You can find all the code for this chapter here
Arrays allow you to store multiple elements of the same type in a variable in a particular order.
When you have an array, it is very common to have to iterate over them. So let's
use our new-found knowledge of for
to make a Sum
function. Sum
will
take an array of numbers and return the total.
Let's use our TDD skills
Create a new folder to work in. Create a new file called sum_test.go
and insert the following:
package main
import "testing"
func TestSum(t *testing.T) {
numbers := [5]int{1, 2, 3, 4, 5}
got := Sum(numbers)
want := 15
if got != want {
t.Errorf("got %d want %d given, %v", got, want, numbers)
}
}
Arrays have a fixed capacity which you define when you declare the variable. We can initialize an array in two ways:
- [N]type{value1, value2, ..., valueN} e.g.
numbers := [5]int{1, 2, 3, 4, 5}
- [...]type{value1, value2, ..., valueN} e.g.
numbers := [...]int{1, 2, 3, 4, 5}
It is sometimes useful to also print the inputs to the function in the error message.
Here, we are using the %v
placeholder to print the "default" format, which works well for arrays.
Read more about the format strings
If you had initialized go mod with go mod init main
you will be presented with an error
_testmain.go:13:2: cannot import "main"
. This is because according to common practice,
package main will only contain integration of other packages and not unit-testable code and
hence Go will not allow you to import a package with name main
.
To fix this, you can rename the main module in go.mod
to any other name.
Once the above error is fixed, if you run go test
the compiler will fail with the familiar
./sum_test.go:10:15: undefined: Sum
error. Now we can proceed with writing the actual method
to be tested.
In sum.go
package main
func Sum(numbers [5]int) int {
return 0
}
Your test should now fail with a clear error message
sum_test.go:13: got 0 want 15 given, [1 2 3 4 5]
func Sum(numbers [5]int) int {
sum := 0
for i := 0; i < 5; i++ {
sum += numbers[i]
}
return sum
}
To get the value out of an array at a particular index, just use array[index]
syntax. In this case, we are using for
to iterate 5 times to work through the
array and add each item onto sum
.
Let's introduce range
to help clean up our code
func Sum(numbers [5]int) int {
sum := 0
for _, number := range numbers {
sum += number
}
return sum
}
range
lets you iterate over an array. On each iteration, range
returns two values - the index and the value.
We are choosing to ignore the index value by using _
blank identifier.
An interesting property of arrays is that the size is encoded in its type. If you try
to pass an [4]int
into a function that expects [5]int
, it won't compile.
They are different types so it's just the same as trying to pass a string
into
a function that wants an int
.
You may be thinking it's quite cumbersome that arrays have a fixed length, and most of the time you probably won't be using them!
Go has slices which do not encode the size of the collection and instead can have any size.
The next requirement will be to sum collections of varying sizes.
We will now use the slice type which allows us to have collections of any size. The syntax is very similar to arrays, you just omit the size when declaring them
mySlice := []int{1,2,3}
rather than myArray := [3]int{1,2,3}
func TestSum(t *testing.T) {
t.Run("collection of 5 numbers", func(t *testing.T) {
numbers := [5]int{1, 2, 3, 4, 5}
got := Sum(numbers)
want := 15
if got != want {
t.Errorf("got %d want %d given, %v", got, want, numbers)
}
})
t.Run("collection of any size", func(t *testing.T) {
numbers := []int{1, 2, 3}
got := Sum(numbers)
want := 6
if got != want {
t.Errorf("got %d want %d given, %v", got, want, numbers)
}
})
}
This does not compile
./sum_test.go:22:13: cannot use numbers (type []int) as type [5]int in argument to Sum
The problem here is we can either
- Break the existing API by changing the argument to
Sum
to be a slice rather than an array. When we do this, we will potentially ruin someone's day because our other test will no longer compile! - Create a new function
In our case, no one else is using our function, so rather than having two functions to maintain, let's have just one.
func Sum(numbers []int) int {
sum := 0
for _, number := range numbers {
sum += number
}
return sum
}
If you try to run the tests they will still not compile, you will have to change the first test to pass in a slice rather than an array.
It turns out that fixing the compiler problems were all we need to do here and the tests pass!
We already refactored Sum
- all we did was replace arrays with slices, so no extra changes are required.
Remember that we must not neglect our test code in the refactoring stage - we can further improve our Sum
tests.
func TestSum(t *testing.T) {
t.Run("collection of 5 numbers", func(t *testing.T) {
numbers := []int{1, 2, 3, 4, 5}
got := Sum(numbers)
want := 15
if got != want {
t.Errorf("got %d want %d given, %v", got, want, numbers)
}
})
t.Run("collection of any size", func(t *testing.T) {
numbers := []int{1, 2, 3}
got := Sum(numbers)
want := 6
if got != want {
t.Errorf("got %d want %d given, %v", got, want, numbers)
}
})
}
It is important to question the value of your tests. It should not be a goal to have as many tests as possible, but rather to have as much confidence as possible in your code base. Having too many tests can turn in to a real problem and it just adds more overhead in maintenance. Every test has a cost.
In our case, you can see that having two tests for this function is redundant. If it works for a slice of one size it's very likely it'll work for a slice of any size (within reason).
Go's built-in testing toolkit features a coverage tool. Whilst striving for 100% coverage should not be your end goal, the coverage tool can help identify areas of your code not covered by tests. If you have been strict with TDD, it's quite likely you'll have close to 100% coverage anyway.
Try running
go test -cover
You should see
PASS
coverage: 100.0% of statements
Now delete one of the tests and check the coverage again.
Now that we are happy we have a well-tested function you should commit your great work before taking on the next challenge.
We need a new function called SumAll
which will take a varying number of
slices, returning a new slice containing the totals for each slice passed in.
For example
SumAll([]int{1,2}, []int{0,9})
would return []int{3, 9}
or
SumAll([]int{1,1,1})
would return []int{3}
func TestSumAll(t *testing.T) {
got := SumAll([]int{1, 2}, []int{0, 9})
want := []int{3, 9}
if got != want {
t.Errorf("got %v want %v", got, want)
}
}
./sum_test.go:23:9: undefined: SumAll
We need to define SumAll
according to what our test wants.
Go can let you write variadic functions that can take a variable number of arguments.
func SumAll(numbersToSum ...[]int) []int {
return nil
}
This is valid, but our tests still won't compile!
./sum_test.go:26:9: invalid operation: got != want (slice can only be compared to nil)
Go does not let you use equality operators with slices. You could write
a function to iterate over each got
and want
slice and check their values
but for convenience sake, we can use reflect.DeepEqual
which is
useful for seeing if any two variables are the same.
func TestSumAll(t *testing.T) {
got := SumAll([]int{1, 2}, []int{0, 9})
want := []int{3, 9}
if !reflect.DeepEqual(got, want) {
t.Errorf("got %v want %v", got, want)
}
}
(make sure you import reflect
in the top of your file to have access to DeepEqual
)
It's important to note that reflect.DeepEqual
is not "type safe" - the code
will compile even if you did something a bit silly. To see this in action,
temporarily change the test to:
func TestSumAll(t *testing.T) {
got := SumAll([]int{1, 2}, []int{0, 9})
want := "bob"
if !reflect.DeepEqual(got, want) {
t.Errorf("got %v want %v", got, want)
}
}
What we have done here is try to compare a slice
with a string
. This makes
no sense, but the test compiles! So while using reflect.DeepEqual
is
a convenient way of comparing slices (and other things) you must be careful
when using it.
(From Go 1.21, slices standard package is available, which has slices.Equal function to do a simple shallow compare on slices, where you don't need to worry about the types like the above case. Note that this function expects the elements to be comparable. So, it can't be applied to slices with non-comparable elements like 2D slices.)
Change the test back again and run it. You should have test output like the following
sum_test.go:30: got [] want [3 9]
What we need to do is iterate over the varargs, calculate the sum using our
existing Sum
function, then add it to the slice we will return
func SumAll(numbersToSum ...[]int) []int {
lengthOfNumbers := len(numbersToSum)
sums := make([]int, lengthOfNumbers)
for i, numbers := range numbersToSum {
sums[i] = Sum(numbers)
}
return sums
}
Lots of new things to learn!
There's a new way to create a slice. make
allows you to create a slice with
a starting capacity of the len
of the numbersToSum
we need to work through. The length of a slice is the number of elements it holds len(mySlice)
, while the capacity is the number of elements it can hold in the underlying array cap(mySlice)
, e.g., make([]int, 0, 5)
creates a slice with length 0 and capacity 5.
You can index slices like arrays with mySlice[N]
to get the value out or
assign it a new value with =
The tests should now pass.
As mentioned, slices have a capacity. If you have a slice with a capacity of
2 and try to do mySlice[10] = 1
you will get a runtime error.
However, you can use the append
function which takes a slice and a new value,
then returns a new slice with all the items in it.
func SumAll(numbersToSum ...[]int) []int {
var sums []int
for _, numbers := range numbersToSum {
sums = append(sums, Sum(numbers))
}
return sums
}
In this implementation, we are worrying less about capacity. We start with an
empty slice sums
and append to it the result of Sum
as we work through the varargs.
Our next requirement is to change SumAll
to SumAllTails
, where it will
calculate the totals of the "tails" of each slice. The tail of a collection is
all items in the collection except the first one (the "head").
func TestSumAllTails(t *testing.T) {
got := SumAllTails([]int{1, 2}, []int{0, 9})
want := []int{2, 9}
if !reflect.DeepEqual(got, want) {
t.Errorf("got %v want %v", got, want)
}
}
./sum_test.go:26:9: undefined: SumAllTails
Rename the function to SumAllTails
and re-run the test
sum_test.go:30: got [3 9] want [2 9]
func SumAllTails(numbersToSum ...[]int) []int {
var sums []int
for _, numbers := range numbersToSum {
tail := numbers[1:]
sums = append(sums, Sum(tail))
}
return sums
}
Slices can be sliced! The syntax is slice[low:high]
. If you omit the value on
one of the sides of the :
it captures everything to that side of it. In our
case, we are saying "take from 1 to the end" with numbers[1:]
. You may wish to
spend some time writing other tests around slices and experiment with the
slice operator to get more familiar with it.
Not a lot to refactor this time.
What do you think would happen if you passed in an empty slice into our
function? What is the "tail" of an empty slice? What happens when you tell Go to
capture all elements from myEmptySlice[1:]
?
func TestSumAllTails(t *testing.T) {
t.Run("make the sums of some slices", func(t *testing.T) {
got := SumAllTails([]int{1, 2}, []int{0, 9})
want := []int{2, 9}
if !reflect.DeepEqual(got, want) {
t.Errorf("got %v want %v", got, want)
}
})
t.Run("safely sum empty slices", func(t *testing.T) {
got := SumAllTails([]int{}, []int{3, 4, 5})
want := []int{0, 9}
if !reflect.DeepEqual(got, want) {
t.Errorf("got %v want %v", got, want)
}
})
}
panic: runtime error: slice bounds out of range [recovered]
panic: runtime error: slice bounds out of range
Oh no! It's important to note that while the test has compiled, it has a runtime error.
Compile time errors are our friend because they help us write software that works,
runtime errors are our enemies because they affect our users.
func SumAllTails(numbersToSum ...[]int) []int {
var sums []int
for _, numbers := range numbersToSum {
if len(numbers) == 0 {
sums = append(sums, 0)
} else {
tail := numbers[1:]
sums = append(sums, Sum(tail))
}
}
return sums
}
Our tests have some repeated code around the assertions again, so let's extract those into a function.
func TestSumAllTails(t *testing.T) {
checkSums := func(t testing.TB, got, want []int) {
t.Helper()
if !reflect.DeepEqual(got, want) {
t.Errorf("got %v want %v", got, want)
}
}
t.Run("make the sums of tails of", func(t *testing.T) {
got := SumAllTails([]int{1, 2}, []int{0, 9})
want := []int{2, 9}
checkSums(t, got, want)
})
t.Run("safely sum empty slices", func(t *testing.T) {
got := SumAllTails([]int{}, []int{3, 4, 5})
want := []int{0, 9}
checkSums(t, got, want)
})
}
We could've created a new function checkSums
like we normally do, but in this case, we're showing a new technique, assigning a function to a variable. It might look strange but, it's no different to assigning a variable to a string
, or an int
, functions in effect are values too.
It's not shown here, but this technique can be useful when you want to bind a function to other local variables in "scope" (e.g between some {}
). It also allows you to reduce the surface area of your API.
By defining this function inside the test, it cannot be used by other functions in this package. Hiding variables and functions that don't need to be exported is an important design consideration.
A handy side-effect of this is this adds a little type-safety to our code. If
a developer mistakenly adds a new test with checkSums(t, got, "dave")
the compiler
will stop them in their tracks.
$ go test
./sum_test.go:52:21: cannot use "dave" (type string) as type []int in argument to checkSums
We have covered
- Arrays
- Slices
- The various ways to make them
- How they have a fixed capacity but you can create new slices from old ones
using
append
- How to slice, slices!
len
to get the length of an array or slice- Test coverage tool
reflect.DeepEqual
and why it's useful but can reduce the type-safety of your code
We've used slices and arrays with integers but they work with any other type
too, including arrays/slices themselves. So you can declare a variable of
[][]string
if you need to.
Check out the Go blog post on slices for an in-depth look into slices. Try writing more tests to solidify what you learn from reading it.
Another handy way to experiment with Go other than writing tests is the Go playground. You can try most things out and you can easily share your code if you need to ask questions. I have made a go playground with a slice in it for you to experiment with.
Here is an example of slicing an array and how changing the slice affects the original array; but a "copy" of the slice will not affect the original array. Another example of why it's a good idea to make a copy of a slice after slicing a very large slice.