Source code for pylbo.visualisation.profiles

from __future__ import annotations

import numpy as np
from pylbo.utilities.eq_balance import get_equilibrium_balance
from pylbo.visualisation.continua import ContinuaHandler
from pylbo.visualisation.figure_window import InteractiveFigureWindow
from pylbo.visualisation.legend_handler import LegendHandler
from pylbo.visualisation.utils import background_name_to_latex


[docs]class EquilibriumProfile(InteractiveFigureWindow): """Subclass responsible for drawing the equilibrium profiles.""" def __init__(self, data, figsize, interactive, **kwargs): fig, ax = super().create_default_figure( figlabel="equilibrium-fields", figsize=figsize ) super().__init__(fig) self.data = data self.kwargs = kwargs self.ax = ax self.ax2 = None # check if we need an additional axis for name in self.data.eq_names: # check derivative names if name.startswith("d"): values = self.data.equilibria.get(name) if any(values != 0): self.ax2 = super().add_subplot_axes(self.ax, "bottom") break self.leg_handle = LegendHandler(interactive) self.draw() if interactive: super().make_legend_interactive(self.leg_handle) self.fig.tight_layout()
[docs] def draw(self): """Adds the equilibria to the figure. Also sets the legend handler items""" items = [] for name in self.data.eq_names: if name.startswith("d"): axis = self.ax2 else: axis = self.ax values = self.data.equilibria.get(name) if all(values == 0): continue (item,) = axis.plot( self.data.grid_gauss, values, label=background_name_to_latex(name), alpha=self.leg_handle.alpha_point, ) axis.axhline(y=0, color="grey", linestyle="dotted", alpha=0.6) axis.axvline( x=self.data.x_start, color="grey", linestyle="dotted", alpha=0.6 ) self.leg_handle.add(item) items.append(item) # we add the plasma beta as well, only for MHD if not np.all(np.isclose(self.data.equilibria["B0"], 0)): plasma_beta = ( 2 * self.data.equilibria["rho0"] * self.data.equilibria["T0"] ) / self.data.equilibria["B0"] ** 2 (item,) = self.ax.plot( self.data.grid_gauss, plasma_beta, label=r"plasma-$\beta$", alpha=self.leg_handle.alpha_point, ) self.leg_handle.add(item) items.append(item) labels = [l_item.get_label() for l_item in items] self.leg_handle.legend = self.ax.legend( items, labels, bbox_to_anchor=(0.0, 1, 1, 0.102), loc="lower left", ncol=10, mode="expand", ) # enable autoscaling when clicking self.leg_handle.autoscale = True
[docs]class ContinuumProfile(InteractiveFigureWindow): """Subclass responsible for drawing the continuum profiles.""" def __init__(self, data, figsize, interactive, **kwargs): fig, ax = super().create_default_figure(figlabel="continua", figsize=figsize) super().__init__(fig) self.ax = ax self.data = data self.kwargs = kwargs self.handler = ContinuaHandler(interactive) self.draw() if interactive: self.make_legend_interactive(self.handler) self.fig.tight_layout()
[docs] def draw(self): """Adds the continua to the plot, also sets the legend handlers.""" for color, name in zip( self.handler.continua_colors, self.handler.continua_names ): continuum = self.data.continua[name] if np.allclose(abs(continuum), 0, atol=1e-12): continue # non-adiabatic slow continua have real and imaginary parts if np.any(np.iscomplex(continuum)) and "slow" in name: (item,) = self.ax.plot( self.data.grid_gauss, self.data.continua[name].real, color=color, label="".join([name, r"$_{Re}$"]), ) self.handler.add(item) (item,) = self.ax.plot( self.data.grid_gauss, self.data.continua[name].imag, linestyle="dashed", color=color, label="".join([name, r"$_{Im}$"]), ) self.handler.add(item) else: cont = self.data.continua[name] if name == "thermal": cont = cont.imag (item,) = self.ax.plot( self.data.grid_gauss, cont, color=color, label=name ) self.handler.add(item) self.handler.legend = self.ax.legend() self.handler.autoscale = True self.ax.axhline(y=0, color="grey", linestyle="dotted", alpha=0.8) self.ax.axvline( x=self.data.x_start, color="grey", linestyle="dotted", alpha=0.8 ) self.ax.set_xlabel("Grid coordinate") self.ax.set_ylabel(r"$\omega$")
[docs]class EquilibriumBalance(InteractiveFigureWindow): """Subclass responsible for plotting the equilibrium balance equations.""" def __init__(self, data, figsize, interactive, **kwargs): fig, ax = super().create_default_figure( figlabel="equilibrium-balance", figsize=figsize ) super().__init__(fig) self.data = data self.kwargs = kwargs self.ax = ax self.eq_balance = get_equilibrium_balance(ds=data) self.legend_handler = LegendHandler(interactive) self.draw() if interactive: self.make_legend_interactive(self.legend_handler) self.fig.tight_layout()
[docs] def draw(self): """Draws the equilibrium balance equations.""" for key, values in self.eq_balance.items(): (item,) = self.ax.plot(self.data.grid_gauss, values, label=key) self.legend_handler.add(item) self.ax.axhline(y=0, color="grey", linestyle="dotted", alpha=0.8) self.legend_handler.legend = self.ax.legend( bbox_to_anchor=(0.0, 1, 1, 0.102), loc="lower right", ncol=7 ) self.legend_handler.autoscale = True