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Random_Forest_GUI.py
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177 lines (149 loc) · 5.91 KB
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try:
from Tkinter import filedialog
from Tkinter import *
except ImportError:
from tkinter import filedialog
from tkinter import *
from src.Dataset import Dataset
from src.Forest import Forest
import ntpath
class GUI_Class:
"""Classe que implementa a interface gráfica da
aplicação"""
def __init__(self, name, favicon):
super(GUI_Class, self).__init__()
self.root = Tk()
self.app = Template(self.root)
# self.root.resizable(False, False)
self.root.title(name)
try:
self.root.call('wm', 'iconphoto',
self.root._w, PhotoImage(file=favicon))
except (OSError, TclError, NameError):
pass
def start(self):
self.root.mainloop()
class Template:
def __init__(self, master=None):
stdfont = ("Arial", "10")
self.filename = StringVar(value='')
self.filename_meta = StringVar(value='')
self.delimiter_char = StringVar(value=";")
self.ignore_attrib = StringVar()
self.T_value = IntVar()
# Choose dataset File Button
okBtton = Button(master, text="Dataset File", command=self.open_file,
width=12)
okBtton["font"] = stdfont
okBtton.grid(row=1, column=0, padx=5)
# Display the filename
self.filename_label = Label(master, text="No File Selected", width=32)
self.filename_label["font"] = stdfont + ('bold',)
self.filename_label.grid(row=1, column=1, sticky='W', padx=5, pady=5)
# Choose dataset_meta File Button
okBtton = Button(master, text="Metadata File",
command=self.open_file_meta, width=12)
okBtton["font"] = stdfont
okBtton.grid(row=2, column=0, padx=5)
# Display the Metadata filename
self.filename_meta_label = Label(
master, text="No File Selected", width=32)
self.filename_meta_label["font"] = stdfont + ('bold',)
self.filename_meta_label.grid(
row=2, column=1, sticky='W', padx=5, pady=5)
# delimiter character
delimiter_label = Label(master, text="delimiter Char: ")
delimiter_label["font"] = stdfont
delimiter_label.grid(row=3, column=0, sticky='W', padx=5, pady=20)
delimiter_entry = Entry(
master, width=1, textvariable=self.delimiter_char)
delimiter_entry["font"] = stdfont
delimiter_entry.grid(row=3, column=1, padx=5, pady=5, sticky="W")
# Forest Size
T_label = Label(master, text="Forest Length: ")
T_label["font"] = stdfont
T_label.grid(row=3, column=2, sticky='W', padx=5, pady=20)
T_entry = Entry(
master, width=5, textvariable=self.T_value)
T_entry["font"] = stdfont
T_entry.grid(row=3, column=3, padx=5, pady=5, sticky="W")
# Error Message
self.Error_Message = Label(
master, text="", width=64)
self.Error_Message["font"] = stdfont + ('bold',)
self.Error_Message['fg'] = "#ff3c3c"
self.Error_Message.grid(
row=4, columnspan=4, padx=5, pady=0)
####
# Load Dataset Button
self.okBtton = Button(master, text="Load Dataset",
command=self.load_db,
width=12)
self.okBtton["font"] = stdfont
self.okBtton["state"] = DISABLED
self.okBtton.grid(row=0, column=0, padx=5, pady=10)
# Print Tree Button
self.PrintButton = Button(master, text="Print Forest",
command=self.print_forest,
width=12)
self.PrintButton["font"] = stdfont
self.PrintButton["state"] = DISABLED
self.PrintButton.grid(row=0, column=1, padx=5, pady=10)
# Test Tree Button
self.TestTree = Button(master, text="Test Forest",
command=self.print_forest,
width=12)
self.TestTree["font"] = stdfont
self.TestTree["state"] = DISABLED
self.TestTree.grid(row=0, column=2,
columnspan=2, padx=5, pady=10)
def open_file(self):
self.filename = filedialog.askopenfilename()
self.filename_label['text'] = ntpath.basename(self.filename)
self.okBtton['state'] = 'normal'
def open_file_meta(self):
self.filename_meta = filedialog.askopenfilename()
self.filename_meta_label['text'] = ntpath.basename(self.filename_meta)
def load_db(self):
# Load DB
try:
self.db.close()
except AttributeError:
# db is not set
pass
try:
self.db = Dataset(
self.filename,
delimiter=self.delimiter_char.get(),
metadata=self.filename_meta)
self.Error_Message['fg'] = "#267f36"
self.Error_Message['text'] = "Dataset has been loaded successfully"
except Exception as e:
self.Error_Message['fg'] = "#ff3c3c"
self.Error_Message['text'] = e
return
def train_tree(self):
# Train Forest
try:
self.Forest.close()
except AttributeError:
# db is not set
pass
try:
self.Forest = Forest(
self.db, forest_length=self.T_value.get(), seed=None)
self.Error_Message['fg'] = "#267f36"
self.Error_Message['text'] = "Forest has been trained successfully"
self.PrintButton['state'] = 'normal'
except Exception as e:
self.Error_Message['fg'] = "#ff3c3c"
self.Error_Message['text'] = e
def print_forest(self):
try:
self.Forest.show()
except Exception as e:
self.Error_Message['fg'] = "#ff3c3c"
self.Error_Message['text'] = e
if __name__ == '__main__':
a = GUI_Class('Random Forest', '')
a.start()