What is a type error?
Let's say this is an error when the operation is applied to the value of the wrong type. For example, is division by zero a type error?
If we define division type signature as (Number, Number) -> Number
than it is not a type error. But on the other hand, the division is a partial function e.g. it is not defined for all possible inputs (denominator can't be zero). So to make the proposed type signature work we need to throw an exception (for undefined behavior). Example in Python:
print(1/0)
# ZeroDivisionError: integer division or modulo by zero
If we define division type signature as (Number, Number) -> Number | Undefined
, we could use Undefined
to represent the undefined behavior of the function. Now there is no exception nor type error when we call the function with zero, but instead, we need to do a "type check" of the result:
if (result != Undefined) {
// now we know that result is Number
}
If we define division type signature as (Number, NumberExceptZero) -> Number
, we will make division by zero a type error.
Edge case handling
...in partial functions
Exception
Type signature: divide :: (Number, Number) -> Number
Throwing exception would make types correct because instead of getting an "undefined" value we will jump to a different branch of code, which means that function will either return the correct value or consequent instructions will not run.
try {
result = divide(a, b);
// `result` type is: Number
print(c + 1);
} catch {
// handle error
}
Example in Ponylang:
let result =
try
USize.max_value().div_partial(0)?
else
// handle error
end
For get item (from array at index) example in Python:
from array import *
myArray = array('i', [10,20,30,40,50])
print (myArray[10])
# IndexError: array index out of range
Undefined
Type signature: divide :: (Number, Number) -> Number | Undefined
Return special value for undefined behavior.
result = divide(a, b);
// `result` type is: Number | Undefined
if (result == Undefined) {
// handle error
} else {
// Now we know that `result` type is: Number
print(c + 1);
}
For division, it can be NaN
(not a number) or Infinity
. From language PoV, they can be considered as numbers, but from math PoV, they are not.
Example in Ponylang (it returns tuple [Number, Boolean]
instead of Number | Undefined
):
let result =
match USize.max_value().divc(0)
| (_, true) =>
/* handle error */
| (let temp: USize, false) =>
temp + 1
end
For get item (from array at index) it can be undefined
or null
. Example in JavaScript:
let myArray = [10, 20, 30, 40, 50];
myArray[10]; // undefined
Monad
Type signature: divide :: (Number, Number) -> Either<Error, Number>
We can use Either
monad for the division.
result = divide(a, b);
// `result` type is: Either<Error, Number>
result.bimap(
() => {
/* handle error */
},
(temp) => { // `temp` type is Number
print(temp + 1);
}
);
We can use Maybe
monad for "get item". Example in Elm:
myArray = Array.fromList [10,20,30,40,50]
Array.get 10 myArray -- Never
Dependent types
Type signature: divide :: (Number, NumberExceptZero) -> Number
We can define more precise types of functions. For example, allow only non-zero numbers as a second parameter for the division.
// `b` type is Number
if (b == 0) {
/* handle error */
} else {
// `b` type is Number except 0
result = divide(a, b);
print(result + 1);
}
Pay attention: error handling is done before division - to prove to type checker that b
is not zero.
Comparison table
division | get item from array at index | |
---|---|---|
Exception | (Number, Number) -> Number |
(Array<P>, Number) -> P |
Undefined | (Number, Number) -> Number / Undefined |
(Array<P>, Number) -> P / Undefined |
Monad | (Number, Number) -> Either<Error, Number> |
(Array<P>, Number) -> Maybe<P> |
Dependent types | (Number, NumberExceptZero) -> Number |
(Array<P>, Numbers from 0 to List.length - 1) -> P |
Note: one more way to handle division is 1/0=0
Thoughts
- If an exception is used to compensate for undefined behavior of partial function it can be represented with types instead
- If the given exception is a type error or not depends on how types defined