Type conversion

Implicit type conversion, also known as coercion, is an automatic type conversion by the compiler. Some programming languages allow compilers to provide coercion; others require it.

In a mixed-type expression, data of one or more subtypes can be converted to a supertype as needed at runtime so that the program will run correctly. For example, the following is legal C to python language code:

dataX = []         

for x in file1.readlines(): 
    x = x.split(" ")
    x = x[1:]      
    x = list(map(int, x)) 
    dataX.append(x)          
dataX = np.array(dataX)
print (dataX)
print (len(dataX))
print (dataX.shape)

Although d, l, and i belong to different data types, they will be automatically converted to equal data types each time a comparison or assignment is executed. This behavior should be used with caution, as unintended consequences can arise. Data can be lost when converting representations from floating-point to integer, as the fractional components of the floating-point values will be truncated (rounded toward zero). Conversely, precision can be lost when converting representations from integer to floating-point, since a floating-point type may be unable to exactly represent an integer type. For example, float might be an IEEE 754 single precision type, which cannot represent the integer 16777217 exactly, while a 32-bit integer type can. This can lead to unintuitive behavior, as demonstrated by the following code:

#include <stdio.h>

int main(void)
{
    int i_value   = 16777217;
    float f_value = 16777216.0;
    printf("The integer is: %d\n", i_value);
    printf("The float is:   %f\n", f_value);
    printf("Their equality: %d\n", i_value == f_value);
}

On compilers that implement floats as IEEE single precision, and ints as at least 32 bits, this code will give this peculiar print-out:

The integer is: 16777217
The float is: 16777216.000000
Their equality: 1

Note that 1 represents equality in the last line above. This odd behavior is caused by an implicit conversion of i_value to float when it is compared with f_value. The conversion causes loss of precision, which makes the values equal before the comparison.

Important takeaways:

1. float to int causes truncation, i.e., removal of the fractional part.
2. double to float causes rounding of digit.
3. long to int causes dropping of excess higher order bits.

One special case of implicit type conversion is type promotion, where the compiler automatically expands the binary representation of objects of integer or floating-point types. Promotions are commonly used with types smaller than the native type of the target platform's arithmetic logic unit (ALU), before arithmetic and logical operations, to make such operations possible, or more efficient if the ALU can work with more than one type. C and C++ perform such promotion for objects of boolean, character, wide character, enumeration, and short integer types which are promoted to int, and for objects of type float, which are promoted to double. Unlike some other type conversions, promotions never lose precision or modify the value stored in the object.

In Java:

int x = 3;
double y = 3.5;
System.out.println(x + y); // The output will be 6.5

Explicit type conversion is a type conversion which is explicitly defined within a program (instead of being done by a compiler for implicit type conversion). It is defined by the user in the program.

double da = 3.3;
double db = 3.3;
double dc = 3.4;
int result = (int)da + (int)db + (int)dc; // result == 9
// if implicit conversion would be used (as with "result = da + db + dc"), result would be equal to 10

There are several kinds of explicit conversion.

checked

Before the conversion is performed, a runtime check is done to see if the destination type can hold the source value. If not, an error condition is raised.

unchecked

No check is performed. If the destination type cannot hold the source value, the result is undefined.

bit pattern

The raw bit representation of the source is copied verbatim, and it is re-interpreted according to the destination type. This can also be achieved via aliasing.

In object-oriented programming languages, objects can also be downcast : a reference of a base class is cast to one of its derived classes.

In C#, type conversion can be made in a safe or unsafe (i.e., C-like) manner, the former called checked type cast.[8]

Animal animal = new Cat();

Bulldog b = (Bulldog) animal;  // if (animal is Bulldog), stat.type(animal) is Bulldog, else an exception
b = animal as Bulldog;         // if (animal is Bulldog), b = (Bulldog) animal, else b = null

animal = null;
b = animal as Bulldog;         // b == null

In C++ a similar effect can be achieved using C++-style cast syntax.

Animal* animal = new Cat;

Bulldog* b = static_cast<Bulldog*>(animal); // compiles only if either Animal or Bulldog is derived from the other (or same)
b = dynamic_cast<Bulldog*>(animal);         // if (animal is Bulldog), b = (Bulldog*) animal, else b = nullptr

Bulldog& br = static_cast<Bulldog&>(*animal); // same as above, but an exception will be thrown if a nullptr was to be returned
                                              // this is not seen in code where exception handling is avoided
animal = nullptr;
b = dynamic_cast<Bulldog*>(animal);         // b == nullptr

delete animal; // always free resources

In Eiffel the notion of type conversion is integrated into the rules of the type system. The Assignment Rule says that an assignment, such as:

x := y

is valid if and only if the type of its source expression, y in this case, is compatible with the type of its target entity, x in this case. In this rule, compatible with means that the type of the source expression either conforms to or converts to that of the target. Conformance of types is defined by the familiar rules for polymorphism in object-oriented programming. For example, in the assignment above, the type of y conforms to the type of x if the class upon which y is based is a descendant of that upon which x is based.

The actions of type conversion in Eiffel, specifically converts to and converts from are defined as:

A type based on a class CU converts to a type T based on a class CT (and T converts from U) if either

CT has a conversion procedure using U as a conversion type, or

CU has a conversion query listing T as a conversion type

Eiffel is a fully compliant language for Microsoft .NET Framework. Before development of .NET, Eiffel already had extensive class libraries. Using the .NET type libraries, particularly with commonly used types such as strings, poses a conversion problem. Existing Eiffel software uses the string classes (such as STRING_8) from the Eiffel libraries, but Eiffel software written for .NET must use the .NET string class (System.String) in many cases, for example when calling .NET methods which expect items of the .NET type to be passed as arguments. So, the conversion of these types back and forth needs to be as seamless as possible.

    my_string: STRING_8                 -- Native Eiffel string
    my_system_string: SYSTEM_STRING     -- Native .NET string

        ...

            my_string := my_system_string

In the code above, two strings are declared, one of each different type (SYSTEM_STRING is the Eiffel compliant alias for System.String). Because System.String does not conform to STRING_8, then the assignment above is valid only if System.String converts to STRING_8.

The Eiffel class STRING_8 has a conversion procedure make_from_cil for objects of type System.String. Conversion procedures are also always designated as creation procedures (similar to constructors). The following is an excerpt from the STRING_8 class:

    class STRING_8
        ...
    create
        make_from_cil
        ...
    convert
        make_from_cil ({SYSTEM_STRING})
        ...

The presence of the conversion procedure makes the assignment:

            my_string := my_system_string

semantically equivalent to:

            create my_string.make_from_cil (my_system_string)

in which my_string is constructed as a new object of type STRING_8 with content equivalent to that of my_system_string.

To handle an assignment with original source and target reversed:

            my_system_string := my_string

the class STRING_8 also contains a conversion query to_cil which will produce a System.String from an instance of STRING_8.

    class STRING_8
        ...
    create
        make_from_cil
        ...
    convert
        make_from_cil ({SYSTEM_STRING})
        to_cil: {SYSTEM_STRING}
        ...

The assignment:

            my_system_string := my_string

then, becomes equivalent to:

            my_system_string := my_string.to_cil

In Eiffel, the setup for type conversion is included in the class code, but then appears to happen as automatically as explicit type conversion in client code. The includes not just assignments but other types of attachments as well, such as argument (parameter) substitution.

Rust provides no implicit type conversion (coercion) between primitive types. But, explicit type conversion (casting) can be performed using the as keyword.[9]

println!("1000 as a u16 is: {}", 1000 as u16);