the "PyRun_StringFlags() returns Nil but PyErr_Print() outputs Empty" Problem Solved and a 'Caffe' model Tutorial Removed Version; we Changed Two Things at this time. ****1) we Solved the "PyRun_StringFlags() returns Nil but PyErr_Print() outputs Empty" Problem; When you go to RunScriptView for the first time after you installed this App, you needed to once go back to EditScriptView and then needed to go to RunScriptView again. It was Due to that Py_FinalizeEx() wasNot called before Py_Initialize() was called. and it was Hard to solve this problem 'cause the error message "fopen failed for data file: errno = 2 (No such file or directory), Errors found! Invalidating cache..." has Hidden this problem for many years. As a result, the error message "fopen failed for data file: errno = 2 (No such file or directory), Errors found! Invalidating cache..." didNot relate to the problem that PyRun_StringFlags() returns Nil for the first time when you installed this App. ****2) we Removed the tutorial 2.1) TutorialSeason003/s003DeepLearningColorizes.py since it seems Richard Zhang's Image Colorization 'Caffe' model is No Longer provided. Instead of it, Please use "TutorialSeason008/s002PyTorchMpsDeepColorization.py" on "PeterJohnPyTorch" So that you Can use Richard Zhang's Image Colorization 'PyTorch' model on 'PeterJohnPyTorch'. Best Regards, --Yasushi Yassun Obata

opencv/cmake/iOS.cmake CMAKE_OSX_DEPLOYMENT_TARGET "15.0" Version; Now You Can Use "OpenCV-Python" at "PeterJohnNumPyMatplotlib" on iOS15 iPhone such as iPhone6Splus. "S" of "6S" stands for "Steve". So we canNot Forget "iPhone6Splus". ****Examples Are the Same Even on iOS15; TutorialSeason003/s006opencvPythonMachineLearning.py; TutorialSeason003/s007opencvPythonVideoCaptureMachineLearning.py Enjoy MachineLearning. Enjoy DeepLearning. Best Regards, --Yasushi Yassun Obata

'OpenCV-Python' ( OpenCV-Python Bindings ) Available Version; Now you Can Use 'OpenCV-Python' on 'PeterJohnNumPyMatplotlib' . you will also be able to use 'OpenCV-Python' on 'PeterJohnNumPy' and 'PeterJohnPyTorch', maybe soon. 'OpenCV-Python' needs NumPy as the data representation, so PeterJohnThreeDim which doesNot have NumPy, canNot Support 'OpenCV-Python'. if you need 'OpenCV-Python', please Upgrade to 'PeterJohnNumPy', ''PeterJohnNumPyMatplotlib' or 'PeterJohnPyTorch'. ****Two Examples; We prepared two examples at this time; TutorialSeason003/s006opencvPythonMachineLearning.py; TutorialSeason003/s007opencvPythonVideoCaptureMachineLearning.py ****Two-Unimplemented Features; OpenCV-Python on PeterJohnNumPy has Two-Unimplemented Features; 1) cap = cv2.VideoCapture() OpenCV-Python on PeterJohnNumPy can't start VideoCapture directly. 2) ret, img = cap.read() OpenCV-Python on PeterJohnNumPy can't read frame from VideoCamera directly. But, instead of Abobe Two, Use 'pjOpenCV as cvCPP'; So that you Can Edit the image captured from VideoCamera, using 'OpenCV-Python'. ****How to Edit the image captured from VideoCamera; 1) setup VideoCapture; import pjOpenCV as cvCPP cvCPP.setVideoCaptureFPS(10) ##cvCPP.initVideoCaptureBackCamera() cvCPP.initVideoCaptureFrontCamera() ##cvCPP.flipCamera() ## flipCamera() 2) start VideoCapture; captured image is Stored as the UIImage 'srcImg'; cvCPP.startVideoCapture() import cv2 3) To Get Captured image, use 'cvCPP.saveSrcImg()'. cvCPP.saveSrcImg( srcAbsPath ) img = cv2.imread( srcAbsPath ) 4) Edit the NumPy image, Using "OpenCV-Python". 5) To Reflect the edited NumPy image on the UIImage 'destImg', use 'cvCPP.createDestImg'; cv2.imwrite(destAbsPath, img) cvCPP.createDestImg(destAbsPath) 6) To Show the UIImage 'destImg', use 'cvCPP.showDestImg()'. cvCPP.showDestImg() Enjoy MachineLearning, Enjoy DeepLearning, --Yasushi Yassun Obata

"tk.stopTkTimer()" BugFix and Adjusted "s04timerTest.py" Version; in "TutorialSeason001/s04timerTest.py", we Found a Bug that "tk.stopTkTimer()" function didNot make the stop of Timer. We Fixed the Bug and Adjusted "s04timerTest.py" a Little so that User Can Understand Easily How to Use both "tk.startTimerAfterFunction()" and "tk.stopTkTimer()" functions. And in some of "TutorialSeason001" examples, we Added "tk.stopTkTimer()" So that each example Can Avoid influence from the other example which Uses Timer in the Same Projects. And One More Thing, at this timing, we added Six Functions Below to "tkInter" module. It will help you to create some of Apps which use different Font Size or different Font Color, especially to create some of Games. **Added Function;; tk.setLabelFontSize(labelNodeName, fontSize) tk.setLabelFontColor(labelNodeName, r, g, b, a) tk.setMainLabelFontSize(fontSize) tk.setMainLabelFontColor(r, g, b, a) tk.setTitleLabelFontSize(fontSize) tk.setTitleLabelFontColor(r, g, b, a) BestRegards, --Yasushi Yassun Obata

"s003ConnectFourMctsCppGame.py" and "s004ConnectFourTraining.py" BugFix Version; We Apologize that MCTS, MonteCarloTreeSearch, C++ Version had a Bug that MCTS C++ version did Not explore the Game Tree, so it was Very Weak. We Fixed the Bug. Now MCTS C++ version explores the Game Tree. So MCTS C++ Version Became Strong. ****TutorialSeason005/s003ConnectFourMctsCppGame.py Became Strong. ****TutorialSeason005/s004ConnectFourTraining.py which Uses the MCTS C++ Version to Train. in The Results of Training, RedReward and YellowReward became Almost Same Values such as 64.5 versus 64. it means the MCTS C++ Version became Strong. ****TutorialSeason005/s005ConnectFourGame.py which Uses the Trained Data on "s004ConnectFourTraining.py". so it became Strong. ****Why did we make MCTS, MonteCarloTreeSearch, C++ Version??;; NumPy is Ten times Faster than Python, and C++ is Ten times Faster than NumPy, As a Result, C++ is Hundred times Faster than Python. Enjoy Deep Learning. Enjoy Reinforcement Learning. Best Regards, --Yasushi Yassun Obata

"TutorialSeason001/s10ThreeDimAMACE.py" 5.4inch iPhone such as iPhone13mini Available Version; in 'RunScriptView', fourDirectionPadNode and fourButtonMousePadNode Became Bigger, So that You Can Play the Game "All Men Are Created Equal" on 5.4inch, 375x812 Pixel, iPhone such as iPhone13mini. Enjoy it. --Yasushi Yassun Obata

"Non-threading-Thread" s001python3.py Version; "pjCommandLineTools/s001python3.py" does No Longer Use "threading.Thread" library 'cause "threading.Thread" has been UnStable on CPython3.9.9. This is Due to the GIL, Global Interpreter Lock. If PCE, Python C Extension, became Thread-Safe, if GIL was Abolished, if the "immortal objects" problem of "free Threading" was Solved, and if CPython became Ten Times Faster than CPython3.9.9, we might resurRect the Thread version of s001python.py. Until the day will come, Enjoy the "Non-threading-Thread" s001python3.py version. One More Thing, If you need Speed or High Performance in CPython3.9.9, please Consider Using "PeterJohnPyTorch" 'cause MPS, MetalPerformanceShader, is Available on the "PeterJohnPyTorch". Best Regards, --Yasushi Yassun Obata.

'pjThreeDim' module Added Version; We are trying to Add 'pjThreeDim' module for All the 'PeterJohn' Series except for the App which doesNot have 'EditScript' function such as 'PeterJohnNumpyConnectFour'. Continuing to that we added 'pjThreeDim' to PeterJohnPyTorch, we added 'pjThreeDim' to PeterJohnNumPyMatplotlib. PeterJohnV4, PeterJohnNumpy, PeterJohnNumpyMatplotlib and PeterJohnPyTorch have both 'EditScript' function and 'RunScript' function. PeterJohnNumpyConnectFour has Only 'RunScript' function. 'pjThreeDim' module provides the feature for user to create 3D Model Games. You Can Play the game "All Men Are Created Equal" which uses 'pjThreeDim' module from 'TutorialSeason001/s10ThreeDimAMACE.py'. AMACE stands for 'All Men Are Created Equal'. Best Regards, --Yasushi Yassun Obata

"LSTMtrainingMatplotlibPyPlot" Version; we Added an Example which shows LSTM Training Result Using "matplotlib.pyplot". Please Check the example Below. TutorialSeason006/scripts/s006LSTMtrainingMatplotlibPyPlot.py Enjoy DeepLearning, Enjoy NumPy, Enjoy PeterJohnNumPyMatplotlib. --Yassun

"in LandScape mode, inputResultLabel, Position of Cursor BugFixed" and "Stopped PyFinalizeEx(()" Version; (1) In LandScape mode, at the InputResultLabel, position of Cursor was Wrong, we Fixed the Bug at this time. (2)we Stopped PyFinalizeEx() 'cause the python Script which uses Thread in the LandScape mode will CRASH When it executes PyFinalizeEx(). ****Ezekiel 34:3-6, GNT; 34:3 You drink the milk, wear clothes made from the wool, and kill and eat the finest sheep. But you never tend the sheep. 34:4 You have not taken care of the weak ones, healed the ones that are sick, bandaged the ones that are hurt, brought back the ones that wandered off, or looked for the ones that were lost. Instead, you treated them cruelly. 34:5 Because the sheep had no shepherd, they were scattered, and wild animals killed and ate them. 34:6 So my sheep wandered over the high hills and the mountains. They were scattered over the face of the earth, and no one looked for them or tried to find them. Even if you live in the evil country which Evil Emperor rules, You MustNot Lose the Hope that King Jesus comes. --Yassun

Tutorial ReArranged Version; some of scripts were Moved or ReNumbered at this time. **1of4; TutorialSeason001/scripts/s08pjBlueTooth.py was Moved from TutorialSeason005. 'cause both 'pjBlueTooth' module and 'pjBlueToothClass.py' doNot Need " NumPy ". **2of4; The four scripts Below were moved from TutorialSeason003, in order to begin Tutorial About " NumPy " from TutorialSeason004. TutorialSeason004/scripts/s001PreparingTrainingPlot.py TutorialSeason004/scripts/s002LSTMtrainingPlot.py TutorialSeason004/scripts/s003CartPoleNoLearning.py TutorialSeason004/scripts/s004CartPolePolicyGradient.py **3of4; The four scripts Below were ReNumbered. TutorialSeason004/scripts/s005SquashPolicyGradient.py TutorialSeason004/scripts/s006SquashRMSprop.py TutorialSeason004/scripts/s007SquashAdaBound.py **4of4; The one script Below was ReNumbered. TutorialSeason005/scripts/s006ConnectFourBlueToothGame.py ****So we Updated Below;; 'cause TutorialSeason001/scripts/s08pjBlueTooth.py was Moved from TutorialSeason005 and 'cause TutorialSeason005/scripts/s006ConnectFourBlueToothGame.py was ReNumbered. **** "pjBlueTooth" and "pjConnectFourBlueTooth" Version; Now You Can Use "pjBlueTooth" on PeterJohnNumPy. And You Can Play "pjConnectFour" by Two People Using "pjBlueTooth". We Added "pjBlueTooth" module and "pjBlueToothClass" at this time in order to use Apple's CoreBlueTooth on PeterJohnNumPy. ****1of2; pjBlueTooth; This is a Basic Module to use Apple's CoreBlueTooth on PeterJohnNumPy. bindOpponentDeviceNamesUpdated() bindPeripheralMgrDidReceiveWrite() init() selectOpponentDeviceByUUID() sendMsgStr() cleanUp() ****2of2; pjBlueToothClass.py This is a Basic Class to use "pjBlueTooth" Module on PeterJohnNumPy. blueToothInit(self) opponentDeviceNamesUpdated(self, opponentDeviceNamesCsvStr) keyPress(self, eventKeySym) peripheralMgrDidReceiveWrite(self, msgStr) afterConnected(self) clickFirst(self, eventNum) ****TutorialSeason001/scripts/s08pjBlueTooth.py; This is the First Example to Show How to Use both "pjBlueTooth" module and "pjBlueToothClass". ****pjConnectFourBlueToothGameClass.py; This is a SubClass of "pjBlueToothClass", which extends "pjBlueToothClass" in order to Play the "ConnectFour" Using "pjBlueTooh" by Two People. This is Used in the "s007ConnectFourBlueToothGame.py". ****TutorialSeason005/scripts/s006ConnectFourBlueToothGame.py This is the Second Example to Show How to Use both "pjBlueTooth" module and "pjBlueToothClass". Now You Can Play "ConnectFour" by Two People. ****Ezekiel 36:25-29, GNT; 36:25 I will sprinkle clean water on you and make you clean from all your idols and everything else that has defiled you. 36:26 I will give you a new heart and a new mind. I will take away your stubborn heart of stone and give you an obedient heart. 36:27 I will put my Spirit in you and will see to it that you follow my laws and keep all the commands I have given you. 36:28 Then you will live in the land I gave your ancestors. You will be my people, and I will be your God. 36:29 I will save you from everything that defiles you. I will command the grain to be plentiful, so that you will Not have any more famines. 36:30 I will increase the yield of your fruit trees and your fields, so that there will be No more famines to disgrace you among the nations. Go Forward along the Path which Holy Spirit Showed You. --Yassun

"pjBlueTooth" and "pjConnectFourBlueTooth" Version; Now You Can Use "pjBlueTooth" on PeterJohnNumPy. And You Can Play "pjConnectFour" by Two People Using "pjBlueTooth". We Added "pjBlueTooth" module and "pjBlueToothClass" at this time in order to use Apple's CoreBlueTooth on PeterJohnNumPy. ****1of2; pjBlueTooth; This is a Basic Module to use Apple's CoreBlueTooth on PeterJohnNumPy. bindOpponentDeviceNamesUpdated() bindPeripheralMgrDidReceiveWrite() init() selectOpponentDeviceByUUID() sendMsgStr() cleanUp() ****2of2; pjBlueToothClass.py This is a Basic Class to use "pjBlueTooth" Module on PeterJohnNumPy. blueToothInit(self) opponentDeviceNamesUpdated(self, opponentDeviceNamesCsvStr) keyPress(self, eventKeySym) peripheralMgrDidReceiveWrite(self, msgStr) afterConnected(self) clickFirst(self, eventNum) ****s006pjBlueTooth.py; This is the First Example to Show How to Use both "pjBlueTooth" module and "pjBlueToothClass". ****pjConnectFourBlueToothGameClass.py; This is a SubClass of "pjBlueToothClass", which extends "pjBlueToothClass" in order to Play the "ConnectFour" Using "pjBlueTooh" by Two People. This is Used in the "s007ConnectFourBlueToothGame.py". ****s007ConnectFourBlueToothGame.py; This is the Second Example to Show How to Use both "pjBlueTooth" module and "pjBlueToothClass". Now You Can Play "ConnectFour" by Two People. ****Ezekiel 36:25-29, GNT; 36:25 I will sprinkle clean water on you and make you clean from all your idols and everything else that has defiled you. 36:26 I will give you a new heart and a new mind. I will take away your stubborn heart of stone and give you an obedient heart. 36:27 I will put my Spirit in you and will see to it that you follow my laws and keep all the commands I have given you. 36:28 Then you will live in the land I gave your ancestors. You will be my people, and I will be your God. 36:29 I will save you from everything that defiles you. I will command the grain to be plentiful, so that you will Not have any more famines. 36:30 I will increase the yield of your fruit trees and your fields, so that there will be No more famines to disgrace you among the nations. Go Forward along the Path which Holy Spirit Showed You. --Yassun

PlotlyGraphObjects and pjWebView Version; ***1of2; Now You Can Plot with PlotlyGraphObjects. **Not Yet Implemented Features; (1) PlotlyExpress, 'cause, though it Needs "Pandas", but PeterJohnNumPy hasNot Yet Had "Pandas", "Pandas" isNot PurePython Library. instead of PlotlyExpress, Use PlotlyGraphObjects. (2) Write Image Function; 'cause, though it Needs "Kaleido", but PeterJohnNumPy hasNot Yet Had "Kaleido", "Kaleido" isNot PurePython Library. instead of Write Image Function, Use Write HTML Function. ****2of2; We Added pjWebView. pjWebView is Easier to Show some of Image files than Using pjTkInter.createSprite() . Since pjTkInter.createSprite() uses SpriteKIt and SpriteKit Caches Image FileName, SpriteKit has Needed to change image FileName in order to change image. Use pjWebView  in order to Show HTML file which is outputted from PlotlyGraphObjects or to Show some of Image files such as PNG file which is outputted from Matplotlib. Enjoy NumPy, Enjoy ReinforcementLearning, Enjoy PeterJohnNumPyMatplotlib. --Yasushi Yassun Obata

" TutorialSeason005/scripts/s005ConnectFourGame.py " Modification Version;; it's difficult to explain about this version. (1)First, run "TutorialSeason005/scripts/s005ConnectFourGame.py". you will see the error message, "There wasNot Trained Model. Please Create Trained Model Using 's004ConnectFourTraining.py' " (2)Second, run "TutorialSeason005/scripts/s004ConnectFourTraining.py". (3)Third, run "TutorialSeason005/scripts/s005ConnectFourGame.py". But you haveNot been Able to begin a New Game So Far. So we Added a Message Below, "Though you Touched Button 'One' or Button 'Two', if you canNot begin a New Game, Please ReStart this App." After ReStarted this App, you Can begin a New Game. we Added just one Message. but if there wasNot the Message, you willNot have been Able to begin any New Game. That's it. --Yassun.