class MPLWidget(qw.QWidget):
labels_changed = QtCore.pyqtSignal(np.ndarray, np.ndarray)
def __init__(self,
parent,
timestamps=None,
n_states=10,
state_min=0,
width=5,
height=8,
dpi=100,
static_data=None,
overlay_data=None):
super(MPLWidget, self).__init__()
self.parent = parent
self.timestamps = timestamps
self.n_states = n_states
self.state_min = state_min
self.static_data = static_data
self.overlay_data = overlay_data
self.fig = Figure((width, height), dpi=dpi)
self.ax = self.fig.add_subplot(111)
self.canvas = FigureCanvasQTAgg(self.fig)
self.canvas.setParent(self)
self.canvas.setFocusPolicy(QtCore.Qt.StrongFocus)
self.canvas.setFocus()
self.toolbar = NavigationToolbar(self.canvas, self)
self.zoom_active = False
for child in self.toolbar.children():
if isinstance(child, qw.QToolButton) and child.text() == 'Zoom':
child.toggled.connect(self.zoom_button_toggled)
self.init_figure()
self.canvas.mpl_connect('button_press_event', self.button_pressed)
self.canvas.mpl_connect('button_release_event', self.button_released)
self.canvas.mpl_connect('motion_notify_event', self.mouse_moved)
vbox = qw.QVBoxLayout()
vbox.addWidget(self.toolbar)
vbox.addWidget(self.canvas)
self.setLayout(vbox)
def init_figure(self):
ax = self.ax
x = self.timestamps
y = np.zeros_like(x)
self.lines = {}
for i in range(self.n_states):
self.lines[i] = ax.plot(x, y, 'ko-')[0]
self.pos_line = ax.plot([0, 0], [0, self.n_states],
'-',
color=3 * [.5])[0]
if self.overlay_data is not None and \
self.overlay_data.data is not None:
ax.plot(self.overlay_data.timestamps,
self.overlay_data.data,
'-',
color=3 * [.74],
lw=.5)
y_min = -1
if self.static_data is not None:
if not isinstance(self.static_data, list):
static_data = [self.static_data]
else:
static_data = self.static_data
colors = ['r', 'b', 'o']
for i, dd in enumerate(static_data):
x = dd.timestamps
y = dd.data
ax.plot(x,
-2 - i * 2 + y / (4 * y.std()),
'-',
color=colors[i],
alpha=.25)
y_min -= 1.5
ax.set_xlim(x.min() - 1, x.max() + 1)
ax.set_xlabel('Time (s)')
ax.set_ylabel('Assigned state')
ax.set_ylim(y_min, self.n_states)
ax.set_yticks(np.arange(self.state_min, self.n_states))
ax.xaxis.set_major_locator(plt.MaxNLocator(5))
# Hide the right and top spines
ax.spines['right'].set_visible(False)
ax.spines['top'].set_visible(False)
# Only show ticks on the left and bottom spines
ax.yaxis.set_ticks_position('left')
ax.xaxis.set_ticks_position('bottom')
ax.tick_params(axis='both', which='major', labelsize=8)
ax.xaxis.label.set_fontsize(10)
ax.xaxis.label.set_fontname('Arial')
ax.yaxis.label.set_fontsize(10)
ax.xaxis.label.set_fontname('Arial')
for at in ax.texts:
at.set_fontsize(10)
at.set_fontname('Arial')
self.fig.canvas.draw()
def plot_labels(self, y, pos=-1):
x = self.timestamps
for i in range(self.n_states):
yi = np.ma.masked_where(y != i, y)
self.lines[i].set_data(x, yi)
self.ax.draw_artist(self.lines[i])
if pos >= 0:
self.pos_line.set_data(2 * [x[pos]], [0, self.n_states])
self.ax.draw_artist(self.pos_line)
self.fig.canvas.draw()
def update_plot(self):
for i in range(self.n_states):
self.ax.draw_artist(self.lines[i])
self.ax.draw_artist(self.pos_line)
self.fig.canvas.draw()
def update_figure(self):
self.fig.canvas.draw()
def button_pressed(self, event):
self.x_start = event.xdata
self.y_start = event.ydata
def zoom_button_toggled(self, event):
self.zoom_active = event
def button_released(self, event):
if not self.zoom_active:
x1 = self.x_start
y1 = self.y_start
x2 = event.xdata
y2 = event.ydata
if x1 is not None and x2 is not None and x1 != x2:
if x1 > x2:
x1, x2 = x2, x1
y1, y2 = y2, y1
slope = (y2 - y1) / (x2 - x1)
intercept = y1 - slope * x1
ts = self.timestamps
ind = np.where(np.logical_and(ts >= x1, ts <= x2))[0]
yy = ts[ind] * slope + intercept
labels = np.asarray(np.round(yy), np.int)
self.labels_changed.emit(ind, labels)
def mouse_moved(self, event):
pass
class MatplotlibWidget(QtGui.QWidget):
'''Base class for matplotlib widgets
'''
def __init__(self, parent):
'''Inits matplotlib widget.
Args:
parent: A Parent class object.
'''
super().__init__()
self.main_frame = parent
self.dpi = 75
self.show_axis_ticks = True
self.__create_frame()
def __create_frame(self):
self.fig = Figure((5.0, 3.0), dpi=self.dpi)
self.fig.patch.set_facecolor("white")
self.canvas = FigureCanvas(self.fig)
self.canvas.manager = MockManager(self.main_frame)
self.canvas.setParent(self.main_frame)
self.axes = self.fig.add_subplot(111)
self.mpl_toolbar = NavigationToolbar(self.canvas, self.main_frame)
hbox = QtGui.QHBoxLayout()
self.main_frame.ui.matplotlib_layout.addWidget(self.canvas)
self.main_frame.ui.matplotlib_layout.addWidget(self.mpl_toolbar)
self.main_frame.ui.matplotlib_layout.addLayout(hbox)
def fork_toolbar_buttons(self):
'''Remove figure options & subplot config that might not work properly.
'''
try:
self.mpl_toolbar.removeAction(self.mpl_toolbar.children()[21])
self.mpl_toolbar.removeAction(self.mpl_toolbar.children()[17])
except:
pass # Already removed
def remove_axes_ticks(self):
'''Remove ticks from axes.
'''
if not self.show_axis_ticks:
for tick in self.axes.yaxis.get_major_ticks():
tick.label1On = False
tick.label2On = False
for tick in self.axes.xaxis.get_major_ticks():
tick.label1On = False
tick.label2On = False
def delete(self):
'''Delete matplotlib objects.
'''
self.axes.clear() # Might be useless with fig.clf()
self.canvas.close()
self.fig.clf()
self.close()
del self.fig
del self.canvas
del self.axes
import gc
gc.collect()