[yt-dev] Interacting with data in yt 3.0 (was Field units from code to code)

Casey W. Stark caseywstark at gmail.com
Mon Apr 2 10:01:57 PDT 2012


I think I forgot to reply -- Tuesday works for me and Wednesday is good
before 11 or after 12:30 Pacific.

We can sort this out during the hangout, but which issue are we focusing
on? Is this more for the units system, renaming fields in the 3.0 branch,
or the dataset change? (or maybe something else that was mentioned, there
were a lot)

Best,
Casey


On Fri, Mar 30, 2012 at 12:59 PM, Matthew Turk <matthewturk at gmail.com>wrote:

> On Fri, Mar 30, 2012 at 1:22 PM, Nathan Goldbaum <goldbaum at ucolick.org>
> wrote:
> >> 1) Get rid of accessing parameters with an implicit __getitem__ on the
> >> parameter file (i.e., pf["SomethingThatOnlyExistsInOneCode"]).  I'm
> >> +10 on this.
> >> 2) Move units into the .units object (I'm mostly with Casey on this,
> >> but I think it should be a part of the field_info object)
> >> 3) Have things like current_time, domain_dimensions and so on move
> >> into basic_info and make them dict objects.
> >>
> >> I think of those, I'm in favor of one and two, but somewhat opposed to
> >> #3.  Right now we have these attributes mandated for subclasses of
> >> StaticOutput:
> >
> > I'd say #3 is the least important.  I'd be fine with the dataset object
> having some non-dict attributes that describe the nature of the dataset
> rather than storing them all in a basic_info dict.  One thing to think
> about: if we want to support pure-particle datasets, then we should drop
> the notion of  refine_by as a basic dataset attribute.
>
> I think whether refine_by sticks around depends on how we end up
> wanting to address fluid quantities in particle datasets.  One
> possibility for handling SPH data is to grid it, and while I don't
> want to lock us into that (myopic at best) I don't want to exclude it
> as an ultimate possibility.  But yes, in general, I agree.  As I have
> been working on the geometry refactor, the number of times refine_by
> is access has been going down, as for the most part it relies on (for
> instance) the projection code knowing how to handle data from grids,
> which has been pshed back onto the grids instead.  Now projections
> simply receive data that is ordered spatially, and that data is
> appropriately added.
>
> >
> >> With the geometry_refactor, I'd like to consolidate functionality into
> >> the main "dataset" object.  The geometry can still provide access to
> >> the individual grids (of course) but data objects, finding max,
> >> getting stats about the simulation, etc, should all go into the main
> >> dataset object, and the geometry handler can simply be created on the
> >> fly if necessary.
> >
> > Why not get access to objects through a geometry attribute that hangs
> off of the dataset object.  If I wanted to instantiate a sphere object, I
> would just do:
> >
> > sp = ds.geometry.sphere()
> >
> > This is pretty much the same as the pf.h.sphere() syntax in place right
> now but allows for arbitrary selection embedded inside of the new geometry
> code.
>
> That's how I was implementing it.  I just wasn't sure this was as
> clean.  Having the plots then hang off the geometry feels a little
> funny.
>
> Also, I don't think I explicitly commented on Casey's hangout
> suggestion -- I am in favor.  Could we do Tuesday afternoon (late
> morning CA time) or Wednesday same?
>
> -Matt
>
> >
> > Nathan Goldbaum
> > Graduate Student
> > Astronomy & Astrophysics, UCSC
> > goldbaum at ucolick.org
> > http://www.ucolick.org/~goldbaum
> >
> > On Mar 30, 2012, at 3:48 AM, Matthew Turk wrote:
> >
> >> In general, I agree with the idea Nathan put out.  (Also, I think this
> >> is a fine time to have a bikeshed discussion.  Many of the underlying
> >> assumptions about how yt works were laid out a long time ago.)  But,
> >> I'm not entirely sure I understand how different it would be --
> >> conceptually, yes, I see what you're getting at, that we'd have a set
> >> number of attributes.  In what I was thinking of for the geometry
> >> refactor so far I'm trying to get rid of the "hierarchy" as existing
> >> for every data set, and instead relying on what amounts to an
> >> object-finder and io-coordinator, which I'm calling a geometry
> >> handler.  It sounds like what you would like is:
> >>
> >> 1) Get rid of accessing parameters with an implicit __getitem__ on the
> >> parameter file (i.e., pf["SomethingThatOnlyExistsInOneCode"]).  I'm
> >> +10 on this.
> >> 2) Move units into the .units object (I'm mostly with Casey on this,
> >> but I think it should be a part of the field_info object)
> >> 3) Have things like current_time, domain_dimensions and so on move
> >> into basic_info and make them dict objects.
> >>
> >> I think of those, I'm in favor of one and two, but somewhat opposed to
> >> #3.  Right now we have these attributes mandated for subclasses of
> >> StaticOutput:
> >>
> >> refine_by
> >> dimensionality
> >> current_time
> >> domain_dimensions
> >> domain_left_edge
> >> domain_right_edge
> >> unique_identifier
> >> current_redshift
> >> cosmological_simulation
> >> omega_matter
> >> omega_lambda
> >> hubble_constant
> >>
> >> The only ones here that I think would be okay to move out of
> >> properties would be the cosmology items, and even those I'm -0 on
> >> moving.
> >>
> >> But, in general, the idea of moving from this two-stage system of
> >> parameter file (rather than dataset) and hierarchy (rather than an
> >> implicitly-handled geometry) is something I am in support of.  The
> >> geometry is something that should nearly *always* be handled by the
> >> backend, rather than by the user.  So having the library require
> >> pf.h.sphere(...) is less than ideal, since it's exposing something
> >> relatively unfortunate (that building a hundred thousand grid objects
> >> can take some time).
> >>
> >> The main ways that the static output is interacted with:
> >>
> >> * Parameter information specific to a simulation code
> >> * Properties that yt needs to know about
> >> * To get at the hierarchy
> >> * Input to plot collections
> >>
> >> The main ways that the hierarchy is interacted with:
> >>
> >> * Getting data objects
> >> * Finding max
> >> * Statistics about the simulation
> >> * Inspecting individual grids (much less common use case now that it
> was before)
> >>
> >> All of these use cases are still valid, but I think it's clear that
> >> accessing individual grids and accessing simulation-specific
> >> parameters are not "generic" functions.  What a lot of this discussion
> >> has really brought up for me is that we're talking about *generic*
> >> functionality, not code-specific functionality, and we right now do
> >> not have the best enumeration of functionality and where it lies.
> >>
> >> With the geometry_refactor, I'd like to consolidate functionality into
> >> the main "dataset" object.  The geometry can still provide access to
> >> the individual grids (of course) but data objects, finding max,
> >> getting stats about the simulation, etc, should all go into the main
> >> dataset object, and the geometry handler can simply be created on the
> >> fly if necessary.
> >>
> >> This brings up two points, though --
> >>
> >> 1) Does our method of instantiating objects still hold up?  i.e.,
> >> ds.sphere(...) and so on?  Or does our dataset object then become
> >> overcrowded?  I would also like to move *all* plotting objects into
> >> whatever we end up deciding is the location data containers come from,
> >> which for instance could look like ds.plot("slice", "x") (for
> >> instance, although we can bikeshed that later), which would return a
> >> plot window.
> >> 2) Datasets and time series should behave, if not identically, at
> >> least consistently in their APIs.  Moving to a completely ds-mediated
> >> mechanism for generating, accessing and inspecting data opens up the
> >> ability to then construct very nice and simply proxy objects.  As an
> >> example, while something this is currently technically possible with
> >> the current Time Series API, it's a bit tricky:
> >>
> >> ts = TimeSeriesData.from_filenames(...)
> >> plot = ts.plot("slice", "x", (100.0, 'au'))
> >> ts.seek(dt = (100, 'years'))
> >> plot.save()
> >> ts.seek(dt = (10, 'years'))
> >> plot.save()
> >>
> >> (The time-slider, as Tom likes to call it ...)
> >>
> >> In general, this idea of moving toward more thoughtful
> >> dataset-construction, rather than the hokey parameter file + hierarchy
> >> construction brings with it a mindset shift which I'd like to spread
> >> to the time series, which can continue to be a focus.
> >>
> >> What do you think?
> >>
> >> -Matt
> >>
> >> On Thu, Mar 29, 2012 at 7:08 PM, Casey W. Stark <caseywstark at gmail.com>
> wrote:
> >>> +1 on datasets, although I would like to see the unit object(s) at the
> field
> >>> level.
> >>>
> >>>
> >>> On Thu, Mar 29, 2012 at 4:04 PM, Cameron Hummels
> >>> <chummels at astro.columbia.edu> wrote:
> >>>>
> >>>> +1 on datasets.
> >>>>
> >>>>
> >>>> On 3/29/12 6:58 PM, Nathan Goldbaum wrote:
> >>>>>
> >>>>> +1.  I'd also be up to help out with the sprint.  Doing a virtual
> sprint
> >>>>> using a google hangout might help mitigate some of the distance
> problems.
> >>>>>
> >>>>> While we're brining up Enzo-isms that we should get rid of, I think
> it
> >>>>> might be a good idea to make a conceptual shift in the basic python
> UI.
> >>>>>  Instead referring to the interface between the user and the data as
> a
> >>>>> parameter file, I think instead we should be talking about datasets.
>  One
> >>>>> would instantiate a dataset just like we do now with parameter files:
> >>>>>
> >>>>> ds = load(filename)
> >>>>>
> >>>>> A dataset would also have some universal attributes which would
> present
> >>>>> themselves to the user as a dict, e.g. ds.units, ds.parameters,
> >>>>> ds.basic_info (like current_time, timestep, filename, and simulation
> code),
> >>>>> and ds.hierarchy (not sure how that would interfere with the geometry
> >>>>> refactor).
> >>>>>
> >>>>> This may be a paintibg the bike shed discussion, but I think this
> shift
> >>>>> will help new users understand how to access their data.  Thoughts?
> >>>>>
> >>>>> On Mar 29, 2012, at 3:40 PM, Matthew Turk<matthewturk at gmail.com>
>  wrote:
> >>>>>
> >>>>>> Hi Nathan and Casey,
> >>>>>>
> >>>>>> I agree with what both of you have said.  The Orion/Nyx units should
> >>>>>> be made to be consistent, but more importantly I think we should
> >>>>>> continue breaking away from Enzo-isms in the code.
> >>>>>>
> >>>>>> As it stands, all of the universal fields call underlying Enzo-named
> >>>>>> aliases -- Density, ThermalEnergy, etc etc.  I hope we can have a
> 3.0
> >>>>>> out within a calendar year, hopefully by the end of this year.
>  (I've
> >>>>>> been pushing on the geometry refactor, although recently other
> efforts
> >>>>>> have been paying off which has decreased my output there.)  I am
> much,
> >>>>>> much less doubtful than Casey is that we cannot do this; in fact,
> I'm
> >>>>>> completely in favor of this and I think it would be relatively
> >>>>>> straightforward to implement.
> >>>>>>
> >>>>>> In the existing system we have a mechanism for aliasing fields.
>  What
> >>>>>> we can do is provide an additional translation system where we
> >>>>>> enumerate the fields that are available for items in
> UniversalFields,
> >>>>>> and then construct aliases to those.  This would mean changing what
> is
> >>>>>> aliased in existing non-Enzo frontends, and adding aliases in Enzo.
> >>>>>> The style of name Casey proposes is what I woudl also agree with:
> >>>>>> underscores, lower cases, and erring on the side of verbosity.  The
> >>>>>> fields off hand that we would need to do this for (in their current
> >>>>>> enzo-isms):
> >>>>>>
> >>>>>> x-velocity =>  velocity_x (same for y, z)
> >>>>>> Density =>  density
> >>>>>> TotalEnergy =>  ?
> >>>>>> GasEnergy =>  thermal_energy_specific (and thermal_energy_density)
> >>>>>> Temperature =>  temperature
> >>>>>>
> >>>>>> and so on.
> >>>>>>
> >>>>>> Once we have these aliases in place, an overall cleanup of
> >>>>>> UniversalFields should take place.  One place we should clean up is
> >>>>>> ensuring that there are no conditionals; rather than conditionals
> >>>>>> inside the functions, we should place those conditionals inside the
> >>>>>> parameter file types.  So for instance, if you have a field that is
> >>>>>> calculated differently depending on the parameter HydroMethod (in
> Enzo
> >>>>>> for instance) you simply set a validator on the field requiring the
> >>>>>> parameter be set to a particular value, and then only the field
> which
> >>>>>> satisfies that validator will be called when requested.
> >>>>>>
> >>>>>> So we've gotten rid of a bunch of enzo-isms in the parameter files;
> >>>>>> after fields, what else can we address?  And, I'd be up for
> sprinting
> >>>>>> on this (which should take just a few hours) basically any time next
> >>>>>> week or after.  I'd also be up for talking more about geometry
> >>>>>> refactoring, if anyone is interested, but it's not quite to the
> point
> >>>>>> that I think I am satisfied enough with the architecture to request
> >>>>>> input / contributions.  Sometimes (especially with big architectural
> >>>>>> things like this) I think it's a shame we do all of our work
> >>>>>> virtually, as I think a lot of this would be easier to bang out in
> >>>>>> person for a couple hours.
> >>>>>>
> >>>>>> -Matt
> >>>>>>
> >>>>>> On Wed, Mar 28, 2012 at 6:14 PM, Casey W. Stark<
> caseywstark at gmail.com>
> >>>>>>  wrote:
> >>>>>>>
> >>>>>>> Hi Nathan.
> >>>>>>>
> >>>>>>> I'm also worried about this and I agree that fields with the same
> name
> >>>>>>> should all be consistent. I would support some sort of cleanup of
> >>>>>>> frontend
> >>>>>>> fields, and I can get the Nyx fields in line and help with Enzo.
> >>>>>>>
> >>>>>>> I doubt we can do this, but I would prefer changing the field
> names as
> >>>>>>> part
> >>>>>>> of the removing enzo-isms and geometry handling refactoring
> pushes. For
> >>>>>>> instance, the field in Orion could be thermal_energy_density and
> the
> >>>>>>> field
> >>>>>>> in Enzo could be specific_thermal_energy. I also noticed this issue
> >>>>>>> when I
> >>>>>>> was using "Density" in Enzo (proper density in cgs) and "density"
> in
> >>>>>>> Nyx
> >>>>>>> (comoving density in cgs).
> >>>>>>>
> >>>>>>> Best,
> >>>>>>> Casey
> >>>>>>>
> >>>>>>>
> >>>>>>> On Wed, Mar 28, 2012 at 1:47 PM, Nathan Goldbaum<
> goldbaum at ucolick.org>
> >>>>>>> wrote:
> >>>>>>>>
> >>>>>>>> Hi all,
> >>>>>>>>
> >>>>>>>> On IRC today we noticed that Orion defines its ThermalEnergy
> field per
> >>>>>>>> unit volume but Enzo and FLASH define ThermalEnergy per unit
> mass.  Is
> >>>>>>>> this
> >>>>>>>> a problem?  Since yt defaults to the Enzo field names, should we
> try
> >>>>>>>> to make
> >>>>>>>> sure that all fields are defined using the same units as in Enzo?
>  Is
> >>>>>>>> there
> >>>>>>>> a convention for how different codes should define derived fields
> that
> >>>>>>>> are
> >>>>>>>> aliased to Enzo fields?
> >>>>>>>>
> >>>>>>>> One problem for this particular example is that the Pressure
> field is
> >>>>>>>> defined in terms of ThermalEnergy in universal_fields.py so the
> units
> >>>>>>>> of
> >>>>>>>> ThermalEnergy become important if a user merely wants the gas
> pressure
> >>>>>>>> in
> >>>>>>>> the simulation.
> >>>>>>>>
> >>>>>>>> One possible solution for this issue would be the units overhaul
> we're
> >>>>>>>> planning. If all fields are associated with a unit object, we can
> >>>>>>>> simply
> >>>>>>>> query the units to ensure that units are taken care of correctly
> and
> >>>>>>>> code-to-code comparisons aren't sensitive to the units chosen for
> >>>>>>>> fields in
> >>>>>>>> the frontend.
> >>>>>>>>
> >>>>>>>> Personally, I think it would be best if we could make sure that
> all of
> >>>>>>>> the
> >>>>>>>> fields aliased to Enzo fields have the same units.
> >>>>>>>>
> >>>>>>>> Nathan Goldbaum
> >>>>>>>> Graduate Student
> >>>>>>>> Astronomy&  Astrophysics, UCSC
> >>>>>>>>
> >>>>>>>> goldbaum at ucolick.org
> >>>>>>>> http://www.ucolick.org/~goldbaum
> >>>>>>>>
> >>>>>>>> _______________________________________________
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> >>>>>>>
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