Generic functions on slices with Go type parameters

After many years in the making, Go’s generics proposal has been accepted this week! This
is great news for the Go community; the earliest attempt to add generics to Go
was in 2010,
before the release of Go 1.0.

I believe the current proposal strikes a good balance between expressivity and
comprehensibility. It should allow Go programmers to express 95% of the things
generics were most wanted for, while making it hard or impossible to write
inscrutable code for which generics have a bad name in other languages. As it
stands now, the Go team is working on getting generics into the language in 1.18
(beta will be available in Dec 2021), though these timelines aren’t final.

Last month I wrote a post
about why writing generic functions on slices in Go is hard. To celebrate the
proposal acceptance milestone, here’s a post that shows how this will become a
non-issue once generics land in Go.

Generic functions for slices?

Let’s start by defining the problem; Ian Lance Taylor has an excellent talk and
blog post called “Why Generics?”
on the
topic, and I highly recommend you watch/read that first.

I’ll be using Ian’s function to reverse slices as a motivating example, and will
move quickly through the topics that are already covered in that talk.

Suppose we want to write a function to reverse a slice in Go; we can start with
a concrete function to reverse a slice of ints :

func ReverseInts(s []int) {
first := 0
last := len(s) 1
for first < last {
s[first], s[last] = s[last], s[first]

How about reversing a slice of strings?

func ReverseStrings(s []string) {
first := 0
last := len(s) 1
for first < last {
s[first], s[last] = s[last], s[first]

Well, it looks exactly like the previous function, with a simple int->string
substitution in the type. Can’t we write this function only once?

Go permits polymorphism via interfaces; let’s try to write a “generic” function
to reverse a slice of any type:

func ReverseAnything(s []interface{}) {
first := 0
last := len(s) 1
for first < last {
s[first], s[last] = s[last], s[first]

We can call it as follows, and it works as expected:

iints := []interface{}{2, 3, 4, 5}

istrings := []interface{}{“joe”, “mike”, “hello”}

So wait, is this it? Go has had generics all along? Not quite. While
ReverseAnything will dutifilly reverse a slice of interface{}, we don’t
typically hold data in such slices in Go. We could do it, theoretically, but
that would forego much of Go’s static typing, relying on (runtime) type
assertions at every turn [1]

It would all work great if we could just pass our []int into
ReverseAnything; but that’s not possible, for a variety of good reasons.

We could also copy our []int into a []interface{} prior to reversing it,
but this carries significant disadvantages:

Much more code: instead of reversing a slice, we have to copy our slice into
a []interface{}, then call the reverse function, then copy the result
back into a []int.
Efficiency hit – lots of copying data arround and allocations of new slices,
whereas a simple call to ReverseInts(intslice) is a single loop with
no unnecessary copies and zero allocations.

There are other approaches we could take, like code generation, but these have different issues that make
them cumbersome.

This is where the type parameters proposal
comes in.

Writing generic code with type parameters

Using the type parameters proposal, writing a generic slice reversal function
is simple:

func ReverseSlice[T any](s []T) {
first := 0
last := len(s) 1
for first < last {
s[first], s[last] = s[last], s[first]

The square bracket region following the function’s name defines a type parameter
for the function’s use. [T any] means that T is a type parameter that
can be any type. Not surprisingly, the body of the function remains exactly
the same as in our non-generic versions.

Here’s how we use it:

s := []int{2, 4, 8, 11}

ss := []string{“joe”, “mike”, “hello”}

Due to type inference, we don’t have to specify the type parameters when we
invoke ReverseSlice in this case (and in the vast majority of other cases,
actually); it “just works”.

I won’t go into details about how the compiler accomplishes this, because the
implementation details are still in flux. Moreover, different Go compilers may
choose to implement this differently, and that’s fine.

I will highlight one important aspect of the proposal, however: values of type
parameters are not boxed
. This has significant implications for efficiency! It
means that whatever overhead generic functions add (in terms of run time and
memory footprint), it’s likely to be a constant overhead that’s not a function
of the slice’s size.

More examples of generic slice functions

Type parameters finally allow programmers to write generic functions like
map, reduce and filter! Whether you think such functions are a good
stylistic fit to Go or not, they are a good demonstration of the capabilities
of this new functionality in Go. Let’s take map, for example:

func Map[T, U any](s []T, f func(T) U) []U {
r := make([]U, len(s))
for i, v := range s {
r[i] = f(v)
return r

It’s parameterized by two types – one for the slice element, one for the
returned slice element. Here’s a hypothetical usage scenario:

s := []int{2, 4, 8, 11}
ds := Map(s, func(i int) string {return strconv.Itoa(2*i)})

The mapping function takes an int and returns a string. This is enough
for Go’s type inference to understand that T is int and U is
string in the call to Map, and we don’t have to specify any types
explicitly. ds is inferred to be []string.

Naturally, we could also use Map with existing functions from the standard
library, e.g.:

names := []string{“joe”, “mike”, “sue”}
namesUpper := Map(names, strings.ToUpper)

Here’s Filter:

func Filter[T any](s []T, f func(T) bool) []T {
var r []T
for _, v := range s {
if f(v) {
r = append(r, v)
return r

We would use it as follows:

evens := Filter(s, func(i int) bool {return i % 2 == 0})

Finally, here’s Reduce:

func Reduce[T, U any](s []T, init U, f func(U, T) U) U {
r := init
for _, v := range s {
r = f(r, v)
return r

And sample usage:

product := Reduce(s, 1, func(a, b int) int {return a*b})

Trying type parameters today

Even though generics will not be available in Go before 1.18, you can play with
them today and try all the code I pasted in this post (and whatever else strikes
your fancy). There are a couple of ways.

The easiest way to try small snippets is on the
go2go version of the Go Playground. It’s
kept reasonably in sync with the type parameters development branch of the
Go toolchain.

To be on the bleeding edge and/or to write more substantial pieces of code, you

Clone the Go repository (following these instructions).
Check out the dev.go2go branch.
Build the toolchain (also detailed in the link in step 1)
Use go tool go2go to run code samples.

In the source repository accompanying this post,
you’ll find a simple bash script that set ups env vars properly to do step 4.
Feel free to use it for your own needs.

Once you’ve cloned the repo and checked out the dev.go2go branch, take a
look at the directory src/cmd/go2go/testdata/go2path/src. It contains many
examples of generic Go code using type parameters that are very interesting to

To understand why, imagine we used a slice like iints to hold
integers. Now try to write code that adds up this slice and computes the

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