[Mpi-forum] Question about MPI_Info set on communicators

Jeff Hammond jeff.science at gmail.com
Tue Feb 16 13:37:15 CST 2016


On Tue, Feb 16, 2016 at 11:30 AM, Jeff Squyres (jsquyres) <
jsquyres at cisco.com> wrote:

> Forget the use-shared-memory hint; it was just an example. Substitute in
> any "foo" info key hint name(assuming the implementation understands the
> "foo" key hint name); the original question remains: what should the value
> be if the implementation cannot provide the requested hint?
>
>
If the implementation can _never_ provide that hint, then it should be set
to "no" and your question about what happens later is not interesting,
because the result there will be "no" whether the implementation remembers
that you tried but failed to set it to "yes" or not, because the answer is
still "no" and always will be.


> - "yes" because the user asked for it (i.e., that's the hint, regardless
> of what the implementation dos with it)
>

This answer contradicts the most reasonable interpretation of "hints
actually used by the system"


> - "no" because the implementation could not provide it
> - no "foo" key at all because the implementation did not use the hint
>

I think these are equivalent from a user perspective.  In both cases, the
user is not getting the "magical_powers"="yes" they requested.

However, my reading of MPI 3.1 6.4.4 p250 says that the keys should be
defined, but set to "no".

In any case, we need to improve the standard text unless Bill swoops in to
tell us we are all idiots and points out text that makes the interpretation
unambiguous :-)

Jeff


>
> Sent from my phone. No type good.
>
> On Feb 16, 2016, at 2:16 PM, Jeff Hammond <jeff.science at gmail.com> wrote:
>
>
>
> On Tue, Feb 16, 2016 at 6:50 AM, Jeff Squyres (jsquyres) <
> jsquyres at cisco.com> wrote:
>
>> Jim --
>>
>> Based on your answer, I'm now a bit confused.  I now need to back up from
>> my original question and clarify what MPI_COMM_INFO_GET is supposed to
>> return in this scenario:
>>
>> -----
>> MPI_Info_set(myinfo, "use_shared_memory", "yes");
>> MPI_Comm_set_info(comm, my info);
>> // MPI implementation recognizes the "use_shared_memory" hint, but is
>> // unable to use shared memory with this communicator
>> MPI_Comm_get_info(comm, myinfo_returned);
>> -----
>>
>> What value is in myinfo_returned for use_shared_memory?
>>
>> MPI 3.1 6.4.4 p250 says:
>>
>> "MPI_COMM_GET_INFO returns a new info object containing the hints of the
>> communicator associated with comm. The current setting of all hints
>> actually used by the system related to this communicator is returned in
>> info_used."
>>
>> "...all hints actually used by the system..." is actually a bit ambiguous.
>>
>> In this case, "use_shared_memory" is *recognized* by the MPI
>> implementation.  But it wasn't able to be *used* (e.g., because no shared
>> memory was available).  So is the value in info_used supposed to be:
>>
>>
> How does it know how much shared memory is required?  I don't see any
> reason for MPI_Comm_set_info to fail on account of lack of shared memory.
> If zero bytes of shared memory are available, how does MPI_Comm_set_info
> know that this is not enough when the user actually needs?
>
>
>> 1. The user's requested hint (i.e., "yes"), or
>>
>
> I'm changing my answer to this one, in this case.  For MPI_Alloc_mem and
> MPI_Win_allocate(_shared), my answer will be different.
>
> The only reasonable behavior is for MPI_Comm_set_info to succeed and set
> "use_shared_memory"="yes".  Subsequent operations may behave differently
> depending on how much shared memory is available.  I would expect the user
> to probe that using MPI_T.
>
> Jeff
>
>
>> 2. What MPI is actually using (i.e., "no"), or
>> 3. Since this hint wasn't "used" by the system, then the
>> "use_shared_memory" key shouldn't be returned in info_used
>>
>> ?
>>
>> Indeed, one could make the argument that MPI_COMM_GET_INFO is supposed to
>> return exactly the value(s) that the user requested (if it is *recognized*
>> by the implementation), and MPI_T pvars and/or cvars should be queried to
>> obtain the values indicating what the implementation chose to do with those
>> hints.
>>
>> Thoughts?
>>
>>
>>
>> On February 15, 2016 at 8:25:44 PM, Jim Dinan (james.dinan at gmail.com)
>> wrote:
>> > "Same" should mean that these call sequences produce the same newcomm,
>> > right?
>> >
>> > MPI_Comm_get_info(comm, myinfo_returned);
>> > MPI_Comm_dup_with_info(comm, &newcomm, myinfo_returned);
>> >
>> > and
>> >
>> > MPI_Comm_dup(comm, &newcomm);
>> >
>> > I think this is an argument for "no".
>> >
>> > I'm not sure if the question is asking whether the MPI implementation
>> can
>> > change communicator info values dynamically. I'm not sure the spec
>> > actually addresses that possibility. If this is allowed, newcomm would
>> > still only get "yes" if the implementation had also toggled the info
>> key on
>> > the parent communicator.
>> >
>> > ~Jim.
>> >
>> > On Mon, Feb 15, 2016 at 5:34 PM, Jeff Squyres (jsquyres) > > wrote:
>> >
>> > > This question has come up in the Open MPI community:
>> > >
>> > > -----
>> > > MPI_Info_set(myinfo, "use_shared_memory", "yes");
>> > > MPI_Comm_set_info(comm, myinfo);
>> > > MPI_Comm_get_info(comm, myinfo_returned);
>> > > // Assume here that there was not enough shared memory available to
>> use
>> > > shared-memory for
>> > > // communication on this comm, so MPI_Info_get() tells us that
>> > > use_shared_memory is "no".
>> > >
>> > > // ...time passes, and now assume there is more shared-memory
>> available
>> > > MPI_Comm_dup_with_info(comm, &newcom);
>> > > MPI_comm_get_info(newcom, myinfo_returned);
>> > > -----
>> > >
>> > > Should newcom have "use_shared_memory" set to "yes" or "no"?
>> > >
>> > > Arguments for "yes":
>> > > - the user originally asked for "yes"
>> > > - now there is shared memory available
>> > >
>> > > Arguments for "no":
>> > > - the current value for "used_shared_memory" on the parent
>> communicator is
>> > > "no"
>> > >
>> > > Which should it be?
>> > >
>> > > MPI-3.1 6.4.2 p238 says:
>> > >
>> > > "...Returns in newcomer a new communicator with the same group or
>> groups,
>> > > same topology, same info hints, any copied cached information, but a
>> new
>> > > context (see Section 6.7.1)."
>> > >
>> > > So the specific question here is: what exactly does "Same info hints"
>> > > mean? The user-specific hint, or the current value of the hint?
>> > >
>> > > --
>> > > Jeff Squyres
>> > > jsquyres at cisco.com
>> > > For corporate legal information go to:
>> > > http://www.cisco.com/web/about/doing_business/legal/cri/
>> > > _______________________________________________
>> > > mpi-forum mailing list
>> > > mpi-forum at lists.mpi-forum.org
>> > > http://lists.mpi-forum.org/mailman/listinfo.cgi/mpi-forum
>> > _______________________________________________
>> > mpi-forum mailing list
>> > mpi-forum at lists.mpi-forum.org
>> > http://lists.mpi-forum.org/mailman/listinfo.cgi/mpi-forum
>>
>> --
>> Jeff Squyres
>> jsquyres at cisco.com
>> For corporate legal information go to:
>> http://www.cisco.com/web/about/doing_business/legal/cri/
>> _______________________________________________
>> mpi-forum mailing list
>> mpi-forum at lists.mpi-forum.org
>> http://lists.mpi-forum.org/mailman/listinfo.cgi/mpi-forum
>>
>
>
>
> --
> Jeff Hammond
> jeff.science at gmail.com
> http://jeffhammond.github.io/
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> From: Jeff Hammond <jeff.science at gmail.com>
> Date: Tue, 16 Feb 2016 11:15:43 -0800
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> Subject: Re: [Mpi-forum] Question about MPI_Info set on communicators
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> On Tue, Feb 16, 2016 at 6:50 AM, Jeff Squyres (jsquyres) <
> jsquyres at cisco.com
>
> wrote:
>
>
> Jim --
>
>
> Based on your answer, I'm now a bit confused.  I now need to back up from
>
> my original question and clarify what MPI_COMM_INFO_GET is supposed to
>
> return in this scenario:
>
>
> -----
>
> MPI_Info_set(myinfo, "use_shared_memory", "yes");
>
> MPI_Comm_set_info(comm, my info);
>
> // MPI implementation recognizes the "use_shared_memory" hint, but is
>
> // unable to use shared memory with this communicator
>
> MPI_Comm_get_info(comm, myinfo_returned);
>
> -----
>
>
> What value is in myinfo_returned for use_shared_memory?
>
>
> MPI 3.1 6.4.4 p250 says:
>
>
> "MPI_COMM_GET_INFO returns a new info object containing the hints of the
>
> communicator associated with comm. The current setting of all hints
>
> actually used by the system related to this communicator is returned in
>
> info_used."
>
>
> "...all hints actually used by the system..." is actually a bit ambiguous.
>
>
> In this case, "use_shared_memory" is *recognized* by the MPI
>
> implementation.  But it wasn't able to be *used* (e.g., because no shared
>
> memory was available).  So is the value in info_used supposed to be:
>
>
>
> How does it know how much shared memory is required?  I don't see any
> reason for MPI_Comm_set_info to fail on account of lack of shared memory.
> If zero bytes of shared memory are available, how does MPI_Comm_set_info
> know that this is not enough when the user actually needs?
>
>
> 1. The user's requested hint (i.e., "yes"), or
>
>
>
> I'm changing my answer to this one, in this case.  For MPI_Alloc_mem and
> MPI_Win_allocate(_shared), my answer will be different.
>
> The only reasonable behavior is for MPI_Comm_set_info to succeed and set
> "use_shared_memory"="yes".  Subsequent operations may behave differently
> depending on how much shared memory is available.  I would expect the user
> to probe that using MPI_T.
>
> Jeff
>
>
> 2. What MPI is actually using (i.e., "no"), or
>
> 3. Since this hint wasn't "used" by the system, then the
>
> "use_shared_memory" key shouldn't be returned in info_used
>
>
> ?
>
>
> Indeed, one could make the argument that MPI_COMM_GET_INFO is supposed to
>
> return exactly the value(s) that the user requested (if it is *recognized*
>
> by the implementation), and MPI_T pvars and/or cvars should be queried to
>
> obtain the values indicating what the implementation chose to do with those
>
> hints.
>
>
> Thoughts?
>
>
>
>
> On February 15, 2016 at 8:25:44 PM, Jim Dinan (james.dinan at gmail.com)
>
> wrote:
>
> "Same" should mean that these call sequences produce the same newcomm,
>
> right?
>
>
> MPI_Comm_get_info(comm, myinfo_returned);
>
> MPI_Comm_dup_with_info(comm, &newcomm, myinfo_returned);
>
>
> and
>
>
> MPI_Comm_dup(comm, &newcomm);
>
>
> I think this is an argument for "no".
>
>
> I'm not sure if the question is asking whether the MPI implementation can
>
> change communicator info values dynamically. I'm not sure the spec
>
> actually addresses that possibility. If this is allowed, newcomm would
>
> still only get "yes" if the implementation had also toggled the info key
>
> on
>
> the parent communicator.
>
>
> ~Jim.
>
>
> On Mon, Feb 15, 2016 at 5:34 PM, Jeff Squyres (jsquyres) > > wrote:
>
>
> This question has come up in the Open MPI community:
>
>
> -----
>
> MPI_Info_set(myinfo, "use_shared_memory", "yes");
>
> MPI_Comm_set_info(comm, myinfo);
>
> MPI_Comm_get_info(comm, myinfo_returned);
>
> // Assume here that there was not enough shared memory available to use
>
> shared-memory for
>
> // communication on this comm, so MPI_Info_get() tells us that
>
> use_shared_memory is "no".
>
>
> // ...time passes, and now assume there is more shared-memory available
>
> MPI_Comm_dup_with_info(comm, &newcom);
>
> MPI_comm_get_info(newcom, myinfo_returned);
>
> -----
>
>
> Should newcom have "use_shared_memory" set to "yes" or "no"?
>
>
> Arguments for "yes":
>
> - the user originally asked for "yes"
>
> - now there is shared memory available
>
>
> Arguments for "no":
>
> - the current value for "used_shared_memory" on the parent
>
> communicator is
>
> "no"
>
>
> Which should it be?
>
>
> MPI-3.1 6.4.2 p238 says:
>
>
> "...Returns in newcomer a new communicator with the same group or
>
> groups,
>
> same topology, same info hints, any copied cached information, but a
>
> new
>
> context (see Section 6.7.1)."
>
>
> So the specific question here is: what exactly does "Same info hints"
>
> mean? The user-specific hint, or the current value of the hint?
>
>
> --
>
> Jeff Squyres
>
> jsquyres at cisco.com
>
> For corporate legal information go to:
>
> http://www.cisco.com/web/about/doing_business/legal/cri/
>
> _______________________________________________
>
> mpi-forum mailing list
>
> mpi-forum at lists.mpi-forum.org
>
> http://lists.mpi-forum.org/mailman/listinfo.cgi/mpi-forum
>
> _______________________________________________
>
> mpi-forum mailing list
>
> mpi-forum at lists.mpi-forum.org
>
> http://lists.mpi-forum.org/mailman/listinfo.cgi/mpi-forum
>
>
> --
>
> Jeff Squyres
>
> jsquyres at cisco.com
>
> For corporate legal information go to:
>
> http://www.cisco.com/web/about/doing_business/legal/cri/
>
> _______________________________________________
>
> mpi-forum mailing list
>
> mpi-forum at lists.mpi-forum.org
>
> http://lists.mpi-forum.org/mailman/listinfo.cgi/mpi-forum
>
>
>
>
>
> --
> Jeff Hammond
> jeff.science at gmail.com
> http://jeffhammond.github.io/
>
> --047d7b2e4058e96442052be7f662
> Content-Type: text/html; charset=UTF-8
> Content-Transfer-Encoding: quoted-printable
>
> <meta http-equiv=3D"Content-Type" content=3D"text/html;
> charset=3Dutf-8"><d=
> iv dir=3D"ltr"><br><div class=3D"gmail_extra"><br><div
> class=3D"gmail_quote=
> ">On Tue, Feb 16, 2016 at 6:50 AM, Jeff Squyres (jsquyres) <span
> dir=3D"ltr=
> "><<a href=3D"mailto:jsquyres at cisco.com <jsquyres at cisco.com>"
> target=3D"_blank">jsquyres at cisc=
> o.com</a>></span> wrote:<br><blockquote class=3D"gmail_quote"
> style=3D"m=
> argin:0px 0px 0px
> 0.8ex;border-left-width:1px;border-left-color:rgb(204,204=
> ,204);border-left-style:solid;padding-left:1ex">Jim --<br>
> <br>
> Based on your answer, I'm now a bit confused.  I now need to back up
> f=
> rom my original question and clarify what MPI_COMM_INFO_GET is supposed to
> =
> return in this scenario:<br>
> <span class=3D""><br>
> -----<br>
> MPI_Info_set(myinfo, "use_shared_memory",
> "yes"); =
> <br>
> MPI_Comm_set_info(comm, my info);<br>
> </span>// MPI implementation recognizes the "use_shared_memory"
> h=
> int, but is<br>
> // unable to use shared memory with this communicator<br>
> MPI_Comm_get_info(comm, myinfo_returned); <br>
> -----<br>
> <br>
> What value is in myinfo_returned for use_shared_memory?<br>
> <br>
> MPI 3.1 6.4.4 p250 says:<br>
> <br>
> "MPI_COMM_GET_INFO returns a new info object containing the hints of
> t=
> he communicator associated with comm. The current setting of all hints
> actu=
> ally used by the system related to this communicator is returned in
> info_us=
> ed."<br>
> <br>
> "...all hints actually used by the system..." is actually a bit
> a=
> mbiguous.<br>
> <br>
> In this case, "use_shared_memory" is *recognized* by the MPI
> impl=
> ementation.  But it wasn't able to be *used* (e.g., because no shared
> =
> memory was available).  So is the value in info_used supposed to
> =
> be:<br>
> <br></blockquote><div><br></div><div>How does it know how much shared
> memor=
> y is required?  I don't see any reason for MPI_Comm_set_info to fail
> o=
> n account of lack of shared memory.  If zero bytes of shared memory
> ar=
> e available, how does MPI_Comm_set_info know that this is not enough when
> t=
> he user actually needs?</div><div> </div><blockquote
> class=3D"gmail_qu=
> ote" style=3D"margin:0px 0px 0px
> 0.8ex;border-left-width:1px;border-left-co=
> lor:rgb(204,204,204);border-left-style:solid;padding-left:1ex">
> 1. The user's requested hint (i.e., "yes"),
> or<br></blockquote><d=
> iv><br></div><div>I'm changing my answer to this one, in this case. 
> F=
> or MPI_Alloc_mem and MPI_Win_allocate(_shared), my answer will be
> different=
> .</div><div><br></div><div>The only reasonable behavior is for
> MPI_Comm_set=
> _info to succeed and set
> "use_shared_memory"=3D"yes".&n=
> bsp; Subsequent operations may behave differently depending on how much
> sha=
> red memory is available.  I would expect the user to probe that using
> =
> MPI_T.</div><div><br></div><div>Jeff</div><div> </div><blockquote
> clas=
> s=3D"gmail_quote" style=3D"margin:0px 0px 0px
> 0.8ex;border-left-width:1px;b=
>
> order-left-color:rgb(204,204,204);border-left-style:solid;padding-left:1ex"=
>
>
> 2. What MPI is actually using (i.e., "no"), or<br>
> 3. Since this hint wasn't "used" by the system, then the
> "us=
> e_shared_memory" key shouldn't be returned in info_used<br>
> <br>
> ?<br>
> <br>
> Indeed, one could make the argument that MPI_COMM_GET_INFO is supposed to
> r=
> eturn exactly the value(s) that the user requested (if it is *recognized*
> b=
> y the implementation), and MPI_T pvars and/or cvars should be queried to
> ob=
> tain the values indicating what the implementation chose to do with those
> h=
> ints.<br>
> <br>
> Thoughts?<br>
> <span class=3D"im"><br>
> <br>
> <br>
> On February 15, 2016 at 8:25:44 PM, Jim Dinan (<a href=3D"mailto:
> james.dina=
> n at gmail.com">james.dinan at gmail.com</a>) wrote:<br>
> > "Same" should mean that these call sequences produce the
> sam=
> e newcomm,<br>
> > right?<br>
> ><br>
> > MPI_Comm_get_info(comm, myinfo_returned);<br>
> > MPI_Comm_dup_with_info(comm, &newcomm, myinfo_returned);<br>
> ><br>
> > and<br>
> ><br>
> > MPI_Comm_dup(comm, &newcomm);<br>
> ><br>
> > I think this is an argument for "no".<br>
> ><br>
> > I'm not sure if the question is asking whether the MPI implementation
> =
> can<br>
> > change communicator info values dynamically. I'm not sure the spec<br>
> > actually addresses that possibility. If this is allowed, newcomm
> would=
> <br>
> > still only get "yes" if the implementation had also toggled
> =
> the info key on<br>
> > the parent communicator.<br>
> ><br>
> > ~Jim.<br>
> ><br>
> </span><div class=3D""><div class=3D"h5">> On Mon, Feb 15, 2016 at 5:34
> =
> PM, Jeff Squyres (jsquyres) > > wrote:<br>
> ><br>
> > > This question has come up in the Open MPI community:<br>
> > ><br>
> > > -----<br>
> > > MPI_Info_set(myinfo, "use_shared_memory",
> "yes&quo=
> t;);<br>
> > > MPI_Comm_set_info(comm, myinfo);<br>
> > > MPI_Comm_get_info(comm, myinfo_returned);<br>
> > > // Assume here that there was not enough shared memory available
> =
> to use<br>
> > > shared-memory for<br>
> > > // communication on this comm, so MPI_Info_get() tells us
> that<br=
>
>
> > > use_shared_memory is "no".<br>
> > ><br>
> > > // ...time passes, and now assume there is more shared-memory
> ava=
> ilable<br>
> > > MPI_Comm_dup_with_info(comm, &newcom);<br>
> > > MPI_comm_get_info(newcom, myinfo_returned);<br>
> > > -----<br>
> > ><br>
> > > Should newcom have "use_shared_memory" set to
> "yes=
> " or "no"?<br>
> > ><br>
> > > Arguments for "yes":<br>
> > > - the user originally asked for "yes"<br>
> > > - now there is shared memory available<br>
> > ><br>
> > > Arguments for "no":<br>
> > > - the current value for "used_shared_memory" on the
> par=
> ent communicator is<br>
> > > "no"<br>
> > ><br>
> > > Which should it be?<br>
> > ><br>
> > > MPI-3.1 6.4.2 p238 says:<br>
> > ><br>
> > > "...Returns in newcomer a new communicator with the same
> gro=
> up or groups,<br>
> > > same topology, same info hints, any copied cached information,
> bu=
> t a new<br>
> > > context (see Section 6.7.1)."<br>
> > ><br>
> > > So the specific question here is: what exactly does "Same
> in=
> fo hints"<br>
> > > mean? The user-specific hint, or the current value of the
> hint?<b=
> r>
> > ><br>
> > > --<br>
> > > Jeff Squyres<br>
> > > <a href=3D"mailto:jsquyres at cisco.com <jsquyres at cisco.com>">
> jsquyres at cisco.com</a><br>
> > > For corporate legal information go to:<br>
> > > <a href=3D"
> http://www.cisco.com/web/about/doing_business/legal/cr=
> i/" rel=3D"noreferrer" target=3D"_blank">
> http://www.cisco.com/web/about/doi=
> ng_business/legal/cri/</a><br>
> > > _______________________________________________<br>
> > > mpi-forum mailing list<br>
> > > <a href=3D"mailto:mpi-forum at lists.mpi-forum.org
> <mpi-forum at lists.mpi-forum.org>">mpi-forum at lists.=
> mpi-forum.org</a><br>
> > > <a href=3D"
> http://lists.mpi-forum.org/mailman/listinfo.cgi/mpi-fo=
> rum" rel=3D"noreferrer" target=3D"_blank">
> http://lists.mpi-forum.org/mailma=
> n/listinfo.cgi/mpi-forum</a><br>
> > _______________________________________________<br>
> > mpi-forum mailing list<br>
> > <a href=3D"mailto:mpi-forum at lists.mpi-forum.org
> <mpi-forum at lists.mpi-forum.org>">mpi-forum at lists.mpi-f=
> orum.org</a><br>
> > <a href=3D"http://lists.mpi-forum.org/mailman/listinfo.cgi/mpi-forum"
> =
> rel=3D"noreferrer" target=3D"_blank">
> http://lists.mpi-forum.org/mailman/lis=
> tinfo.cgi/mpi-forum</a><br>
> <br>
> --<br>
> Jeff Squyres<br>
> <a href=3D"mailto:jsquyres at cisco.com <jsquyres at cisco.com>">
> jsquyres at cisco.com</a><br>
> For corporate legal information go to: <a href=3D"
> http://www.cisco.com/web/=
> about/doing_business/legal/cri/" rel=3D"noreferrer"
> target=3D"_blank">http:=
> //www.cisco.com/web/about/doing_business/legal/cri/</a><br>
> _______________________________________________<br>
> mpi-forum mailing list<br>
> <a href=3D"mailto:mpi-forum at lists.mpi-forum.org
> <mpi-forum at lists.mpi-forum.org>">mpi-forum at lists.mpi-forum.=
> org</a><br>
> <a href=3D"http://lists.mpi-forum.org/mailman/listinfo.cgi/mpi-forum" rel=
> =3D"noreferrer" target=3D"_blank">
> http://lists.mpi-forum.org/mailman/listin=
> fo.cgi/mpi-forum</a></div></div></blockquote></div><br><br
> clear=3D"all"><d=
> iv><br></div>-- <br><div class=3D"gmail_signature">Jeff Hammond<br><a href=
> =3D"mailto:jeff.science at gmail.com <jeff.science at gmail.com>"
> target=3D"_blank">jeff.science at gmail.com=
> </a><br><a href=3D"http://jeffhammond.github.io/" target=3D"_blank">
> http://=
> jeffhammond.github.io/</a></div>
> </div></div>
>
> --047d7b2e4058e96442052be7f662--
>
> --===============5365574427901088839==
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> Content-Transfer-Encoding: 7bit
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>
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> mpi-forum mailing list
> mpi-forum at lists.mpi-forum.org
> http://lists.mpi-forum.org/mailman/listinfo.cgi/mpi-forum
> --===============5365574427901088839==--
>
>
> _______________________________________________
> mpi-forum mailing list
> mpi-forum at lists.mpi-forum.org
> http://lists.mpi-forum.org/mailman/listinfo.cgi/mpi-forum
>



-- 
Jeff Hammond
jeff.science at gmail.com
http://jeffhammond.github.io/
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