def __init__(self, task, gamma):
env = gym.make(task)
LearningAgent.__init__(self, env)
self.discretizer = Discretizer(task)
self.numStates, self.numActions = self.discretizer.getStateActionInfo()
self.gamma = gamma
self.Q = np.zeros((self.numStates, self.numActions))
def ujiData(self):
if self.Checker.get() == 0:
try:
print(self.Algorithm.get())
if self.Algorithm.get() == "Gaussian NB":
self.ImportedFile.setDataUji()
self.GNB.uji(self.ImportedFile.getDataUji(), self,
self.ImportedFile)
elif self.Algorithm.get() == "Naive Bayes":
self.ImportedFile.setDataUji()
self.NaiveBayes.uji(self.ImportedFile.getDataUji(), self,
self.ImportedFile)
else:
msg.showerror(
"Terjadi Kesalahan",
"Data tidak bisa diuji pastikan data sudah diinput, dan model telah"
"dibuat")
except:
msg.showerror(
"Terjadi Kesalahan",
"Data tidak bisa diuji pastikan data sudah diinput, dan model telah"
"dibuat")
elif self.Checker.get() == 1:
try:
self.ImportedFile.setDataUji()
"""filename = 'dsc2019.sav'
loaded_dsc = pickle.load(open(filename, 'rb'))"""
DscUji = Discretizer(self.ImportedFile.getDataUji())
DscUji.applyUji(self.ObjDiskrit.getsplitvalue(), self)
print("datadscuji1")
#a = pd.read_csv('C://Users/halim/Documents/KULIAH/SEMESTER 8/uji344.csv')
#print(a)
#print("datadscuji2")
#print(DscUji.getdf())
self.NaiveBayes.uji(DscUji.getdf(), self, self.ImportedFile)
except:
msg.showerror(
"Terjadi Kesalahan",
"Data tidak bisa diuji pastikan data sudah diinput, bersifat numerik, dan "
"model latih telah dibuat")
def buttonPressDiskrit(self):
self.ButtonProsesDiskrit.configure(state='disabled')
self.ButtonLatih.configure(state='disabled')
self.ButtonUji.configure(state='disabled')
try:
self.ImportedFile.setDataDiskrit()
self.ObjDiskrit = Discretizer(self.ImportedFile.getDataDiskrit())
t = Thread(target=self.ObjDiskrit.train,
name='thread1',
daemon=True,
args=(self, ))
t.start()
self.Threadlist.append(t)
print(self.Threadlist)
except:
msg.showerror(
"Terjadi Kesalahan",
'Dataset tidak bisa didiskritisasi, pastikan dataset sudah dimasukkan'
)
self.ButtonProsesDiskrit.configure(state='normal')
self.ButtonLatih.configure(state='normal')
self.ButtonUji.configure(state='normal')
print(self.ObjDiskrit)
class QLearningAgent(LearningAgent):
numStates = 0
numActions = 2
state = 0
gamma = 0
Q = None
epsilon = .5 #turned out to be best
attenuation = .999
discretizer = None
def __init__(self, task, gamma):
env = gym.make(task)
LearningAgent.__init__(self, env)
self.discretizer = Discretizer(task)
self.numStates, self.numActions = self.discretizer.getStateActionInfo()
self.gamma = gamma
self.Q = np.zeros((self.numStates, self.numActions))
def getAction(self, para=None):
return self.discretizer.getAcionFromIndex(self.action)
def observe(self, observation, r):
# return
sP = self.discretizer.getStateFromObservation(observation)
aP = self.getEGAction(sP)
alpha = .25 # update Later
self.Q[self.state,
self.action] += (alpha *
(r + self.gamma * np.max(self.Q[sP, :]) -
self.Q[self.state, self.action]))
self.state = sP
self.action = aP
def getEGAction(self, sP):
if (random.random() < self.epsilon):
return random.randint(0, self.numActions - 1)
else:
return np.argmax(self.Q[sP, :])
def startNewEpisode(self, observation):
self.state = self.discretizer.getStateFromObservation(observation)
self.action = self.getEGAction(self.state)
self.epsilon *= self.attenuation
def runEpisode(self, actionPara=None):
env = self.env
epReward = 0
observation = env.reset()
self.startNewEpisode(observation)
done = False
nrSteps = 0
while done is False:
a = self.getAction(actionPara)
observation, reward, done, info = env.step(a)
nrSteps += 1
reward = -1
if (done):
if (nrSteps != self.maxSteps):
epReward = self.maxSteps - nrSteps
else:
epReward = -nrSteps
reward = epReward
self.observe(observation, reward)
return epReward
def learn(self, nrStages):
nrEpisodes = nrStages
epRewards = np.zeros(nrEpisodes, 'float32')
for episode in range(nrEpisodes):
epRewards[episode] = self.runEpisode()
return epRewards
def finishLearning(self):
self.epsilon = 0
def play(self, nrEpisodes):
env = self.env
for ep in range(nrEpisodes):
done = False
observation = env.reset()
self.startNewEpisode(observation)
while done is False:
env.render()
a = self.getAction()
observation, reward, done, _ = env.step(a)
self.observe(observation, reward)
def saveVideo(self, fileName, nrEpisodes):
import cv2 as opencv
env = self.env
fourcc = opencv.VideoWriter_fourcc(*'MJPG')
videoWriter = opencv.VideoWriter(fileName, fourcc, 50, (600, 400))
for ep in range(nrEpisodes):
done = False
observation = env.reset()
self.startNewEpisode(observation)
while done is False:
img = env.render('rgb_array')
img[:, :, :] = img[:, :, [2, 1, 0]]
videoWriter.write(img.astype('uint8'))
a = self.getAction()
observation, reward, done, _ = env.step(a)
self.observe(observation, reward)
class Interface:
def __init__(self, top):
'''This class configures and populates the toplevel window.
top is the toplevel containing window.'''
__bgcolor = '#d9d9d9' # X11 color: 'gray85'
__fgcolor = '#000000' # X11 color: 'black'
__compcolor = '#d9d9d9' # X11 color: 'gray85'
_ana1color = '#d9d9d9' # X11 color: 'gray85'
__ana2color = '#ececec' # Closest X11 color: 'gray92'
font10 = "-family {Segoe UI} -size 11 -weight bold -slant " \
"roman -underline 0 -overstrike 0"
font11 = "-family {Segoe UI} -size 12 -weight bold -slant " \
"roman -underline 0 -overstrike 0"
self.style = ttk.Style()
if sys.platform == "win32":
self.style.theme_use('winnative')
self.style.configure('.', background=__bgcolor)
self.style.configure('.', foreground=__fgcolor)
self.style.configure('.', font="TkDefaultFont")
self.style.map('.',
background=[('selected', __compcolor),
('active', __ana2color)])
top.geometry("495x532+663+175")
top.title("Klasifikasi")
top.configure(background="#d9d9d9")
self.FrameDiskritisasi = tk.Frame(top)
self.FrameDiskritisasi.place(relx=0.061,
rely=0.038,
relheight=0.254,
relwidth=0.899)
self.FrameDiskritisasi.configure(relief='groove')
self.FrameDiskritisasi.configure(borderwidth="2")
self.FrameDiskritisasi.configure(relief='groove')
self.FrameDiskritisasi.configure(background="#d9d9d9")
self.FrameDiskritisasi.configure(width=445)
self.ButtonDiskritisasi = tk.Button(self.FrameDiskritisasi)
self.ButtonDiskritisasi.place(relx=0.045,
rely=0.222,
height=24,
width=97)
self.ButtonDiskritisasi.configure(activebackground="#ececec")
self.ButtonDiskritisasi.configure(activeforeground="#000000")
self.ButtonDiskritisasi.configure(background="#d9d9d9")
self.ButtonDiskritisasi.configure(disabledforeground="#a3a3a3")
self.ButtonDiskritisasi.configure(foreground="#000000")
self.ButtonDiskritisasi.configure(highlightbackground="#d9d9d9")
self.ButtonDiskritisasi.configure(highlightcolor="black")
self.ButtonDiskritisasi.configure(pady="0")
self.ButtonDiskritisasi.configure(text='''Input Data''')
self.ButtonDiskritisasi.configure(width=97)
self.ButtonDiskritisasi.configure(command=self.setFileDiskrit)
self.ProgressBar = ttk.Progressbar(top)
self.ProgressBar.place(relx=0.37, rely=0.245)
self.ProgressBar.configure(mode="indeterminate")
self.ProgressBar.lower(self.FrameDiskritisasi)
self.AlamatDiskritisasi = tk.Text(self.FrameDiskritisasi)
self.AlamatDiskritisasi.place(relx=0.315,
rely=0.222,
relheight=0.278,
relwidth=0.593)
self.AlamatDiskritisasi.configure(background="white")
self.AlamatDiskritisasi.configure(font="TkTextFont")
self.AlamatDiskritisasi.configure(foreground="black")
self.AlamatDiskritisasi.configure(highlightbackground="#d9d9d9")
self.AlamatDiskritisasi.configure(highlightcolor="black")
self.AlamatDiskritisasi.configure(insertbackground="black")
self.AlamatDiskritisasi.configure(selectbackground="#c4c4c4")
self.AlamatDiskritisasi.configure(selectforeground="black")
self.AlamatDiskritisasi.configure(state='disabled')
self.AlamatDiskritisasi.configure(width=264)
self.AlamatDiskritisasi.configure(wrap='word')
self.ButtonProsesDiskrit = tk.Button(self.FrameDiskritisasi)
self.ButtonProsesDiskrit.place(relx=0.315,
rely=0.593,
height=24,
width=127)
self.ButtonProsesDiskrit.configure(activebackground="#ececec")
self.ButtonProsesDiskrit.configure(activeforeground="#000000")
self.ButtonProsesDiskrit.configure(background="#d9d9d9")
self.ButtonProsesDiskrit.configure(disabledforeground="#a3a3a3")
self.ButtonProsesDiskrit.configure(foreground="#000000")
self.ButtonProsesDiskrit.configure(highlightbackground="#d9d9d9")
self.ButtonProsesDiskrit.configure(highlightcolor="black")
self.ButtonProsesDiskrit.configure(pady="0")
self.ButtonProsesDiskrit.configure(text='''Diskritisasi Data''')
self.ButtonProsesDiskrit.configure(width=127)
self.ButtonProsesDiskrit.configure(command=self.buttonPressDiskrit)
self.LabelWaktuDiskrit = tk.Label(top)
self.LabelWaktuDiskrit.place(relx=0.59,
rely=0.24,
height=21,
width=180)
self.LabelWaktuDiskrit.configure(background="#d9d9d9")
self.LabelWaktuDiskrit.configure(disabledforeground="#a3a3a3")
self.LabelWaktuDiskrit.configure(foreground="#000000")
self.LabelWaktuDiskrit.lower(self.FrameDiskritisasi)
self.Frame2 = tk.Frame(top)
self.Frame2.place(relx=0.061,
rely=0.32,
relheight=0.57,
relwidth=0.899)
self.Frame2.configure(relief='groove')
self.Frame2.configure(borderwidth="2")
self.Frame2.configure(relief='groove')
self.Frame2.configure(background="#d9d9d9")
self.Frame2.configure(width=445)
self.LabelLatih = tk.Label(self.Frame2)
self.LabelLatih.place(relx=0.045, rely=0.09, height=26, width=41)
self.LabelLatih.configure(activeforeground="#000000")
self.LabelLatih.configure(background="#d9d9d9")
self.LabelLatih.configure(disabledforeground="#a3a3a3")
self.LabelLatih.configure(font=font10)
self.LabelLatih.configure(foreground="#000000")
self.LabelLatih.configure(text='''Latih''')
self.ButtonDataLatih = tk.Button(self.Frame2)
self.ButtonDataLatih.place(relx=0.045,
rely=0.179,
height=24,
width=117)
self.ButtonDataLatih.configure(activebackground="#ececec")
self.ButtonDataLatih.configure(activeforeground="#000000")
self.ButtonDataLatih.configure(background="#d9d9d9")
self.ButtonDataLatih.configure(disabledforeground="#a3a3a3")
self.ButtonDataLatih.configure(foreground="#000000")
self.ButtonDataLatih.configure(highlightbackground="#d9d9d9")
self.ButtonDataLatih.configure(highlightcolor="black")
self.ButtonDataLatih.configure(pady="0")
self.ButtonDataLatih.configure(text='''Input Data Latih''')
self.ButtonDataLatih.configure(width=117)
self.ButtonDataLatih.configure(command=self.setFileLatih)
self.AlamatDataLatih = tk.Text(self.Frame2)
self.AlamatDataLatih.place(relx=0.382,
rely=0.179,
relheight=0.102,
relwidth=0.503)
self.AlamatDataLatih.configure(background="white")
self.AlamatDataLatih.configure(font="TkTextFont")
self.AlamatDataLatih.configure(foreground="black")
self.AlamatDataLatih.configure(highlightbackground="#d9d9d9")
self.AlamatDataLatih.configure(highlightcolor="black")
self.AlamatDataLatih.configure(insertbackground="black")
self.AlamatDataLatih.configure(selectbackground="#c4c4c4")
self.AlamatDataLatih.configure(selectforeground="black")
self.AlamatDataLatih.configure(state='disabled')
self.AlamatDataLatih.configure(width=224)
self.AlamatDataLatih.configure(wrap='word')
self.ButtonLatih = tk.Button(self.Frame2)
self.ButtonLatih.place(relx=0.315, rely=0.418, height=24, width=117)
self.ButtonLatih.configure(activebackground="#ececec")
self.ButtonLatih.configure(activeforeground="#000000")
self.ButtonLatih.configure(background="#d9d9d9")
self.ButtonLatih.configure(disabledforeground="#a3a3a3")
self.ButtonLatih.configure(foreground="#000000")
self.ButtonLatih.configure(highlightbackground="#d9d9d9")
self.ButtonLatih.configure(highlightcolor="black")
self.ButtonLatih.configure(pady="0")
self.ButtonLatih.configure(text='''Latih Data''')
self.ButtonLatih.configure(width=117)
self.ButtonLatih.configure(command=self.latihData)
self.Algorithm = tk.StringVar()
self.TComboAlgoritma = ttk.Combobox(self.Frame2)
self.TComboAlgoritma.place(relx=0.382,
rely=0.299,
relheight=0.063,
relwidth=0.389)
self.TComboAlgoritma.configure(textvariable='tes_support.combobox')
self.TComboAlgoritma.configure(width=173)
self.TComboAlgoritma.configure(takefocus="")
self.TComboAlgoritma.configure(values=['Naive Bayes', 'Gaussian NB'])
self.TComboAlgoritma.configure(state="readonly")
self.TComboAlgoritma.configure(textvariable=self.Algorithm)
self.TComboAlgoritma.bind('<<ComboboxSelected>>', self.checkBoxEnabler)
self.LabelAlgoritma = tk.Label(self.Frame2)
self.LabelAlgoritma.place(relx=0.045, rely=0.299, height=21, width=113)
self.LabelAlgoritma.configure(background="#d9d9d9")
self.LabelAlgoritma.configure(disabledforeground="#a3a3a3")
self.LabelAlgoritma.configure(foreground="#000000")
self.LabelAlgoritma.configure(text='''Algoritma Klasifikasi''')
self.LabelUji = tk.Label(self.Frame2)
self.LabelUji.place(relx=0.045, rely=0.567, height=26, width=25)
self.LabelUji.configure(background="#d9d9d9")
self.LabelUji.configure(disabledforeground="#a3a3a3")
self.LabelUji.configure(font=font10)
self.LabelUji.configure(foreground="#000000")
self.LabelUji.configure(text='''Uji''')
self.ButtonDataUji = tk.Button(self.Frame2)
self.ButtonDataUji.place(relx=0.045, rely=0.657, height=24, width=117)
self.ButtonDataUji.configure(activebackground="#ececec")
self.ButtonDataUji.configure(activeforeground="#000000")
self.ButtonDataUji.configure(background="#d9d9d9")
self.ButtonDataUji.configure(disabledforeground="#a3a3a3")
self.ButtonDataUji.configure(foreground="#000000")
self.ButtonDataUji.configure(highlightbackground="#d9d9d9")
self.ButtonDataUji.configure(highlightcolor="black")
self.ButtonDataUji.configure(pady="0")
self.ButtonDataUji.configure(text='''Input Data Uji''')
self.ButtonDataUji.configure(width=117)
self.ButtonDataUji.configure(command=self.setFileUji)
self.Checker = tk.IntVar()
self.CheckModelDiskrit = tk.Checkbutton(self.Frame2)
self.CheckModelDiskrit.place(relx=0.034,
rely=0.726,
relheight=0.075,
relwidth=0.333)
self.CheckModelDiskrit.configure(activebackground="#ececec")
self.CheckModelDiskrit.configure(activeforeground="#000000")
self.CheckModelDiskrit.configure(background="#d9d9d9")
self.CheckModelDiskrit.configure(disabledforeground="#a3a3a3")
self.CheckModelDiskrit.configure(foreground="#000000")
self.CheckModelDiskrit.configure(highlightbackground="#d9d9d9")
self.CheckModelDiskrit.configure(highlightcolor="black")
self.CheckModelDiskrit.configure(justify='left')
self.CheckModelDiskrit.configure(state='disabled')
self.CheckModelDiskrit.configure(text='''Gunakan Model Diskrit''')
self.CheckModelDiskrit.configure(variable=self.Checker)
self.AlamatDataUji = tk.Text(self.Frame2)
self.AlamatDataUji.place(relx=0.382,
rely=0.657,
relheight=0.102,
relwidth=0.503)
self.AlamatDataUji.configure(background="white")
self.AlamatDataUji.configure(font="TkTextFont")
self.AlamatDataUji.configure(foreground="black")
self.AlamatDataUji.configure(highlightbackground="#d9d9d9")
self.AlamatDataUji.configure(highlightcolor="black")
self.AlamatDataUji.configure(insertbackground="black")
self.AlamatDataUji.configure(selectbackground="#c4c4c4")
self.AlamatDataUji.configure(selectforeground="black")
self.AlamatDataUji.configure(state='disabled')
self.AlamatDataUji.configure(width=224)
self.AlamatDataUji.configure(wrap='word')
self.ButtonUji = tk.Button(self.Frame2)
self.ButtonUji.place(relx=0.315, rely=0.806, height=24, width=117)
self.ButtonUji.configure(activebackground="#ececec")
self.ButtonUji.configure(activeforeground="#000000")
self.ButtonUji.configure(background="#d9d9d9")
self.ButtonUji.configure(disabledforeground="#a3a3a3")
self.ButtonUji.configure(foreground="#000000")
self.ButtonUji.configure(highlightbackground="#d9d9d9")
self.ButtonUji.configure(highlightcolor="black")
self.ButtonUji.configure(pady="0")
self.ButtonUji.configure(text='''Uji Data''')
self.ButtonUji.configure(width=117)
self.ButtonUji.configure(command=self.ujiData)
self.LabelDiskrit = tk.Label(top)
self.LabelDiskrit.place(relx=0.101, rely=0.019, height=21, width=101)
self.LabelDiskrit.configure(background="#d9d9d9")
self.LabelDiskrit.configure(disabledforeground="#a3a3a3")
self.LabelDiskrit.configure(font=font11)
self.LabelDiskrit.configure(foreground="#000000")
self.LabelDiskrit.configure(text='''DISKRITISASI''')
self.LabelDiskrit.configure(width=101)
self.LabelKlasifikasi = tk.Label(top)
self.LabelKlasifikasi.place(relx=0.101,
rely=0.301,
height=21,
width=109)
self.LabelKlasifikasi.configure(activeforeground="#000000")
self.LabelKlasifikasi.configure(background="#d9d9d9")
self.LabelKlasifikasi.configure(disabledforeground="#a3a3a3")
self.LabelKlasifikasi.configure(font=font10)
self.LabelKlasifikasi.configure(foreground="#000000")
self.LabelKlasifikasi.configure(text='''KLASIFIKASI''')
self.LabelKlasifikasi.configure(width=109)
self.LabelModelLatih = tk.Label(top)
self.LabelModelLatih.place(relx=0.629, rely=0.56, height=21, width=116)
self.LabelModelLatih.configure(background="#d9d9d9")
self.LabelModelLatih.configure(disabledforeground="#a3a3a3")
self.LabelModelLatih.configure(foreground="#000000")
self.LabelModelLatih.configure(text='''Model Latih Tersedia''')
self.LabelModelLatih.lower(self.Frame2)
self.LabelWaktuLatih = tk.Label(top)
self.LabelWaktuLatih.place(relx=0.61, rely=0.62, height=21, width=140)
self.LabelWaktuLatih.configure(background="#d9d9d9")
self.LabelWaktuLatih.configure(disabledforeground="#a3a3a3")
self.LabelWaktuLatih.configure(foreground="#000000")
self.LabelWaktuLatih.lower(self.Frame2)
self.LabelWaktuUji = tk.Label(top)
self.LabelWaktuUji.place(relx=0.6, rely=0.84, height=21, width=140)
self.LabelWaktuUji.configure(background="#d9d9d9")
self.LabelWaktuUji.configure(disabledforeground="#a3a3a3")
self.LabelWaktuUji.configure(foreground="#000000")
self.LabelWaktuUji.configure(text="OMEGALUL3")
self.LabelWaktuUji.lower(self.Frame2)
self.LabelAkurasi = tk.Label(top)
self.LabelAkurasi.place(relx=0.6, rely=0.76, height=21, width=140)
self.LabelAkurasi.configure(background="#d9d9d9")
self.LabelAkurasi.configure(disabledforeground="#a3a3a3")
self.LabelAkurasi.configure(foreground="#000000")
self.LabelAkurasi.configure(text="OMEGALUL")
self.LabelAkurasi.lower(self.Frame2)
self.LabelWaktuApply = tk.Label(top)
self.LabelWaktuApply.place(relx=0.6, rely=0.80, height=21, width=140)
self.LabelWaktuApply.configure(background="#d9d9d9")
self.LabelWaktuApply.configure(disabledforeground="#a3a3a3")
self.LabelWaktuApply.configure(foreground="#000000")
self.LabelWaktuApply.configure(text="OMEGALUL2")
self.LabelWaktuApply.lower(self.Frame2)
self.ImportedFile = FileImp()
self.ObjDiskrit = None
self.NaiveBayes = None
self.GNB = None
self.Threadlist = []
def setFileLatih(self):
PathLatih = tfd.askopenfilename()
self.AlamatDataLatih.config(state='normal')
if PathLatih[-3:] == "csv":
self.ImportedFile.setAlamatLatih(PathLatih)
self.AlamatDataLatih.delete(1.0, tk.END)
self.AlamatDataLatih.insert(1.0,
self.ImportedFile.getAlamatLatih())
elif PathLatih[-3:] != "csv" and PathLatih != "":
msg.showerror(
"Terjadi Kesalahan",
'Format dataset salah, file harus berekstensi .csv!')
self.AlamatDataLatih.config(state='disabled')
def setFileUji(self):
PathUji = tfd.askopenfilename()
self.AlamatDataUji.config(state='normal')
if PathUji[-3:] == "csv":
self.ImportedFile.setAlamatUji(PathUji)
self.AlamatDataUji.delete(1.0, tk.END)
print(self.ImportedFile.getAlamatUji())
self.AlamatDataUji.insert(1.0, self.ImportedFile.getAlamatUji())
elif PathUji[-3:] != "csv" and PathUji != "":
msg.showerror(
"Terjadi Kesalahan",
'Format dataset salah, file harus berekstensi .csv!')
self.AlamatDataUji.config(state='disabled')
def setFileDiskrit(self):
PathDiskrit = tfd.askopenfilename()
self.AlamatDiskritisasi.config(state='normal')
if PathDiskrit[-3:] == "csv":
self.ImportedFile.setAlamatDiskrit(PathDiskrit)
self.AlamatDiskritisasi.delete(1.0, tk.END)
self.AlamatDiskritisasi.insert(
1.0, self.ImportedFile.getAlamatDiskrit())
elif PathDiskrit[-3:] != "csv" and PathDiskrit != "":
msg.showerror(
"Terjadi Kesalahan",
'Format dataset salah, file harus berekstensi .csv!')
self.AlamatDiskritisasi.config(state='disabled')
def buttonPressDiskrit(self):
self.ButtonProsesDiskrit.configure(state='disabled')
self.ButtonLatih.configure(state='disabled')
self.ButtonUji.configure(state='disabled')
try:
self.ImportedFile.setDataDiskrit()
self.ObjDiskrit = Discretizer(self.ImportedFile.getDataDiskrit())
t = Thread(target=self.ObjDiskrit.train,
name='thread1',
daemon=True,
args=(self, ))
t.start()
self.Threadlist.append(t)
print(self.Threadlist)
except:
msg.showerror(
"Terjadi Kesalahan",
'Dataset tidak bisa didiskritisasi, pastikan dataset sudah dimasukkan'
)
self.ButtonProsesDiskrit.configure(state='normal')
self.ButtonLatih.configure(state='normal')
self.ButtonUji.configure(state='normal')
print(self.ObjDiskrit)
def latihData(self):
if (self.Algorithm.get() == "Naive Bayes"):
try:
print("NB")
self.ImportedFile.setDataLatih()
print(self.ImportedFile.getDataLatih())
self.NaiveBayes = NaiveBayes(self.ImportedFile.getDataLatih())
latihstart = time.clock()
self.NaiveBayes.latih()
waktu = time.clock() - latihstart
waktu = round(waktu, 2)
self.LabelWaktuLatih.configure(text="Waktu Latih: " +
str(waktu) + " detik")
self.LabelWaktuLatih.lift(self.Frame2)
self.LabelModelLatih.lift(self.Frame2)
except:
msg.showerror("Terjadi Kesalahan",
"Pastikan dataset sudah diinput!")
elif (self.Algorithm.get() == "Gaussian NB"):
print(0)
try:
print("GNB")
self.ImportedFile.setDataLatih()
print(self.ImportedFile.getDataLatih())
self.GNB = GNaiveBayes(self.ImportedFile.getDataLatih())
latihstart = time.clock()
self.GNB.latih()
waktu = time.clock() - latihstart
waktu = round(waktu, 2)
self.LabelWaktuLatih.configure(text="Waktu Latih: " +
str(waktu) + " detik")
self.LabelWaktuLatih.lift(self.Frame2)
self.LabelModelLatih.lift(self.Frame2)
except:
msg.showerror(
"Terjadi Kesalahan",
"Pastikan dataset sudah diinput, dan bersifat numerik atau kontinyu!"
)
else:
msg.showerror(
"Terjadi Kesalahan",
"Harap masukkan data atau pilih algoritma terlebih dahulu")
def ujiData(self):
if self.Checker.get() == 0:
try:
print(self.Algorithm.get())
if self.Algorithm.get() == "Gaussian NB":
self.ImportedFile.setDataUji()
self.GNB.uji(self.ImportedFile.getDataUji(), self,
self.ImportedFile)
elif self.Algorithm.get() == "Naive Bayes":
self.ImportedFile.setDataUji()
self.NaiveBayes.uji(self.ImportedFile.getDataUji(), self,
self.ImportedFile)
else:
msg.showerror(
"Terjadi Kesalahan",
"Data tidak bisa diuji pastikan data sudah diinput, dan model telah"
"dibuat")
except:
msg.showerror(
"Terjadi Kesalahan",
"Data tidak bisa diuji pastikan data sudah diinput, dan model telah"
"dibuat")
elif self.Checker.get() == 1:
try:
self.ImportedFile.setDataUji()
"""filename = 'dsc2019.sav'
loaded_dsc = pickle.load(open(filename, 'rb'))"""
DscUji = Discretizer(self.ImportedFile.getDataUji())
DscUji.applyUji(self.ObjDiskrit.getsplitvalue(), self)
print("datadscuji1")
#a = pd.read_csv('C://Users/halim/Documents/KULIAH/SEMESTER 8/uji344.csv')
#print(a)
#print("datadscuji2")
#print(DscUji.getdf())
self.NaiveBayes.uji(DscUji.getdf(), self, self.ImportedFile)
except:
msg.showerror(
"Terjadi Kesalahan",
"Data tidak bisa diuji pastikan data sudah diinput, bersifat numerik, dan "
"model latih telah dibuat")
def saveFile(self, namawindow):
alamat = tfd.asksaveasfilename(title=namawindow)
#self.ButtonUji.configure(state='normal')
#self.ButtonLatih.configure(state='normal')
return alamat
def checkBoxEnabler(self, event=None):
print('ok')
if event:
if self.Algorithm.get(
) == 'Naive Bayes' and self.ObjDiskrit is not None:
print('ok3')
print(self.Checker)
self.CheckModelDiskrit.configure(state="normal")
else:
self.CheckModelDiskrit.configure(state="disabled")