def build(self):
tp = TabbedPanel()
wid = Widget(size_hint=(0.9, 1))
slider = Slider(min=0,
max=32,
value=0,
value_track=True,
orientation='vertical',
step=1.0,
value_track_color=[1, 0, 0, 1],
size_hint=(0.1, 1))
self.label_pattern = "Axis {} : {}"
self.edit_label_pattern = "Edit Color {}. Keep Axis {} : Layer Index {}. Slide : {}"
self.color_preview_data = None
self.fileroot = Root()
self.axis = 0
self.edit_axis = 1
self.slider_value = 0
self.layer_index = 0
self.load_file = 0
self.plot3d = Draw3DSurface()
upper_layout = BoxLayout()
upper_layout.add_widget(wid)
upper_layout.add_widget(slider)
self.label = Label(
text=self.label_pattern.format(AxisList[self.axis], 0))
btn_load_lut1 = Button(text='Load LUT 1',
on_press=partial(self.load_lut, wid, 1))
btn_load_lut2 = Button(text='Load LUT 2',
on_press=partial(self.load_lut, wid, 2))
btn_showlayer = Button(text='Show LUT Layer',
on_press=partial(self.show_lut_layer, wid))
btn_showplot = Button(text='Show 3D Plot',
on_press=partial(self.show_3D_plot, wid))
btn_double = Button(text='Change Axis',
on_press=partial(self.change_axis, wid))
btn_save_lut = Button(text='Save LUT',
on_press=partial(self.save_lut, wid))
layout = BoxLayout(size_hint=(1, None), height=50)
layout.add_widget(btn_load_lut1)
layout.add_widget(btn_load_lut2)
layout.add_widget(btn_showlayer)
layout.add_widget(btn_showplot)
layout.add_widget(btn_double)
layout.add_widget(btn_save_lut)
layout.add_widget(self.label)
root = BoxLayout(orientation='vertical')
root.add_widget(upper_layout)
root.add_widget(layout)
slider.bind(value=partial(self.onlutlayerchange, wid))
tp.default_tab_text = "Analysis"
tp.background_color = (0, 0, 0, 1)
tp.default_tab_content = root
#Edit tab define
th_text_head = TabbedPanelHeader(text='Edit')
slider_layout = BoxLayout(size_hint=(1, 0.9))
color_wid = Widget(size_hint=(1, 0.1))
self.slider_list = []
for i in range(33):
self.slider_list.append(
Slider(min=0,
max=1,
value=0,
value_track=False,
orientation='vertical',
cursor_size=(18, 18),
step=0.000001,
background_width=0))
for slider_item in self.slider_list:
slider_layout.add_widget(slider_item)
slider_item.bind(value=partial(self.oneditcolorvalue, color_wid))
edit_preview = BoxLayout(orientation='vertical', size_hint=(0.9, 1))
edit_preview.add_widget(slider_layout)
edit_preview.add_widget(color_wid)
edit_layout_upper = BoxLayout()
c_slider = Slider(min=0,
max=32,
value=0,
value_track=True,
orientation='vertical',
step=1.0,
value_track_color=[1, 0, 0, 1],
size_hint=(0.1, 1))
c_slider.bind(value=partial(self.onslidervaluechange, color_wid))
edit_layout_upper.add_widget(edit_preview)
edit_layout_upper.add_widget(c_slider)
edit_layout_lower = BoxLayout(size_hint=(1, None), height=50)
btn_swap_axis = Button(text='Swap Axis',
size_hint=(0.15, 1),
on_press=partial(self.swap_axis, color_wid))
btn_apply_change = Button(text='Apply Change',
size_hint=(0.15, 1),
on_press=partial(self.apply_change))
self.edit_label = Label(text=self.edit_label_pattern.format(
AxisList[self.edit_axis], AxisList[self.axis], 0, 0),
size_hint=(0.5, 1))
edit_layout_lower.add_widget(btn_swap_axis)
edit_layout_lower.add_widget(btn_apply_change)
edit_layout_lower.add_widget(self.edit_label)
edit_layout = BoxLayout(orientation='vertical')
edit_layout.add_widget(edit_layout_upper)
edit_layout.add_widget(edit_layout_lower)
th_text_head.content = edit_layout
tp.add_widget(th_text_head)
th_text_head.bind(
on_press=partial(self.edit_press_callback, color_wid))
return tp
def __init__(self, df, security_name, **kwargs):
super(Application, self).__init__(**kwargs)
self.orientation = 'vertical'
tab_panel = TabbedPanel()
tab_panel.do_default_tab = False
tab_panel.background_color = (7 / 255, 0, 13 / 255, 1)
tab_menu = TabbedPanelItem(text="Menu")
tab_menu.background_color = (62 / 255, 142 / 255, 222 / 255, 1)
tab_chart = TabbedPanelItem(text='Chart')
tab_chart.background_color = (62 / 255, 142 / 255, 222 / 255, 1)
tab_training = TabbedPanelItem(text='Training')
tab_training.background_color = (62 / 255, 142 / 255, 222 / 255, 1)
tab_validate = TabbedPanelItem(text='Validate')
tab_validate.background_color = (62 / 255, 142 / 255, 222 / 255, 1)
tab_future = TabbedPanelItem(text='Prediction')
tab_future.background_color = (62 / 255, 142 / 255, 222 / 255, 1)
tab_panel.add_widget(tab_menu)
tab_panel.add_widget(tab_chart)
tab_panel.add_widget(tab_training)
tab_panel.add_widget(tab_validate)
tab_panel.add_widget(tab_future)
tab_menu.bind(on_press=lambda x: change_screen('menu'))
chart_layout = FloatLayout()
fig = plot_data(df, security_name.upper(), 30, 200)
canvas = fig.canvas
chart_layout.add_widget(canvas)
tab_chart.add_widget(chart_layout)
predict_frame = FloatLayout(opacity=1)
predict_btn = Button(text='Run Prediction',
background_color=(62 / 255, 142 / 255, 222 / 255,
1),
font_size=20,
pos_hint={
"center_x": 0.5,
"bottom": 0
},
size_hint=(0.3, 0.075))
predict_btn.bind(on_press=lambda x: start_predict(df, security_name))
predict_frame.add_widget(predict_btn)
chart_layout.add_widget(predict_frame)
def start_predict(df, security_name):
que = queue.Queue()
par_modeling = partial(modeling, security_name=security_name)
process = threading.Thread(
target=lambda q, arg1: q.put(par_modeling(arg1)),
args=(que, df),
daemon=True)
process.start()
Clock.schedule_once(
lambda *args: tab_panel.switch_to(tab_training))
train_fig = plt.figure(facecolor='#07000d')
train_canvas = train_fig.canvas
train_layout = FloatLayout()
train_layout.add_widget(train_canvas)
tab_training.add_widget(train_layout)
if os.path.exists('training.csv'):
os.remove('training.csv')
def update_plot(fig):
train_canvas = fig.canvas
train_layout.clear_widgets()
train_layout.add_widget(train_canvas)
plt.close(fig)
# for child in train_layout.children[:1]:
# train_layout.remove_widget(child)
# Clock.schedule_once(lambda *args: tab_panel.switch_to(tab_training))
def read_training(self):
if os.path.exists('training.csv'):
loss_df = None
try:
loss_df = pd.read_csv('training.csv')
except Exception as e:
print(e)
pass
if loss_df is not None:
train_fig = plot_loss(loss_df)
update_plot(train_fig)
if not process.is_alive():
Clock.unschedule(read_training)
val_fig, future_fig = que.get()
val_canvas = val_fig.canvas
val_layout = FloatLayout()
val_layout.add_widget(val_canvas)
tab_validate.add_widget(val_layout)
future_canvas = future_fig.canvas
future_layout = FloatLayout()
future_layout.add_widget(future_canvas)
tab_future.add_widget(future_layout)
Clock.schedule_once(
lambda *args: tab_panel.switch_to(tab_validate))
Clock.schedule_interval(read_training, 0.1)
Clock.schedule_once(lambda *args: tab_panel.switch_to(tab_chart))
self.add_widget(tab_panel)
def build(cls) -> TabbedPanel:
performance_layout = FloatLayout()
posts_layout = FloatLayout()
events_layout = FloatLayout()
update_layout = FloatLayout()
profile_layout = FloatLayout()
def spinner() -> Spinner:
spin = Spinner(
# default value
text='Choose a site:',
# available values
values=(
'Discord', 'Facebook', 'Instagram', 'Reddit',
'Slack', 'Tumblr', 'Twitter', 'YouTube',
),
size_hint=(.15, .1),
pos=(15, 985),
background_color=(0.094, 0.803, 0.803),
)
def show_selected_value(spnr: Spinner, text: str) -> None:
print('The spinner', spnr, 'have text', text)
spin.bind(text=show_selected_value)
return spin
performance_spinner = spinner()
# performance_button = Button(
# text='Show Stats',
# font_size=14,
# color=(0.094, 0.803, 0.803),
# )
# performance_button.bind(on_press=callback)
performance_layout.add_widget(performance_spinner)
performance_layout.add_widget(
Label(
text='Follower Count: ', font_size='20sp',
pos=(300, 850), size_hint=(.15, .2),
color=(0, 0, 0, 1),
),
)
performance_layout.add_widget(
Label(
text='Total Likes: ', font_size='20sp',
pos=(300, 800), size_hint=(.15, .2),
color=(0, 0, 0, 1),
),
)
performance_stats = cls.performance(performance_spinner.values)
performance_layout.add_widget(
Label(
text=str(performance_stats[0]), font_size='20sp',
pos=(500, 850), size_hint=(.15, .2),
color=(0, 0, 0, 1),
),
)
performance_layout.add_widget(
Label(
text=str(performance_stats[1]), font_size='20sp',
pos=(500, 800), size_hint=(.15, .2),
color=(0, 0, 0, 1),
),
)
post_spinner = spinner()
# post_button = Button(
# text='Submit',
# font_size=14,
# color=(0.094, 0.803, 0.803),
# )
# # post_button.bind(on_press=callback)
posts_layout.add_widget(post_spinner)
posts_layout.add_widget(
Label(
text='Scheduled Posts: ', font_size='20sp',
pos=(375, 675), size_hint=(.15, .2),
color=(0, 0, 0, 1),
),
)
post_types = Spinner(
text='Post type',
italic=True,
values=(
'Text', 'Image', 'Video', 'Link', 'Announcement',
),
size_hint=(.15, .1),
pos=(315, 985),
)
post_timing = Spinner(
text='Choose a time:',
italic=True,
values=(
'Immediately', 'Schedule for',
),
size_hint=(.15, .1),
pos=(615, 985),
)
posts_layout.add_widget(post_types)
posts_layout.add_widget(post_timing)
month = Spinner(
text='Month',
italic=True,
values=(
'January', 'February', 'March', 'April', 'May', 'June', 'July', 'August', 'September', 'October',
'November', 'December',
),
size_hint=(.15, .1),
pos=(915, 985),
)
day = Spinner(
text='Day',
italic=True,
values=(
'1', '2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12', '13', '14', '15', '16', '17', '18', '19',
'20', '21', '22', '23', '24', '25', '26', '27', '28', '29', '30', '31',
),
size_hint=(.15, .1),
pos=(1215, 985),
)
year = Spinner(
text='Year',
italic=True,
values=(
'2018', '2019', '2020',
),
size_hint=(.15, .1),
pos=(315, 850),
)
hour = Spinner(
text='Hour',
italic=True,
values=(
'1', '2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12', '13', '14', '15', '16', '17', '18', '19',
'20', '21', '22', '23',
),
size_hint=(.15, .1),
pos=(615, 850),
)
minute = Spinner(
text='Minute',
italic=True,
values=(
'00', '01', '02', '03', '04', '05', '06', '07', '08', '09', '10', '11', '12', '13', '14', '15', '16',
'17', '18', '19', '20', '21', '22', '23', '24', '25', '26', '27', '28', '29', '30', '31', '32', '33',
'34', '35', '36', '37', '38', '39', '40', '41', '42', '43', '44', '45', '46', '47', '48', '49', '50',
'51', '52', '53', '54', '55', '56', '57', '58', '59',
),
size_hint=(.15, .1),
pos=(915, 850),
)
posts_layout.add_widget(month)
posts_layout.add_widget(day)
posts_layout.add_widget(year)
posts_layout.add_widget(hour)
posts_layout.add_widget(minute)
events_spinner = spinner()
# events_button = Button(
# text='Submit',
# font_size=14,
# color=(0.094, 0.803, 0.803),
# )
# events_button.bind(on_press=callback)
events_layout.add_widget(events_spinner)
events_layout.add_widget(
Label(
text='React to: ', font_size='20sp',
pos=(275, 900), size_hint=(.15, .2),
color=(0, 0, 0, 1),
),
)
events_layout.add_widget(
Label(
text='Hastag(s)', font_size='12sp',
pos=(275, 850), size_hint=(.15, .2),
color=(0, 0, 0, 1),
),
)
hashtag_checkbox = CheckBox(pos=(450, 850), size_hint=(.15, .2), )
events_layout.add_widget(hashtag_checkbox)
events_layout.add_widget(
Label(
text='Key word', font_size='12sp',
pos=(275, 800), size_hint=(.15, .2),
color=(0, 0, 0, 1),
),
)
keyword_checkbox = CheckBox(
pos=(450, 800), size_hint=(.15, .2),
)
events_layout.add_widget(
keyword_checkbox,
)
events_layout.add_widget(
Label(
text='Mention/Tag', font_size='12sp',
pos=(275, 750), size_hint=(.15, .2),
color=(0, 0, 0, 1),
),
)
mention_tag_checkbox = CheckBox(
pos=(450, 750), size_hint=(.15, .2),
)
events_layout.add_widget(
mention_tag_checkbox,
)
events_layout.add_widget(
Label(
text='Like', font_size='12sp',
pos=(275, 700), size_hint=(.15, .2),
color=(0, 0, 0, 1),
),
)
like_checkbox = CheckBox(
pos=(450, 700), size_hint=(.15, .2),
)
events_layout.add_widget(
like_checkbox,
)
events_layout.add_widget(
Label(
text='Comment', font_size='12sp',
pos=(275, 650), size_hint=(.15, .2),
color=(0, 0, 0, 1),
),
)
comment_checkbox = CheckBox(
pos=(450, 650), size_hint=(.15, .2),
)
events_layout.add_widget(
comment_checkbox,
)
events_layout.add_widget(
Label(
text='Retweet/Repost/Share', font_size='12sp',
pos=(275, 600), size_hint=(.15, .2),
color=(0, 0, 0, 1),
),
)
retweet_repost_share_checkbox = CheckBox(
pos=(450, 600), size_hint=(.15, .2),
)
events_layout.add_widget(
retweet_repost_share_checkbox,
)
update_spinner = spinner()
# update_button = Button(
# text='Update',
# font_size=14,
# color=(0.094, 0.803, 0.803),
# )
# update_button.bind(on_press=callback)
update_layout.add_widget(update_spinner)
update_layout.add_widget(
Label(
text='Search for: ', font_size='20sp',
pos=(275, 950), size_hint=(.15, .2),
color=(0, 0, 0, 1),
),
)
search_input = TextInput(
multiline=False,
pos=(300, 970), size_hint=(.15, .04),
)
update_layout.add_widget(
search_input,
)
update_layout.add_widget(
Label(
text='Replace with: ', font_size='20sp',
pos=(575, 950), size_hint=(.15, .2),
color=(0, 0, 0, 1),
),
)
replace_input = TextInput(
multiline=False,
pos=(575, 970), size_hint=(.15, .04),
)
update_layout.add_widget(
replace_input,
)
profile_layout.add_widget(
Label(
text='Username: '******'20sp',
pos=(45, 970), size_hint=(.15, .2),
color=(0, 0, 0, 1),
),
)
profile_layout.add_widget(
Label(
text='TEMP USERNAME', font_size='15sp',
pos=(275, 967), size_hint=(.15, .2),
color=(0, 0, 0, 1),
),
)
profile_layout.add_widget(
Label(
text='Change Password: '******'20sp',
pos=(55, 900), size_hint=(.15, .2),
color=(0, 0, 0, 1),
),
)
profile_layout.add_widget(
Label(
text='Old Password: '******'12sp',
pos=(50, 850), size_hint=(.15, .2),
color=(0, 0, 0, 1),
),
)
old_password_input = TextInput(
multiline=False,
pos=(300, 935), size_hint=(.1, .04),
)
profile_layout.add_widget(
old_password_input,
)
profile_layout.add_widget(
Label(
text='New Password: '******'12sp',
pos=(50, 795), size_hint=(.15, .2),
color=(0, 0, 0, 1),
),
)
new_password_input = TextInput(
multiline=False,
pos=(300, 885), size_hint=(.1, .04),
)
profile_layout.add_widget(
new_password_input,
)
profile_layout.add_widget(
Label(
text='Confirm New Password: '******'12sp',
pos=(50, 745), size_hint=(.15, .2),
color=(0, 0, 0, 1),
),
)
confirm_new_password_input = TextInput(
multiline=False,
pos=(300, 835), size_hint=(.1, .04),
)
profile_layout.add_widget(
confirm_new_password_input,
)
tb_panel = TabbedPanel()
tb_panel.do_default_tab = False
tb_panel.background_color = (1, 1, 1, 1)
tb_panel.border = [0, 0, 0, 0]
tb_panel.background_image = 'path/to/background/image'
# Create Performance tab
performance_tab = TabbedPanelHeader(text='Performance')
performance_tab.content = performance_layout
tb_panel.add_widget(performance_tab)
# Create Posts tab
posts_tab = TabbedPanelHeader(text='Posts')
posts_tab.content = posts_layout
tb_panel.add_widget(posts_tab)
# Create Events tab
events_tab = TabbedPanelHeader(text='Events')
events_tab.content = events_layout
tb_panel.add_widget(events_tab)
# Create Update tab
update_tab = TabbedPanelHeader(text='Update')
update_tab.content = update_layout
tb_panel.add_widget(update_tab)
# Create Profile tab
profile_tab = TabbedPanelHeader(text='Profile')
profile_tab.content = profile_layout
tb_panel.add_widget(profile_tab)
return tb_panel
