THNN_GUI creates a GUI for training theta neuron networks
Description:
Function to create a GUI for training theta neuron networks. This code was
adapted from code automatically generated by the Matlab GUIDE tool.
Syntax:
ThNN_GUI;
GUIHandle=ThNN_GUI;
Input Parameters:
o None
Output Parameters:
o GUIHandle: Handle to the GUI figure. The UserData of the GUI is a 1x2
cell array containing the GUI revision and the Handles structure.
Example:
>> GUIHandle=ThNN_GUI;
>> Temp=get(GUIHandle,'UserData');
>> Revision=Temp{1};
>> Handles=Temp{2};
See also theta_neuron_network0001 function varargout = ThNN_GUI(varargin) 0002 %THNN_GUI creates a GUI for training theta neuron networks 0003 % 0004 %Description: 0005 %Function to create a GUI for training theta neuron networks. This code was 0006 %adapted from code automatically generated by the Matlab GUIDE tool. 0007 % 0008 %Syntax: 0009 %ThNN_GUI; 0010 %GUIHandle=ThNN_GUI; 0011 % 0012 %Input Parameters: 0013 %o None 0014 % 0015 %Output Parameters: 0016 %o GUIHandle: Handle to the GUI figure. The UserData of the GUI is a 1x2 0017 % cell array containing the GUI revision and the Handles structure. 0018 % 0019 %Example: 0020 %>> GUIHandle=ThNN_GUI; 0021 %>> Temp=get(GUIHandle,'UserData'); 0022 %>> Revision=Temp{1}; 0023 %>> Handles=Temp{2}; 0024 % 0025 %See also theta_neuron_network 0026 0027 %Copyright (C) 2008 Sam McKennoch <Samuel.McKennoch@loria.fr> 0028 0029 0030 % Begin initialization code - DO NOT EDIT 0031 gui_Singleton = 1; 0032 gui_State = struct('gui_Name', mfilename, ... 0033 'gui_Singleton', gui_Singleton, ... 0034 'gui_OpeningFcn', @ThNN_GUI_OpeningFcn, ... 0035 'gui_OutputFcn', @ThNN_GUI_OutputFcn, ... 0036 'gui_LayoutFcn', [] , ... 0037 'gui_Callback', []); 0038 if nargin && ischar(varargin{1}) 0039 gui_State.gui_Callback = str2func(varargin{1}); 0040 end 0041 0042 if nargout 0043 [varargout{1:nargout}] = gui_mainfcn(gui_State, varargin{:}); 0044 else 0045 gui_mainfcn(gui_State, varargin{:}); 0046 end 0047 % End initialization code - DO NOT EDIT 0048 0049 0050 % --- Executes just before ThNN_GUI is made visible. 0051 function ThNN_GUI_OpeningFcn(hObject, eventdata, Handles, varargin) 0052 % This function has no output args, see OutputFcn. 0053 % hObject handle to figure 0054 % eventdata reserved - to be defined in a future version of MATLAB 0055 % Handles structure with Handles and user data (see GUIDATA) 0056 % varargin command line arguments to ThNN_GUI (see VARARGIN) 0057 0058 % Choose default command line output for ThNN_GUI 0059 Handles.output = hObject; 0060 0061 % Update Handles structure 0062 guidata(hObject, Handles); 0063 0064 disp('Loading Theta Neuron Network Trainer GUI...'); 0065 C=filesep; 0066 Revision='1.07'; 0067 global Flags; 0068 Flags=struct(... 0069 'StartTime',0,... 0070 'SaveFlag',0,... 0071 'LoadFlag',0,... 0072 'StopFlag',0,... 0073 'TrainFlag',0,... 0074 'PerturbFlag',0); 0075 DFT_TTString='The number of epochs between which the Training Status Panel is updated'; 0076 set(Handles.Display_Frequency_Text,'TooltipString',DFT_TTString); 0077 TFT_TTString='The number of epochs between which test data is generated and the Axes are updated'; 0078 set(Handles.Testing_Frequency_Text,'TooltipString',TFT_TTString); 0079 set(hObject,'UserData',{Revision Handles}); 0080 set(hObject,'Name',['Theta Neuron Network Trainer - Revision ' Revision]); 0081 %Not sure why this isn't being set, since I specified it in GUIDE, but it's 0082 %easy to set it manually anyway. (Maybe be because there is a space in the 0083 %menu name?) 0084 set(Handles.Gradient_Tester,'Accelerator','G'); 0085 set(hObject,'resize','on'); 0086 0087 % UIWAIT makes ThNN_GUI wait for user response (see UIRESUME) 0088 % uiwait(Handles.figure1); 0089 0090 0091 % --- Outputs from this function are returned to the command line. 0092 function varargout = ThNN_GUI_OutputFcn(hObject, eventdata, Handles) 0093 % varargout cell array for returning output args (see VARARGOUT); 0094 % hObject handle to figure 0095 % eventdata reserved - to be defined in a future version of MATLAB 0096 % Handles structure with Handles and user data (see GUIDATA) 0097 0098 % Get default command line output from Handles structure 0099 varargout{1} = Handles.output; 0100 0101 0102 0103 function Alpha_Callback(hObject, eventdata, Handles) 0104 % hObject handle to Alpha (see GCBO) 0105 % eventdata reserved - to be defined in a future version of MATLAB 0106 % Handles structure with Handles and user data (see GUIDATA) 0107 0108 %str2double(get(hObject,'String')) %returns contents of Alpha as a double 0109 0110 0111 % --- Executes during object creation, after setting all properties. 0112 function Alpha_CreateFcn(hObject, eventdata, Handles) 0113 % hObject handle to Alpha (see GCBO) 0114 % eventdata reserved - to be defined in a future version of MATLAB 0115 % Handles empty - Handles not created until after all CreateFcns called 0116 0117 % Hint: edit controls usually have a white background on Windows. 0118 % See ISPC and COMPUTER. 0119 if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 0120 set(hObject,'BackgroundColor','white'); 0121 end 0122 0123 0124 0125 function Reference_Time_Callback(hObject, eventdata, Handles) 0126 % hObject handle to Reference_Time (see GCBO) 0127 % eventdata reserved - to be defined in a future version of MATLAB 0128 % Handles structure with Handles and user data (see GUIDATA) 0129 0130 %str2double(get(hObject,'String')) %returns contents of Reference_Time as a double 0131 0132 0133 % --- Executes during object creation, after setting all properties. 0134 function Reference_Time_CreateFcn(hObject, eventdata, Handles) 0135 % hObject handle to Reference_Time (see GCBO) 0136 % eventdata reserved - to be defined in a future version of MATLAB 0137 % Handles empty - Handles not created until after all CreateFcns called 0138 0139 % Hint: edit controls usually have a white background on Windows. 0140 % See ISPC and COMPUTER. 0141 if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 0142 set(hObject,'BackgroundColor','white'); 0143 end 0144 0145 0146 % --- Executes on selection change in Training_Method. 0147 function Training_Method_Callback(hObject, eventdata, Handles) 0148 % hObject handle to Training_Method (see GCBO) 0149 % eventdata reserved - to be defined in a future version of MATLAB 0150 % Handles structure with Handles and user data (see GUIDATA) 0151 0152 % Hints: contents = get(hObject,'String') returns Training_Method contents as cell array 0153 % contents{get(hObject,'Value')} returns selected item from Training_Method 0154 0155 0156 % --- Executes during object creation, after setting all properties. 0157 function Training_Method_CreateFcn(hObject, eventdata, Handles) 0158 % hObject handle to Training_Method (see GCBO) 0159 % eventdata reserved - to be defined in a future version of MATLAB 0160 % Handles empty - Handles not created until after all CreateFcns called 0161 0162 % Hint: popupmenu controls usually have a white background on Windows. 0163 % See ISPC and COMPUTER. 0164 if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 0165 set(hObject,'BackgroundColor','white'); 0166 end 0167 0168 0169 0170 function Num_Hidden_Neurons_Callback(hObject, eventdata, Handles) 0171 % hObject handle to Num_Hidden_Neurons (see GCBO) 0172 % eventdata reserved - to be defined in a future version of MATLAB 0173 % Handles structure with Handles and user data (see GUIDATA) 0174 0175 %str2double(get(hObject,'String')) %returns contents of Num_Hidden_Neurons as a double 0176 0177 0178 % --- Executes during object creation, after setting all properties. 0179 function Num_Hidden_Neurons_CreateFcn(hObject, eventdata, Handles) 0180 % hObject handle to Num_Hidden_Neurons (see GCBO) 0181 % eventdata reserved - to be defined in a future version of MATLAB 0182 % Handles empty - Handles not created until after all CreateFcns called 0183 0184 % Hint: edit controls usually have a white background on Windows. 0185 % See ISPC and COMPUTER. 0186 if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 0187 set(hObject,'BackgroundColor','white'); 0188 end 0189 0190 0191 % --- Executes on button press in Save_Parameters. 0192 function Save_Parameters_Callback(hObject, eventdata, Handles) 0193 % hObject handle to Save_Parameters (see GCBO) 0194 % eventdata reserved - to be defined in a future version of MATLAB 0195 % Handles structure with Handles and user data (see GUIDATA) 0196 global Flags; 0197 if Flags.TrainFlag 0198 set(Handles.Simulation_Status,'String','Stop Training Before Saving!'); 0199 pause(2); 0200 set(Handles.Simulation_Status,'String','Training...'); 0201 else 0202 TrainingParams=get_training_params(Handles); 0203 ThNN=get_network(Handles); 0204 cd 'Parameters'; 0205 [file,path_save] = uiputfile('*.mat','Save Parameters...'); 0206 try 0207 save([path_save, file], 'TrainingParams', 'ThNN'); 0208 end 0209 cd '..'; 0210 end 0211 0212 % --- Executes on button press in Load_Simulation. 0213 function Load_Simulation_Callback(hObject, eventdata, Handles) 0214 % hObject handle to Load_Simulation (see GCBO) 0215 % eventdata reserved - to be defined in a future version of MATLAB 0216 % Handles structure with Handles and user data (see GUIDATA) 0217 0218 global Flags; 0219 if Flags.TrainFlag 0220 set(Handles.Simulation_Status,'String','Stop Training Before Loading!'); 0221 pause(2); 0222 set(Handles.Simulation_Status,'String','Training...'); 0223 else 0224 C=filesep; 0225 cd('Results'); 0226 [File,PathLoad] = uigetfile('*.mat','Load Simulation...'); 0227 cd('..'); 0228 try 0229 load([PathLoad, File]); 0230 TrainingParams.Handles=Handles; 0231 set_params(Handles,ThNN,TrainingParams); 0232 if exist('TestingResults') 0233 plot_rmse(TrainingParams,TrainingResults,TestingResults); 0234 plot_extra(TrainingParams,tiOrder,tiAll,TrainingResults,tiAllTest,TestingResults); 0235 else 0236 plot_rmse(TrainingParams,TrainingResults); 0237 plot_extra(TrainingParams,tiOrder,tiAll,TrainingResults); 0238 end 0239 SaveFile=[PathLoad, File]; 0240 set(Handles.Continue,'UserData',SaveFile); 0241 set(Handles.Simulation_Status,'String',['Loaded ' File]); 0242 set(Handles.MSE,'String',num2str(TrainingResults.RMSE(end))); 0243 set(Handles.Current_Epoch,'String',num2str(length(TrainingResults.RMSE))); 0244 set(Handles.Current_Learning_Rate,'String',num2str(TrainingParams.WeightLearningRate)); 0245 Flags.TrainFlag=0; 0246 catch 0247 set(Handles.Simulation_Status,'String',['Problem with Load File: ' File]); 0248 end 0249 pause(2); 0250 set(Handles.Simulation_Status,'String','Waiting...'); 0251 end 0252 0253 % --- Executes on button press in Stop. 0254 function Stop_Callback(hObject, eventdata, Handles) 0255 % hObject handle to Stop (see GCBO) 0256 % eventdata reserved - to be defined in a future version of MATLAB 0257 % Handles structure with Handles and user data (see GUIDATA) 0258 global Flags; 0259 0260 Flags.StopFlag=1; 0261 disp('Computation Time Since Train Was Pressed:'); 0262 etime(clock,Flags.StartTime) 0263 set(Handles.Simulation_Status,'String','Preparing to Stop...'); 0264 0265 % --- Executes on button press in Load_Parameters. 0266 function Load_Parameters_Callback(hObject, eventdata, Handles) 0267 % hObject handle to Load_Parameters (see GCBO) 0268 % eventdata reserved - to be defined in a future version of MATLAB 0269 % Handles structure with Handles and user data (see GUIDATA) 0270 global Flags; 0271 if Flags.TrainFlag 0272 set(Handles.Simulation_Status,'String','Stop Training Before Loading!'); 0273 pause(2); 0274 set(Handles.Simulation_Status,'String','Training...'); 0275 else 0276 cd 'Parameters'; 0277 [file,PathLoad] = uigetfile('*.mat','Load Parameters...'); 0278 cd '..'; 0279 try 0280 load([PathLoad, file]); 0281 set_params(Handles,ThNN,TrainingParams); 0282 set(Handles.Simulation_Status,'String',['Loaded ' file]); 0283 catch 0284 set(Handles.Simulation_Status,'String',['Problem with Load File: ' file]); 0285 end 0286 pause(2); 0287 set(Handles.Simulation_Status,'String','Waiting...'); 0288 end 0289 0290 % --- Executes on button press in Continue. 0291 function Continue_Callback(hObject, eventdata, Handles) 0292 % hObject handle to Continue (see GCBO) 0293 % eventdata reserved - to be defined in a future version of MATLAB 0294 % Handles structure with Handles and user data (see GUIDATA) 0295 global Flags; 0296 Temp=get(Handles.Continue,'UserData'); 0297 if ~isempty(Temp) 0298 try 0299 load(Temp); 0300 TrainingParams=get_training_params(Handles); 0301 Flags.TrainFlag=1; 0302 set(Handles.Simulation_Status,'String','Training...'); 0303 enable_network_parameters(Handles,'off'); 0304 if exist('TestingResults') 0305 train_dataset(ThNN,TrainingParams,TrainingResults,TestingResults); 0306 else 0307 train_dataset(ThNN,TrainingParams,TrainingResults); 0308 end 0309 catch 0310 set(Handles.Simulation_Status,'String','Continue Data is Corrupt!'); 0311 disp(['Continue Data (', Temp,') is Corrupt!']); 0312 LE=lasterror; 0313 disp(['The error is: ', LE.message]); 0314 enable_network_parameters(Handles,'off'); 0315 Flags.TrainFlag=0; 0316 pause(3); 0317 set(Handles.Simulation_Status,'String','Waiting...'); 0318 end 0319 else 0320 set(Handles.Simulation_Status,'String','No Data to Continue From!'); 0321 pause(3); 0322 set(Handles.Simulation_Status,'String','Waiting...'); 0323 end 0324 0325 % --- Executes on button press in Train. 0326 function Train_Callback(hObject, eventdata, Handles) 0327 % hObject handle to Train (see GCBO) 0328 % eventdata reserved - to be defined in a future version of MATLAB 0329 % Handles structure with Handles and user data (see GUIDATA) 0330 0331 global Flags; 0332 Flags.StartTime=clock; 0333 set(Handles.axes3,'UserData',{}); 0334 DataName=get(Handles.Input_Data,'String'); 0335 if ~strcmp(DataName,'None') 0336 Flags.TrainFlag=1; 0337 set(Handles.Simulation_Status,'String','Training...'); 0338 ThNN=get_network(Handles); 0339 TrainingParams=get_training_params(Handles); 0340 enable_network_parameters(Handles,'off'); 0341 train_dataset(ThNN,TrainingParams); 0342 else 0343 set(Handles.Simulation_Status,'String','No Training Data Selected!'); 0344 pause(3); 0345 set(Handles.Simulation_Status,'String','Waiting...'); 0346 end 0347 0348 0349 function edit7_Callback(hObject, eventdata, Handles) 0350 % hObject handle to edit7 (see GCBO) 0351 % eventdata reserved - to be defined in a future version of MATLAB 0352 % Handles structure with Handles and user data (see GUIDATA) 0353 0354 % Hints: get(hObject,'String') returns contents of edit7 as text 0355 % str2double(get(hObject,'String')) returns contents of edit7 as a double 0356 0357 0358 % --- Executes during object creation, after setting all properties. 0359 function edit7_CreateFcn(hObject, eventdata, Handles) 0360 % hObject handle to edit7 (see GCBO) 0361 % eventdata reserved - to be defined in a future version of MATLAB 0362 % Handles empty - Handles not created until after all CreateFcns called 0363 0364 % Hint: edit controls usually have a white background on Windows. 0365 % See ISPC and COMPUTER. 0366 if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 0367 set(hObject,'BackgroundColor','white'); 0368 end 0369 0370 0371 0372 function Num_Epochs_Callback(hObject, eventdata, Handles) 0373 % hObject handle to Num_Epochs (see GCBO) 0374 % eventdata reserved - to be defined in a future version of MATLAB 0375 % Handles structure with Handles and user data (see GUIDATA) 0376 0377 %str2double(get(hObject,'String')) %returns contents of Num_Epochs as a double 0378 0379 0380 % --- Executes during object creation, after setting all properties. 0381 function Num_Epochs_CreateFcn(hObject, eventdata, Handles) 0382 % hObject handle to Num_Epochs (see GCBO) 0383 % eventdata reserved - to be defined in a future version of MATLAB 0384 % Handles empty - Handles not created until after all CreateFcns called 0385 0386 % Hint: edit controls usually have a white background on Windows. 0387 % See ISPC and COMPUTER. 0388 if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 0389 set(hObject,'BackgroundColor','white'); 0390 end 0391 0392 0393 0394 function Learning_Rate_Callback(hObject, eventdata, Handles) 0395 % hObject handle to Learning_Rate (see GCBO) 0396 % eventdata reserved - to be defined in a future version of MATLAB 0397 % Handles structure with Handles and user data (see GUIDATA) 0398 0399 % Hints: get(hObject,'String') returns contents of Learning_Rate as text 0400 % str2double(get(hObject,'String')) returns contents of Learning_Rate as a double 0401 0402 0403 % --- Executes during object creation, after setting all properties. 0404 function Learning_Rate_CreateFcn(hObject, eventdata, Handles) 0405 % hObject handle to Learning_Rate (see GCBO) 0406 % eventdata reserved - to be defined in a future version of MATLAB 0407 % Handles empty - Handles not created until after all CreateFcns called 0408 0409 % Hint: edit controls usually have a white background on Windows. 0410 % See ISPC and COMPUTER. 0411 if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 0412 set(hObject,'BackgroundColor','white'); 0413 end 0414 0415 0416 function Initial_Weight_Callback(hObject, eventdata, Handles) 0417 % hObject handle to Initial_Weight (see GCBO) 0418 % eventdata reserved - to be defined in a future version of MATLAB 0419 % Handles structure with Handles and user data (see GUIDATA) 0420 0421 % Hints: get(hObject,'String') returns contents of Initial_Weight as text 0422 % str2double(get(hObject,'String')) returns contents of Initial_Weight as a double 0423 0424 0425 % --- Executes during object creation, after setting all properties. 0426 function Initial_Weight_CreateFcn(hObject, eventdata, Handles) 0427 % hObject handle to Initial_Weight (see GCBO) 0428 % eventdata reserved - to be defined in a future version of MATLAB 0429 % Handles empty - Handles not created until after all CreateFcns called 0430 0431 % Hint: edit controls usually have a white background on Windows. 0432 % See ISPC and COMPUTER. 0433 if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 0434 set(hObject,'BackgroundColor','white'); 0435 end 0436 0437 0438 0439 function Initial_Tau_Callback(hObject, eventdata, Handles) 0440 % hObject handle to Initial_Tau (see GCBO) 0441 % eventdata reserved - to be defined in a future version of MATLAB 0442 % Handles structure with Handles and user data (see GUIDATA) 0443 0444 % Hints: get(hObject,'String') returns contents of Initial_Tau as text 0445 % str2double(get(hObject,'String')) returns contents of Initial_Tau as a double 0446 0447 0448 % --- Executes during object creation, after setting all properties. 0449 function Initial_Tau_CreateFcn(hObject, eventdata, Handles) 0450 % hObject handle to Initial_Tau (see GCBO) 0451 % eventdata reserved - to be defined in a future version of MATLAB 0452 % Handles empty - Handles not created until after all CreateFcns called 0453 0454 % Hint: edit controls usually have a white background on Windows. 0455 % See ISPC and COMPUTER. 0456 if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 0457 set(hObject,'BackgroundColor','white'); 0458 end 0459 0460 0461 0462 function Initialize_Tau_Type_Callback(hObject, eventdata, Handles) 0463 % hObject handle to Initialize_Tau_Type (see GCBO) 0464 % eventdata reserved - to be defined in a future version of MATLAB 0465 % Handles structure with Handles and user data (see GUIDATA) 0466 0467 % Hints: get(hObject,'String') returns contents of Initialize_Tau_Type as text 0468 % str2double(get(hObject,'String')) returns contents of Initialize_Tau_Type as a double 0469 0470 0471 % --- Executes during object creation, after setting all properties. 0472 function Initialize_Tau_Type_CreateFcn(hObject, eventdata, Handles) 0473 % hObject handle to Initialize_Tau_Type (see GCBO) 0474 % eventdata reserved - to be defined in a future version of MATLAB 0475 % Handles empty - Handles not created until after all CreateFcns called 0476 0477 % Hint: edit controls usually have a white background on Windows. 0478 % See ISPC and COMPUTER. 0479 if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 0480 set(hObject,'BackgroundColor','white'); 0481 end 0482 0483 0484 0485 function Initialize_Weight_Type_Callback(hObject, eventdata, Handles) 0486 % hObject handle to Initialize_Weight_Type (see GCBO) 0487 % eventdata reserved - to be defined in a future version of MATLAB 0488 % Handles structure with Handles and user data (see GUIDATA) 0489 0490 % Hints: get(hObject,'String') returns contents of Initialize_Weight_Type as text 0491 % str2double(get(hObject,'String')) returns contents of Initialize_Weight_Type as a double 0492 0493 0494 % --- Executes during object creation, after setting all properties. 0495 function Initialize_Weight_Type_CreateFcn(hObject, eventdata, Handles) 0496 % hObject handle to Initialize_Weight_Type (see GCBO) 0497 % eventdata reserved - to be defined in a future version of MATLAB 0498 % Handles empty - Handles not created until after all CreateFcns called 0499 0500 % Hint: edit controls usually have a white background on Windows. 0501 % See ISPC and COMPUTER. 0502 if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 0503 set(hObject,'BackgroundColor','white'); 0504 end 0505 0506 0507 0508 0509 0510 function Output_Inot_Callback(hObject, eventdata, Handles) 0511 % hObject handle to Output_Inot (see GCBO) 0512 % eventdata reserved - to be defined in a future version of MATLAB 0513 % Handles structure with Handles and user data (see GUIDATA) 0514 0515 % Hints: get(hObject,'String') returns contents of Output_Inot as text 0516 % str2double(get(hObject,'String')) returns contents of Output_Inot as a double 0517 0518 0519 % --- Executes during object creation, after setting all properties. 0520 function Output_Inot_CreateFcn(hObject, eventdata, Handles) 0521 % hObject handle to Output_Inot (see GCBO) 0522 % eventdata reserved - to be defined in a future version of MATLAB 0523 % Handles empty - Handles not created until after all CreateFcns called 0524 0525 % Hint: edit controls usually have a white background on Windows. 0526 % See ISPC and COMPUTER. 0527 if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 0528 set(hObject,'BackgroundColor','white'); 0529 end 0530 0531 function Hidden_Inot_Callback(hObject, eventdata, Handles) 0532 % hObject handle to Hidden_Inot (see GCBO) 0533 % eventdata reserved - to be defined in a future version of MATLAB 0534 % Handles structure with Handles and user data (see GUIDATA) 0535 0536 % Hints: get(hObject,'String') returns contents of Hidden_Inot as text 0537 % str2double(get(hObject,'String')) returns contents of Hidden_Inot as a double 0538 0539 0540 % --- Executes during object creation, after setting all properties. 0541 function Hidden_Inot_CreateFcn(hObject, eventdata, Handles) 0542 % hObject handle to Hidden_Inot (see GCBO) 0543 % eventdata reserved - to be defined in a future version of MATLAB 0544 % Handles empty - Handles not created until after all CreateFcns called 0545 0546 % Hint: edit controls usually have a white background on Windows. 0547 % See ISPC and COMPUTER. 0548 if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 0549 set(hObject,'BackgroundColor','white'); 0550 end 0551 0552 0553 0554 % --- Executes on button press in Delay_Enable. 0555 function Delay_Enable_Callback(hObject, eventdata, Handles) 0556 % hObject handle to Delay_Enable (see GCBO) 0557 % eventdata reserved - to be defined in a future version of MATLAB 0558 % Handles structure with Handles and user data (see GUIDATA) 0559 0560 % Hint: get(hObject,'Value') returns toggle state of Delay_Enable 0561 0562 0563 0564 0565 % --- Executes on selection change in Data_Type. 0566 function Data_Type_Callback(hObject, eventdata, Handles) 0567 % hObject handle to Data_Type (see GCBO) 0568 % eventdata reserved - to be defined in a future version of MATLAB 0569 % Handles structure with Handles and user data (see GUIDATA) 0570 0571 % Hints: contents = get(hObject,'String') returns Data_Type contents as cell array 0572 % contents{get(hObject,'Value')} returns selected item from Data_Type 0573 0574 0575 % --- Executes during object creation, after setting all properties. 0576 function Data_Type_CreateFcn(hObject, eventdata, Handles) 0577 % hObject handle to Data_Type (see GCBO) 0578 % eventdata reserved - to be defined in a future version of MATLAB 0579 % Handles empty - Handles not created until after all CreateFcns called 0580 0581 % Hint: popupmenu controls usually have a white background on Windows. 0582 % See ISPC and COMPUTER. 0583 if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 0584 set(hObject,'BackgroundColor','white'); 0585 end 0586 0587 0588 0589 0590 0591 function Max_Epochs_Callback(hObject, eventdata, Handles) 0592 % hObject handle to Max_Epochs (see GCBO) 0593 % eventdata reserved - to be defined in a future version of MATLAB 0594 % Handles structure with Handles and user data (see GUIDATA) 0595 0596 % Hints: get(hObject,'String') returns contents of Max_Epochs as text 0597 % str2double(get(hObject,'String')) returns contents of Max_Epochs as a double 0598 0599 0600 % --- Executes during object creation, after setting all properties. 0601 function Max_Epochs_CreateFcn(hObject, eventdata, Handles) 0602 % hObject handle to Max_Epochs (see GCBO) 0603 % eventdata reserved - to be defined in a future version of MATLAB 0604 % Handles empty - Handles not created until after all CreateFcns called 0605 0606 % Hint: edit controls usually have a white background on Windows. 0607 % See ISPC and COMPUTER. 0608 if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 0609 set(hObject,'BackgroundColor','white'); 0610 end 0611 0612 0613 0614 0615 0616 function Max_Error_Callback(hObject, eventdata, Handles) 0617 % hObject handle to Max_Error (see GCBO) 0618 % eventdata reserved - to be defined in a future version of MATLAB 0619 % Handles structure with Handles and user data (see GUIDATA) 0620 0621 % Hints: get(hObject,'String') returns contents of Max_Error as text 0622 % str2double(get(hObject,'String')) returns contents of Max_Error as a double 0623 0624 0625 % --- Executes during object creation, after setting all properties. 0626 function Max_Error_CreateFcn(hObject, eventdata, Handles) 0627 % hObject handle to Max_Error (see GCBO) 0628 % eventdata reserved - to be defined in a future version of MATLAB 0629 % Handles empty - Handles not created until after all CreateFcns called 0630 0631 % Hint: edit controls usually have a white background on Windows. 0632 % See ISPC and COMPUTER. 0633 if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 0634 set(hObject,'BackgroundColor','white'); 0635 end 0636 0637 0638 0639 0640 0641 function Tau_Learning_Rate_Callback(hObject, eventdata, Handles) 0642 % hObject handle to Tau_Learning_Rate (see GCBO) 0643 % eventdata reserved - to be defined in a future version of MATLAB 0644 % Handles structure with Handles and user data (see GUIDATA) 0645 0646 % Hints: get(hObject,'String') returns contents of Tau_Learning_Rate as text 0647 % str2double(get(hObject,'String')) returns contents of Tau_Learning_Rate as a double 0648 0649 0650 % --- Executes during object creation, after setting all properties. 0651 function Tau_Learning_Rate_CreateFcn(hObject, eventdata, Handles) 0652 % hObject handle to Tau_Learning_Rate (see GCBO) 0653 % eventdata reserved - to be defined in a future version of MATLAB 0654 % Handles empty - Handles not created until after all CreateFcns called 0655 0656 % Hint: edit controls usually have a white background on Windows. 0657 % See ISPC and COMPUTER. 0658 if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 0659 set(hObject,'BackgroundColor','white'); 0660 end 0661 0662 0663 0664 0665 0666 function Display_Frequency_Callback(hObject, eventdata, Handles) 0667 % hObject handle to Display_Frequency (see GCBO) 0668 % eventdata reserved - to be defined in a future version of MATLAB 0669 % Handles structure with Handles and user data (see GUIDATA) 0670 0671 % Hints: get(hObject,'String') returns contents of Display_Frequency as text 0672 % str2double(get(hObject,'String')) returns contents of Display_Frequency as a double 0673 0674 0675 % --- Executes during object creation, after setting all properties. 0676 function Display_Frequency_CreateFcn(hObject, eventdata, Handles) 0677 % hObject handle to Display_Frequency (see GCBO) 0678 % eventdata reserved - to be defined in a future version of MATLAB 0679 % Handles empty - Handles not created until after all CreateFcns called 0680 0681 % Hint: edit controls usually have a white background on Windows. 0682 % See ISPC and COMPUTER. 0683 if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 0684 set(hObject,'BackgroundColor','white'); 0685 end 0686 0687 0688 0689 % --- Executes during object creation, after setting all properties. 0690 function Regression_CreateFcn(hObject, eventdata, Handles) 0691 % hObject handle to Regression (see GCBO) 0692 % eventdata reserved - to be defined in a future version of MATLAB 0693 % Handles empty - Handles not created until after all CreateFcns called 0694 0695 % Hint: popupmenu controls usually have a white background on Windows. 0696 % See ISPC and COMPUTER. 0697 if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 0698 set(hObject,'BackgroundColor','white'); 0699 end 0700 0701 C=filesep; 0702 d=dir(['Datasets',C,'Regression',C,'*.mat']); 0703 temp{1}='None'; 0704 for j=1:length(d) 0705 temp{j+1}=d(j).name(1:(end-4)); 0706 end 0707 temp{end+1}='Add Function...'; 0708 set(hObject,'String',temp); 0709 0710 % --- Executes on button press in Regression. 0711 function Regression_Callback(hObject, eventdata, Handles) 0712 % hObject handle to Regression (see GCBO) 0713 % eventdata reserved - to be defined in a future version of MATLAB 0714 % Handles structure with Handles and user data (see GUIDATA) 0715 0716 C=filesep; 0717 set(Handles.Classification,'Value',1); 0718 set(Handles.Spike_Times,'Value',1); 0719 temp=get(Handles.Regression,'String'); 0720 set(Handles.Training_Data,'UserData','Regression'); 0721 set(Handles.axes3,'UserData',{}); 0722 status=set_io_data(Handles,[pwd, C, 'Datasets', C, 'Regression', C, temp{get(Handles.Regression,'Value')}],... 0723 temp{get(Handles.Regression,'Value')}); 0724 0725 0726 % --- Executes during object creation, after setting all properties. 0727 function Classification_CreateFcn(hObject, eventdata, Handles) 0728 % hObject handle to Classification (see GCBO) 0729 % eventdata reserved - to be defined in a future version of MATLAB 0730 % Handles empty - Handles not created until after all CreateFcns called 0731 0732 % Hint: popupmenu controls usually have a white background on Windows. 0733 % See ISPC and COMPUTER. 0734 if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 0735 set(hObject,'BackgroundColor','white'); 0736 end 0737 0738 C=filesep; 0739 d=dir(['Datasets',C,'Classification',C,'*.mat']); 0740 temp{1}='None'; 0741 for j=1:length(d) 0742 temp{j+1}=d(j).name(1:(end-4)); 0743 end 0744 temp{end+1}='Add Classifier...'; 0745 set(hObject,'String',temp); 0746 0747 % --- Executes on button press in Classification. 0748 function Classification_Callback(hObject, eventdata, Handles) 0749 % hObject handle to Classification (see GCBO) 0750 % eventdata reserved - to be defined in a future version of MATLAB 0751 % Handles structure with Handles and user data (see GUIDATA) 0752 % --- Executes during object creation, after setting all properties. 0753 0754 C=filesep; 0755 set(Handles.Regression,'Value',1); 0756 set(Handles.Spike_Times,'Value',1); 0757 temp=get(Handles.Classification,'String'); 0758 set(Handles.Training_Data,'UserData','Classification'); 0759 set(Handles.axes3,'UserData',{}); 0760 status=set_io_data(Handles,[pwd, C, 'Datasets',C,'Classification',C, temp{get(Handles.Classification,'Value')}],... 0761 temp{get(Handles.Classification,'Value')}); 0762 0763 % --- Executes during object creation, after setting all properties. 0764 function Spike_Times_CreateFcn(hObject, eventdata, Handles) 0765 % hObject handle to Spike_Times (see GCBO) 0766 % eventdata reserved - to be defined in a future version of MATLAB 0767 % Handles empty - Handles not created until after all CreateFcns called 0768 0769 % Hint: popupmenu controls usually have a white background on Windows. 0770 % See ISPC and COMPUTER. 0771 if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 0772 set(hObject,'BackgroundColor','white'); 0773 end 0774 0775 C=filesep; 0776 d=dir(['Datasets',C,'SpikeTimes',C,'*.mat']); 0777 temp{1}='None'; 0778 for j=1:length(d) 0779 temp{j+1}=d(j).name(1:(end-4)); 0780 end 0781 temp{end+1}='Add SpikeTimes...'; 0782 set(hObject,'String',temp); 0783 0784 % --- Executes on button press in Spike_Times. 0785 function Spike_Times_Callback(hObject, eventdata, Handles) 0786 % hObject handle to Spike_Times (see GCBO) 0787 % eventdata reserved - to be defined in a future version of MATLAB 0788 % Handles structure with Handles and user data (see GUIDATA) 0789 0790 C=filesep; 0791 set(Handles.Classification,'Value',1); 0792 set(Handles.Regression,'Value',1); 0793 temp=get(Handles.Spike_Times,'String'); 0794 set(Handles.Training_Data,'UserData','SpikeTimes'); 0795 set(Handles.axes3,'UserData',{}); 0796 status=set_io_data(Handles,[pwd, C,'Datasets',C,'SpikeTimes',C, temp{get(Handles.Spike_Times,'Value')}],... 0797 temp{get(Handles.Spike_Times,'Value')}); 0798 0799 0800 0801 function Testing_Frequency_Callback(hObject, eventdata, Handles) 0802 % hObject handle to Testing_Frequency (see GCBO) 0803 % eventdata reserved - to be defined in a future version of MATLAB 0804 % Handles structure with Handles and user data (see GUIDATA) 0805 0806 % Hints: get(hObject,'String') returns contents of Testing_Frequency as text 0807 % str2double(get(hObject,'String')) returns contents of Testing_Frequency as a double 0808 0809 0810 % --- Executes during object creation, after setting all properties. 0811 function Testing_Frequency_CreateFcn(hObject, eventdata, Handles) 0812 % hObject handle to Testing_Frequency (see GCBO) 0813 % eventdata reserved - to be defined in a future version of MATLAB 0814 % Handles empty - Handles not created until after all CreateFcns called 0815 0816 % Hint: edit controls usually have a white background on Windows. 0817 % See ISPC and COMPUTER. 0818 if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 0819 set(hObject,'BackgroundColor','white'); 0820 end 0821 0822 0823 0824 0825 % --- Executes on slider movement. 0826 function Zoom_Window_Callback(hObject, eventdata, Handles) 0827 % hObject handle to Zoom_Window (see GCBO) 0828 % eventdata reserved - to be defined in a future version of MATLAB 0829 % Handles structure with Handles and user data (see GUIDATA) 0830 0831 % Hints: get(hObject,'Value') returns position of slider 0832 % get(hObject,'Min') and get(hObject,'Max') to determine range of slider 0833 0834 set(Handles.text34,'String',['Zoom Window: ',num2str(floor(get(Handles.Zoom_Window,'Value')))]); 0835 TrainingParams=get_training_params(Handles); 0836 plot_rmse(TrainingParams); %Will use saved data from last display to updata zoom on plot 0837 0838 0839 % --- Executes during object creation, after setting all properties. 0840 function Zoom_Window_CreateFcn(hObject, eventdata, Handles) 0841 % hObject handle to Zoom_Window (see GCBO) 0842 % eventdata reserved - to be defined in a future version of MATLAB 0843 % Handles empty - Handles not created until after all CreateFcns called 0844 0845 % Hint: slider controls usually have a light gray background. 0846 if isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 0847 set(hObject,'BackgroundColor',[.9 .9 .9]); 0848 end 0849 0850 0851 0852 % -------------------------------------------------------------------- 0853 function Help_Callback(hObject, eventdata, Handles) 0854 % hObject handle to Help (see GCBO) 0855 % eventdata reserved - to be defined in a future version of MATLAB 0856 % Handles structure with Handles and user data (see GUIDATA) 0857 0858 % -------------------------------------------------------------------- 0859 function ContextTest_Callback(hObject, eventdata, Handles) 0860 % hObject handle to ContextTest (see GCBO) 0861 % eventdata reserved - to be defined in a future version of MATLAB 0862 % Handles structure with Handles and user data (see GUIDATA) 0863 0864 0865 % -------------------------------------------------------------------- 0866 function About_Callback(hObject, eventdata, Handles) 0867 % hObject handle to About (see GCBO) 0868 % eventdata reserved - to be defined in a future version of MATLAB 0869 % Handles structure with Handles and user data (see GUIDATA) 0870 0871 Data=get(Handles.figure1,'UserData'); 0872 Revision=Data{1}; 0873 h=helpdlg(sprintf(['Theta Neuron Network Trainer (TNNT) Release ', Revision,'\nCopyright (c) 2007 Sam McKennoch\nAll Rights Reserved']),'About TNNT'); 0874 set(h,'WindowStyle','modal'); 0875 0876 % -------------------------------------------------------------------- 0877 function Documentation_Callback(hObject, eventdata, Handles) 0878 % hObject handle to Documentation (see GCBO) 0879 % eventdata reserved - to be defined in a future version of MATLAB 0880 % Handles structure with Handles and user data (see GUIDATA) 0881 0882 C=filesep; 0883 try 0884 open(['Help' C 'index.html']); 0885 catch 0886 h=errordlg(sprintf('Error displaying help documentation!\nPlease make sure that a Web browser and Adobe Acrobat Reader are installed correctly.'),'Documentation Error'); 0887 set(h,'WindowStyle','modal'); 0888 end 0889 0890 0891 0892 % --- Executes during object creation, after setting all properties. 0893 function Randomize_Inot_CreateFcn(hObject, eventdata, Handles) 0894 % hObject handle to Randomize_Inot (see GCBO) 0895 % eventdata reserved - to be defined in a future version of MATLAB 0896 % Handles empty - Handles not created until after all CreateFcns called 0897 0898 % Hint: edit controls usually have a white background on Windows. 0899 % See ISPC and COMPUTER. 0900 if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 0901 set(hObject,'BackgroundColor','white'); 0902 end 0903 0904 0905 % --- Executes on button press in Randomize_Inot. 0906 function Randomize_Inot_Callback(hObject, eventdata, Handles) 0907 % hObject handle to Randomize_Inot (see GCBO) 0908 % eventdata reserved - to be defined in a future version of MATLAB 0909 % Handles structure with Handles and user data (see GUIDATA) 0910 0911 % Hint: get(hObject,'Value') returns toggle state of Randomize_Inot 0912 0913 0914 % --- Executes during object creation, after setting all properties. 0915 function Average_CreateFcn(hObject, eventdata, Handles) 0916 % hObject handle to Average (see GCBO) 0917 % eventdata reserved - to be defined in a future version of MATLAB 0918 % Handles empty - Handles not created until after all CreateFcns called 0919 0920 % Hint: edit controls usually have a white background on Windows. 0921 % See ISPC and COMPUTER. 0922 if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 0923 set(hObject,'BackgroundColor','white'); 0924 end 0925 0926 % --- Executes on button press in Average. 0927 function Average_Callback(hObject, eventdata, Handles) 0928 % hObject handle to Average (see GCBO) 0929 % eventdata reserved - to be defined in a future version of MATLAB 0930 % Handles structure with Handles and user data (see GUIDATA) 0931 0932 % Hint: get(hObject,'Value') returns toggle state of Average 0933 0934 TrainingParams=get_training_params(Handles); 0935 plot_rmse(TrainingParams); 0936 0937 0938 % -------------------------------------------------------------------- 0939 function Tools_Callback(hObject, eventdata, Handles) 0940 % hObject handle to Tools (see GCBO) 0941 % eventdata reserved - to be defined in a future version of MATLAB 0942 % Handles structure with Handles and user data (see GUIDATA) 0943 0944 0945 % -------------------------------------------------------------------- 0946 function Gradient_Tester_Callback(hObject, eventdata, Handles) 0947 % hObject handle to Gradient_Tester (see GCBO) 0948 % eventdata reserved - to be defined in a future version of MATLAB 0949 % Handles structure with Handles and user data (see GUIDATA) 0950 0951 gradient_tester; 0952 0953 0954 function Averaging_Window_Callback(hObject, eventdata, Handles) 0955 % hObject handle to Averaging_Window (see GCBO) 0956 % eventdata reserved - to be defined in a future version of MATLAB 0957 % Handles structure with Handles and user data (see GUIDATA) 0958 0959 % Hints: get(hObject,'String') returns contents of Averaging_Window as text 0960 % str2double(get(hObject,'String')) returns contents of Averaging_Window as a double 0961 0962 TrainingParams=get_training_params(Handles); 0963 plot_rmse(TrainingParams); 0964 0965 0966 % --- Executes during object creation, after setting all properties. 0967 function Averaging_Window_CreateFcn(hObject, eventdata, Handles) 0968 % hObject handle to Averaging_Window (see GCBO) 0969 % eventdata reserved - to be defined in a future version of MATLAB 0970 % Handles empty - Handles not created until after all CreateFcns called 0971 0972 % Hint: edit controls usually have a white background on Windows. 0973 % See ISPC and COMPUTER. 0974 if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 0975 set(hObject,'BackgroundColor','white'); 0976 end 0977 0978 0979 0980 % --- Executes on button press in Initialize_Weight_Sign. 0981 function Initialize_Weight_Sign_Callback(hObject, eventdata, Handles) 0982 % hObject handle to Initialize_Weight_Sign (see GCBO) 0983 % eventdata reserved - to be defined in a future version of MATLAB 0984 % Handles structure with Handles and user data (see GUIDATA) 0985 0986 % Hint: get(hObject,'Value') returns toggle state of Initialize_Weight_Sign 0987 0988 0989 0990 0991 % --- Executes on button press in NIPS2006_Gradient. 0992 function NIPS2006_Gradient_Callback(hObject, eventdata, Handles) 0993 % hObject handle to NIPS2006_Gradient (see GCBO) 0994 % eventdata reserved - to be defined in a future version of MATLAB 0995 % Handles structure with Handles and user data (see GUIDATA) 0996 0997 % Hint: get(hObject,'Value') returns toggle state of NIPS2006_Gradient 0998 0999 1000 % --- Executes on button press in Numerical_Gradient. 1001 function Numerical_Gradient_Callback(hObject, eventdata, Handles) 1002 % hObject handle to Numerical_Gradient (see GCBO) 1003 % eventdata reserved - to be defined in a future version of MATLAB 1004 % Handles structure with Handles and user data (see GUIDATA) 1005 1006 % Hint: get(hObject,'Value') returns toggle state of Numerical_Gradient 1007 1008 1009 % --- Executes on button press in Weight_Perturb. 1010 function Weight_Perturb_Callback(hObject, eventdata, Handles) 1011 % hObject handle to Weight_Perturb (see GCBO) 1012 % eventdata reserved - to be defined in a future version of MATLAB 1013 % Handles structure with Handles and user data (see GUIDATA) 1014 1015 global Flags; 1016 Flags.PerturbFlag=1; 1017 1018 1019 function Weight_Perturb_Percent_Callback(hObject, eventdata, Handles) 1020 % hObject handle to Weight_Perturb_Percent (see GCBO) 1021 % eventdata reserved - to be defined in a future version of MATLAB 1022 % Handles structure with Handles and user data (see GUIDATA) 1023 1024 % Hints: get(hObject,'String') returns contents of Weight_Perturb_Percent as text 1025 % str2double(get(hObject,'String')) returns contents of Weight_Perturb_Percent as a double 1026 1027 1028 % --- Executes during object creation, after setting all properties. 1029 function Weight_Perturb_Percent_CreateFcn(hObject, eventdata, Handles) 1030 % hObject handle to Weight_Perturb_Percent (see GCBO) 1031 % eventdata reserved - to be defined in a future version of MATLAB 1032 % Handles empty - Handles not created until after all CreateFcns called 1033 1034 % Hint: edit controls usually have a white background on Windows. 1035 % See ISPC and COMPUTER. 1036 if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 1037 set(hObject,'BackgroundColor','white'); 1038 end 1039 1040 1041 % --- Executes on selection change in AvailablePlots. 1042 function AvailablePlots_Callback(hObject, eventdata, Handles) 1043 % hObject handle to AvailablePlots (see GCBO) 1044 % eventdata reserved - to be defined in a future version of MATLAB 1045 % Handles structure with Handles and user data (see GUIDATA) 1046 1047 % Hints: contents = get(hObject,'String') returns AvailablePlots contents as cell array 1048 % contents{get(hObject,'Value')} returns selected item from AvailablePlots 1049 1050 1051 % --- Executes during object creation, after setting all properties. 1052 function AvailablePlots_CreateFcn(hObject, eventdata, Handles) 1053 % hObject handle to AvailablePlots (see GCBO) 1054 % eventdata reserved - to be defined in a future version of MATLAB 1055 % Handles empty - Handles not created until after all CreateFcns called 1056 1057 % Hint: popupmenu controls usually have a white background on Windows. 1058 % See ISPC and COMPUTER. 1059 if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor')) 1060 set(hObject,'BackgroundColor','white'); 1061 end 1062 1063