def test_inverse_genius_domain(normalize):
issues, _ = Issue.from_xml_str(
open(
pkg_resources.resource_filename(
"negmas", resource_name="tests/data/Laptop/Laptop-C-domain.xml"
),
"r",
).read(),
)
u, _ = UtilityFunction.from_xml_str(
open(
pkg_resources.resource_filename(
"negmas", resource_name="tests/data/Laptop/Laptop-C-prof1.xml"
),
"r",
).read(),
force_single_issue=False,
normalize_utility=normalize,
)
u.init_inverse(issues=issues)
for i in range(100):
v = u(u.inverse(i / 100.0, eps=(0.001, 0.1), assume_normalized=normalize))
assert v-1e-3 <= v <= v+0.1
def test_normalization():
u, _ = UtilityFunction.from_xml_str(
open(
pkg_resources.resource_filename(
"negmas", resource_name="tests/data/Laptop/Laptop-C-prof1.xml"
),
"r",
).read(),
force_single_issue=True,
normalize_utility=False,
)
assert abs(u(("Dell+60 Gb+19'' LCD",)) - 21.987727736172488) < 0.000001
assert abs(u(("HP+80 Gb+20'' LCD",)) - 22.68559475583014) < 0.000001
gt_max = {
("Dell", "60 Gb", "19'' LCD"): 0.7328862913051053,
("Dell", "60 Gb", "20'' LCD"): 0.6150545888614856,
("Dell", "60 Gb", "23'' LCD"): 0.6739704400832954,
("Dell", "80 Gb", "19'' LCD"): 0.6068653140240788,
("Dell", "80 Gb", "20'' LCD"): 0.48903361158045916,
("Dell", "80 Gb", "23'' LCD"): 0.547949462802269,
("Dell", "120 Gb", "19'' LCD"): 0.4682422390149499,
("Dell", "120 Gb", "20'' LCD"): 0.3504105365713301,
("Dell", "120 Gb", "23'' LCD"): 0.40932638779313996,
("Macintosh", "60 Gb", "19'' LCD"): 0.851603495169503,
("Macintosh", "60 Gb", "20'' LCD"): 0.7337717927258832,
("Macintosh", "60 Gb", "23'' LCD"): 0.7926876439476931,
("Macintosh", "80 Gb", "19'' LCD"): 0.7255825178884765,
("Macintosh", "80 Gb", "20'' LCD"): 0.6077508154448569,
("Macintosh", "80 Gb", "23'' LCD"): 0.6666666666666666,
("Macintosh", "120 Gb", "19'' LCD"): 0.5869594428793475,
("Macintosh", "120 Gb", "20'' LCD"): 0.4691277404357278,
("Macintosh", "120 Gb", "23'' LCD"): 0.5280435916575378,
("HP", "60 Gb", "19'' LCD"): 1.0,
("HP", "60 Gb", "20'' LCD"): 0.8821682975563803,
("HP", "60 Gb", "23'' LCD"): 0.9410841487781901,
("HP", "80 Gb", "19'' LCD"): 0.8739790227189735,
("HP", "80 Gb", "20'' LCD"): 0.7561473202753539,
("HP", "80 Gb", "23'' LCD"): 0.8150631714971638,
("HP", "120 Gb", "19'' LCD"): 0.7353559477098447,
("HP", "120 Gb", "20'' LCD"): 0.6175242452662248,
("HP", "120 Gb", "23'' LCD"): 0.6764400964880347,
}
gt_range = {
("Dell", "60 Gb", "19'' LCD"): 0.5887961185746265,
("Dell", "60 Gb", "20'' LCD"): 0.40740200879076527,
("Dell", "60 Gb", "23'' LCD"): 0.4980990636826959,
("Dell", "80 Gb", "19'' LCD"): 0.39479516200759546,
("Dell", "80 Gb", "20'' LCD"): 0.21340105222373418,
("Dell", "80 Gb", "23'' LCD"): 0.3040981071156648,
("Dell", "120 Gb", "19'' LCD"): 0.1813941097838614,
("Dell", "120 Gb", "20'' LCD"): 0.0,
("Dell", "120 Gb", "23'' LCD"): 0.09069705489193064,
("Macintosh", "60 Gb", "19'' LCD"): 0.7715533992081258,
("Macintosh", "60 Gb", "20'' LCD"): 0.5901592894242645,
("Macintosh", "60 Gb", "23'' LCD"): 0.6808563443161952,
("Macintosh", "80 Gb", "19'' LCD"): 0.5775524426410947,
("Macintosh", "80 Gb", "20'' LCD"): 0.3961583328572335,
("Macintosh", "80 Gb", "23'' LCD"): 0.48685538774916415,
("Macintosh", "120 Gb", "19'' LCD"): 0.3641513904173608,
("Macintosh", "120 Gb", "20'' LCD"): 0.18275728063349939,
("Macintosh", "120 Gb", "23'' LCD"): 0.27345433552543014,
("HP", "60 Gb", "19'' LCD"): 1.0,
("HP", "60 Gb", "20'' LCD"): 0.8186058902161387,
("HP", "60 Gb", "23'' LCD"): 0.9093029451080693,
("HP", "80 Gb", "19'' LCD"): 0.8059990434329689,
("HP", "80 Gb", "20'' LCD"): 0.6246049336491076,
("HP", "80 Gb", "23'' LCD"): 0.7153019885410383,
("HP", "120 Gb", "19'' LCD"): 0.592597991209235,
("HP", "120 Gb", "20'' LCD"): 0.41120388142537345,
("HP", "120 Gb", "23'' LCD"): 0.501900936317304,
}
u, _ = UtilityFunction.from_xml_str(
open(
pkg_resources.resource_filename(
"negmas", resource_name="tests/data/Laptop/Laptop-C-prof1.xml"
),
"r",
).read(),
force_single_issue=False,
normalize_utility=True,
normalize_max_only=False,
keep_issue_names=True,
keep_value_names=True,
)
for k, v in gt_range.items():
assert abs(v - u(k)) < 1e-3, (k, v, u(k))
u, _ = UtilityFunction.from_xml_str(
open(
pkg_resources.resource_filename(
"negmas", resource_name="tests/data/Laptop/Laptop-C-prof1.xml"
),
"r",
).read(),
force_single_issue=False,
normalize_utility=True,
normalize_max_only=True,
keep_issue_names=True,
keep_value_names=True,
)
for k, v in gt_max.items():
assert abs(v - u(k)) < 1e-3, (k, v, u(k))
u, _ = UtilityFunction.from_xml_str(
open(
pkg_resources.resource_filename(
"negmas", resource_name="tests/data/Laptop/Laptop-C-prof1.xml"
),
"r",
).read(),
force_single_issue=True,
keep_issue_names=False,
keep_value_names=False,
normalize_utility=False,
)
assert abs(u((0,)) - 21.987727736172488) < 0.000001
u, _ = UtilityFunction.from_xml_str(
open(
pkg_resources.resource_filename(
"negmas", resource_name="tests/data/Laptop/Laptop-C-prof1.xml"
),
"r",
).read(),
force_single_issue=False,
normalize_utility=False,
)
assert (
abs(
u({"Laptop": "Dell", "Harddisk": "60 Gb", "External Monitor": "19'' LCD"})
- 21.987727736172488
)
< 0.000001
)
assert (
abs(
u({"Laptop": "HP", "Harddisk": "80 Gb", "External Monitor": "20'' LCD"})
- 22.68559475583014
)
< 0.000001
)
u, _ = UtilityFunction.from_xml_str(
open(
pkg_resources.resource_filename(
"negmas", resource_name="tests/data/Laptop/Laptop-C-prof1.xml"
),
"r",
).read(),
force_single_issue=True,
normalize_utility=True,
)
assert abs(u(("Dell+60 Gb+19'' LCD",)) - 0.599329436957658) < 0.1
assert abs(u(("HP+80 Gb+20'' LCD",)) - 0.6342209804130308) < 0.01
u, _ = UtilityFunction.from_xml_str(
open(
pkg_resources.resource_filename(
"negmas", resource_name="tests/data/Laptop/Laptop-C-prof1.xml"
),
"r",
).read(),
force_single_issue=True,
keep_issue_names=False,
keep_value_names=False,
normalize_utility=True,
)
assert abs(u((0,)) - 0.599329436957658) < 0.1
u, _ = UtilityFunction.from_xml_str(
open(
pkg_resources.resource_filename(
"negmas", resource_name="tests/data/Laptop/Laptop-C-prof1.xml"
),
"r",
).read(),
force_single_issue=False,
normalize_utility=True,
)
assert (
abs(
u({"Laptop": "Dell", "Harddisk": "60 Gb", "External Monitor": "19'' LCD"})
- 0.599329436957658
)
< 0.1
)
assert (
abs(
u({"Laptop": "HP", "Harddisk": "80 Gb", "External Monitor": "20'' LCD"})
- 0.6342209804130308
)
< 0.01
)
assert (
abs(
u({"Laptop": "HP", "Harddisk": "60 Gb", "External Monitor": "19'' LCD"})
- 1.0
)
< 0.0001
)