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optional \, but very useful \! + +![](img/T1_AdvancedProgramming-Concepts1.png) + +__What__ __ __ __is__ __ __ __it__ __ __ __good__ __ __ __for__ __?__ + +PEP 484 – Type Hints \(29\-Sep\-2014\): + + _“This _ _PEP aims to provide a standard syntax for type annotations\, opening up Python code to easier static analysis and refactoring\, potential runtime type checking\, and \(perhaps\, in some contexts\) code generation utilizing type information_ _\._ + + _Of _ _these goals\, static analysis is the most important\. This includes support for off\-line type checkers such as _ _mypy_ _\, as well as providing a standard notation that can be used by IDEs for code completion and refactoring_ _\._ + + _\[…\]_ + + _It _ _should also be emphasized that Python will remain a dynamically typed language\, and the authors have no desire to ever make type hints mandatory\, even by convention_ _\.”_ + +__David’s redefinition:__ + +It is a part of your automatic documentation \(like with meaningful variable names\)\. If another person gets your source code they understand it easier\. + +Your editor might thank you \. Do to some new features in Python 3\.10\, the modern editors that do syntax highlighting and error checking have a harder time to infer what you mean\. The more it need to think about what you mean\, the slower your editor might get or even fail to show you syntax highlighting\. + +Static code analysis is really helpful \. It showed me any problems ahead that I would have figured out the hard way otherwise\. + +Packages like the just\-in\-time compiler numba can produce better results if you can tell it what the variables are\. + +__When__ __ __ __and__ __ __ __how__ __ do __ __we__ __ do __ __it__ __?__ + +…mostly when we introduce new variables or define functions or classes: + +![](img/T1_AdvancedProgramming-Concepts2.png) + +![](img/T1_AdvancedProgramming-Concepts3.png) + +![](img/T1_AdvancedProgramming-Concepts4.png) + +![](img/T1_AdvancedProgramming-Concepts5.png) + +![](img/T1_AdvancedProgramming-Concepts6.png) + +Variables with different types: + +![](img/T1_AdvancedProgramming-Concepts7.png) + +…could also be explicit list with ‚or‘ separators… + +![](img/T1_AdvancedProgramming-Concepts8.png) + +__Functions__ __\, __ __more__ __ __ __complex__ __ __ __types__ __…__ + +![](img/T1_AdvancedProgramming-Concepts9.png) + +![](img/T1_AdvancedProgramming-Concepts10.png) + + __More __ __information__ __:__ + +[https://davrot\.github\.io/pytutorial/python\_basics/python\_typing](https://davrot.github.io/pytutorial/python_basics/python_typing/)[/](https://davrot.github.io/pytutorial/python_basics/python_typing/) + +__What__ __ __ __is__ __ a __ __class__ __?__ + +A class is a __container__ __ __ __for__ __ __ __data__ __ \(__ __attributes__ __\)__ and __functions__ __ \(__ __methods__ __\)__ \. They bundle properties of ‚objects‘ and actions that can be performed with/on them\. + +Classes help to __modularize__ __ __ __and__ __ __ __organize__ __ __ __your__ __ __ __code__ __ __ even more than functions\. + + __Class __ __hierarchies__ __ __ are useful for re\-using code which is common for different ‚objects‘ + + __Dataclasses__ __ __ are specific classes in Python intended to represent data that ‚belongs together‘\. + +__Vehicle__ __:__ + +wheels : int + +speed : float + +accelerate \( speed : float \) + +stop \(\) + +__Bus\(__ __Vehicle__ __\):__ + +passengers : int + +routenr : int + +intake : float + +board \( nrpass : int \) + +__Car\(__ __Vehicle__ __\):__ + +passengers : int + +board \( nrpass : int \) + +__Truck\(__ __Vehicle__ __\):__ + +company : str + +weight : float + +load \( weight : float \) + + _parent_ _ _ _class_ _ / _ _superclass_ + +wheels : int + +speed : float + +passengers : int + +litres : float + +kwh : float + +accelerate \( speed : float \) + +stop \(\) + +board \( nrpass : int \) + +fill \( litres : float \) + +charge \( kwh : float \) + +__Electric__ __\(Car\):__ + +kwh : float + +charge \( kwh : float \) + +__Petrol\(Car\):__ + +litres : float + +fill \( litres : float \) + + _child_ _ _ _class_ _ / _ _subclass_ + +__Hybrid\(Petrol\, __ __Electric__ __\):__ + +b\) Including and setting attributes \(variables\): + +![](img/T1_AdvancedProgramming-Concepts11.png) + + __please__ __ __ __don‘t__ __ __ __initialize__ __ in __ __attribute__ __ __ __section__ __\!__ + +a\) Defining and instantiating a class: + +![](img/T1_AdvancedProgramming-Concepts12.png) + +![](img/T1_AdvancedProgramming-Concepts13.png) + +c\) Including and using methods \(functions\): + +c\) multiple inheritance + +![](img/T1_AdvancedProgramming-Concepts14.png) + +![](img/T1_AdvancedProgramming-Concepts15.png) + +![](img/T1_AdvancedProgramming-Concepts16.png) + +There are special methods for certain purposes: + + __\_\___ __init__ __\_\_: __ called always when a class is instantiated\. Good for initalizing and setting up a meaningful state for a class instance\. + + __\_\___ __str__ __\_\_: __ called by __str__ __\(object\)__ and the built\-in functions __format\(\)__ and __print\(\) __ to compute the “informal” or nicely printable string representation of an object\. See also __\_\___ __repr__ __\_\_ __ for the built\-in function __repr__ __\(\)__ \. + + __super\(\): __ refers to the parent class\. Good to call functions from that class\. __Example:__ + +![](img/T1_AdvancedProgramming-Concepts17.png) + + __More __ __information__ __:__ + +[https://davrot\.github\.io/pytutorial/python\_basics/class](https://davrot.github.io/pytutorial/python_basics/class/) [/](https://davrot.github.io/pytutorial/python_basics/class/) + +The __dat__ __a__ __class__ is very similar to normal classes\, but it requires __type __ __annotations__ __ __ thus serving a good programming style\. You have to __import__ __ __ __from__ __ __ __dataclasses__ __ __ and use a decorator __@__ __dataclass__ __ __ when you define a dataclass: + +![](img/T1_AdvancedProgramming-Concepts18.png) + + __there__ __ will __ __be__ __ an __ __error__ __ __ __without__ __ __ __these__ __ __ __annotations__ __\!__ + +__A __ __dataclass__ __ __ __has__ __ an __ __automatic__ __ \_\___ __init__ __\_\_\(\) __ __method__ __ __ __which__ __ __ __can__ __ __ __be__ __ __ __used__ __ __ __to__ __ __ __populate__ __ __ __the__ __ __ __attributes__ __…__ + +__Further Features I__ + +![](img/T1_AdvancedProgramming-Concepts19.png) + + __default\_factory__ can be used to specify automatic generation of default values\. + +TestClassA\(name=''\, number\_of\_electrodes=0\, dt=0\.0\, sample\_rate\_in\_hz=0\.0\) + +__Further Features I__ + +![](img/T1_AdvancedProgramming-Concepts20.png) + +defaults can also be specified in the class definiton \( please do not do this to mutables \!\) + +attributes can be spared from initialization + +attributes can explicitly be specified as keywords + +![](img/T1_AdvancedProgramming-Concepts21.png) + +![](img/T1_AdvancedProgramming-Concepts22.png) + + __\_\___ __post\_init__ __\_\_\(\) __ if you have to do some init of your own… + + __\_\___ __str__ __\_\_\(\) __ for a nice printout\! + +__Why__ __ __ __dataclasses__ __?__ + +putting data together into meaningful containers… + +appropriate type handling… + +versatile and safe initialization methods… + +__makes__ __ __ __comparing__ __ __ __data__ __ __ __sets__ __ easy…\!__ + +![](img/T1_AdvancedProgramming-Concepts23.png) + +![](img/T1_AdvancedProgramming-Concepts24.png) + +![](img/T1_AdvancedProgramming-Concepts25.png) + +![](img/T1_AdvancedProgramming-Concepts26.png) + +__…__ __compare__ __ __ __everything__ + + __More __ __information__ __:__ + +[https://davrot\.github\.io/pytutorial/python\_basics/dataclass](https://davrot.github.io/pytutorial/python_basics/dataclass/)[/](https://davrot.github.io/pytutorial/python_basics/dataclass/) + + __Catch __ __me__ __ __ __if__ __ __ __you__ __ __ __can__ __\!__ + +![](img/T1_AdvancedProgramming-Concepts27.png) + +syntax errors + +logical errors + +data inconsistencies + +exceptions + +inadequate usage or user input + +… + +Assert checks if a condition is true\. If not\, it issues and error and stops program execution\. Example: + +![](img/T1_AdvancedProgramming-Concepts28.png) + +Use it often to make your code safe to use\, or to discover inconsistencies in input data\! + +import numpy as np + +def solve\_quadratic \( a : float \, b : float \, c : float \) \-> tuple \[ float \, float \]: + +    assert isinstance \( a \, float \)\, " argument 'a' must be float \!" + +    assert isinstance \( b \, float \)\, " argument 'b' must be float \!" + +    assert isinstance \( c \, float \)\, " argument 'c' must be float \!" + +    assert a \!= 0 \, " argument a must be non\-zero\, otherwise it's not a quadratic equation \!" + +    sqrt\_arg = \- 4 \* a \* c \+ b \*\* 2 + +    assert sqrt\_arg >= 0 \, " root argument must be positive for non\- imaginary solutions \!" + +    x1 = \( \+ np \. sqrt \( \- 4 \* a \* c \+ b \*\* 2 \) \- b \) / 2 \* a + +    x2 = \( \- np \. sqrt \( \- 4 \* a \* c \+ b \*\* 2 \) \- b \) / 2 \* a + +    return x1 \, x2 + +import numpy as np + +def solve\_quadratic \( a : float \, b : float \, c : float \) \-> tuple \[ float \, float \]: + +    x1 = \( \+ np \. sqrt \( \- 4 \* a \* c \+ b \*\* 2 \) \- b \) / 2 \* a + +    x2 = \( \- np \. sqrt \( \- 4 \* a \* c \+ b \*\* 2 \) \- b \) / 2 \* a + +    return x1 \, x2 + +solve\_quadratic \( "A" \, "B" \, "C" \) + +--- + +Assert is better than if and exception thrown by hand, since ist shorter and ist immediately clear without adding a comment that some checking is performed… + +__Try … __ __Except__ __ … Else … __ __Finally__ __ …__ + +Errors need not terminate your program\. Each error raises an exception\, and you can catch that exception and handle it properly\! + +__Example__ __ __ __for__ __ different __ __exceptions__ __…__ + +![](img/T1_AdvancedProgramming-Concepts29.png) + +__…__ __and__ __ __ __example__ __ __ __for__ __ __ __handling__ __ an __ __exception__ __ __ __nicely__ __:__ + +![](img/T1_AdvancedProgramming-Concepts30.png) + +try this piece of code… + +![](img/T1_AdvancedProgramming-Concepts31.png) + +for i in range \( n\_files \): + +    try : + +        \# open file\[ i \] for read + +        \# read neural activity into temp array + +        \# normalize temp array by its sum + +    except OSError : + +        \# assign None to data\[ i \] + +    else : + +        \# assign temp array to data\[ i \] + +    finally : + +        \# close file if open + +print \( "Successfully read existing data files\.\.\." \) + +… __if__ __ __ __the__ __ __ __specified__ __ __ __exception__ __ __ __occurred__ \, execute this piece of code __\(‚__ __error__ __ __ __handling__ __‘\)__ … + +… __otherwise__ \, execute this piece of code\. You can put code here which runs only correctly when the exception did not occur… + +… __in __ __any__ __ __ __case__ \, execute this piece of code\, irrespectively of errors having occurred/not occurred __\(‚clean\-__ __up__ __‘\)__ \. When an unhandled exception occurred\, execution stop after this code\! + + __division__ __ __ __by__ __ __ __zero__ __ __ __occurs__ __\!__ + + __everything__ __ __ __is__ __ okay\!__ + + __file__ __ __ __does__ __ not __ __exist__ __\, __ __or__ __ __ __is__ __ __ __corrupt__ __\!__ + +__General form\, __ __example__ __:__ + +for i in range \( n\_files \): + +    try : + +        \# open file\[ i \] for read + +        \# read neural activity into temp array + +        \# normalize temp array by its sum + +    except OSError : + +        \# assign None to data\[ i \] + +    else : + +        \# assign temp array to data\[ i \] + +    finally : + +        \# close file if open + +print \( "Successfully read existing data files\.\.\." \) + +__Possible__ __ __ __exceptions__ __…__ + +![](img/T1_AdvancedProgramming-Concepts32.png) + +![](img/T1_AdvancedProgramming-Concepts33.png) + +![](img/T1_AdvancedProgramming-Concepts34.png) + +…and you can define your own\! + +__Exceptions__ __ __ __have__ __ __ __associated__ __ __ __information__ __ in __ __their__ __ __ __attributes__ + +![](img/T1_AdvancedProgramming-Concepts35.png) + +![](img/T1_AdvancedProgramming-Concepts36.png) + +__Raising__ __ __ __exceptions__ + +…or a __newly__ __ __ __defined__ __ __ __exception__ … + +![](img/T1_AdvancedProgramming-Concepts37.png) + +When you determine that something goes wrong\, you can yourself raise an exception… + +…either a __matching__ __\, __ __predefined__ __ __ __one__ + +![](img/T1_AdvancedProgramming-Concepts38.png) + +![](img/T1_AdvancedProgramming-Concepts39.png) + + __Using__ __ __ __the__ __ __ __debugger__ + +The VSCode debugger lets you follow\, monitor\, and manipulate the execution of program code… + +__Examples__ __ __ __of__ __ __ __actions__ __ __ __possible__ __:__ + +step over\, step in\, step out + +continue + +breakpoints\, conditional breakpoints\, function breakpoints + +inspection and change of variables + +monitoring + +… + + __Interactive __ __demonstration__ __…__ + + __More __ __information__ __:__ + +[https://davrot\.github\.io/pytutorial/workflow/vscode\_debug](https://davrot.github.io/pytutorial/workflow/vscode_debug/) [/](https://davrot.github.io/pytutorial/workflow/vscode_debug/) + +[https://davrot\.github\.io/pytutorial/python\_basics/exceptions](https://davrot.github.io/pytutorial/python_basics/exceptions/) [/](https://davrot.github.io/pytutorial/python_basics/exceptions/) + +[https://davrot\.github\.io/pytutorial/python\_basics/assert](https://davrot.github.io/pytutorial/python_basics/assert/) [/](https://davrot.github.io/pytutorial/python_basics/assert/) +