def test_image_plot_pull():
"""
Test plot_pull by comparing against a reference image generated via
`pytest --mpl-generate-path=tests/baseline`
"""
np.random.seed(42)
h = Hist(
axis.Regular(50,
-4,
4,
name="S",
label="s [units]",
underflow=False,
overflow=False)).fill(np.random.normal(size=100))
def pdf(x, a=1 / np.sqrt(2 * np.pi), x0=0, sigma=1, offset=0):
return a * np.exp(-((x - x0)**2) / (2 * sigma**2)) + offset
fig = plt.figure()
assert h.plot_pull(
pdf,
eb_color="black",
fp_color="blue",
ub_color="lightblue",
fit_fmt=r"{name} = {value:.3g} $\pm$ {error:.3g}",
)
return fig
def test_general_plot_pull():
"""
Test general plot_pull -- whether 1d-Hist can be plotted pull properly.
"""
np.random.seed(42)
h = Hist(
axis.Regular(50,
-4,
4,
name="S",
label="s [units]",
underflow=False,
overflow=False)).fill(np.random.normal(size=10))
def pdf(x, a=1 / np.sqrt(2 * np.pi), x0=0, sigma=1, offset=0):
return a * np.exp(-((x - x0)**2) / (2 * sigma**2)) + offset
assert h.plot_pull(
pdf,
eb_ecolor="crimson",
eb_mfc="crimson",
eb_mec="crimson",
eb_fmt="o",
eb_ms=6,
eb_capsize=1,
eb_capthick=2,
eb_alpha=0.8,
fp_c="chocolate",
fp_ls="-",
fp_lw=3,
fp_alpha=1.0,
bar_fc="orange",
pp_num=6,
pp_fc="orange",
pp_alpha=0.618,
pp_ec=None,
)
pdf_str = "a * np.exp(-((x - x0) ** 2) / (2 * sigma ** 2)) + offset"
assert h.plot_pull(pdf_str)
assert h.plot_pull("gauss")
assert h.plot_pull("gauss", likelihood=True)
# dimension error
hh = Hist(
axis.Regular(50,
-4,
4,
name="X",
label="s [units]",
underflow=False,
overflow=False),
axis.Regular(50,
-4,
4,
name="Y",
label="s [units]",
underflow=False,
overflow=False),
).fill(np.random.normal(size=10), np.random.normal(size=10))
with pytest.raises(Exception):
hh.plot_pull(pdf)
# no eval-able variable
with pytest.raises(Exception):
h.plot_pull("1")
with pytest.raises(Exception):
h.plot_pull(1)
with pytest.raises(Exception):
h.plot_pull(0.1)
with pytest.raises(Exception):
h.plot_pull((1, 2))
with pytest.raises(Exception):
h.plot_pull([1, 2])
with pytest.raises(Exception):
h.plot_pull({"a": 1})
# wrong kwargs names
with pytest.raises(Exception):
h.plot_pull(pdf, abc="crimson", xyz="crimson")
with pytest.raises(Exception):
h.plot_pull(pdf, ecolor="crimson", mfc="crimson")
# not disabled params
h.plot_pull(pdf, eb_label="value")
h.plot_pull(pdf, fp_label="value")
h.plot_pull(pdf, ub_label="value")
h.plot_pull(pdf, bar_label="value")
h.plot_pull(pdf, pp_label="value")
# disabled params
with pytest.raises(Exception):
h.plot_pull(pdf, bar_width="value")
# wrong kwargs types
with pytest.raises(Exception):
h.plot_pull(pdf, eb_ecolor=1.0, eb_mfc=1.0) # kwargs should be str
plt.close("all")