def fourpeaks(savedir=None):
# With early stopping
t, r, timings = A2.fourpeaks(max_iter=np.inf,
early_stop=2000,
mimic_early_stop=50,
n_runs=10,
savedir=savedir)
def main():
print('\n***** Running Part B Question 1 *****')
A1.main()
print('\n***** Running Part B Question 3 *****')
A3a.main()
print('\n***** Running Part B Question 4 *****')
A3b.main()
print('\n***** Running Part B Question 5 *****')
A3c.main()
print('\n***** Running Part B Question 6 *****')
A3d.main()
print('\n***** Running Part B Question 2 *****')
A2.main()
print('\n\n***** ALL GRAPHS GENERATED ******')
def run(Ex):
if Ex == "1":
A1.a()
elif Ex == "2":
A2.b()
elif Ex == "3":
A3.c()
elif Ex == "4":
A4.d()
elif Ex == "5":
A5.e()
elif Ex == "6":
A6.f()
elif Ex == "7":
A7.g()
elif Ex == "8":
A8.h()
elif Ex == "9":
A9.i()
elif Ex == "10":
A10.j()
elif Ex == "intro":
Aintro.A()
else:
print "Invalid Exercise"
# ======================================================================================================================
# Task A1
model_A1 = A1.Model(settings.DATASET_CELEBRA_IMG, settings.DATASET_CELEBRA_CSV)
# if settings.TUNE_MODELS:
# model_A1.tune_model()
# else:
# model_A1.model = SVC(C=1)
# acc_A1_train = model_A1.train()
acc_A1_train = model_A1.train_cnn()
acc_A1_test = model_A1.test(settings.DATASET_CELEBRA_TEST_IMG, settings.DATASET_CELEBRA_TEST_CSV)
model_A1.cleanup()
# ======================================================================================================================
# Task A2
model_A2 = A2.Model(settings.DATASET_CELEBRA_IMG, settings.DATASET_CELEBRA_CSV)
if settings.TUNE_MODELS:
model_A2.tune_model()
else:
model_A2.model = SVC(C=10000, gamma=2.6826957952797274e-06)
acc_A2_train = model_A2.train()
acc_A2_test = model_A2.test(settings.DATASET_CELEBRA_TEST_IMG, settings.DATASET_CELEBRA_TEST_CSV)
model_A2.cleanup()
# ======================================================================================================================
# Task B1
model_B1 = B1.Model(settings.DATASET_CARTOON_IMG, settings.DATASET_CARTOON_CSV)
if settings.TUNE_MODELS:
model_B1.tune_model()
else:
model_B1.model = SVC(C=10, kernel='poly')
def B2(command, subject, player_input):
global success
if command == 1 or command == 2 or command == 4:
print
delay("A wall blocks your way.")
print
success = False
elif command == 3:
history.append('visited')
A2.A2_text(A2.history)
elif command == 5:
if subject.lower() in B2_inventory:
overall.main_character.inventory[subject] = B2_inventory[subject]
del B2_inventory[subject]
print
delay('%s has been added to inventory' % (subject))
elif subject.lower() in overall.main_character.inventory:
print
delay('%s already in inventory' % (subject))
else:
print
delay("Can not pick up %s" % (subject))
print
success = False
elif command == 6:
print
if subject.lower() in overall.main_character.inventory:
B2_inventory[subject] = overall.main_character.inventory[subject]
del overall.main_character.inventory[subject]
delay('%s has been removed from inventory' % (subject))
else:
delay('%s not in inventory' % (subject))
print
success = False
elif command == 7:
if subject.lower() == 'chest' and overall.if_empty(
B2_inventory) == False:
print
delay("The chest contains a: ")
print
for item in B2_inventory:
print
delay(item)
print
if overall.if_empty(B2_inventory) == True:
print
delay("This chest is empty")
print
print
if 'searched' not in history:
delay(
"TUTORIAL: To use an item, type 'use' and the name of the item you want to use."
)
print
print
delay(
"TUTORIAL: To view the description of an object in your inventory type 'analyze' and the name of the object."
)
print
print
history.append('searched')
elif subject.lower() == 'chest' and overall.if_empty(
B2_inventory) == True:
print
delay("This chest is empty")
print
else:
print
delay("Can not search %s" % (subject))
print
success = False
elif command == 8:
print
if subject.lower() in overall.main_character.inventory:
overall.main_character.inventory[subject].use()
if overall.main_character.inventory[
subject.lower()].form == 'food':
del overall.main_character.inventory[subject.lower()]
else:
delay('No %s in inventory' % (subject))
print
success = False
elif command == 9:
for item in overall.main_character.inventory:
print
delay(item)
print
if overall.if_empty(overall.main_character.inventory) == True:
print
delay("You have nothing in your inventory!")
print
success = False
elif command == 10:
print
if subject.lower() in overall.main_character.inventory:
overall.main_character.inventory[subject].describe()
else:
delay('%s not in inventory' % (subject))
print
success = False
elif command == 11:
print
overall.main_character.death()
success = False
else:
success = False
if success == False:
B2_reit(nothing)
import os
import platform
import A2
"""
@Author: Siddarth Krishnan
@Date: 10/14/2016
This function takes a filepath that is entered by the user and opens the file to be played
"""
def openFile(musicFilePath):
if platform.system() == 'Windows':
os.startfile(musicFilePath)
else:
os.system("open" + " " + musicFilePath)
input1 = input("Enter a path: ")
openFile(input1)
A2.run()
import sys
import A2
from PyQt5.QtWidgets import QApplication, QMainWindow
if __name__ == '_main_':
app = QApplication(sys.argv)
mainWindow = QMainWindow()
ui = A2.ui_MainWindow()
ui.setupUi(mainWindow)
mainWindow.show()
sys.exit(app.exec_())
import A2
from sklearn.ensemble import RandomForestClassifier
from sklearn.model_selection import train_test_split
# Random Forest for A2
A2 = A2.A2()
newX, newY = A2.preprocess('../Datasets/celeba/img',
'../Datasets/celeba/labels.csv')
X_train, X_test, y_train, y_test = train_test_split(newX,
newY,
test_size=0.2,
random_state=45)
rf = RandomForestClassifier(n_estimators=10)
rf.fit(X_train, y_train)
train_acc = rf.score(X_train, y_train)
test_acc = rf.score(X_test, y_test)
print('Random Forest accuracy:{:.4}', train_acc)
print('Random Forest validation accuracy:{:.4}', test_acc)
printHelp("Invalid argument '{0}'.".format(args[i + 1]))
elif (args[i] == '-s'):
s = args[i + 1].upper()
if (s == "BFS" or s == "DFS" or s == "UCS" or s == "GBF" or s == "A*1"
or s == "A*2"):
search = s
else:
printHelp("Invalid argument '{0}'.".format(s))
i += 1
# Runs the appropriate program with the appropriate starting state
# based on set variables
if (search == "BFS"):
print("\n=== {0} BREADTH FIRST SEARCH ===".format(difficulty[0]))
BFS.search(difficulty[1], goal)
elif (search == "DFS"):
print("\n=== {0} DEPTH FIRST SEARCH ===".format(difficulty[0]))
DFS.search(difficulty[1], goal)
elif (search == "UCS"):
print("\n=== {0} UNIFORM COST SEARCH ===".format(difficulty[0]))
UCS.search(difficulty[1], goal)
elif (search == "GBF"):
print("\n=== {0} GREEDY BEST-FIRST ===".format(difficulty[0]))
GBF.search(difficulty[1], goal)
elif (search == "A*1"):
print("\n=== {0} A*1 ===".format(difficulty[0]))
A1.search(difficulty[1], goal)
elif (search == "A*2"):
print("\n=== {0} A*2 ===".format(difficulty[0]))
A2.search(difficulty[1], goal)
import tools
import sys
homographDatabase = tools.loadDatabase("Database/homograph_database.txt")
sourceCode = tools.preprocessing(sys.argv[1])
result = A1.evaluate(sourceCode)
if result:
print("A1 Suspicious")
for line in result:
print(line)
else:
print("A1 Benign")
result = A2.evaluate(sourceCode)
if result:
print("A2 Suspicious")
for line in result:
print(line)
else:
print("A2 Benign")
result = A3.evaluate(sourceCode)
if result:
print("A3 Suspicious")
for line in result:
print(line)
else:
print("A3 Benign")
def A3(command, subject, player_input):
global success
if command == 1 or command == 3:
print
delay("A wall blocks your way.")
print
success = False
elif command == 2:
history.append('visited')
B3.B3_text(B3.history)
success = True
elif command == 4:
history.append('visited')
A2.A2_text(A2.history)
elif command == 5:
if subject.lower() in A3_inventory:
overall.main_character.inventory[subject] = A3_inventory[subject]
del A3_inventory[subject]
print
delay("%s has been added to inventory" %(subject))
elif subject.lower() in overall.enemy1.inventory:
overall.main_character.inventory[subject] = overall.enemy1.inventory[subject]
del overall.enemy1.inventory[subject]
print
delay('%s has been added to inventory' %(subject))
elif subject.lower() in overall.main_character.inventory:
print
delay('%s already in inventory' %(subject))
else:
print
delay("Can not pick up %s" %(subject))
print
success = False
elif command == 6:
print
if subject.lower() in overall.main_character.inventory:
A3_inventory[subject] = overall.main_character.inventory[subject]
del overall.main_character.inventory[subject]
delay('%s has been removed from inventory' %(subject))
else:
delay('%s not in inventory' %(subject))
print
success = False
elif command == 7:
if subject.lower() == 'enemy' and overall.if_empty(overall.enemy1.inventory) == False:
print
delay("The body of the enemy contains a: ")
print
for item in overall.enemy1.inventory:
print
delay(item)
print
print
elif subject.lower() == 'enemy' and overall.if_empty(overall.enemy1.inventory) == True:
print
delay("This body carries nothing on it")
print
else:
print
delay("Cannot search %s" %(subject))
print
print
success = False
elif command == 8:
print
if subject.lower() in overall.main_character.inventory:
overall.main_character.inventory[subject.lower()].use()
if overall.main_character.inventory[subject.lower()].form == 'food':
del overall.main_character.inventory[subject.lower()]
else:
delay('No %s in inventory' %(subject))
print
success = False
elif command == 9:
for item in overall.main_character.inventory:
print
delay(item)
print
if overall.if_empty(overall.main_character.inventory) == True:
print
delay("You have nothing in your inventory!")
print
success = False
elif command == 10:
print
if subject.lower() in overall.main_character.inventory:
overall.main_character.inventory[subject].describe()
else:
delay('%s not in inventory' %(subject))
print
success = False
elif command == 11:
print
overall.main_character.death()
success = False
else:
success = False
if success == False:
A3_reit(nothing)
def onemax(savedir=None):
t, r, timings = A2.onemax(max_iter=np.inf,
early_stop=1000,
mimic_early_stop=10,
n_runs=5,
savedir=savedir)
def flipflop(savedir=None):
t, r, timings = A2.flipflop(max_iter=np.inf,
early_stop=200,
mimic_early_stop=20,
n_runs=1,
savedir=savedir)
def tsp(savedir=None):
t, r, timings = A2.tsp(max_iter=np.inf,
early_stop=1000,
mimic_early_stop=50,
n_runs=5,
savedir=savedir)
def A1(command, subject, player_input):
global success
if command == 1:
history.append("visited")
A2.A2_text(A2.history)
success = True
elif command == 2 or command == 3:
print
delay("A wall blocks your way")
print
success = False
elif command == 4:
print
delay("This door is closed and sealed.")
print
success = False
elif command == 5:
if subject.lower() in A1_inventory:
overall.main_character.inventory[subject] = A1_inventory[subject]
del A1_inventory[subject]
print
delay("%s has been added to inventory" % (subject))
elif subject.lower() in overall.main_character.inventory:
print
delay('%s already in inventory' % (subject))
else:
print
delay("Can not pick up %s" % (subject))
print
success = False
elif command == 6:
print
if subject.lower() in overall.main_character.inventory:
A1_inventory[subject] = overall.main_character.inventory[subject]
del overall.main_character.inventory[subject]
delay('%s has been removed from inventory' % (subject))
else:
delay('%s not in inventory' % (subject))
print
success = False
elif command == 7:
print
delay("Nothing here to search")
print
success = False
elif command == 8:
print
if subject.lower() in overall.main_character.inventory:
overall.main_character.inventory[subject].use()
if overall.main_character.inventory[
subject.lower()].form == 'food':
del overall.main_character.inventory[subject.lower()]
else:
delay("No %s in inventory" % (subject))
print
success = False
elif command == 9:
for item in overall.main_character.inventory:
print
delay(item)
print
if overall.if_empty(overall.main_character.inventory) == True:
print
delay("You have nothing in your inventory!")
print
success = False
elif command == 10:
print
if subject.lower() in overall.main_character.inventory:
overall.main_character.inventory[subject].describe()
else:
delay("%s not in inventory" % (subject))
print
success = False
elif command == 11:
print
overall.main_character.death()
success = False
else:
success = False
if success == False:
A1_reit(nothing)