def semisynthetic_test_paper_1():
console.write_header("Loading Native symbols")
symbolClasses = loader.load_native_xls()
console.write_header("Loading Foreign symbols")
foreignClasses = loader.load_foreign_xls()
util.global_variables.CLASS_NUM = len(symbolClasses)
util.global_variables.CHAR_NUM = len(symbolClasses[0].learning_set[0].characteristicsValues)
# CREATE ELLIPSOIDS AND CUBOIDS FOR EACH LEARNING SET
console.write_header("Generating Convex and Compact Sets")
membership = BasicMembership(symbolClasses, False)
membership.shrink_objects(0) # just to write to he file
for i in range(0,5):
# Check native
membership.check_natives_ellipsoid_proper(symbolClasses[:],"foreign_REAL","foreign_REAL")
membership.check_natives_cuboid_proper(symbolClasses[:],"foreign_REAL","foreign_REAL")
# Check foreign
membership.check_foreign_ellipsoid(foreignClasses, "foreign_REAL")
membership.check_foreign_cuboids(foreignClasses, "foreign_REAL")
# Shrink
if i != 4:
membership.shrink_objects(5)
def synthetic_test_paper_1():
# CREATE CHAR_NUM CHARACTERISTICS
console.write_header("Creating Characteristics")
characteristics = []
data.generate_characteristic(characteristics)
# CREATE CLASS_NUM SYMBOL CLASSES
console.write_header(" Creating Symbol Classes")
symbolClasses = []
data.generate_symbol_classes(symbolClasses, characteristics)
# DISTORTION (UNIFORM)
console.write_header("Computing Homogeneous Distortion")
Distorter().create_homogeneus_cloud(symbolClasses)
# FOREIGN HOMOGENEOUS
console.write_header("Creating Homogeneous Foreign")
foreignClassesHomo = f_creator.create_homogeneous_foreign(symbolClasses, characteristics)
# FOREIGN NON-HOMOGENEOUS
console.write_header("Creating Non Homogeneous Foreign")
foreignClassesNonHomo = f_creator.create_non_homogeneous_foreign(symbolClasses)
# CREATE ELLIPSOIDS AND CUBOIDS FOR EACH LEARNING SET
console.write_header("Generating Convex and Compact Sets")
membership = BasicMembership(symbolClasses)
membership.shrink_objects(0) # just to write to he file
plot = Plot2D()
plot.renderPlot(symbolClasses, membership, ObjectType.ELLIPSOID)
plot.renderPlot(symbolClasses, membership, ObjectType.CUBOID)
for i in range(0,5):
# Check native
membership.check_natives_ellipsoid_proper(symbolClasses[:],"foreign_homo","foreign_non_homo")
membership.check_natives_cuboid_proper(symbolClasses[:],"foreign_homo","foreign_non_homo")
# Check foreign
membership.check_foreign_ellipsoid(foreignClassesHomo, "foreign_homo")
membership.check_foreign_ellipsoid(foreignClassesNonHomo, "foreign_non_homo")
membership.check_foreign_cuboids(foreignClassesHomo, "foreign_homo")
membership.check_foreign_cuboids(foreignClassesNonHomo, "foreign_non_homo")
# Shrink
if i != 4:
membership.shrink_objects(5)
plot.renderPlot(symbolClasses, membership, ObjectType.ELLIPSOID)
plot.renderPlot(symbolClasses, membership, ObjectType.CUBOID)