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Machine Learning Recipe added

This commit is contained in:
MikeTheWatchGuy 2018-08-10 16:10:07 -04:00
parent 0d202246d3
commit 9d3d3f4bc1
1 changed files with 46 additions and 3 deletions
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49
docs/cookbook.md
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@ -432,13 +432,13 @@ This form doesn't close after button clicks. To achieve this the buttons are sp
while True:
(button, value) = form.Read()
if button == 'EXIT' or button is None:
break # exit button clicked
if button == 'script1':
break # exit button clicked
if button == 'script1':
ExecuteCommandSubprocess('pip','list')
elif button == 'script2':
ExecuteCommandSubprocess('python', '--version')
elif button == 'Run':
ExecuteCommandSubprocess(value[0]) # send string without carriage return on end
ExecuteCommandSubprocess(value[0])
def ExecuteCommandSubprocess(command, *args):
@ -454,3 +454,46 @@ This form doesn't close after button clicks. To achieve this the buttons are sp
if __name__ == '__main__':
Launcher()
----
## Machine Learning GUI
A standard non-blocking GUI with lots of inputs.
![machine learning green](https://user-images.githubusercontent.com/13696193/43979000-408b77ba-9cb7-11e8-9ffd-24c156767532.jpg)
import PySimpleGUI as sg
# Green & tan color scheme
sg.SetOptions(background_color='#9FB8AD',
text_element_background_color='#9FB8AD',
element_background_color='#9FB8AD',
input_elements_background_color='#F7F3EC',
button_color=('white', '#475841'),
border_width=0,
slider_border_width=0,
progress_meter_border_depth=0,
scrollbar_color='#F7F3EC')
sg.SetOptions(text_justification='right')
form = sg.FlexForm('Machine Learning Front End', font=("Helvetica", 12)) # begin with a blank form
layout = [[sg.Text('Machine Learning Command Line Parameters', font=('Helvetica', 16))],
[sg.Text('Passes', size=(15, 1)), sg.Spin(values=[i for i in range(1, 1000)], initial_value=20, size=(6, 1)),
sg.Text('Steps', size=(18, 1)), sg.Spin(values=[i for i in range(1, 1000)], initial_value=20, size=(6, 1))],
[sg.Text('ooa', size=(15, 1)), sg.In(default_text='6', size=(10, 1)), sg.Text('nn', size=(15, 1)), sg.In(default_text='10', size=(10, 1))],
[sg.Text('q', size=(15, 1)), sg.In(default_text='ff', size=(10, 1)), sg.Text('ngram', size=(15, 1)), sg.In(default_text='5', size=(10, 1))],
[sg.Text('l', size=(15, 1)), sg.In(default_text='0.4', size=(10, 1)), sg.Text('Layers', size=(15, 1)), sg.Drop(values=('BatchNorm', 'other'),auto_size_text=True)],
[sg.Text('_' * 100, size=(65, 1))],
[sg.Text('Flags', font=('Helvetica', 15), justification='left')],
[sg.Checkbox('Normalize', size=(12, 1), default=True), sg.Checkbox('Verbose', size=(20, 1))],
[sg.Checkbox('Cluster', size=(12, 1)), sg.Checkbox('Flush Output', size=(20, 1), default=True)],
[sg.Checkbox('Write Results', size=(12, 1)), sg.Checkbox('Keep Intermediate Data', size=(20, 1))],
[sg.Text('_' * 100, size=(65, 1))],
[sg.Text('Loss Functions', font=('Helvetica', 15), justification='left')],
[sg.Radio('Cross-Entropy', 'loss', size=(12, 1)), sg.Radio('Logistic', 'loss', default=True, size=(12, 1))],
[sg.Radio('Hinge', 'loss', size=(12, 1)), sg.Radio('Huber', 'loss', size=(12, 1))],
[sg.Radio('Kullerback', 'loss', size=(12, 1)), sg.Radio('MAE(L1)', 'loss', size=(12, 1))],
[sg.Radio('MSE(L2)', 'loss', size=(12, 1)), sg.Radio('MB(L0)', 'loss', size=(12, 1))],
[sg.Submit(), sg.Cancel()]]
button, values = form.LayoutAndRead(layout)