Skip to content

base.py

GraphingBase

GraphingBase(dpi: int = 100, font_size: int = 11)

Provide a visualization base class.

Parameters

dpi: resolution for rasterized images font_size: general font size

Attributes

dpi (int): resolution for rasterized images font_size (int): general font size fdict (dict): dictionary to which each figure is appended as it is generated colors (list): list of colors n_colors (int): number of colors color_cycle (:obj:itertools cycle <itertools.cycle>): color property cycle markers (list): list of markers n_markers (:obj:itertools cycle <itertools.cycle>): number of markers marker_cycle (int): cycle of markers linestyle_list (list): list of line styles (solid, dashdot, dashed, custom dashed) color (:obj:lambda(i) <lambda>): return i^th color marker (:obj:lambda(i) <lambda>): return i^th marker

Methods:

  • create_figure

    Initialize a :mod:Pyplot <matplotlib.pyplot> figure.

  • get_aspect

    Get aspect ratio of graph.

  • get_fonts

    Fetch the names of all the font families available on the system.

  • naturalize

    Adjust graph aspect ratio into 'natural' ratio.

  • stretch

    Stretch graph axes by respective factors.

Source code in erosionfront/visualization/base.py
def __init__(self, dpi: int = 100, font_size: int = 11) -> None:
    """Initialize."""
    self.dpi = dpi
    self.font_size = font_size
    self.fdict: dict[Any, Any] = {}
    prop_cycle = plt.rcParams["axes.prop_cycle"]
    self.colors = prop_cycle.by_key()["color"]  # type: ignore
    self.n_colors = len(self.colors)  # type: ignore
    self.color_cycle = cycle(self.colors)  # type: ignore
    self.markers = ("o", "s", "v", "p", "*", "D", "X", "^", "h", "P")
    self.n_markers = len(self.markers)
    self.marker_cycle = cycle(self.markers)
    self.linestyle_list = ("solid", "dashdot", "dashed", (0, (3, 1, 1, 1)))

    color_ = lambda i_: self.colors[i_ % self.n_colors]  # type: ignore
    marker_ = lambda i_: self.markers[i_ % self.n_markers]  # type: ignore
    self.color = color_  # type: ignore
    self.marker = marker_  # type: ignore
    #if "Arial" in self.get_fonts() else "Helvetica"
    self.font_family = "Arial" 
    try:
        mpl.rc("font", size=self.font_size, family=self.font_family)
    except:
        mpl.rc("font", size=self.font_size, family="")

create_figure

create_figure(
    fig_name: str, fig_size: tuple[float, float] | None = None, dpi: int | None = None
) -> Figure

Initialize a :mod:Pyplot <matplotlib.pyplot> figure.

Set its size and dpi, set the font size, choose the Arial font family if possible, and append it to the figures dictionary.

Parameters

fig_name: name of figure; used as key in figures dictionary fig_size: optional width and height of figure in inches dpi: rasterization resolution

Returns

:obj:Pyplot figure <matplotlib.figure.Figure>: reference to :mod:MatPlotLib/Pyplot <matplotlib.pyplot> figure

Source code in erosionfront/visualization/base.py
def create_figure(
    self,
    fig_name: str,
    fig_size: tuple[float, float] | None = None,
    dpi: int | None = None,
) -> Figure:
    """
    Initialize a :mod:`Pyplot <matplotlib.pyplot>` figure.

    Set its size and dpi, set the font size,
    choose the Arial font family if possible,
    and append it to the figures dictionary.

    Parameters
    ----------
    fig_name:
        name of figure; used as key in figures dictionary
    fig_size:
        optional width and height of figure in inches
    dpi:
        rasterization resolution

    Returns
    -------
    :obj:`Pyplot figure <matplotlib.figure.Figure>`:
        reference to :mod:`MatPlotLib/Pyplot <matplotlib.pyplot>`
        figure
    """
    fig_size_: tuple[float, float] = (
        (8, 8) if fig_size is None else fig_size
    )
    dpi_: float = self.dpi if dpi is None else dpi
    logging.info(
        "gmplib.plot.GraphingBase:\n   "
        + f"Creating plot: {fig_name} size={fig_size_} @ {dpi_} dpi"
    )
    fig = plt.figure()
    self.fdict.update({fig_name: fig})
    fig.set_size_inches(fig_size_)
    fig.set_dpi(dpi_)
    return fig

get_aspect

get_aspect(axes: Axes) -> float

Get aspect ratio of graph.

Parameters

axes: the axes object of the figure

Returns

float: aspect ratio

Source code in erosionfront/visualization/base.py
def get_aspect(self, axes: plt.Axes) -> float:
    """
    Get aspect ratio of graph.

    Parameters
    ----------
    axes:
        the `axes` object of the figure

    Returns
    -------
    float:
        aspect ratio
    """
    # Total figure size
    figWH: tuple[float, float] \
        = axes.get_figure().get_size_inches() #type: ignore
    figW, figH = figWH
    # Axis size on figure
    bounds: tuple[float, float, float, float] = axes.get_position().bounds
    _, _, w, h = bounds
    # Ratio of display units
    disp_ratio: float = (figH * h) / (figW * w)
    # Ratio of data units
    # Negative over negative because of the order of subtraction
    # logging.info(axes.get_ylim(),axes.get_xlim())
    data_ratio: float = op.sub(*axes.get_ylim()) / op.sub(*axes.get_xlim())
    aspect_ratio: float = disp_ratio / data_ratio
    return aspect_ratio

get_fonts

get_fonts() -> list[str]

Fetch the names of all the font families available on the system.

Source code in erosionfront/visualization/base.py
def get_fonts(self) -> list[str]:
    """Fetch the names of all the font families available on the system."""
    fpaths = matplotlib.font_manager.findSystemFonts()
    fonts: list[str] = []
    for fpath in fpaths:
        try:
            font = matplotlib.font_manager.get_font(fpath).family_name
            fonts.append(font)
        except RuntimeError as re:
            logging.debug(f"{re}: failed to get font name for {fpath}")
            pass
    return fonts

naturalize

naturalize(fig: Figure) -> None

Adjust graph aspect ratio into 'natural' ratio.

Source code in erosionfront/visualization/base.py
def naturalize(self, fig: Figure) -> None:
    """Adjust graph aspect ratio into 'natural' ratio."""
    axes: plt.Axes = fig.gca()
    # x_lim, y_lim = axes.get_xlim(), axes.get_ylim()
    # axes.set_aspect((y_lim[1]-y_lim[0])/(x_lim[1]-x_lim[0]))
    axes.set_aspect(1 / self.get_aspect(axes))

stretch

stretch(
    fig: Figure,
    xs: tuple[float, float] | None = None,
    ys: tuple[float, float] | None = None,
) -> None

Stretch graph axes by respective factors.

Source code in erosionfront/visualization/base.py
def stretch(
    self,
    fig: Figure,
    xs: tuple[float, float] | None = None,
    ys: tuple[float, float] | None = None,
) -> None:
    """Stretch graph axes by respective factors."""
    axes: plt.Axes = fig.gca()
    if xs is not None:
        x_lim = axes.get_xlim()
        x_range = x_lim[1] - x_lim[0]
        axes.set_xlim(
            x_lim[0] - x_range * xs[0], x_lim[1] + x_range * xs[1]
        )
    if ys is not None:
        y_lim = axes.get_ylim()
        y_range = y_lim[1] - y_lim[0]
        axes.set_ylim(
            y_lim[0] - y_range * ys[0], y_lim[1] + y_range * ys[1]
        )