def __init__(self, models): """ :param models: either a sklearn model or a dictionary of models and their parameters. """ print('Initializing MultiModel...') self._dm = DataManager() self._models = [] init_str = '' if isinstance(models, dict): if 'load_from_file' in models.keys(): lff = models['load_from_file'] else: lff = False init_str = [mod.__name__ for mod in models['models'].keys()] for model, params in models['models'].items(): self._models.append( Model( model, self._dm, params['fixed_parameters'], params['optimizable_parameters'] ) ) if lff: self._models[-1].load_from_file() # Otherwise check if it's only a sklearn module. elif inspect.getmodule(models).__name__.split('.')[0] == 'sklearn': init_str = models.__name__ self._models.append(Model(models, self._dm)) print(f"Initialized a MultiModel with the following models : {init_str}")
def __init__(self, width, height, fps, speed, player_left, player_bottom): self.model = Model(width, height, speed) self.view = View(self.model, player_left, player_bottom) self.fps = fps self.clock = pygame.time.Clock() self.running = True self.start = True self.alive = False
def main(args): path = args.train_path path_valid = args.dev_path print("read_data....") data = read_data(path) # 训练集 data_valid = read_data(path_valid) # 验证集 # 参数设置 hidden_size = args.hidden_size char_size = args.convolutions embedding_size = args.embedding_size char_embed_size = args.char_embedding_size dropout = args.dropout kernel_size = args.kernel_size1 type = args.modeling_type output, char_set = get_structure(data) output_valid, char_set_valid = get_structure(data_valid) for char in char_set_valid: char_set.add(char) print("get char id") char_output, char_to_int, int_to_char, n_char = get_index(output, char_set) question_set = get_question_set(output) char_output_valid, x, y, z = get_index(output_valid, char_set) question_set_valid = get_question_set(output_valid) print("get word embedding") word_dict_question = get_word_embeddings(question_set, embedding_size) word_dict_context = get_word_embeddings(output['contexts'], embedding_size) word_dict_question_valid = get_word_embeddings(question_set_valid, embedding_size) word_dict_context_valid = get_word_embeddings(output_valid['contexts'], embedding_size) dataLoader = DataLoader(output, char_output, word_dict_context, word_dict_question) dataLoader_valid = DataLoader(output_valid, char_output_valid, word_dict_context_valid, word_dict_question_valid) model = Model(embedding_size, char_size, hidden_size, kernel_size, n_char, type, char_embed_size, dropout).cuda() epochs = args.epochs iterations = len(question_set) iterations_validation = len(question_set_valid) lossFunction = nn.CrossEntropyLoss() optimizer = optim.Adadelta(model.parameters(), lr=args.learning_rate) # 训练模型 print("training model") train(model, dataLoader, lossFunction, optimizer, epochs, iterations, dataLoader_valid, iterations_validation)
class Controller: def __init__(self, width, height, fps, speed, player_left, player_bottom): self.model = Model(width, height, speed) self.view = View(self.model, player_left, player_bottom) self.fps = fps self.clock = pygame.time.Clock() self.running = True self.start = True self.alive = False def run(self): self.view.show_start_screen() while self.running: for event in pygame.event.get(): if event.type == pygame.QUIT: self.running = False keys = pygame.key.get_pressed() if self.alive: if keys[K_LEFT]: self.alive = self.model.left_key() if keys[K_RIGHT]: self.alive = self.model.right_key() if keys[K_SPACE]: self.model.space_key() if keys[K_RETURN]: self.model.restart() self.start = False self.alive = True elif keys[K_ESCAPE]: self.running = False continue if self.alive: self.model.update_game() self.clock.tick(self.fps)
def SendRequest(self,url,modelname): self.CurrentModule = Model(modelname) html = self.urlquest.GetHtml(url) htmlcode = self.urlquest.code self.CurrentModule.Prepare(url,html,htmlcode) diclist = self.GetAnalyzeDiclist(html) self.CurrentModule.Set("diclist",diclist) # 显示 sm = SimpleModel(modelname,url) self.UI.AddModelHistory(sm) self.UI.ShowModule(self.CurrentModule) # 添加抓取历史记录(URL,模型名) self.AddModelHistory(modelname,url)
def create_model(sess,FLAGS,embedding_matrix): text_model=Model(FLAGS,embedding_matrix) ckpt=tf.train.get_checkpoint_state(FLAGS.ckpt_dir) if ckpt and ckpt.model_checkpoint_path: print("Restoring old model parameters from %s"%ckpt.model_checkpoint_path) text_model.saver.restore(sess,ckpt.model_checkpoint_path) return text_model
def __init__(self, *args, **kwargs): self.__confdic = { "confFilePath":'./Config/MainConf.json', "HistoryDicList":[] } self.Conf_load(self.__confdic) self.CurrentModule = Model("ModelName") # 请求 self.Request = Request() self.urlquest = uq() # 解析 self.Analyze = Analyze() return super().__init__(*args, **kwargs)
def main(): dataset, learning_rate, epoch, alpha, beta, gamma, pretrain_epoch = parse_argument( ) random.seed(9001) dataset_config = { 'feature_file': './Database/' + dataset + '/features.txt', 'graph_file': './Database/' + dataset + '/edges.txt', 'walks_file': './Database/' + dataset + '/walks.txt', 'label_file': './Database/' + dataset + '/group.txt' } graph = Dataset(dataset_config) pretrain_config = { 'net_shape': [6, 1], 'att_shape': [1], 'net_input_dim': graph.num_nodes, 'att_input_dim': graph.num_feas, 'pretrain_params_path': './Log/' + dataset + '/pretrain_params.pkl' } model_config = { 'net_shape': [6, 1], 'att_shape': [1], 'net_input_dim': graph.num_nodes, 'att_input_dim': graph.num_feas, 'is_init': True, 'pretrain_params_path': './Log/' + dataset + '/pretrain_params.pkl' } trainer_config = { 'net_shape': [6, 1], 'att_shape': [1], 'net_input_dim': graph.num_nodes, 'att_input_dim': graph.num_feas, 'drop_prob': 0.2, 'learning_rate': learning_rate, 'batch_size': 100, 'num_epochs': epoch, 'beta': beta, 'alpha': alpha, 'gamma': gamma, 'model_path': './Log/' + dataset + '/test_model.pkl', } print("=" * 30 + "开始进行参数预训练" + "=" * 30) pretrainer = PreTrainer(pretrain_config) pretrainer.pretrain(graph.X, 'net', pretrain_epoch) # walks.txt的矩阵 pretrainer.pretrain(graph.Z, 'att', pretrain_epoch) model = Model(model_config) trainer = Trainer(model, trainer_config) trainer.train(graph) train_emb = trainer.infer(graph) train_emb = np.array(train_emb) with open("./Log/" + dataset + "/train_emb.txt", 'w') as f: np.savetxt(f, train_emb)
def test_unbound(self): m = Model(print_obj={}) a = m.add_var("real+", name="a") b = m.add_var("real+", name="b") m.maximize(3 * a - b) m.add_constraint(-3 * a + 3 * b <= 6) m.add_constraint(-8 * a + 4 * b <= 4) try: m.solve() except Unbounded as e: pass else: self.fail("Should raise Unbounded but didn't")
def add(self, model): # TODO add the ability to add an already optimized model. """ Adds an sklearn model to the MultiModel :param model: The name of the sklearn model. """ if inspect.getmodule(model).__name__.split('.')[0] == 'sklearn': print(f'Adding model {model.__name__}') self._models.append(Model(model), self._dm) else: raise TypeError('Parameter model should be an sklearn model, {model.__name__} given')
def start(self): self.model = Model() self.view = View() self.view.start_view() self.create_a_contact('pedro','orozco','*****@*****.**') self.create_a_contact('luis','medrano') self.create_a_contact('luis','medrano') #self.delete_a_contact('juan','lopez') self.show_all_contacts() self.update_a_contact('juan','perez','luis','zapata','*****@*****.**','4424232312') self.show_all_contacts() self.show_a_contact('luis','zapata') self.view.end_view()
def ShowModule(self,tModel): self.CurrentModule = tModel if(isinstance(tModel, Model)==False): self.CurrentModule = Model(tModel) else: self.CurrentModule = tModel # 显示HTML和Diclist html = self.CurrentModule.Get("html") self.Content1.setPlainText(html)# setPlainText纯文本,settext富文本 # 清空显示diclist的控件 if(len(self.widgetlist_dic)!=0): for i,w in enumerate(self.widgetlist_dic): w.deleteLater() del self.widgetlist_dic[i] diclist = self.CurrentModule.Get("diclist") print(diclist) if(diclist!=[]): for i,dic in enumerate(diclist): dw = DiclistWidget(dic,i) self.widgetlist_dic.append(dw) self.ScroWidgetVBox.addWidget(dw)
def serialInput(book): """ input for serialization :param book: :return: """ read, write = Model().setTypeSerial() manager = input("1 - Load from the file\n" "2 - Save to the file\n") if manager == "1": book.reload(read()) elif manager == "2": write(book) else: print("Incorrect key pressed.")
def __init__(self): self.aid = None self.um_obj = Model() self.uv_obj = View()
class Controller: def __init__(self): self.aid = None self.um_obj = Model() self.uv_obj = View() def admin_validate_control(self): admin_login = self.uv_obj.admin_login() email = admin_login[0] password = admin_login[1] #print(email) #print(password) # calling admin_validate method of Model class for admin data = self.um_obj.admin_validate(email, password) self.aid = data[0] em = data[1] pw = data[2] #print(aid, em, pw) if email == em and password == pw: # admin validation admin_session = em print("---------------------------") print("Welcome To Admin Panel!") print("---------------------------") self.admin_control() # if admin user name and password is correct, # it calls user_input() method to input data else: print("Incorrect UserName and Password!") def user_validate_control(self): user_login = self.uv_obj.user_login() email = user_login[0] password = user_login[1] # print(email, password) # calling admin_validate method of Model class for admin data = self.um_obj.user_validate(email, password) uid = data[0] ema = data[1] pwa = data[2] # print(ema, pwa) if email == ema and password == pwa: # if true call user_input() method user_session = ema print("---------------------------") print("Welcome To User Panel!") print("---------------------------") user_data = self.um_obj.user_data_show(uid) self.uv_obj.user_output(user_data) edit = input("Do you want to edit (yes/no)?") if edit == "yes": edit_data = self.uv_obj.user_edit(user_data) update_user = self.um_obj.update_user(edit_data, uid) print(update_user) else: pass else: print("Incorrect UserName and Password! ") def admin_control( self ): # to control which action admin's can perform edit, delete or show print("""Hint: To View all Users Data: enter "show users" To View Your Own Data: enter "show" To Edit: enter "edit" To Delete User: enter "delete" """) mode = input( "Which action you want to perform (Retrieve/Edit/Delete )? ") if mode == "edit": admin_data = self.um_obj.admin_data_show(self.aid) edit_data = self.uv_obj.user_edit(admin_data) update_admin = self.um_obj.update_admin(edit_data, self.aid) print(update_admin) elif mode == "delete": delete_name = self.uv_obj.delete_user_data() delete = self.um_obj.delete_user_by_admin(delete_name) print(delete) elif mode == "show users": user_rows = self.um_obj.all_user_data_for_admin() self.uv_obj.admin_output_of_user(user_rows) elif mode == "show": admin_row = self.um_obj.admin_data_show(self.aid) self.uv_obj.admin_output(admin_row) else: print("Wrong Instruction!") def user_control(self): print("""Hint: To Sign Up: enter "sign up" To Login: enter "login" """) mode = input("Which action you want to perform (Sign Up/Login)? ") if mode == "sign up": user_input = self.uv_obj.user_input() add_db = self.um_obj.add_to_user_db(user_input) print(add_db) elif mode == "login": self.user_validate_control() else: print( "Enter sign up to Sign Up for new user and enter login to LogIn for exist user." )
class UserInterface(QWidget): def __init__(self,HiSpidier): super().__init__() self.HiSpider = HiSpidier self.initUI() self.show() def initUI(self): self.setGeometry(0, 0, 1280, 720) self.setWindowTitle('HiSpider') # 水平主布局 self.MainBox = QHBoxLayout() self.setLayout(self.MainBox) self.Left() self.Right() def Left(self): # 左侧纵向布局LeftBox self.LeftWidget = QWidget() self.LeftWidget.setFixedWidth(300) self.LeftWidget.setGeometry(0, 0, 400, 720) self.LeftBox = QVBoxLayout() self.LeftWidget.setLayout(self.LeftBox) self.MainBox.addWidget(self.LeftWidget) ## URL数据框 self.URLLabel = QLabel('URL:', self) self.URLInput = QLineEdit('http://www.people.com.cn/', self) self.URLButton = QPushButton('Open', self) self.URLButton.clicked.connect(self.SubmitRequest) # 链接到控制器函数发送请求 self.URLBox = QHBoxLayout() self.URLBox.addWidget(self.URLLabel) self.URLBox.addWidget(self.URLInput) self.URLBox.addWidget(self.URLButton) self.LeftBox.addLayout(self.URLBox) # 输入ModelName self.ModelNameLabel = QLabel('模型名:', self) self.ModelNameInput = QLineEdit('ModelName', self) self.ModelNameBox = QHBoxLayout() self.ModelNameBox.addWidget(self.ModelNameLabel) self.ModelNameBox.addWidget(self.ModelNameInput) self.LeftBox.addLayout(self.ModelNameBox) # 导出文件 self.ExportLabel = QLabel('导出文件名:', self) self.ExportInput = QLineEdit('content', self) self.exportBurrom = QPushButton("导出") self.exportBurrom.clicked.connect(self.Export) # 保存格式 self.currentFormat = ".json" self.SaveFormat = QToolButton(self) #self.SaveFormat.setToolButtonStyle(Qt.ToolButtonTextBesideIcon) #self.SaveFormat.setArrowType(Qt.DownArrow) # 设置箭头方向 self.SaveFormat.setText(self.currentFormat) # 设置图标和文字。 self.SaveFormat.setAutoRaise(True) # 此属性保持是否启用自动升起 self.SaveFormat.setPopupMode(QToolButton.InstantPopup) #按下之后响应模式 menu = QMenu(self) self.txtAct = QAction('.txt', self) self.jsonAct = QAction('.json', self) self.mysqlAct = QAction('.csv', self) menu.addAction(self.txtAct) menu.addAction(self.jsonAct) menu.addAction(self.mysqlAct) self.SaveFormat.setMenu(menu) self.txtAct.triggered.connect(self.SetFormat) self.jsonAct.triggered.connect(self.SetFormat) self.mysqlAct.triggered.connect(self.SetFormat) self.SaveFormatBox = QHBoxLayout() self.SaveFormatBox.addWidget(self.ExportLabel) self.SaveFormatBox.addWidget(self.ExportInput) self.SaveFormatBox.addWidget(self.SaveFormat) self.SaveFormatBox.addWidget(self.exportBurrom) self.LeftBox.addLayout(self.SaveFormatBox) # Module缓存列表 self.pListView = ListView(self.ShowModule) self.pListView.setViewMode(QListView.ListMode) self.LeftBox.addWidget(self.pListView) def Right(self): # 右侧纵向布局RightBox self.RightBox = QVBoxLayout() self.MainBox.addLayout(self.RightBox) # tab内容标签 self.tabWidget = QTabWidget() self.RightBox.addWidget(self.tabWidget) # 第一页 self.HtmlTab = QWidget() self.Content1Box = QVBoxLayout() self.HtmlTab.setLayout(self.Content1Box) self.tabWidget.addTab(self.HtmlTab, " HTML ") # HTML显示窗口 self.Content1 = QTextEdit(self) self.Content1Box.addWidget(self.Content1) # 第二页 self.DiclistTab = QWidget() self.DiclistVBox = QVBoxLayout() self.DiclistTab.setLayout(self.DiclistVBox) self.tabWidget.addTab(self.DiclistTab, " Diclist ") self.widgetlist_dic = [] #diclist显示控件列表 # 滚动条 self.ScroWidget = QWidget() self.ScroWidgetVBox = QVBoxLayout() self.ScroWidget.setLayout(self.ScroWidgetVBox) self.DicScrollArea = QScrollArea() self.DicScrollArea.setWidget(self.ScroWidget) self.DiclistVBox.addWidget(self.DicScrollArea) self.DicScrollArea.setAutoFillBackground(True) self.DicScrollArea.setWidgetResizable(True) # 底部固定显示框 self.ButtomWidget = QWidget() self.ButtomWidget.setFixedHeight(200) self.RightBox.addWidget(self.ButtomWidget) self.ButtomGLayout = QGridLayout() self.ButtomWidget.setLayout(self.ButtomGLayout) names = ["name"*25] for i in range(1,5): for j in range(1,5): if(i==1 and j==1): exportBurrom = QPushButton("export") exportBurrom.clicked.connect(self.Export) self.ButtomGLayout.addWidget(exportBurrom,i,j,1,1) #self.ButtomGLayout.setSpacing(10) # 创建19个按钮 #self.MainBox.addWidget(self.tabWidget) # 跑马灯 #self.probar = QProgressBar(self) #self.probar.setOrientation(Qt.Horizontal) #self.probar.setFormat("%v") # %p - 被完成的百分比取代 # %v - 被当前值替换 #self.RightBox.addLayout(self.Content1Box) #self.RightBox.addWidget(self.probar) # MainBox #self.grid = QGridLayout() #self.grid.addWidget(self.LeftBox,0,0,1,1) #self.grid.addWidget(self.RightBox,0,1,1,1) #self.setLayout(self.grid) def SubmitRequest(self): # 提交URL获取HTML url = self.URLInput.text() modulename = self.ModelNameInput.text() self.HiSpider.SendRequest(url,modulename) def SaveDiclistEdit(self): # 更新UI界面中的设置到模型配置文件 diclist = self.CurrentModule.Get("diclist") for w in self.widgetlist_dic: index = w.index isselect = w.GetIsSelect() title = w.GetTitle() diclist[index]["title"] = title diclist[index]["select"] = isselect self.CurrentModule.Conf_update() def Export(self): # 导出 self.SaveDiclistEdit() filename = self.ExportInput.text() + self.currentFormat self.CurrentModule.OutPut(filename) def AddModelHistory(self,SimpleModel): # list增加模型历史 self.pListView.addItem(SimpleModel) def ShowModule(self,tModel): self.CurrentModule = tModel if(isinstance(tModel, Model)==False): self.CurrentModule = Model(tModel) else: self.CurrentModule = tModel # 显示HTML和Diclist html = self.CurrentModule.Get("html") self.Content1.setPlainText(html)# setPlainText纯文本,settext富文本 # 清空显示diclist的控件 if(len(self.widgetlist_dic)!=0): for i,w in enumerate(self.widgetlist_dic): w.deleteLater() del self.widgetlist_dic[i] diclist = self.CurrentModule.Get("diclist") print(diclist) if(diclist!=[]): for i,dic in enumerate(diclist): dw = DiclistWidget(dic,i) self.widgetlist_dic.append(dw) self.ScroWidgetVBox.addWidget(dw) def SetFormat(self): # 设置显示 if self.sender() == self.txtAct: self.SaveFormat.setText(".txt") self.currentFormat = ".txt" elif self.sender() == self.jsonAct: self.SaveFormat.setText(".json") self.currentFormat = ".json" elif self.sender() == self.mysqlAct: self.SaveFormat.setText(".csv") self.currentFormat = ".csv"
# augment the dataset to increase the number of training samples aug = ImageDataGenerator(rotation_range=10, zoom_range=0.15, width_shift_range=0.1, height_shift_range=0.1, shear_range=0.15, horizontal_flip=False, vertical_flip=False, fill_mode="nearest") # Initializing the optimizer and the model print("compiling model") opt = Adam(lr=lr, decay=lr / (epochs * 0.5)) model = Model.build(width=image_width, height=image_height, depth=3, classes=numLabels) model.compile(loss="categorical_crossentropy", optimizer=opt, metrics=["accuracy"]) # compile and train print("training network") H = model.fit_generator(aug.flow(X_train, y_train, batch_size=batch_size), validation_data=(X_test, y_test), steps_per_epoch=X_train.shape[0] // batch_size, epochs=epochs, class_weight=classWeight, verbose=1) # evaluate the network
class Controller: """ ********************************* * A controller for a store DB * ********************************* """ def __init__(self): self.model = Model() self.view = View() def start(self): self.view.start() self.main_menu() """ ********************************* * General Controller * ********************************* """ def main_menu(self): o = '0' while 0 != '3': self.view.main_menu() self.view.option('3') o = input() if o == '1': self.menu_usuario() elif o == '2': self.login() elif o == '3': self.view.end() else: self.view.not_valid_option() return def update_lists(self, fs, vs): fields = [] vals = [] for f,v in zip(fs,vs): if v != '': fields.append(f+' = %s') vals.append(v) return fields,vals def menu_usuario(self): o = '0' while o != '4': self.view.main_menu_usuario() self.view.option('4') o = input() if o == '1': self.usuario_peliculas() elif o == '2': self.usuario_funciones() elif o == '3': self.usuario_boletos() elif o == '4': self.main_menu() return else: self.view.not_valid_option() return def administrador_menu(self): o = '0' while o != '5': self.view.main_menu_admin() self.view.option('5') o = input() if o == '1': self.administrador_peliculas() elif o == '2': self.administrador_salas() elif o == '3': self.administrador_funciones() elif o == '4': self.administrador_boletos() elif o == '5': self.administrador_admins() elif o == '6': self.main_menu() return else: self.view.not_valid_option() return """ ********************************* * Controllers for peliculas * ********************************* """ def administrador_peliculas(self): o = '0' while o != '7': self.view.peliculas_menu_admin() self.view.option('7') o = input() if o == '1': self.agregar_pelicula() elif o == '2': self.read_a_pelicula() elif o == '3': self.read_all_peliculas() elif o == '4': self.read_peliculas_categoria() elif o == '5': self.update_pelicula() elif o == '6': self.delete_pelicula() elif o == '7': self.administrador_menu() return else: self.view.not_valid_option() return def usuario_peliculas(self): o = '0' while o != '3': self.view.pelicuas_menu_usuario() self.view.option('3') o = input() if o == '1': self.read_all_peliculas() elif o == '2': self.read_peliculas_categoria() elif o == '3': self.menu_usuario() return else: self.view.not_valid_option() return def ask_pelicula(self): self.view.ask('Nombre: ') nombre = input() self.view.ask('Sinopsis: ') sinopsis = input() self.view.ask('Categoria: ') categoria = input() self.view.ask('Duracion: ') duracion = input() return [nombre, sinopsis, categoria, duracion] def agregar_pelicula(self): nombre, sinopsis, categoria, duracion = self.ask_pelicula() out = self.model.agregar_pelicula(nombre, sinopsis, categoria, duracion) if out == True: self.view.ok(nombre,'agrego') else: self.view.error('NO SE PUDO AGREGAR LA PELICULA. REVISA') return def read_a_pelicula(self): self.view.ask('ID pelicula: ') id_pelicula = input() pelicula = self.model.read_a_pelicula(id_pelicula) if type(pelicula) == tuple: self.view.show_pelicula_header(' Datos de la pelicula '+id_pelicula+' ') self.view.show_a_pelicula(pelicula) self.view.show_pelicula_midder() self.view.show_pelicula_footer() else: if pelicula == None: self.view.error('LA PELICULA NO EXISTE') else: self.view.error('PROBLEMA AL LEER LA PELICULA. REVISA') return def read_all_peliculas(self): peliculas = self.model.read_all_pelicula() if type(peliculas) == list: self.view.show_pelicula_header(' Todas las peliculas ') for pelicula in peliculas: self.view.show_a_pelicula(pelicula) self.view.show_pelicula_midder() self.view.show_pelicula_footer() else: self.view.error('PROBLEMA AL LEER LAS PELICULAS. REVISA') return def read_peliculas_categoria(self): self.view.ask('Categoria: ') categoria = input() peliculas = self.model.read_pelicula_categoria(categoria) if type(peliculas) == list: self.view.show_pelicula_header(' Peliculas categoria '+categoria+' ') for pelicula in peliculas: self.view.show_a_pelicula(pelicula) self.view.show_pelicula_midder() self.view.show_pelicula_footer else: self.view.error('PROBLEMA AL LEER LAS PELICULAS. REVISA') return def update_pelicula(self): self.view.ask('ID de pelicula a modificar: ') id_pelicula = input() pelicula = self.model.read_a_pelicula(id_pelicula) if type(pelicula) == tuple: self.view.show_pelicula_header(' Datos de la pelicula '+id_pelicula+' ') self.view.show_a_pelicula(pelicula) self.view.show_pelicula_midder() self.view.show_pelicula_footer() else: if pelicula == None: self.view.error('LA PELICULA NO EXISTE') else: self.view.error('PROBLEMA AL LEER LA PELICULA') return self.view.msg('Ingresa los valores a modificar (vacio para dejarlo igual): ') whole_vals = self.ask_pelicula() fields, vals = self.update_lists(['Nombre', 'Sinopsis', 'Categoria', 'Duracion'], whole_vals) vals.append(id_pelicula) vals = tuple(vals) out = self.model.update_pelicula(fields,vals) if out == True: self.view.ok(id_pelicula, 'actualizo') else: self.view.error('NO SE PUDO ACTUALIZAR LA PELICULA. REVISA') return def delete_pelicula(self): self.view.ask('Id de la pelicula a borrar: ') id_pelicula = input() count = self.model.delete_pelicula(id_pelicula) if count != 0: self.view.ok(id_pelicula, 'borro') else: if count == 0: self.view.error('LA PELICULA NO EXISTE') else: self.view.error('PROBLEMA AL BORRAR LA PELICULA. REVISA.') return """ ********************************* * Controllers for salas * ********************************* """ def administrador_salas(self): o = '0' while o != '8': self.view.sala_menu() self.view.option('8') o = input() if o == '1': self.agregar_sala() elif o == '2': self.read_a_sala() elif o == '3': self.read_all_salas() elif o == '4': self.update_sala() elif o == '5': self.agregar_asientos_sala() elif o == '6': self.eliminar_asientos_sala() elif o == '7': self.delete_sala() elif o == '8': self.administrador_menu() return else: self.view.not_valid_option() return def ask_sala(self): self.view.ask('Nombre: ') nombre = input() return [nombre] def agregar_sala(self): nombre = self.ask_sala() out = self.model.agregar_sala(nombre) if out == True: self.view.ok(nombre,'agrego') else: self.view.error('NO SE PUDO AGREGAR LA SALA. REVISA') return def read_a_sala(self): self.view.ask('ID sala: ') id_sala = input() sala = self.model.read_a_sala(id_sala) if type(sala) == tuple: self.view.show_sala_header(' Datos de la sala '+id_sala+' ') self.view.show_a_sala(sala) self.read_all_asientos(id_sala) self.view.show_sala_midder() self.view.show_sala_footer() else: if sala == None: self.view.error('LA SALA NO EXISTE') else: self.view.error('PROBLEMA AL LEER LA SALA. REVISA') return def read_all_salas(self): salas = self.model.read_all_salas() if type(salas) == list: self.view.show_sala_header(' Todas las salas ') for sala in salas: self.view.show_sala_header('Sala '+str(sala[0])) self.view.show_a_sala(sala) self.read_all_asientos(sala[0]) self.view.show_sala_midder() self.view.show_pelicula_footer() else: self.view.error('PROBLEMA AL LEER LAS PELICULAS. REVISA') return def read_all_asientos(self,id_sala): asientos = self.model.read_asientos_sala(id_sala) if type(asientos) == list: if len(asientos) == 0: print('Aun no se egregan asientos') self.view.show_asiento_footer() else: self.view.show_asiento_header(' Asientos sala '+str(id_sala)) for asiento in asientos: self.view.show_a_asiento(asiento) self.view.show_asiento_footer() else: self.view.error('PROBLEMA AL LEER LOS ASIENTOS') return def read_asientos(self,asientos): if type(asientos) == list: self.view.show_asiento_header('Asientos Disponibles') for asiento in asientos: self.view.show_a_asiento(asiento) self.view.show_asiento_footer() else: self.view.error('PROBLEMA AL LEER LOS ASIENTOS') return def agregar_asientos_sala(self): self.read_all_salas() self.view.ask('ID de la sala: ') id_sala = input() self.view.ask('Cuantos asientos desea agregar? ') no_asientos = input() for a in range (0,int(no_asientos)): self.view.ask('Nombre del asiento: ') nombre = input() out = self.model.agregar_asiento(id_sala, nombre) if out == True: self.view.ok(nombre,'agrego') else: self.view.error('NO SE PUDO AGREGAR EL ASIENTO. REVISA') return def ask_sala(self): self.view.ask('Nombre: ') nombre = input() return [nombre] def update_sala(self): self.view.ask('ID de la sala a modificar: ') id_sala = input() sala = self.model.read_a_sala(id_sala) if type(sala) == tuple: self.view.show_sala_header(' Datos de la sala '+id_sala+' ') self.view.show_a_sala(sala) self.view.show_sala_midder() self.view.show_sala_footer() else: if sala == None: self.view.error('LA SALA NO EXISTE') else: self.view.error('PROBLEMA AL LEER LA SALA') return self.view.msg('Ingresa los valores a modificar (vacio para dejarlo igual): ') whole_vals = self.ask_sala() fields, vals = self.update_lists(['nombre_sala'], whole_vals) vals.append(id_sala) vals = tuple(vals) out = self.model.update_sala(fields,vals) if out == True: self.view.ok(id_sala, 'actualizo') else: self.view.error('NO SE PUDO ACTUALIZAR LA SALA. REVISA') return def eliminar_asientos_sala(self): self.view.ask('Id de la sala: ') id_sala = input() self.view.ask('ID del asiento: ') id_asiento = input() count = self.model.delete_asientos(id_sala, id_asiento) if count != 0: self.view.ok(id_asiento, 'borro') else: if count == 0: self.view.error('El ASIENTO NO EXISTE') else: self.view.error('PROBLEMA AL BORRAR EL ASIENTO') return def delete_sala(self): self.view.ask('ID de la sala: ') id_sala = input() count = self.model.delete_sala(id_sala) if count != 0: self.view.ok(id_sala, 'borro') else: if count == 0: self.view.error('LA SALA NO EXISTE') else: self.view.error('PROBLEMA AL BORRAR LA SALA') return """ ********************************* * Controllers for Funciones * ********************************* """ def usuario_funciones(self): o = '0' while o != '3': self.view.menu_funciones_usuario() self.view.option('3') o = input() if o == '1': self.read_all_funciones() elif o == '2': self.read_funciones_pelicula() elif o == '3': self.menu_usuario() return else: self.view.not_valid_option() return def administrador_funciones(self): o = '0' while o != '7': self.view.funciones_menu() self.view.option('7') o = input() if o == '1': self.agregar_funciones() elif o == '2': self.read_a_funcion() elif o == '3': self.read_all_funciones() elif o == '4': self.read_funciones_pelicula() elif o == '5': self.update_funcion() elif o == '6': self.delete_funcion() elif o == '7': self.administrador_menu() return else: self.view.not_valid_option() return def ask_funcion(self): self.view.ask('ID Pelicula: ') id_pelicula = input() self.view.ask('ID_sala: ') id_sala = input() self.view.ask('Fecha: ') fecha = input() self.view.ask('Hora: ') hora = input() self.view.ask('Precio: ') precio = input() self.view.ask('Idioma: ') idioma = input() return [id_pelicula, id_sala, fecha, hora, precio, idioma] def agregar_funciones(self): id_pelicula, id_sala, fecha, hora, precio, idioma = self.ask_funcion() out = self.model.agregar_funcion(id_pelicula, id_sala, fecha, hora, precio, idioma) if out == True: self.view.ok(fecha,'Funcion agregada') else: self.view.error('NO SE PUDO AGREGAR LA FUNCION. REVISA') return def read_a_funcion(self): self.view.ask('ID funcion: ') id_funcion = input() funcion = self.model.read_a_funcion(id_funcion) if type(funcion) == tuple: self.view.show_funcion_header(' Datos de la funcion '+id_funcion+' ') self.view.show_a_funcion(funcion) self.view.show_funcion_midder() self.view.show_funcion_footer() else: if funcion == None: self.view.error('LA FUNCION NO EXISTE') else: self.view.error('PROBLEMA AL LEER LA FUNCION') return def read_funcion(self,id_funcion): funcion = self.model.read_a_funcion(id_funcion) if type(funcion) == tuple: self.view.show_funcion_header(' Datos de la funcion '+id_funcion+' ') self.view.show_a_funcion(funcion) self.view.show_funcion_midder() self.view.show_funcion_footer() else: if funcion == None: self.view.error('LA FUNCION NO EXISTE') else: self.view.error('PROBLEMA AL LEER LA FUNCION') return def read_all_funciones(self): funciones = self.model.read_all_funciones() if type(funciones) == list: self.view.show_funcion_header(' Todas las funciones ') for funcion in funciones: self.view.show_a_funcion(funcion) self.view.show_funcion_midder() self.view.show_pelicula_footer() else: self.view.error('PROBLEMA AL LEER LAS FUNCIONES. REVISA') return def read_funciones_pelicula(self): self.view.ask('Nombre Pelicula: ') n_pelicula = input() funciones = self.model.read_funcion_pelicula(n_pelicula) if type(funciones) == list: self.view.show_funcion_header(' Funciones para pelicula '+n_pelicula+' ') for funcion in funciones: self.view.show_a_funcion(funcion) self.view.show_funcion_midder() self.view.show_pelicula_footer() else: self.view.error('PROBLEMA AL LEER LAS FUNCIONES. REVISA') return def update_funcion(self): self.view.ask('ID de funcion a modificar: ') id_funcion = input() funcion = self.model.read_a_funcion(id_funcion) if type(funcion) == tuple: self.view.show_funcion_header(' Datos de la funcion '+id_funcion+' ') self.view.show_a_funcion(funcion) self.view.show_funcion_midder() self.view.show_funcion_footer() else: if funcion == None: self.view.error('LA FUNCION NO EXISTE') else: self.view.error('PROBLEMA AL LEER LA FUNCION') return self.view.msg('Ingresa los valores a modificar (vacio para dejarlo igual): ') whole_vals = self.ask_funcion() fields, vals = self.update_lists(['id_pelicula', 'id_sala', 'fecha', 'hora', 'precio', 'idioma'], whole_vals) vals.append(id_funcion) vals = tuple(vals) out = self.model.update_funcion(fields,vals) if out == True: self.view.ok(id_funcion, 'actualizo') else: self.view.error('NO SE PUDO ACTUALIZAR LA FUNCION. REVISA') return def delete_funcion(self): self.view.ask('ID de la FUNCION: ') id_funcion = input() count = self.model.delete_funcion(id_funcion) if count != 0: self.view.ok(id_funcion, 'borro') else: if count == 0: self.view.error('LA FUNCION NO EXISTE') else: self.view.error('PROBLEMA AL BORRAR LA FUNCION') return """ ********************************* * Controllers for BOLETOS * ********************************* """ def usuario_boletos(self): o = '0' while o != '2': self.view.boletos_menu_usuario() self.view.option('2') o = input() if o == '1': self.agregar_boleto() elif o == '2': self.menu_usuario() return else: self.view.not_valid_option() return def administrador_boletos(self): o = '0' while o != '6': self.view.boleto_menu() self.view.option('6') o = input() if o == '1': self.agregar_boleto() elif o == '2': self.read_a_boleto() elif o == '3': self.read_all_boletos() elif o == '4': self.read_boletos_funcion() elif o == '5': self.delete_funcion() elif o == '6': self.administrador_menu() return else: self.view.not_valid_option() return def ask_boleto(self): self.view.ask('ID Funcion: ') id_funcion = input() self.view.ask('ID_asiento: ') id_asiento = input() return [id_funcion, id_asiento] def agregar_boleto(self): self.read_all_funciones() self.view.ask('ID_FUNCION: ') id_funcion = input() funcion=self.model.read_a_funcion(id_funcion) asientos = self.model.read_asientos_sala(funcion[2]) ocupados = self.model.asientos_funcion(id_funcion) desocupados = [a for a in asientos if not a in ocupados] self.read_asientos(desocupados) self.view.ask('ID_ASIENTO: ') id_asiento = input() des = [] for i in desocupados: des.append(str(i[0])) if id_asiento in des: out = self.model.agregar_boleto(id_funcion, id_asiento) if out == True: self.view.ok(id_asiento,'agregado') else: self.view.error('NO SE PUDO AGREGAR EL BOLETO') else: self.view.error('ERROR AL SELECCIONAR ASIENTO') return def read_a_boleto(self): self.view.ask('ID Boleto: ') id_boleto = input() boleto = self.model.read_a_boleto(id_boleto) if type(boleto) == tuple: self.view.show_boleto_footer() self.view.show_boleto_header(' Datos de la boleto '+id_boleto+' ') self.view.show_boleto_footer() self.view.show_boleto(boleto) self.view.show_boleto_footer() else: if boleto == None: self.view.error('EL BOLETO NO EXISTE') else: self.view.error('PROBLEMA AL LEER EL BOLETO') return def read_all_boletos(self): boletos = self.model.read_all_boletos() if type(boletos) == list: self.view.show_funcion_header(' Todos los boletos ') for boleto in boletos: self.view.show_boleto(boleto) self.view.show_boleto_midder() self.view.show_pelicula_footer() else: self.view.error('PROBLEMA AL LEER LAS FUNCIONES. REVISA') return def read_boletos_funcion(self): self.read_all_funciones() self.view.ask('ID FUNCION: ') id_funcion = input() boletos = self.model.read_boletos_funcion(id_funcion) if type(boletos) == list: self.view.show_funcion_header(' Boletos de la funcion '+id_funcion+' ') for boleto in boletos: self.view.show_boleto(boleto) self.view.show_boleto_midder() self.view.show_pelicula_footer() else: self.view.error('PROBLEMA AL LEER LAS BOLETOS') return def delete_boleto(self): self.view.ask('ID del BOLETO: ') id_boleto = input() count = self.model.delete_boleto(id_boleto) if count != 0: self.view.ok(id_boleto, 'se borro') else: if count == 0: self.view.error('EL BOLETO NO EXISE') else: self.view.error('PROBLEMA AL BORRAR EL BOLETO') return """ ********************************* * Controllers for ADMINS * ********************************* """ def administrador_admins(self): o = '0' while o != '6': self.view.admin_menu() self.view.option('6') o = input() if o == '1': self.agregar_administrador() elif o == '2': self.read_a_administrador() elif o == '3': self.read_all_administradores() elif o == '4': self.update_administrador() elif o == '5': self.delete_administrador() elif o == '6': self.administrador_menu() return else: self.view.not_valid_option() return def ask_admin(self): self.view.ask('Nombre: ') nombre = input() self.view.ask('Apellido_P: ') apellido_p = input() self.view.ask('Apellido_M: ') apellido_m = input() self.view.ask('Usuario: ') usuario = input() self.view.ask('Contraseña: ') contraseña = input() return [nombre, apellido_p, apellido_m, usuario, contraseña] def agregar_administrador(self): nombre, apellido_p, apellido_m, usuario, contraseña = self.ask_admin() out = self.model.agregar_administrador(nombre, apellido_p, apellido_m, usuario, contraseña) if out == True: self.view.ok(nombre,'agrego') else: self.view.error('NO SE PUDO AGREGAR EL ADMINISTRADOR. REVISA') return def read_a_administrador(self): self.view.ask('ID ADMIN: ') id_admin = input() admin = self.model.read_administrador(id_admin) if type(admin) == tuple: self.view.show_admin_header(' Datos del Admin '+id_admin+' ') self.view.show_a_admin(admin) self.view.show_admin_midder() self.view.show_admin_footer() else: if admin == None: self.view.error('EL ADMINISTRADOR NO EXISTE') else: self.view.error('PROBLEMA AL LEER EL ADMIN. REVISA') return def read_all_administradores(self): admins = self.model.read_all_administradores() if type(admins) == list: self.view.show_admin_header(' Todos los administradores ') for admin in admins: self.view.show_a_admin(admin) self.view.show_admin_midder() self.view.show_admin_footer() else: self.view.error('PROBLEMA AL LEER LOS ADMINISTRADORES. REVISA') return def update_administrador(self): self.view.ask('ID del administrador a modificar: ') id_admin = input() admin = self.model.read_administrador(id_admin) if type(admin) == tuple: self.view.show_admin_header(' Datos del admin '+id_admin+' ') self.view.show_a_admin(admin) self.view.show_admin_midder() self.view.show_admin_footer() else: if admin == None: self.view.error('EL ADMINISTRADOR NO EXISTE') else: self.view.error('PROBLEMA AL LEER EL ADMIN') return self.view.msg('Ingresa los valores a modificar (vacio para dejarlo igual): ') whole_vals = self.ask_admin() fields, vals = self.update_lists(['nombre', 'apellido_p', 'apellido_m', 'usuario', 'contraseñna'], whole_vals) vals.append(id_admin) vals = tuple(vals) out = self.model.update_administrador(fields,vals) if out == True: self.view.ok(id_admin, 'actualizo') else: self.view.error('NO SE PUDO ACTUALIZAR EL ADMINISTRADOR. REVISA') return def delete_administrador(self): self.view.ask('ID del ADMIN: ') id_admin = input() count = self.model.delete_admin(id_admin) if count != 0: self.view.ok(id_admin, 'se borro') else: if count == 0: self.view.error('EL ADMINISTRADOR NO EXISE') else: self.view.error('PROBLEMA AL BORRAR') return def ask_login(self): self.view.ask('Usuario: ') usuario = input() self.view.ask('Contraseña: ') contraseña = input() return [usuario, contraseña] def login(self): self.view.login() usuario, contraseña = self.ask_login() login = self.model.admin_login(usuario,contraseña) if type(login) == tuple: self.view.show_admin_header(' BIENVENIDO '+login[0]+' ') self.view.show_admin_footer() self.administrador_menu() else: if login == None: self.view.error('CONTRASEÑA O USUARIO INCORRECTO') else: self.view.error('PROBLEMA AL INGRESAR') return
def showInput(): read, write = Model().setTypeSerial() book = ContactBook(read()) Control().showInput(book)
import numpy as np from time import time import random, string from Model.model import Model m = Model(print_obj={'end_conf': True}) x = [] for i in range(4): x.append(m.add_var("real+", name=i)) x = np.array(x) m.maximize(sum(np.array([4, 1, 5, 3]) * x)) m.add_constraint(x[0] - x[1] - x[2] + 3 * x[3] <= 1) m.add_constraint(5 * x[0] + x[1] + 3 * x[2] + 8 * x[3] <= 55) m.add_constraint(-x[0] + 2 * x[1] + 3 * x[2] - 5 * x[3] <= 3) print("all added") t0 = time() m.solve() print("Solved in %f" % (time() - t0)) m.print_solution(slack=False) print("Steps: ", m.steps)
#/usr/bin/python #-*- coding: utf-8 -*- #system modules import sys #add root path into the sys.path # sys.path.append('./') #custom modules from Model.model import Model if __name__ == "__main__": if len(sys.argv)>1: cmd=sys.argv[1] if cmd=='score': from evaluate import score score.evaluator() exit(0) elif cmd=='result': print 'result' exit(0) elif cmd=='run': pass else: print "Usage: python start.py run|score|result" exit(0) #run the model betamodel=Model() betamodel.run()
def deleteInput(): read, write = Model().setTypeSerial() book = ContactBook(read()) Control().deleteInput(book) write(book)
from Model.model import Model import numpy as np from time import time import sys m = Model(print_obj={'start_conf': True}) a = m.add_var("real+", name="a") b = m.add_var("real+", name="b") m.maximize(3 * a - b) m.add_constraint(-3 * a + 3 * b <= 6) m.add_constraint(-8 * a + 4 * b <= 4) t0 = time() m.solve() print("Solved in %f" % (time() - t0)) m.print_solution()
from Model.model import Model import torch.optim as optim from torch.optim import lr_scheduler import torch.nn as nn from Data.data_preprocessing import Dataset from Model.data_loader import DL if __name__ == "__main__": csv_path = '' mp3_path = '' new_images_path = '' epochs = 10 preprocess = Dataset(mp3_path, new_images_path, csv_path) preprocess.create_data() trainloader, testloader = DL(csv_path, new_images_path).create_dataloader() model_object = Model() model = model_object.get_model() criterion = nn.CrossEntropyLoss() optimizer_ft = optim.SGD(model.parameters(), lr=0.0001, momentum=0.9) exp_lr_scheduler = lr_scheduler.StepLR(optimizer_ft, step_size=2, gamma=0.1) trained_model = model_object.train_model(model, criterion, optimizer_ft, exp_lr_scheduler, epochs, trainloader)
class HiSpider(FileController): def __init__(self, *args, **kwargs): self.__confdic = { "confFilePath":'./Config/MainConf.json', "HistoryDicList":[] } self.Conf_load(self.__confdic) self.CurrentModule = Model("ModelName") # 请求 self.Request = Request() self.urlquest = uq() # 解析 self.Analyze = Analyze() return super().__init__(*args, **kwargs) def viewinit(self): # 初始化界面 app = QApplication(sys.argv) self.UI = UserInterface(self) for sm in self.GetOldSimpleModelList(): self.UI.AddModelHistory(sm) sys.exit(app.exec_()) def GetOldSimpleModelList(self): modellist = [] smlist = self.Get("HistoryDicList") for dic in smlist: sm = SimpleModel(dic["ModelName"],dic["url"]) modellist.append(sm) return modellist def GetConfDic(self): return self.__confdic def Get(self,key): return self.__confdic[key] def Conf_update(self): self.Conf_write(self.__confdic) def AddModelHistory(self,modelname,url): dic = {} for h in self.__confdic["HistoryDicList"]: if(h["ModelName"]==modelname): return dic["ModelName"] = modelname dic["url"] = url self.__confdic["HistoryDicList"].append(dic) self.Conf_update() #def DeleteModelHistory(self,index) def SendRequest(self,url,modelname): self.CurrentModule = Model(modelname) html = self.urlquest.GetHtml(url) htmlcode = self.urlquest.code self.CurrentModule.Prepare(url,html,htmlcode) diclist = self.GetAnalyzeDiclist(html) self.CurrentModule.Set("diclist",diclist) # 显示 sm = SimpleModel(modelname,url) self.UI.AddModelHistory(sm) self.UI.ShowModule(self.CurrentModule) # 添加抓取历史记录(URL,模型名) self.AddModelHistory(modelname,url) def GetAnalyzeDiclist(self,html): self.Analyze.start(html) return self.Analyze.diclist
def __init__(self): self.model = Model() self.view = View()
from Model.model import Model import numpy as np from time import time import sys m = Model(print_obj={'start_conf': True}) x1 = m.add_var("real+", name="a") x2 = m.add_var("real+", name="b") x3 = m.add_var("real+", name="c") m.minimize(35 * x1 + 60 * x2 + 75 * x3) # """ m.add_constraint(8 * x1 + 12 * x2 + 16 * x3 >= 120) m.add_constraint(15 * x2 + 20 * x3 >= 60) m.add_constraint(3 * x1 + 6 * x2 + 9 * x3 >= 48) """ m.add_constraint(8 * x1 + 12 * x2 + 16 * x3 + 12 * x4 <= 120) m.add_constraint(15 * x2 + 20 * x3 + 30 * x4 <= 60) m.add_constraint(3 * x1 + 6 * x2 + 9 * x3 + 15 * x4 <= 48) """ m.solve(consider_dual=0) m.print_solution() print(m.t.tableau) m.add_new_variable([12, 30, 10], 15) m.print_solution()
'att_shape': [200, 100], 'net_input_dim': graph.num_nodes, 'att_input_dim': graph.num_feas, 'is_init': True, 'pretrain_params_path': './Log/cora/pretrain_params.pkl' } trainer_config = { 'net_shape': [200, 100], 'att_shape': [200, 100], 'net_input_dim': graph.num_nodes, 'att_input_dim': graph.num_feas, 'drop_prob': 0.2, 'learning_rate': 1e-5, 'batch_size': 100, 'num_epochs': 500, 'beta': 100, 'alpha': 50, 'gamma': 500, 'model_path': './Log/cora/cora_model.pkl', } pretrainer = PreTrainer(pretrain_config) pretrainer.pretrain(graph.X, 'net') pretrainer.pretrain(graph.Z, 'att') model = Model(model_config) trainer = Trainer(model, trainer_config) trainer.train(graph) trainer.infer(graph)
import numpy as np from time import time import random, string from Model.model import Model m = Model(print_obj={'start_conf': True, 'end_conf': True}) def get_keys(obj): keys = [] for ing in obj: keys.append(ing) return keys def get_by_key(obj, key, key_list=False): arr = [] if key_list: for ing in key_list: arr.append(obj[ing][key]) else: for ing in obj: arr.append(obj[ing][key]) return np.array(arr) ingredients = { "oat": { "kcal": 110, "protein": 4,
from Model.model import Model import numpy as np from time import time m = Model() """ A post office example: Minimize the number of full time employees Fulltime = 5 consecutive days + 2 free days Weekday | Employees needed Monday | 17 Tuesday | 13 Wednesday | 15 Thursday | 19 Friday | 14 Saturday | 16 Sunday | 11 """ mon = m.add_var("real+", name="Monday") tue = m.add_var("real+", name="Tuesday") wed = m.add_var("real+", name="Wednesday") thu = m.add_var("real+", name="Thursday") fri = m.add_var("real+", name="Friday") sat = m.add_var("real+", name="Saturday") sun = m.add_var("real+", name="Sunday")
epoch_num = 300 z_dim = 100 save_path = os.getcwd() + '/Save_' + str(z_dim) if not os.path.exists(save_path): os.makedirs(save_path) # get_data print('-- get data--') mnist = input_data.read_data_sets("MNIST_data/", one_hot=False) input_dim = np.shape(mnist.train.images)[1] # make model print('-- make model --') model = Model(input_dim, z_dim) model.set_model() # save model setting with open(save_path + '/setting.json', 'w') as fp: setting = model.setting() json.dump(setting, fp) # training print('-- begin training --') data = mnist.train.images num_one_epoch = np.shape(mnist.train.images)[0] // batch_size record_rec = np.zeros(epoch_num) record_gen = np.zeros(epoch_num) record_disc = np.zeros(epoch_num)