5,"Parent
>>>> GUID":0}},
>>>> {"name":"put_wait","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635877047419519.250000,"dur":205.328054,"args":{"GUID":7,"Parent
>>>> GUID":0}},
>>>> {"name":"put_wait","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635877047419939.500000,"dur":2916.470054,"args":{"GUID":9,"Parent
>>>> GUID":0}},
>>>> {"name":"put_wait","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635877047423046.750000,"dur":235.460054,"args":{"GUID":11,"Parent
>>>> GUID":0}},
>>>> {"name":"put_wait","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635877047423426.000000,"dur":208.722054,"args":{"GUID":13,"Parent
>>>> GUID":0}},
>>>> {"name":"put_wait","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635877047423809.000000,"dur":155.962054,"args":{"GUID":15,"Parent
>>>> GUID":0}},
>>>> {"name":"put_wait","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635877047424096.250000,"dur":3573.288054,"args":{"GUID":17,"Parent
>>>> GUID":0}},
>>>> {"name":"put_wait","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635877047427857.000000,"dur":243.386054,"args":{"GUID":19,"Parent
>>>> GUID":0}},
>>>> {"name":"put_wait","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635877047428328.000000,"dur":154.338054,"args":{"GUID":21,"Parent
>>>> GUID":0}},
>>>>
>>>> (assuming the first is high due to connection establishment)
>>>>
>>>> I'll check some other systems/transports, but I wanted to go ahead
>>>> and share that I've been able to reproduce what you were seeing.
>>>>
>>>> thanks,
>>>>
>>>> -Phil
>>>>
>>>> On 11/2/21 1:49 PM, Philip Davis wrote:
>>>>> Glad that’s working now.
>>>>>
>>>>> It is the put_wait events, and “dur” is the right field. Those
>>>>> units are microseconds.
>>>>>
>>>>>
>>>>>> On Nov 2, 2021, at 1:12 PM, Phil Carns <carns at mcs.anl.gov> wrote:
>>>>>>
>>>>>> Thanks Philip, the "= {0};" initialization of that struct got me
>>>>>> going.
>>>>>>
>>>>>> I can run the test case now and it is producing output in the
>>>>>> client and server perf dirs. Just to sanity check what to look
>>>>>> for, I think the problem should be exhibited in the "put_wait" or
>>>>>> maybe "do_put" trace events on the client? For example on my
>>>>>> laptop I see this:
>>>>>>
>>>>>> carns-x1-7g ~/w/d/d/m/client.perf [SIGINT]> grep do_put
>>>>>> trace_events.0.json
>>>>>> {"name":"do_put","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635872352591977.250000,"dur":350.464053,"args":{"GUID":2,"Parent
>>>>>> GUID":0}},
>>>>>> {"name":"do_put","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635872352593065.000000,"dur":36.858053,"args":{"GUID":4,"Parent
>>>>>> GUID":0}},
>>>>>> {"name":"do_put","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635872352593617.000000,"dur":32.954053,"args":{"GUID":6,"Parent
>>>>>> GUID":0}},
>>>>>> {"name":"do_put","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635872352594193.000000,"dur":36.026053,"args":{"GUID":8,"Parent
>>>>>> GUID":0}},
>>>>>> {"name":"do_put","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635872352594850.750000,"dur":34.404053,"args":{"GUID":10,"Parent
>>>>>> GUID":0}},
>>>>>> {"name":"do_put","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635872352595400.750000,"dur":33.524053,"args":{"GUID":12,"Parent
>>>>>> GUID":0}},
>>>>>> {"name":"do_put","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635872352595927.500000,"dur":34.390053,"args":{"GUID":14,"Parent
>>>>>> GUID":0}},
>>>>>> {"name":"do_put","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635872352596416.000000,"dur":37.922053,"args":{"GUID":16,"Parent
>>>>>> GUID":0}},
>>>>>> {"name":"do_put","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635872352596870.000000,"dur":35.506053,"args":{"GUID":18,"Parent
>>>>>> GUID":0}},
>>>>>> {"name":"do_put","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635872352597287.500000,"dur":34.774053,"args":{"GUID":20,"Parent
>>>>>> GUID":0}},
>>>>>> carns-x1-7g ~/w/d/d/m/client.perf> grep put_wait trace_events.0.json
>>>>>> {"name":"put_wait","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635872352592427.750000,"dur":570.428053,"args":{"GUID":3,"Parent
>>>>>> GUID":0}},
>>>>>> {"name":"put_wait","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635872352593122.750000,"dur":429.156053,"args":{"GUID":5,"Parent
>>>>>> GUID":0}},
>>>>>> {"name":"put_wait","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635872352593671.250000,"dur":465.616053,"args":{"GUID":7,"Parent
>>>>>> GUID":0}},
>>>>>> {"name":"put_wait","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635872352594248.500000,"dur":547.054053,"args":{"GUID":9,"Parent
>>>>>> GUID":0}},
>>>>>> {"name":"put_wait","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635872352594906.750000,"dur":428.964053,"args":{"GUID":11,"Parent
>>>>>> GUID":0}},
>>>>>> {"name":"put_wait","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635872352595455.750000,"dur":416.796053,"args":{"GUID":13,"Parent
>>>>>> GUID":0}},
>>>>>> {"name":"put_wait","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635872352595981.250000,"dur":371.040053,"args":{"GUID":15,"Parent
>>>>>> GUID":0}},
>>>>>> {"name":"put_wait","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635872352596485.500000,"dur":334.758053,"args":{"GUID":17,"Parent
>>>>>> GUID":0}},
>>>>>> {"name":"put_wait","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635872352596934.250000,"dur":298.168053,"args":{"GUID":19,"Parent
>>>>>> GUID":0}},
>>>>>> {"name":"put_wait","cat":"CPU","ph":"X","pid":0,"tid":0,"ts":1635872352597342.250000,"dur":389.624053,"args":{"GUID":21,"Parent
>>>>>> GUID":0}},
>>>>>>
>>>>>> I should look at the "dur" field right? What are the units on that?
>>>>>>
>>>>>> I'll see if I can run this on a "real" system shortly.
>>>>>>
>>>>>> thanks!
>>>>>>
>>>>>> -Phil
>>>>>>
>>>>>> On 11/2/21 12:11 PM, Philip Davis wrote:
>>>>>>> Hi Phil,
>>>>>>>
>>>>>>> Sorry the data structures are like that; I wanted to preserve as
>>>>>>> much of the RPC size and ordering in case it ended up being
>>>>>>> important.
>>>>>>>
>>>>>>> I’m surprised in.odsc.size is troublesome, as I set in.odsc.size
>>>>>>> with the line `in.odsc.size = sizeof(odsc);`. I’m not sure what
>>>>>>> could be corrupting that value in the meantime.
>>>>>>>
>>>>>>> I don’t set in.odsc.gdim_size (which was an oversight, since
>>>>>>> that’s non-zero normally), so I’m less surprised that’s an
>>>>>>> issue. I thought I initialized `in` to zero, but I see I didn’t
>>>>>>> do that after all.
>>>>>>>
>>>>>>> Maybe change the line `bulk_gdim_t in;` to `bulk_gdim_t in = {0};`
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>>> On Nov 2, 2021, at 11:48 AM, Phil Carns <carns at mcs.anl.gov> wrote:
>>>>>>>>
>>>>>>>> Awesome, thanks Philip. It came through fine.
>>>>>>>>
>>>>>>>> I started by modifying the job script slightly to just run it
>>>>>>>> on my laptop with sm (I wanted to make sure I understood the
>>>>>>>> test case, and how to use apex, before trying elsewhere). Does
>>>>>>>> in.size needs to be set in client.c? For me there is a random
>>>>>>>> value in that field and it is causing the encoder on the
>>>>>>>> forward to attempt a very large allocation. The same might be
>>>>>>>> true of gdim_size if it got past that step. I started to alter
>>>>>>>> them but then I wasn't sure what the implications were.
>>>>>>>>
>>>>>>>> (fwiw I needed to include stdlib.h in common.h, but I've hit
>>>>>>>> that a couple of times recently on codes that didn't previously
>>>>>>>> generate warnings; I think something in Ubuntu has gotten
>>>>>>>> strict about that recently).
>>>>>>>>
>>>>>>>> thanks,
>>>>>>>>
>>>>>>>> -Phil
>>>>>>>>
>>>>>>>>
>>>>>>>> On 11/1/21 4:51 PM, Philip Davis wrote:
>>>>>>>>> Hi Phil,
>>>>>>>>>
>>>>>>>>> I’ve attached the reproducer. I see the 4th and 8th issue on
>>>>>>>>> Frontera, but not Summit. Hopefully it will build and run
>>>>>>>>> without too much modification. Let me know if there are any
>>>>>>>>> issues with running it (or if the anl listserv eats the
>>>>>>>>> tarball, which I kind of expect).
>>>>>>>>>
>>>>>>>>> Thanks,
>>>>>>>>> Philip
>>>>>>>>>
>>>>>>>>>
>>>>>>>>>> On Nov 1, 2021, at 11:14 AM, Phil Carns <carns at mcs.anl.gov>
>>>>>>>>>> wrote:
>>>>>>>>>>
>>>>>>>>>> Hi Philip,
>>>>>>>>>>
>>>>>>>>>> (FYI I think the first image didn't come through in your
>>>>>>>>>> email, but I think the others are sufficient to get across
>>>>>>>>>> what you are seeing)
>>>>>>>>>>
>>>>>>>>>> I don't have any idea what would cause that. The recently
>>>>>>>>>> released libfabric 1.13.2 (available in spack from the
>>>>>>>>>> mochi-spack-packages repo) includes some fixes to the rxm
>>>>>>>>>> provider that could be relevant to Frontera and Summit, but
>>>>>>>>>> nothing that aligns with what you are observing.
>>>>>>>>>>
>>>>>>>>>> If it were later in the sequence (much later) I would
>>>>>>>>>> speculate that memory allocation/deallocation cycles were
>>>>>>>>>> eventually causing a hiccup. We've seen something like that
>>>>>>>>>> in the past, and it's a theory that we could then test with
>>>>>>>>>> alternative allocators like jemalloc. That's not memory
>>>>>>>>>> allocation jitter that early in the run though.
>>>>>>>>>>
>>>>>>>>>> Please do share your reproducer if you don't mind! We can
>>>>>>>>>> try a few systems here to at least isolate if it is something
>>>>>>>>>> peculiar to the InfiniBand path or if there is a more general
>>>>>>>>>> problem in Margo.
>>>>>>>>>>
>>>>>>>>>> thanks,
>>>>>>>>>>
>>>>>>>>>> -Phil
>>>>>>>>>>
>>>>>>>>>> On 10/29/21 3:20 PM, Philip Davis wrote:
>>>>>>>>>>> Hello,
>>>>>>>>>>>
>>>>>>>>>>> I apologize in advance for the winding nature of this email.
>>>>>>>>>>> I’m not sure how to ask my question without explaining the
>>>>>>>>>>> story of my results some.
>>>>>>>>>>>
>>>>>>>>>>> I’m doing some characterization of our server performance
>>>>>>>>>>> under load, and I have a quirk of performance that I wanted
>>>>>>>>>>> to run by people to see if they make sense. My testing so
>>>>>>>>>>> far has been to iteratively send batches of RPCs using
>>>>>>>>>>> margo_iforward, and then measure the wait time until they
>>>>>>>>>>> are all complete. On the server side, handling the RPC
>>>>>>>>>>> includes a margo_bulk_transfer as a pull initiated on the
>>>>>>>>>>> server to pull (for now) 8 bytes. The payload of the RPC
>>>>>>>>>>> request is about 500 bytes, and the response payload is 4
>>>>>>>>>>> bytes.
>>>>>>>>>>>
>>>>>>>>>>> I’ve isolated my results down to one server rank and one
>>>>>>>>>>> client rank, because it’s an easier starting point to reason
>>>>>>>>>>> from. Below is a graph of some of my initial results. These
>>>>>>>>>>> results are from Frontera. The median times are good (a
>>>>>>>>>>> single RPC takes on the order of 10s of microseconds, which
>>>>>>>>>>> seems fantastic). However, the outliers are fairly high
>>>>>>>>>>> (note the log scale of the y-axis). With only one RPC per
>>>>>>>>>>> timestep, for example, there is a 30x spread between the
>>>>>>>>>>> median and the max.
>>>>>>>>>>>
>>>>>>>>>>>
>>>>>>>>>>> I was hoping (expecting) the first timestep would be where
>>>>>>>>>>> the long replies resided, but that turned out not to be the
>>>>>>>>>>> case. Below are traces from the 1 RPC (blue) and 2 RPC
>>>>>>>>>>> (orange) per timestep cases, 5 trials of 10 timesteps for
>>>>>>>>>>> each case (normalized to fix the same x-axis):
>>>>>>>>>>>
>>>>>>>>>>> <PastedGraphic-6.png>
>>>>>>>>>>>
>>>>>>>>>>> What strikes me is how consistent these results are across
>>>>>>>>>>> trials. For the 1 RPC per timestep case, the 3rd and 7th
>>>>>>>>>>> timestep are consistently//slow (and the rest are fast). For
>>>>>>>>>>> the 2 RPC per timestep case, the 2nd and 4th timestep are
>>>>>>>>>>> always slow and sometimes the 10th is. These results are
>>>>>>>>>>> repeatable with very rare variation.
>>>>>>>>>>>
>>>>>>>>>>> For the single RPC case, I recorded some timers on the
>>>>>>>>>>> server side, and attempted to overlay them with the client
>>>>>>>>>>> side (there is some unknown offset, but probably on the
>>>>>>>>>>> order of 10s of microseconds at worst, given the pattern):
>>>>>>>>>>>
>>>>>>>>>>> <PastedGraphic-7.png>
>>>>>>>>>>>
>>>>>>>>>>> I blew up the first few timesteps of one of the trials:
>>>>>>>>>>> <PastedGraphic-8.png>
>>>>>>>>>>>
>>>>>>>>>>> The different colors are different segments of the handler,
>>>>>>>>>>> but there doesn’t seem to be anything too interesting going
>>>>>>>>>>> on inside the handler. So it looks like the time is being
>>>>>>>>>>> introduced before the 3rd RPC handler starts, based on the
>>>>>>>>>>> where the gap appears on the server side.
>>>>>>>>>>>
>>>>>>>>>>> To try and isolate any dataspaces-specific behavior, I
>>>>>>>>>>> created a pure Margo test case that just sends a single rpc
>>>>>>>>>>> of the same size as dataspaces iteratively, whre the server
>>>>>>>>>>> side does an 8-byte bulk transfer initiated by the server,
>>>>>>>>>>> and sends a response. The results are similar, except that
>>>>>>>>>>> it is now the 4th and 8th timestep that are slow (and the
>>>>>>>>>>> first timestep is VERY long, presumably because rxm
>>>>>>>>>>> communication state is being established. DataSpaces has an
>>>>>>>>>>> earlier RPC in its init that was absorbing this latency).
>>>>>>>>>>>
>>>>>>>>>>> I got margo profiling results for this test case:
>>>>>>>>>>>
>>>>>>>>>>> ```
>>>>>>>>>>> 3
>>>>>>>>>>> 18446744025556676964,ofi+verbs;ofi_rxm://192.168.72.245:39573
>>>>>>>>>>> 0xa2a1,term_rpc
>>>>>>>>>>> 0x27b5,put_rpc
>>>>>>>>>>> 0xd320,__shutdown__
>>>>>>>>>>> 0x27b5
>>>>>>>>>>> ,0.000206208,10165,18446744027256353016,0,0.041241646,0.000045538,0.025733232,200,18446744073709551615,286331153,0,18446744073709551615,286331153,0
>>>>>>>>>>> 0x27b5 ,0;0.041241646,200.000000000, 0;
>>>>>>>>>>> 0xa2a1
>>>>>>>>>>> ,0.000009298,41633,18446744027256353016,0,0.000009298,0.000009298,0.000009298,1,18446744073709551615,286331153,0,18446744073709551615,286331153,0
>>>>>>>>>>> 0xa2a1 ,0;0.000009298,1.000000000, 0;
>>>>>>>>>>> ```
>>>>>>>>>>>
>>>>>>>>>>> So I guess my question at this point is, is there any
>>>>>>>>>>> sensible reason why the 4th and 8th RPC sent would have a
>>>>>>>>>>> long response time? I think I’ve cleared my code on the
>>>>>>>>>>> client side and server side, so it appears to be latency
>>>>>>>>>>> being introduced by Margo, LibFabric, Argobots, or the
>>>>>>>>>>> underlying OS. I do see long timesteps occasionally after
>>>>>>>>>>> this (perhaps every 20-30 timesteps) but these are not
>>>>>>>>>>> consistent.
>>>>>>>>>>>
>>>>>>>>>>> One last detail: this does not happen on Summit. On summit,
>>>>>>>>>>> I see about 5-7x worse single-RPC performance (250-350
>>>>>>>>>>> microseconds per RPC), but without the intermittent long
>>>>>>>>>>> timesteps.
>>>>>>>>>>>
>>>>>>>>>>> I can provide the minimal test case if it would be helpful.
>>>>>>>>>>> I am using APEX for timing results, and the following
>>>>>>>>>>> dependencies with Spack:
>>>>>>>>>>>
>>>>>>>>>>> argobots at 1.1 json-c at 0.15 <mailto:json-c at 0.15>
>>>>>>>>>>> libfabric at 1.13.1 <mailto:libfabric at 1.13.1> mercury at 2.0.1
>>>>>>>>>>> <mailto:mercury at 2.0.1> mochi-margo at 0.9.5 rdma-core at 20
>>>>>>>>>>>
>>>>>>>>>>> Thanks,
>>>>>>>>>>> Philip
>>>>>>>>>>>
>>>>>>>>>>>
>>>>>>>>>>>
>>>>>>>>>>> _______________________________________________
>>>>>>>>>>> mochi-devel mailing list
>>>>>>>>>>> mochi-devel at lists.mcs.anl.gov
>>>>>>>>>>> https://lists.mcs.anl.gov/mailman/listinfo/mochi-devel <https://nam02.safelinks.protection.outlook.com/?url=https%3A%2F%2Flists.mcs.anl.gov%2Fmailman%2Flistinfo%2Fmochi-devel&data=04%7C01%7Cphilip.e.davis%40rutgers.edu%7Ce2bcb39b6d5b4cf4532708d99ff848e9%7Cb92d2b234d35447093ff69aca6632ffe%7C1%7C0%7C637716711746583958%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C3000&sdata=ww5eZQ8j98frK5PUk7A2Vn4pL7Cq06wuK0cYn%2B%2FdCeQ%3D&reserved=0>
>>>>>>>>>>> https://www.mcs.anl.gov/research/projects/mochi <https://nam02.safelinks.protection.outlook.com/?url=https%3A%2F%2Fwww.mcs.anl.gov%2Fresearch%2Fprojects%2Fmochi&data=04%7C01%7Cphilip.e.davis%40rutgers.edu%7Ce2bcb39b6d5b4cf4532708d99ff848e9%7Cb92d2b234d35447093ff69aca6632ffe%7C1%7C0%7C637716711746583958%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C3000&sdata=PJqXoN2cC1EexuVnsC%2FDd%2F1hBAAx1TRw4dwMn%2BnIRh0%3D&reserved=0>
>>>>>>>>>> _______________________________________________
>>>>>>>>>> mochi-devel mailing list
>>>>>>>>>> mochi-devel at lists.mcs.anl.gov
>>>>>>>>>> https://lists.mcs.anl.gov/mailman/listinfo/mochi-devel
>>>>>>>>>> https://www.mcs.anl.gov/research/projects/mochi
>>>>>>>>>
>>>>>>>
>>>>>
>>>
>
-------------- next part --------------
An HTML attachment was scrubbed...
URL: <http://lists.mcs.anl.gov/pipermail/mochi-devel/attachments/20211105/4aa881f8/attachment-0001.html>
More information about the mochi-devel
mailing list