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utils.py
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utils.py
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import matplotlib.pyplot as plt
def plot_history(history):
plt.figure(figsize=(14, 6))
plt.subplot(1, 2, 2)
plt.plot(history.history['acc'])
plt.plot(history.history['val_acc'])
plt.ylabel('acurácia')
plt.xlabel('época')
plt.legend(['treino', 'teste'], loc='upper left')
plt.subplot(1, 2, 1)
plt.plot(history.history['loss'])
plt.plot(history.history['val_loss'])
plt.ylabel('loss')
plt.xlabel('época')
plt.legend(['treino', 'teste'], loc='upper left')
plt.tight_layout()
plt.show()
def on_draw(event):
"""Auto-wraps all text objects in a figure at draw-time"""
import matplotlib as mpl
fig = event.canvas.figure
# Cycle through all artists in all the axes in the figure
for ax in fig.axes:
for artist in ax.get_children():
# If it's a text artist, wrap it...
if isinstance(artist, mpl.text.Text):
autowrap_text(artist, event.renderer)
# Temporarily disconnect any callbacks to the draw event...
# (To avoid recursion)
func_handles = fig.canvas.callbacks.callbacks[event.name]
fig.canvas.callbacks.callbacks[event.name] = {}
# Re-draw the figure..
fig.canvas.draw()
# Reset the draw event callbacks
fig.canvas.callbacks.callbacks[event.name] = func_handles
def autowrap_text(textobj, renderer):
"""Wraps the given matplotlib text object so that it exceed the boundaries
of the axis it is plotted in."""
import textwrap
# Get the starting position of the text in pixels...
x0, y0 = textobj.get_transform().transform(textobj.get_position())
# Get the extents of the current axis in pixels...
clip = textobj.get_axes().get_window_extent()
# Set the text to rotate about the left edge (doesn't make sense otherwise)
textobj.set_rotation_mode('anchor')
# Get the amount of space in the direction of rotation to the left and
# right of x0, y0 (left and right are relative to the rotation, as well)
rotation = textobj.get_rotation()
right_space = min_dist_inside((x0, y0), rotation, clip)
left_space = min_dist_inside((x0, y0), rotation - 180, clip)
# Use either the left or right distance depending on the horiz alignment.
alignment = textobj.get_horizontalalignment()
if alignment is 'left':
new_width = right_space
elif alignment is 'right':
new_width = left_space
else:
new_width = 2 * min(left_space, right_space)
# Estimate the width of the new size in characters...
aspect_ratio = 0.5 # This varies with the font!!
fontsize = textobj.get_size()
pixels_per_char = aspect_ratio * renderer.points_to_pixels(fontsize)
# If wrap_width is < 1, just make it 1 character
wrap_width = max(1, new_width // pixels_per_char)
try:
wrapped_text = textwrap.fill(textobj.get_text(), wrap_width)
except TypeError:
# This appears to be a single word
wrapped_text = textobj.get_text()
textobj.set_text(wrapped_text)
def min_dist_inside(point, rotation, box):
"""Gets the space in a given direction from "point" to the boundaries of
"box" (where box is an object with x0, y0, x1, & y1 attributes, point is a
tuple of x,y, and rotation is the angle in degrees)"""
from math import sin, cos, radians
x0, y0 = point
rotation = radians(rotation)
distances = []
threshold = 0.0001
if cos(rotation) > threshold:
# Intersects the right axis
distances.append((box.x1 - x0) / cos(rotation))
if cos(rotation) < -threshold:
# Intersects the left axis
distances.append((box.x0 - x0) / cos(rotation))
if sin(rotation) > threshold:
# Intersects the top axis
distances.append((box.y1 - y0) / sin(rotation))
if sin(rotation) < -threshold:
# Intersects the bottom axis
distances.append((box.y0 - y0) / sin(rotation))
return min(distances)