Env
import numpy as np from matplotlib_inline import backend_inline from d2l import torch as d2l// 'from matplotlib import pyplot as plt' Saved to d2l
def use_svg_display(): #@save
"""Use the svg format to display a plot in Jupyter."""
backend_inline.set_matplotlib_formats('svg')
def set_figsize(figsize=(3.5, 2.5)): #@save
"""Set the figure size for matplotlib."""
use_svg_display()
d2l.plt.rcParams['figure.figsize'] = figsize
d2l.plt.rcParams['text.antialiased'] = True
d2l.plt.rcParams['font.sans-serif'] = ['Inter', 'DejaVu Sans', 'SimHei']
def set_axes(axes, xlabel, ylabel, xlim, ylim, xscale, yscale, legend): #@save
"""Set the axes for matplotlib."""
axes.set_xlabel(xlabel)
axes.set_ylabel(ylabel)
axes.set_xscale(xscale)
axes.set_yscale(yscale)
axes.set_xlim(xlim)
axes.set_ylim(ylim)
# hide
axes.spines['top'].set_visible(False)
axes.spines['right'].set_visible(False)
axes.spines['left'].set_color('#cccccc')
axes.spines['bottom'].set_color('#cccccc')
# grid
axes.grid(True, linestyle='--', alpha=0.5, color='#e0e0e0', linewidth=0.6)
if legend:
leg = axes.legend(legend, frameon=True, facecolor=(1, 1, 1, 0.8), edgecolor='none')
leg.get_frame().set_boxstyle("round,pad=0.3")
for text in leg.get_texts():
text.set_color('#444444')
text.set_fontsize(9)
def plot(X, Y=None, xlabel=None, ylabel=None, legend=None, xlim=None,
ylim=None, xscale='linear', yscale='linear',
# Deep sea blue, soft purple, sage green, coral brick red
fmts=('#2A4B7C', '#8E7AA3', '#728F70', '#C27D78'),
linewidth=1.8, figsize=(4.5, 3.2), axes=None): #@save
"""Plot data points."""
if legend is None:
legend = []
set_figsize(figsize)
axes = axes if axes else d2l.plt.gca()
# if X has one axis, output ture
def has_one_axis(X):
return (hasattr(X, "ndim") and X.ndim == 1) or isinstance(X, list) and not hasattr(X[0], "__len__")
if has_one_axis(X):
X = [X]
if Y is None:
X, Y = [[]] * len(X), X
elif has_one_axis(Y):
Y = [Y]
if len(X) != len(Y):
X = X * len(Y)
axes.cla()
for i, (x, y, color) in enumerate(zip(X, Y, fmts)):
# line2
linestyle = '--' if i == 1 else '-'
lw = linewidth * 0.8 if i == 1 else linewidth
if len(x):
axes.plot(x, y, color=color, linestyle=linestyle, linewidth=lw, antialiased=True)
else:
axes.plot(y, color=color, linestyle=linestyle, linewidth=lw, antialiased=True)
set_axes(axes, xlabel, ylabel, xlim, ylim, xscale, yscale, legend)
x = np.arange(0, 3, 0.1) plot(x, [f(x), 2*x-3], 'x', 'f(x)', legend=['f(x)', 'Tangent line (x=1)'])