MEP26: Artist styling¶
Abstract¶
This MEP proposes a new stylesheet implementation to allow more comprehensive and dynamic styling of artists.
The current version of matplotlib (1.4.0) allows stylesheets based on the rcParams syntax to be applied before creation of a plot. The methodology below proposes a new syntax, based on CSS, which would allow styling of individual artists and properties, which can be applied dynamically to existing objects.
This is related to (and makes steps toward) the overall goal of moving to a DOM/tree-like architecture.
Detailed description¶
Currently, the look and appearance of existing artist objects (figure,
axes, Line2D etc...) can only be updated via set_ and get_ methods
on the artist object, which is quite laborious, especially if no
reference to the artist(s) has been stored. The new style sheets
introduced in 1.4 allow styling before a plot is created, but do not
offer any means to dynamically update plots or distinguish between
artists of the same type (i.e. to specify the line color and line
style separately for differing Line2D objects).
The initial development should concentrate on allowing styling of
artist primitives (those Artists that do not contain other
Artists), and further development could expand the CSS syntax rules
and parser to allow more complex styling. See the appendix for a list
of primitives.
The new methodology would require development of a number of steps:
- A new stylesheet syntax (likely based on CSS) to allow selection of artists by type, class, id etc...
- A mechanism by which to parse a stylesheet into a tree
- A mechanism by which to translate the parse-tree into something which can be used to update the properties of relevant artists. Ideally this would implement a method by which to traverse the artists in a tree-like structure.
- A mechanism by which to generate a stylesheet from existing artist properties. This would be useful to allow a user to export a stylesheet from an existing figure (where the appearance may have been set using the matplotlib API)...
Implementation¶
It will be easiest to allow a '3rd party' to modify/set the style of
an artist if the 'style' is created as a separate class and store
against the artist as a property. The GraphicsContext class already
provides a the basis of a Style class and an artist's draw method can
be refactored to use the Style class rather than setting up it's own
GraphicsContext and transferring it's style-related properties to
it. A minimal example of how this could be implemented is shown here:
https://github.com/JamesRamm/mpl_experiment
IMO, this will also make the API and code base much neater as individual get/set methods for artist style properties are now redundant... Indirectly related would be a general drive to replace get/set methods with properties. Implementing the style class with properties would be a big stride toward this...
For initial development, I suggest developing a syntax based on a much (much much) simplified version of CSS. I am in favour of dubbing this Artist Style Sheets :+1: :
BNF Grammar¶
I propose a very simple syntax to implement initially (like a proof of concept), which can be expanded upon in the future. The BNF form of the syntax is given below and then explained
RuleSet ::= SelectorSequence "{"Declaration"}"
SelectorSequence :: = Selector {"," Selector}
Declaration ::= propName":" propValue";"
Selector ::= ArtistIdent{"#"Ident}
propName ::= Ident
propValue ::= Ident | Number | Colour | "None"
ArtistIdent, Ident, Number and Colour are tokens (the basic
building blocks of the expression) which are defined by regular
expressions.
Syntax¶
A CSS stylesheet consists of a series of rule sets in hierarchical order (rules are applied from top to bottom). Each rule follows the syntax
selector {attribute: value;}
Each rule can have any number of attribute: value pairs, and a
stylesheet can have any number of rules.
The initial syntax is designed only for Artist primitives. It does
not address the question of how to set properties on Container types
(whose properties may themselves be Artists with settable
properties), however, a future solution to this could simply be nested
RuleSets
Selectors¶
Selectors define the object to which the attribute updates should be applied. As a starting point, I propose just 2 selectors to use in initial development:
Artist Type Selector
Select an Artist by it's type. E.g Line2D or Text:
Line2D {attribute: value}
The regex for matching the artist type selector (ArtistIdent in the BNF grammar) would be:
ArtistIdent = r'(?P<ArtistIdent>\bLine2D\b|\bText\b|\bAxesImage\b|\bFigureImage\b|\bPatch\b)'
GID selector¶
Select an Artist by its gid:
Line2D#myGID {attribute: value}
A gid can be any string, so the regex could be as follows:
Ident = r'(?P<Ident>[a-zA-Z_][a-zA-Z_0-9]*)'
The above selectors roughly correspond to their CSS counterparts (http://www.w3.org/TR/CSS21/selector.html)
Attributes and values¶
Attributesare any valid (settable) property for theArtistin question.Valuesare any valid value for the property (Usually a string, or number).
Parsing¶
Parsing would consist of breaking the stylesheet into tokens (the
python cookbook gives a nice tokenizing recipe on page 66), applying
the syntax rules and constructing a Tree. This requires defining the
grammar of the stylesheet (again, we can borrow from CSS) and writing
a parser. Happily, there is a recipe for this in the python cookbook
as well.
Visitor pattern for matplotlib figure¶
In order to apply the stylesheet rules to the relevant artists, we
need to 'visit' each artist in a figure and apply the relevant rule.
Here is a visitor class (again, thanks to python cookbook), where each
node would be an artist in the figure. A visit_ method would need
to be implemented for each mpl artist, to handle the different
properties for each
class Visitor:
def visit(self, node):
name = 'visit_' + type(node).__name__
meth = getattr(self, name, None)
if meth is None:
raise NotImplementedError
return meth(node)
An evaluator class would then take the stylesheet rules and
implement the visitor on each one of them.
Backward compatibility¶
Implementing a separate Style class would break backward
compatibility as many get/set methods on an artist would become
redundant. While it would be possible to alter these methods to hook
into the Style class (stored as a property against the artist), I
would be in favor of simply removing them to both neaten/simplify the
codebase and to provide a simple, uncluttered API...
Alternatives¶
No alternatives, but some of the ground covered here overlaps with MEP25, which may assist in this development
Appendix¶
Matplotlib primitives¶
This will form the initial selectors which stylesheets can use.
- Line2D
- Text
- AxesImage
- FigureImage
- Patch