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Adding .widget to function.
Adding .widget to function.

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interact.py
139 lines | 5.2 KiB | text/x-python | PythonLexer
"""Interact with functions using widgets.
"""
#-----------------------------------------------------------------------------
# Copyright (c) 2013, the IPython Development Team.
#
# Distributed under the terms of the Modified BSD License.
#
# The full license is in the file COPYING.txt, distributed with this software.
#-----------------------------------------------------------------------------
#-----------------------------------------------------------------------------
# Imports
#-----------------------------------------------------------------------------
from IPython.html.widgets import (Widget, TextWidget,
FloatSliderWidget, IntSliderWidget, CheckboxWidget, DropdownWidget,
ContainerWidget)
from IPython.display import display, clear_output
from IPython.utils.py3compat import string_types, unicode_type
#-----------------------------------------------------------------------------
# Classes and Functions
#-----------------------------------------------------------------------------
def _matches(o, pattern):
if not len(o) == len(pattern):
return False
comps = zip(o,pattern)
return all(isinstance(obj,kind) for obj,kind in comps)
def _get_min_max_value(min, max, value):
"""Return min, max, value given input values with possible None."""
if value is None:
if not max > min:
raise ValueError('max must be greater than min: (min={0}, max={1})'.format(min, max))
value = min + abs(min-max)/2
value = type(min)(value)
elif min is None and max is None:
if value == 0.0:
min, max, value = 0.0, 1.0, 0.5
elif value == 0:
min, max, value = 0, 1, 0
elif isinstance(value, float):
min, max = -value, 3.0*value
elif isinstance(value, int):
min, max = -value, 3*value
else:
raise TypeError('expected a number, got: %r' % number)
else:
raise ValueError('unable to infer range, value from: ({0}, {1}, {2})'.format(min, max, value))
return min, max, value
def _widget_abbrev(o):
if isinstance(o, string_types):
return TextWidget(value=unicode_type(o))
elif isinstance(o, dict):
labels = [unicode_type(k) for k in o]
values = o.values()
w = DropdownWidget(value=values[0], values=values, labels=labels)
return w
# Special case float and int == 0.0
# get_range(value):
elif isinstance(o, bool):
return CheckboxWidget(value=o)
elif isinstance(o, float):
min, max, value = _get_min_max_value(None, None, o)
return FloatSliderWidget(value=o, min=min, max=max)
elif isinstance(o, int):
min, max, value = _get_min_max_value(None, None, o)
return IntSliderWidget(value=o, min=min, max=max)
if isinstance(o, (list, tuple)):
if _matches(o, (int, int)):
min, max, value = _get_min_max_value(o[0], o[1], None)
return IntSliderWidget(value=value, min=min, max=max)
elif _matches(o, (int, int, int)):
min, max, value = _get_min_max_value(o[0], o[1], None)
return IntSliderWidget(value=value, min=min, max=max, step=o[2])
elif _matches(o, (float, float)):
min, max, value = _get_min_max_value(o[0], o[1], None)
return FloatSliderWidget(value=value, min=min, max=max)
elif _matches(o, (float, float, float)):
min, max, value = _get_min_max_value(o[0], o[1], None)
return FloatSliderWidget(value=value, min=min, max=max, step=o[2])
elif _matches(o, (float, float, int)):
min, max, value = _get_min_max_value(o[0], o[1], None)
return FloatSliderWidget(value=value, min=min, max=max, step=float(o[2]))
elif all(isinstance(x, string_types) for x in o):
return DropdownWidget(value=unicode_type(o[0]),
values=[unicode_type(k) for k in o])
def interactive(f, **kwargs):
"""Interact with a function using widgets."""
co = kwargs.pop('clear_output', True)
# First convert all args to Widget instances
widgets = []
container = ContainerWidget()
container.result = None
container.kwargs = dict()
for key, value in kwargs.items():
if isinstance(value, Widget):
widget = value
else:
widget = _widget_abbrev(value)
if widget is None:
raise ValueError("Object cannot be transformed to a Widget")
widget.description = key
widgets.append((key,widget))
widgets.sort(key=lambda e: e[1].__class__.__name__)
container.children = [e[1] for e in widgets]
# Build the callback
def call_f(name, old, new):
actual_kwargs = {}
for key, widget in widgets:
value = widget.value
container.kwargs[key] = value
actual_kwargs[key] = value
if co:
clear_output(wait=True)
container.result = f(**actual_kwargs)
# Wire up the widgets
for key, widget in widgets:
widget.on_trait_change(call_f, 'value')
container.on_displayed(lambda _: call_f(None, None, None))
return container
def interact(f, **kwargs):
w = interactive(f, **kwargs)
f.widget = w
display(w)