Utter interact insanity.

This involves a bunch of really complicated logic to handle the
different ways that function parameters can be processed in Python.
Most importantly, this includes support for *args in interact.
This commit is contained in:
Brian E. Granger 2014-02-01 16:06:40 -08:00 committed by MinRK
parent 55cddce784
commit dd9a6efaed
4 changed files with 154 additions and 64 deletions

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@ -9,4 +9,4 @@ from .widget_int import IntTextWidget, BoundedIntTextWidget, IntSliderWidget, In
from .widget_selection import RadioButtonsWidget, ToggleButtonsWidget, DropdownWidget, SelectWidget
from .widget_selectioncontainer import TabWidget, AccordionWidget
from .widget_string import HTMLWidget, LatexWidget, TextWidget, TextareaWidget
from .interaction import interact, interactive
from .interaction import interact, interactive, annotate

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@ -1,5 +1,4 @@
"""Interact with functions using widgets.
"""
"""Interact with functions using widgets."""
#-----------------------------------------------------------------------------
# Copyright (c) 2013, the IPython Development Team.
@ -13,10 +12,13 @@
# Imports
#-----------------------------------------------------------------------------
from __future__ import print_function
try: # Python >= 3.3
from inspect import signature, Parameter
except ImportError:
from IPython.utils.signatures import signature, Parameter
from inspect import getcallargs
from IPython.html.widgets import (Widget, TextWidget,
FloatSliderWidget, IntSliderWidget, CheckboxWidget, DropdownWidget,
@ -30,6 +32,7 @@ from IPython.utils.py3compat import string_types, unicode_type
def _matches(o, pattern):
"""Match a pattern of types in a sequence."""
if not len(o) == len(pattern):
return False
comps = zip(o,pattern)
@ -49,9 +52,9 @@ def _get_min_max_value(min, max, value):
elif value == 0:
min, max, value = 0, 1, 0
elif isinstance(value, float):
min, max = -value, 3.0*value
min, max = (-value, 3.0*value) if value > 0 else (3.0*value, -value)
elif isinstance(value, int):
min, max = -value, 3*value
min, max = (-value, 3*value) if value > 0 else (3*value, -value)
else:
raise TypeError('expected a number, got: %r' % value)
else:
@ -67,8 +70,6 @@ def _widget_abbrev_single_value(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):
@ -77,6 +78,8 @@ def _widget_abbrev_single_value(o):
elif isinstance(o, int):
min, max, value = _get_min_max_value(None, None, o)
return IntSliderWidget(value=o, min=min, max=max)
else:
return None
def _widget_abbrev(o):
"""Make widgets from abbreviations: single values, lists or tuples."""
@ -99,92 +102,157 @@ def _widget_abbrev(o):
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])
else:
return _widget_abbrev_single_value(o)
def _widget_or_abbrev(value):
if isinstance(value, Widget):
return value
def _widget_from_abbrev(abbrev):
"""Build a Widget intstance given an abbreviation or Widget."""
if isinstance(abbrev, Widget):
return abbrev
widget = _widget_abbrev(value)
widget = _widget_abbrev(abbrev)
if widget is None:
raise ValueError("%r cannot be transformed to a Widget" % value)
raise ValueError("%r cannot be transformed to a Widget" % abbrev)
return widget
def _widget_for_param(param, kwargs):
"""Get a widget for a parameter.
We look for, in this order:
- keyword arguments passed to interact[ive]() that match the parameter name.
- function annotations
- default values
Returns an instance of Widget, or None if nothing suitable is found.
Raises ValueError if the kwargs or annotation value cannot be made into
a widget.
"""
if param.name in kwargs:
return _widget_or_abbrev(kwargs.pop(param.name))
if param.annotation is not Parameter.empty:
return _widget_or_abbrev(param.annotation)
if param.default is not Parameter.empty:
# Returns None if it's not suitable
return _widget_abbrev_single_value(param.default)
return None
def _yield_abbreviations_for_parameter(param, args, kwargs):
"""Get an abbreviation for a function parameter."""
# print(param, args, kwargs)
name = param.name
kind = param.kind
ann = param.annotation
default = param.default
empty = Parameter.empty
if kind == Parameter.POSITIONAL_ONLY:
if args:
yield name, args.pop(0), False
elif ann is not empty:
yield name, ann, False
else:
yield None, None, None
elif kind == Parameter.POSITIONAL_OR_KEYWORD:
if name in kwargs:
yield name, kwargs.pop(name), True
elif args:
yield name, args.pop(0), False
elif ann is not empty:
if default is empty:
yield name, ann, False
else:
yield name, ann, True
elif default is not empty:
yield name, default, True
else:
yield None, None, None
elif kind == Parameter.VAR_POSITIONAL:
# In this case name=args or something and we don't actually know the names.
for item in args[::]:
args.pop(0)
yield '', item, False
elif kind == Parameter.KEYWORD_ONLY:
if name in kwargs:
yield name, kwargs.pop(name), True
elif ann is not empty:
yield name, ann, True
elif default is not empty:
yield name, default, True
else:
yield None, None, None
elif kind == Parameter.VAR_KEYWORD:
# In this case name=kwargs and we yield the items in kwargs with their keys.
for k, v in kwargs.copy().items():
kwargs.pop(k)
yield k, v, True
def interactive(f, **kwargs):
"""Build a group of widgets for setting the inputs to a function."""
def _find_abbreviations(f, args, kwargs):
"""Find the abbreviations for a function and args/kwargs passed to interact."""
new_args = []
new_kwargs = []
for param in signature(f).parameters.values():
for name, value, kw in _yield_abbreviations_for_parameter(param, args, kwargs):
if value is None:
raise ValueError('cannot find widget or abbreviation for argument: {!r}'.format(name))
if kw:
new_kwargs.append((name, value))
else:
new_args.append((name, value))
return new_args, new_kwargs
def _widgets_from_abbreviations(seq):
"""Given a sequence of (name, abbrev) tuples, return a sequence of Widgets."""
result = []
for name, abbrev in seq:
widget = _widget_from_abbrev(abbrev)
widget.description = name
result.append(widget)
return result
def interactive(f, *args, **kwargs):
"""Build a group of widgets to interact with a function."""
co = kwargs.pop('clear_output', True)
# First convert all args to Widget instances
widgets = []
args_widgets = []
kwargs_widgets = []
container = ContainerWidget()
container.result = None
container.args = []
container.kwargs = dict()
# Extract parameters from the function signature
for param in signature(f).parameters.values():
param_widget = _widget_for_param(param, kwargs)
if param_widget is not None:
param_widget.description = param.name
widgets.append(param_widget)
# Extra parameters from keyword args - we assume f takes **kwargs
for name, value in sorted(kwargs.items(), key = lambda x: x[0]):
widget = _widget_or_abbrev(value)
widget.description = name
widgets.append(widget)
# We need this to be a list as we iteratively pop elements off it
args = list(args)
kwargs = kwargs.copy()
new_args, new_kwargs = _find_abbreviations(f, args, kwargs)
# Before we proceed, let's make sure that the user has passed a set of args+kwargs
# that will lead to a valid call of the function. This protects against unspecified
# and doubly-specified arguments.
getcallargs(f, *[v for n,v in new_args], **{n:v for n,v in new_kwargs})
# Now build the widgets from the abbreviations.
args_widgets.extend(_widgets_from_abbreviations(new_args))
kwargs_widgets.extend(_widgets_from_abbreviations(new_kwargs))
kwargs_widgets.extend(_widgets_from_abbreviations(sorted(kwargs.items(), key = lambda x: x[0])))
# This has to be done as an assignment, not using container.children.append,
# so that traitlets notices the update.
container.children = widgets
container.children = args_widgets + kwargs_widgets
# Build the callback
def call_f(name, old, new):
actual_kwargs = {}
for widget in widgets:
container.args = []
for widget in args_widgets:
value = widget.value
container.args.append(value)
for widget in kwargs_widgets:
value = widget.value
container.kwargs[widget.description] = value
actual_kwargs[widget.description] = value
if co:
clear_output(wait=True)
container.result = f(**actual_kwargs)
container.result = f(*container.args, **container.kwargs)
# Wire up the widgets
for widget in widgets:
for widget in args_widgets:
widget.on_trait_change(call_f, 'value')
for widget in kwargs_widgets:
widget.on_trait_change(call_f, 'value')
container.on_displayed(lambda _: call_f(None, None, None))
return container
def interact(f, **kwargs):
def interact(f, *args, **kwargs):
"""Interact with a function using widgets."""
w = interactive(f, **kwargs)
w = interactive(f, *args, **kwargs)
f.widget = w
display(w)
def annotate(**kwargs):
"""Python 3 compatible function annotation for Python 2."""
if not kwargs:
raise ValueError('annotations must be provided as keyword arguments')
def dec(f):
if hasattr(f, '__annotations__'):
for k, v in kwargs.items():
f.__annotations__[k] = v
else:
f.__annotations__ = kwargs
return f
return dec

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@ -0,0 +1,22 @@
"""Test interact and interactive."""
#-----------------------------------------------------------------------------
# Copyright (C) 2014 The IPython Development Team
#
# Distributed under the terms of the BSD License. The full license is in
# the file COPYING, distributed as part of this software.
#-----------------------------------------------------------------------------
#-----------------------------------------------------------------------------
# Imports
#-----------------------------------------------------------------------------
import nose.tools as nt
from IPython.html.widgets import interact, interactive
from IPython.html.widgets import interaction
#-----------------------------------------------------------------------------
# Test functions
#-----------------------------------------------------------------------------