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▜ The Inventor

Stuff that inspire you to create.

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The diamond problem
- is an ambiguity that arises when two classes B and C inherit from A, and class D inherits from both B and C. If there is a method in A that B and C have overridden, and D does not override it, then which version of the method does D inherit: that of B, or that of C?

For example, in the context of GUI software development, a class Button may inherit from both classes Rectangle (for appearance) and Clickable (for functionality/input handling), and classes Rectangle and Clickable both inherit from the Object class. Now if the equals method is called for a Button object and there is no such method in the Button class but there is an overridden equals method in Rectangle or Clickable (or both), which method should be eventually called?

How different languages deal with it:
• Common #Lisp: by order "...in the order in which parent classes are named in the subclass definition"
• Curl: "and the secondary constructor will be invoked for all other subclasses."
• Eiffel: "Eiffel will automatically join features together, if they have the same name and implementation."
• Go: compile-time error
#Java: compile-time error
#OCaml: by order "...are inherited in the same order, with each newly inherited method overriding any existing methods."
#Perl: by order "...from as an ordered list. The compiler uses the first method it finds..."
#Python: by order
#Ruby: by order "...as rightmost depth first resolution."
#Scala: by order "allows multiple instantiation of traits, which allows for multiple inheritance by adding a distinction between the class hierarchy and the trait hierarchy. A class can only inherit from a single class, but can mix-in as many traits as desired." This approach is the most similar to #Nile's; traits being qualifications.
• Tcl: by order "the order of specification in the class declaration affects the name resolution for members..."

Languages that allow only single inheritance, where a class can only derive from one base class, do not have the diamond problem.

Moreover, languages such as #Ada, Objective-C, #CSharp, #Delphi/Free #Pascal, Java, #Swift and PHP allow multiple-inheritance of interfaces (called protocols in Objective-C and Swift). Interfaces are like abstract base classes that specify method signatures without implementing any behavior.

When several interfaces declare the same method signature, as soon as that method is implemented (defined) anywhere in the inheritance chain, it overrides any implementation of that method in the chain above it (in its superclasses). Hence, at any given level in the inheritance chain, there can be at most one implementation of any method. Thus, single-inheritance method implementation does not exhibit the Diamond Problem even with multiple-inheritance of interfaces.
System software versus application software
System software is designed to operate and control the hardware, and to provide a platform for running application software; e.g. operating systems, utility software, device drivers, compilers, and linkers.

System programming languages, in contrast with application languages, typically offer more direct access to the physical hardware of the machine: an archetypical system programming language in this sense was BCPL.

System programming languages often lack built-in input/output (I/O) facilities because a system-software project usually develops its own I/O mechanisms or builds on top of basic monitor I/O or screen management facilities.

e.g. PL/I, #C, C++, #Ada, #D, Nim, #Rust, #Swift
Data layout
- is how multidimensional arrays are stored in a linear storage such as RAM. It is critical for:
• correctly passing arrays between programs written in different programming languages
• performance when traversing an array because modern CPUs, due to caching, process sequential data more efficiently than non-sequential data
• contiguous access makes it possible to use SIMD instructions that operate on vectors of data

Row-major versus column-major order
The difference between the orders lies in which elements of an array are contiguous in memory. In a row-major order, the consecutive elements of a row reside next to each other, whereas the same holds true for consecutive elements of a column in a column-major order. While the terms allude to the rows and columns of a two-dimensional array, the orders can be generalized to arrays of any dimension.

Transposition
As exchanging the indices of an array is the essence of array transposition, an array stored as row-major but read as column-major (or vice versa) will appear transposed. As actually performing this rearrangement in memory is typically an expensive operation, some systems provide options to specify individual matrices as being stored transposed.

Languages support
• Row-major: #C/C++/Objective-C (for C-style arrays), PL/I, #Pascal, Speakeasy, SAS, and Rasdaman
• Column-major: #Fortran, #MATLAB, GNU Octave, S-Plus, #R, #Julia, and Scilab.
• Neither (for less dense arrays):
• Iliffe vectors: #Java, #Scala, #Swift. #Ruby, #Perl, #PHP, #JavaScript, Visual Basic .NET
• Lists of lists: #Python, Wolfram Language of Wolfram Mathematica
• Tables of tables: #Lua