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test_preprocess_data.py
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386 lines (310 loc) · 15.7 KB
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from __future__ import (absolute_import, division, print_function)
import re
import numpy as np
import pytest
from matplotlib import _preprocess_data
# Notes on testing the plotting functions itself
# * the individual decorated plotting functions are tested in 'test_axes.py'
# * that pyplot functions accept a data kwarg is only tested in
# test_axes.test_pie_linewidth_0
# these two get used in multiple tests, so define them here
@_preprocess_data(replace_names=["x", "y"], label_namer="y")
def plot_func(ax, x, y, ls="x", label=None, w="xyz"):
return ("x: %s, y: %s, ls: %s, w: %s, label: %s" % (
list(x), list(y), ls, w, label))
@_preprocess_data(replace_names=["x", "y"], label_namer="y",
positional_parameter_names=["x", "y", "ls", "label", "w"])
def plot_func_varargs(ax, *args, **kwargs):
all_args = [None, None, "x", None, "xyz"]
for i, v in enumerate(args):
all_args[i] = v
for i, k in enumerate(["x", "y", "ls", "label", "w"]):
if k in kwargs:
all_args[i] = kwargs[k]
x, y, ls, label, w = all_args
return ("x: %s, y: %s, ls: %s, w: %s, label: %s" % (
list(x), list(y), ls, w, label))
all_funcs = [plot_func, plot_func_varargs]
all_func_ids = ['plot_func', 'plot_func_varargs']
def test_compiletime_checks():
"""test decorator invocations -> no replacements"""
def func(ax, x, y): pass
def func_args(ax, x, y, *args): pass
def func_kwargs(ax, x, y, **kwargs): pass
def func_no_ax_args(*args, **kwargs): pass
# this is ok
_preprocess_data(replace_names=["x", "y"])(func)
_preprocess_data(replace_names=["x", "y"])(func_kwargs)
# this has "enough" information to do all the replaces
_preprocess_data(replace_names=["x", "y"])(func_args)
# no positional_parameter_names but needed due to replaces
with pytest.raises(AssertionError):
# z is unknown
_preprocess_data(replace_names=["x", "y", "z"])(func_args)
with pytest.raises(AssertionError):
_preprocess_data(replace_names=["x", "y"])(func_no_ax_args)
# no replacements at all -> all ok...
_preprocess_data(replace_names=[], label_namer=None)(func)
_preprocess_data(replace_names=[], label_namer=None)(func_args)
_preprocess_data(replace_names=[], label_namer=None)(func_kwargs)
_preprocess_data(replace_names=[], label_namer=None)(func_no_ax_args)
# label namer is unknown
with pytest.raises(AssertionError):
_preprocess_data(label_namer="z")(func)
with pytest.raises(AssertionError):
_preprocess_data(label_namer="z")(func_args)
# but "ok-ish", if func has kwargs -> will show up at runtime :-(
_preprocess_data(label_namer="z")(func_kwargs)
_preprocess_data(label_namer="z")(func_no_ax_args)
def test_label_problems_at_runtime():
"""Tests for behaviour which would actually be nice to get rid of."""
@_preprocess_data(label_namer="z")
def func(*args, **kwargs):
pass
# This is a programming mistake: the parameter which should add the
# label is not present in the function call. Unfortunately this was masked
# due to the **kwargs usage
# This would be nice to handle as a compiletime check (see above...)
with pytest.warns(RuntimeWarning):
func(None, x="a", y="b")
def real_func(x, y):
pass
@_preprocess_data(label_namer="x")
def func(*args, **kwargs):
real_func(**kwargs)
# This sets a label although the function can't handle it.
with pytest.raises(TypeError):
func(None, x="a", y="b")
@pytest.mark.parametrize('func', all_funcs, ids=all_func_ids)
def test_function_call_without_data(func):
"""test without data -> no replacements"""
assert (func(None, "x", "y") ==
"x: ['x'], y: ['y'], ls: x, w: xyz, label: None")
assert (func(None, x="x", y="y") ==
"x: ['x'], y: ['y'], ls: x, w: xyz, label: None")
assert (func(None, "x", "y", label="") ==
"x: ['x'], y: ['y'], ls: x, w: xyz, label: ")
assert (func(None, "x", "y", label="text") ==
"x: ['x'], y: ['y'], ls: x, w: xyz, label: text")
assert (func(None, x="x", y="y", label="") ==
"x: ['x'], y: ['y'], ls: x, w: xyz, label: ")
assert (func(None, x="x", y="y", label="text") ==
"x: ['x'], y: ['y'], ls: x, w: xyz, label: text")
@pytest.mark.parametrize('func', all_funcs, ids=all_func_ids)
def test_function_call_with_dict_data(func):
"""Test with dict data -> label comes from the value of 'x' parameter """
data = {"a": [1, 2], "b": [8, 9], "w": "NOT"}
assert (func(None, "a", "b", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: b")
assert (func(None, x="a", y="b", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: b")
assert (func(None, "a", "b", label="", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: ")
assert (func(None, "a", "b", label="text", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: text")
assert (func(None, x="a", y="b", label="", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: ")
assert (func(None, x="a", y="b", label="text", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: text")
@pytest.mark.parametrize('func', all_funcs, ids=all_func_ids)
def test_function_call_with_dict_data_not_in_data(func):
"test for the case that one var is not in data -> half replaces, half kept"
data = {"a": [1, 2], "w": "NOT"}
assert (func(None, "a", "b", data=data) ==
"x: [1, 2], y: ['b'], ls: x, w: xyz, label: b")
assert (func(None, x="a", y="b", data=data) ==
"x: [1, 2], y: ['b'], ls: x, w: xyz, label: b")
assert (func(None, "a", "b", label="", data=data) ==
"x: [1, 2], y: ['b'], ls: x, w: xyz, label: ")
assert (func(None, "a", "b", label="text", data=data) ==
"x: [1, 2], y: ['b'], ls: x, w: xyz, label: text")
assert (func(None, x="a", y="b", label="", data=data) ==
"x: [1, 2], y: ['b'], ls: x, w: xyz, label: ")
assert (func(None, x="a", y="b", label="text", data=data) ==
"x: [1, 2], y: ['b'], ls: x, w: xyz, label: text")
@pytest.mark.parametrize('func', all_funcs, ids=all_func_ids)
def test_function_call_with_pandas_data(func, pd):
"""test with pandas dataframe -> label comes from data["col"].name """
data = pd.DataFrame({"a": np.array([1, 2], dtype=np.int32),
"b": np.array([8, 9], dtype=np.int32),
"w": ["NOT", "NOT"]})
assert (func(None, "a", "b", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: b")
assert (func(None, x="a", y="b", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: b")
assert (func(None, "a", "b", label="", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: ")
assert (func(None, "a", "b", label="text", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: text")
assert (func(None, x="a", y="b", label="", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: ")
assert (func(None, x="a", y="b", label="text", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: text")
def test_function_call_replace_all():
"""Test without a "replace_names" argument, all vars should be replaced"""
data = {"a": [1, 2], "b": [8, 9], "x": "xyz"}
@_preprocess_data(label_namer="y")
def func_replace_all(ax, x, y, ls="x", label=None, w="NOT"):
return "x: %s, y: %s, ls: %s, w: %s, label: %s" % (
list(x), list(y), ls, w, label)
assert (func_replace_all(None, "a", "b", w="x", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: b")
assert (func_replace_all(None, x="a", y="b", w="x", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: b")
assert (func_replace_all(None, "a", "b", w="x", label="", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: ")
assert (
func_replace_all(None, "a", "b", w="x", label="text", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: text")
assert (
func_replace_all(None, x="a", y="b", w="x", label="", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: ")
assert (
func_replace_all(None, x="a", y="b", w="x", label="text", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: text")
@_preprocess_data(label_namer="y")
def func_varags_replace_all(ax, *args, **kwargs):
all_args = [None, None, "x", None, "xyz"]
for i, v in enumerate(args):
all_args[i] = v
for i, k in enumerate(["x", "y", "ls", "label", "w"]):
if k in kwargs:
all_args[i] = kwargs[k]
x, y, ls, label, w = all_args
return "x: %s, y: %s, ls: %s, w: %s, label: %s" % (
list(x), list(y), ls, w, label)
# in the first case, we can't get a "y" argument,
# as we don't know the names of the *args
assert (func_varags_replace_all(None, x="a", y="b", w="x", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: b")
assert (
func_varags_replace_all(None, "a", "b", w="x", label="", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: ")
assert (
func_varags_replace_all(None, "a", "b", w="x", label="text",
data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: text")
assert (
func_varags_replace_all(None, x="a", y="b", w="x", label="",
data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: ")
assert (
func_varags_replace_all(None, x="a", y="b", w="x", label="text",
data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: text")
with pytest.warns(RuntimeWarning):
assert (func_varags_replace_all(None, "a", "b", w="x", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: None")
def test_no_label_replacements():
"""Test with "label_namer=None" -> no label replacement at all"""
@_preprocess_data(replace_names=["x", "y"], label_namer=None)
def func_no_label(ax, x, y, ls="x", label=None, w="xyz"):
return "x: %s, y: %s, ls: %s, w: %s, label: %s" % (
list(x), list(y), ls, w, label)
data = {"a": [1, 2], "b": [8, 9], "w": "NOT"}
assert (func_no_label(None, "a", "b", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: None")
assert (func_no_label(None, x="a", y="b", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: None")
assert (func_no_label(None, "a", "b", label="", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: ")
assert (func_no_label(None, "a", "b", label="text", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: text")
def test_more_args_than_pos_parameter():
@_preprocess_data(replace_names=["x", "y"], label_namer="y")
def func(ax, x, y, z=1):
pass
data = {"a": [1, 2], "b": [8, 9], "w": "NOT"}
with pytest.raises(RuntimeError):
func(None, "a", "b", "z", "z", data=data)
def test_function_call_with_replace_all_args():
"""Test with a "replace_all_args" argument, all *args should be replaced"""
data = {"a": [1, 2], "b": [8, 9], "x": "xyz"}
def funcy(ax, *args, **kwargs):
all_args = [None, None, "x", None, "NOT"]
for i, v in enumerate(args):
all_args[i] = v
for i, k in enumerate(["x", "y", "ls", "label", "w"]):
if k in kwargs:
all_args[i] = kwargs[k]
x, y, ls, label, w = all_args
return "x: %s, y: %s, ls: %s, w: %s, label: %s" % (
list(x), list(y), ls, w, label)
func = _preprocess_data(replace_all_args=True, replace_names=["w"],
label_namer="y")(funcy)
assert (func(None, "a", "b", w="x", label="", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: ")
assert (func(None, "a", "b", w="x", label="text", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: text")
func2 = _preprocess_data(replace_all_args=True, replace_names=["w"],
label_namer="y",
positional_parameter_names=["x", "y", "ls",
"label", "w"])(funcy)
assert (func2(None, "a", "b", w="x", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: b")
assert (func2(None, "a", "b", w="x", label="", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: ")
assert (func2(None, "a", "b", w="x", label="text", data=data) ==
"x: [1, 2], y: [8, 9], ls: x, w: xyz, label: text")
def test_docstring_addition():
@_preprocess_data()
def funcy(ax, *args, **kwargs):
"""Funcy does nothing"""
pass
assert re.search(r".*All positional and all keyword arguments\.",
funcy.__doc__)
assert not re.search(r".*All positional arguments\.", funcy.__doc__)
assert not re.search(r".*All arguments with the following names: .*",
funcy.__doc__)
@_preprocess_data(replace_all_args=True, replace_names=[])
def funcy(ax, x, y, z, bar=None):
"""Funcy does nothing"""
pass
assert re.search(r".*All positional arguments\.",
funcy.__doc__)
assert not re.search(r".*All positional and all keyword arguments\.",
funcy.__doc__)
assert not re.search(r".*All arguments with the following names: .*",
funcy.__doc__)
@_preprocess_data(replace_all_args=True, replace_names=["bar"])
def funcy(ax, x, y, z, bar=None):
"""Funcy does nothing"""
pass
assert re.search(r".*All positional arguments\.", funcy.__doc__)
assert re.search(r".*All arguments with the following names: 'bar'\.",
funcy.__doc__)
assert not re.search(r".*All positional and all keyword arguments\.",
funcy.__doc__)
@_preprocess_data(replace_names=["x", "bar"])
def funcy(ax, x, y, z, bar=None):
"""Funcy does nothing"""
pass
# lists can print in any order, so test for both x,bar and bar,x
assert re.search(r".*All arguments with the following names: '.*', '.*'\.",
funcy.__doc__)
assert re.search(r".*'x'.*", funcy.__doc__)
assert re.search(r".*'bar'.*", funcy.__doc__)
assert not re.search(r".*All positional and all keyword arguments\.",
funcy.__doc__)
assert not re.search(r".*All positional arguments\.",
funcy.__doc__)
def test_positional_parameter_names_as_function():
# Also test the _plot_arg_replacer for plot...
from matplotlib.axes._axes import _plot_args_replacer
@_preprocess_data(replace_names=["x", "y"],
positional_parameter_names=_plot_args_replacer)
def funcy(ax, *args, **kwargs):
return "{args} | {kwargs}".format(args=args, kwargs=kwargs)
# the normal case...
data = {"x": "X", "hy1": "Y"}
assert funcy(None, "x", "hy1", data=data) == "('X', 'Y') | {}"
assert funcy(None, "x", "hy1", "c", data=data) == "('X', 'Y', 'c') | {}"
# no arbitrary long args with data
with pytest.raises(ValueError):
assert (funcy(None, "x", "y", "c", "x", "y", "x", "y", data=data) ==
"('X', 'Y', 'c', 'X', 'Y', 'X', 'Y') | {}")
# In the two arg case, if a valid color spec is in data, we warn but use
# it as data...
data = {"x": "X", "y": "Y", "ro": "!!"}
with pytest.warns(RuntimeWarning):
assert funcy(None, "y", "ro", data=data) == "('Y', '!!') | {}"