Naming Simulations

Naming Simulations

Here we overview functionality that helps you quickly produce containers of parameters and name them using a consistent and intuitive naming scheme.

Naming Schemes

A robust naming scheme allows you to create quick names for simulations, create lists of simulations, check existing simulations, etc. More importantly it allows you to easily create simulation-based names consistently and deterministically.

This is what the function savename does. Of course, you don't have to use it only for using names to save files. You could use it for anything that fits you (like e.g. adding identifiers to tabular data).

DrWatson.savenameFunction.
savename([prefix,], c [, suffix]; kwargs...)

Create a shorthand name, commonly used for saving a file, based on the parameters in the container c (Dict, NamedTuple or any other Julia composite type, e.g. created with Parameters.jl). If provided use the prefix and end the name with .suffix (i.e. you don't have to include the . in your suffix).

The function chains keys and values into a string of the form:

key1=val1_key2=val2_key3=val3

while the keys are always sorted alphabetically. If you provide the prefix/suffix the function will do:

prefix_key1=val1_key2=val2_key3=val3.suffix

assuming you chose the default connector, see below. Notice that prefix can be any path and in addition if it ends as a path (/ or \) then the connector is ommited.

savename can be very conveniently combined with @dict or @ntuple.

Keywords

  • allowedtypes = default_allowed(c) : Only values of type subtyping anything in allowedtypes are used in the name. By default this is (Real, String, Symbol).
  • accesses = allaccess(c) : You can also specify which specific keys you want to use with the keyword accesses. By default this is all possible keys c can be accessed with, see allaccess.
  • digits = 3 : Floating point values are rounded to digits. In addition if the following holds:
    round(val; digits = digits) == round(Int, val)
    then the integer value is used in the name instead.
  • connector = "_" : string used to connect the various entries.

Examples

d = (a = 0.153456453, b = 5.0, mode = "double")
savename(d; digits = 4) == "a=0.1535_b=5_mode=double"
savename("n", d) == "n_a=0.153_b=5_mode=double"
savename("n/", d) == "n/a=0.153_b=5_mode=double"
savename(d, "n") == "a=0.153_b=5_mode=double.n"
savename("data/n", d, "n") == "data/n_a=0.153_b=5_mode=double.n"
savename("n", d, "n"; connector = "-") == "n-a=0.153-b=5-mode=double.n"
savename(d, allowedtypes = (String,)) == "mode=double"

rick = (never = "gonna", give = "you", up = "!");
savename(rick) == "give=you_never=gonna_up=!" # keys are sorted!
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DrWatson.@dictMacro.
@dict vars...

Create a dictionary out of the given variables that has as keys the variable names and as values their values.

Notice: @dict a b is the correct way to call the macro. @dict a, b is incorrect. If you want to use commas you have to do @dict(a, b).

Examples

julia> ω = 5; χ = "test"; ζ = π/3;

julia> @dict ω χ ζ
Dict{Symbol,Any} with 3 entries:
  :ω => 5
  :χ => "test"
  :ζ => 1.0472
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@strdict vars...

Same as @dict but the key type is String.

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DrWatson.@ntupleMacro.
@ntuple vars...

Create a NamedTuple out of the given variables that has as keys the variable names and as values their values.

Examples

julia> ω = 5; χ = "test"; ζ = 3.14;

julia> @ntuple ω χ ζ
(ω = 5, χ = "test", ζ = 3.14)
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Notice that this naming scheme integrates perfectly with Parameters.jl.

Two convenience functions are also provided to easily switch between named tuples and dictionaries:

DrWatson.ntuple2dictFunction.
ntuple2dict(nt) -> dict

Convert a NamedTuple to a dictionary.

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DrWatson.dict2ntupleFunction.
dict2ntuple(dict) -> ntuple

Convert a dictionary (with Symbol or String as key type) to a NamedTuple.

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Customizing savename

You can customize savename for your own Types. For example you could make it so that it only uses some specific keys instead of all of them, only specific types, or you could make it access data in a different way (maybe even loading files!). You can even make it have a custom prefix!

To do that you may extend the following functions:

DrWatson.allaccessFunction.
allaccess(c)

Return all the keys c can be accessed using access. For dictionaries/named tuples this is keys(c), for everything else it is fieldnames(typeof(c)).

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DrWatson.accessFunction.
access(c, key)

Access c with given key. For AbstractDict this is getindex, for anything else it is getproperty.

access(c, keys...)

When given multiple keys, access is called recursively, i.e. access(c, key1, key2) = access(access(c, key1), key2) and so on. For example, if c, c.k1 are NamedTuples then access(c, k1, k2) == c.k1.k2.

Note

Please only extend the single key method when customizing access for your own Types.

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default_allowed(c) = (Real, String, Symbol)

Return the (super-)Types that will be used as allowedtypes in savename or other similar functions.

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default_prefix(c) = ""

Return the prefix that will be used by default in savename or other similar functions.

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See Real World Examples for an example of customizing savename.