_content: add blog post and new fuzzing tutorial

Change-Id: I533a2bb17f0d0bd09a9372e9852ff50a6e0f9e6a
Reviewed-on: https://go-review.googlesource.com/c/website/+/378594
Reviewed-by: Russ Cox <rsc@golang.org>
Run-TryBot: Katie Hockman <katie@golang.org>
Trust: DO NOT USE <katiehockman@google.com>
TryBot-Result: Gopher Robot <gobot@golang.org>
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@ -0,0 +1,38 @@
---
title: "Two New Tutorials for 1.18"
date: 2021-01-14
by:
- Katie Hockman, for the Go team
summary: Two new tutorials have been published in preparation for the release of Go 1.18.
---
We will be releasing Go 1.18 soon, and this release includes a few new concepts
for Go. We have published two new tutorials to help introduce you to these
upcoming features.
The first new tutorial will help you get started with generics. This tutorial
walks you through creating a generic function that can handle multiple types,
and calling it from your code. Once youve created a generic function, youll
learn about type constraints, and write some for your function. Also consider
checking out the [GopherCon talk about
generics](https://www.youtube.com/watch?v=35eIxI_n5ZM&t=1755s) to learn more.
The second new tutorial will help you get started with fuzzing. This tutorial
demonstrates how fuzzing can find bugs in your code, and walks through the
process of diagnosing and fixing the issues. In this tutorial, you will write
code that has a few bugs and use fuzzing to find, fix, and verify the bugs using
the go command. Special thanks to Beth Brown for her work on the fuzzing
tutorial!
Go 1.18 Beta 1 was released last month, which you can get by visiting the
[downloads page](https://go.dev/dl/#go1.18beta1).
See the full [draft release notes for Go
1.18](https://tip.golang.org/doc/go1.18) for more details about what to expect
in the release.
As always, if you notice any problems, please [file an
issue](https://go.dev/issue/new).
We hope you enjoy the tutorials, and we look forward to everything to come in
2022!

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@ -48,6 +48,11 @@ Introduces the basics of writing a RESTful web service API with Go and the Gin W
With generics, you can declare and use functions or types that are written to work with any of a set of types provided by calling code.
</p>
<h3 id="fuzz-tutorial"><a href="/doc/tutorial/fuzz.html">Tutorial: Getting started with fuzzing (beta)</a></h3>
<p>
Fuzzing can generate inputs to your tests that can catch edge cases and security issues that you may have missed.
</p>
<h3 id="writing-web-applications"><a href="/doc/articles/wiki/">Writing Web Applications</a></h3>
<p>
Building a simple web application.

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<!--{
"Title": "Tutorial: Getting started with fuzzing",
"HideTOC": true
}-->
> **Note: This is beta content.**
This tutorial introduces the basics of fuzzing in Go. With fuzzing, random data
is run against your test in an attempt to find vulnerabilities or crash-causing
inputs. Some examples of vulnerabilities that can be found by fuzzing are SQL
injection, buffer overflow, denial of service and cross-site scripting attacks.
In this tutorial, you'll write a fuzz test for a simple function, run the go
command, and debug and fix issues in the code.
For help with terminology throughout this tutorial, see the [Go Fuzzing
glossary](/doc/fuzz/#glossary).
You'll progress through the following sections:
1. [Create a folder for your code.](#create_folder)
2. [Add code to test.](#code_to_test)
3. [Add a unit test.](#unit_test)
4. [Add a fuzz test.](#fuzz_test)
5. [Fix two bugs.](#fix_invalid_string_error)
6. [Explore additional resources.](#conclusion)
**Note:** For other tutorials, see [Tutorials](/doc/tutorial/index.html).
**Note:** Go fuzzing currently supports a subset of built-in types, listed in
the [Go Fuzzing docs](/doc/fuzz/#requirements), with support for more built-in
types to be added in the future.
## Prerequisites
- **An installation of Go 1.18 Beta 1 or later.** For installation instructions,
see [Installing and using the beta](#installing_beta).
- **A tool to edit your code.** Any text editor you have will work fine.
- **A command terminal.** Go works well using any terminal on Linux and Mac, and
on PowerShell or cmd in Windows.
- **An environment that supports fuzzing.** Go fuzzing with coverage
instrumentation is only available on AMD64 and ARM64 architectures currently.
<!-- TODO: Remove this section after release. -->
### Installing and using the beta {#installing_beta}
This tutorial requires the fuzzing feature available in Beta 1. To install the
beta, following these steps:
1. Run the following command to install the beta.
```
$ go install golang.org/dl/go1.18beta1@latest
```
2. Run the following command to download updates.
```
$ go1.18beta1 download
```
3. Run `go` commands using the beta instead of a released version of Go (if you
have one).
You can run commands with the beta either by using the beta name or by
aliasing the beta to another name.
- Using the beta name, you can run commands by invoking `go1.18beta1` instead
of `go`:
```
$ go1.18beta1 version
```
- By aliasing the beta name to another name, you can simplify the command:
```
$ alias go=go1.18beta1
$ go version
```
Commands in this tutorial will assume you have aliased the beta name.
## Create a folder for your code {#create_folder}
To begin, create a folder for the code youll write.
1. Open a command prompt and change to your home directory.
On Linux or Mac:
```
$ cd
```
On Windows:
```
C:\> cd %HOMEPATH%
```
The rest of the tutorial will show a $ as the prompt. The commands you use
will work on Windows too.
2. From the command prompt, create a directory for your code called fuzz.
```
$ mkdir fuzz
$ cd fuzz
```
3. Create a module to hold your code.
Run the `go mod init` command, giving it your new codes module path.
```
$ go mod init example/fuzz
go: creating new go.mod: module example/fuzz
```
**Note:** For production code, youd specify a module path thats more
specific to your own needs. For more, be sure to see [Managing
dependencies](/doc/modules/managing-dependencies).
Next, you'll add some simple code to reverse a string, which well fuzz later.
## Add code to test {#code_to_test}
In this step, youll add a function to reverse a string.
### Write the code
1. Using your text editor, create a file called main.go in the fuzz directory.
2. Into main.go, at the top of the file, paste the following package
declaration.
```
package main
```
A standalone program (as opposed to a library) is always in package `main`.
3. Beneath the package declaration, paste the following function declaration.
```
func Reverse(s string) string {
b := []byte(s)
for i, j := 0, len(b)-1; i {{raw "<"}} len(b)/2; i, j = i+1, j-1 {
b[i], b[j] = b[j], b[i]
}
return string(b)
}
```
_Note:_ This code is based on the `stringutil.Reverse` function within
golang.org/x/example.
4. At the top of main.go, beneath the package declaration, paste the following
`main` function to initialize a string, reverse it, print the output, and
repeat.
```
func main() {
input := "The quick brown fox jumped over the lazy dog"
rev := Reverse(input)
doubleRev := Reverse(rev)
fmt.Printf("original: %q\n", input)
fmt.Printf("reversed: %q\n", rev)
fmt.Printf("reversed again: %q\n", doubleRev)
}
```
5. Near the top of main.go, just beneath the package declaration, import the
package youll need to support the code youve just written.
The first lines of code should look like this:
```
package main
import "fmt"
```
6. Save main.go.
### Run the code
From the command line in the directory containing main.go, run the code.
```
$ go run .
original: "The quick brown fox jumped over the lazy dog"
reversed: "god yzal eht revo depmuj xof nworb kciuq ehT"
reversed again: "The quick brown fox jumped over the lazy dog"
```
Now that the code is running, its time to test it.
## Add a unit test {#unit_test}
In this step, you will write a basic unit test for the `Reverse` function.
### Write the code
1. Using your text editor, create a file called reverse_test.go in the fuzz
directory.
2. Paste the following code into reverse_test.go.
```
package main
import (
"testing"
)
func TestReverse(t *testing.T) {
testcases := []struct {
in, want string
}{
{"Hello, world", "dlrow ,olleH"},
{" ", " "},
{"!12345", "54321!"},
}
for _, tc := range testcases {
rev := Reverse(tc.in)
if rev != tc.want {
t.Errorf("Reverse: %q, want %q", rev, tc.want)
}
}
}
```
This simple test will assert that the listed input strings will be correctly
reversed.
### Run the code
Run the unit test using `go test`
```
$ go test
PASS
ok example/fuzz 0.013s
```
Next, you will change the unit test into a fuzz test.
## Add a fuzz test {#fuzz_test}
The unit test has limitations, namely that each input must be added to the test
by the developer. One benefit of fuzzing is that it comes up with inputs for
your code, and may identify edge cases that the test cases you came up with
didnt reach.
In this section you will convert the unit test to a fuzz test so that you can
generate more inputs with less work!
Note that you can keep unit tests, benchmarks, and fuzz tests in the same
*_test.go file, but for this example you will convert the unit test to a fuzz
test.
### Write the code
In your text editor, replace the unit test in reverse_test.go with the following
fuzz test.
```
func FuzzReverse(f *testing.F) {
testcases := []string{"Hello, world", " ", "!12345"}
for _, tc := range testcases {
f.Add(tc) // Use f.Add to provide a seed corpus
}
f.Fuzz(func(t *testing.T, orig string) {
rev := Reverse(orig)
doubleRev := Reverse(rev)
if orig != doubleRev {
t.Errorf("Before: %q, after: %q", orig, doubleRev)
}
if utf8.ValidString(orig) && !utf8.ValidString(rev) {
t.Errorf("Reverse produced invalid UTF-8 string %q", rev)
}
})
}
```
Fuzzing has a few limitations as well. In your unit test, you could predict the
expected output of the `Reverse` function, and verify that the actual output met
those expectations.
For example, in the test case `Reverse("Hello, world")` the unit test specifies
the return as `"dlrow ,olleH"`.
When fuzzing, you can't predict the expected output, since you don't have
control over the inputs.
However, there are a few properties of the `Reverse` function that you can
verify in a fuzz test. The two properties being checked in this fuzz test are:
1. Reversing a string twice preserves the original value
2. The reversed string preserves its state as valid UTF-8.
Note the syntax differences between the unit test and the fuzz test:
- The function begins with FuzzXxx instead of TestXxx, and takes `*testing.F`
instead of `*testing.T`
- Where you would expect to a see a `t.Run` execution, you instead see `f.Fuzz`
which takes a fuzz target function whose parameters are `*testing.T` and the
types to be fuzzed. The inputs from your unit test are provided as seed corpus
inputs using `f.Add`.
2. Ensure the new package, `unicode/utf8` has been imported.
```
package main
import (
"testing"
"unicode/utf8"
)
```
With the unit test converted to a fuzz test, its time to run the test again.
### Run the code
1. Run the fuzz test without fuzzing it to make sure the seed inputs pass.
```
$ go test
PASS
ok example/fuzz 0.013s
```
You can also run `go test -run=FuzzReverse` if you have other tests in that
file, and you only wish to run the fuzz test.
2. Run `FuzzReverse` with fuzzing, to see if any randomly generated string
inputs will cause a failure. This is executed using `go test` with a new
flag, `-fuzz`.
```
$ go test -fuzz=Fuzz
fuzz: elapsed: 0s, gathering baseline coverage: 0/3 completed
fuzz: elapsed: 0s, gathering baseline coverage: 3/3 completed, now fuzzing with 8 workers
fuzz: minimizing 38-byte failing input file...
--- FAIL: FuzzReverse (0.01s)
--- FAIL: FuzzReverse (0.00s)
reverse_test.go:20: Reverse produced invalid UTF-8 string "\x9c\xdd"
Failing input written to testdata/fuzz/FuzzReverse/af69258a12129d6cbba438df5d5f25ba0ec050461c116f777e77ea7c9a0d217a
To re-run:
go test -run=FuzzReverse/af69258a12129d6cbba438df5d5f25ba0ec050461c116f777e77ea7c9a0d217a
FAIL
exit status 1
FAIL example/fuzz 0.030s
```
A failure occurred while fuzzing, and the input that caused the problem is
written to a seed corpus file that will be run the next time `go test` is
called, even without the `-fuzz` flag. To view the input that caused the
failure, open the corpus file written to the testdata/fuzz/FuzzReverse
directory in a text editor. Your seed corpus file may contain a different
string, but the format will be the same.
```
go test fuzz v1
string("泃")
```
The first line of the corpus file indicates the encoding version. Each
following line represents the value of each type making up the corpus entry.
Since the fuzz target only takes 1 input, there is only 1 value after the
version.
3. Run `go test` again without the` -fuzz` flag; the new failing seed corpus
entry will be used:
```
$ go test
--- FAIL: FuzzReverse (0.00s)
--- FAIL: FuzzReverse/af69258a12129d6cbba438df5d5f25ba0ec050461c116f777e77ea7c9a0d217a (0.00s)
reverse_test.go:20: Reverse produced invalid string
FAIL
exit status 1
FAIL example/fuzz 0.016s
```
Since our test has failed, its time to debug.
## Fix the invalid string error {#fix_invalid_string_error}
In this section, you will debug the failure, and fix the bug.
Feel free to spend some time thinking about this and trying to fix the issue
yourself before moving on.
### Diagnose the error
There are a few different ways you could debug this error. If you are using VS
Code as your text editor, you can [set up your
debugger](https://github.com/golang/vscode-go/blob/master/docs/debugging.md) to
investigate.
In this tutorial, we will log useful debugging info to your terminal.
First, consider the docs for
[`utf8.ValidString`](https://pkg.go.dev/unicode/utf8).
```
ValidString reports whether s consists entirely of valid UTF-8-encoded runes.
```
The current `Reverse` function reverses the string byte-by-byte, and therein
lies our problem. In order to preserve the UTF-8-encoded runes of the original
string, we must instead reverse the string rune-by-rune.
To examine why the input (in this case, the Chinese character `泃`) is causing
`Reverse` to produce an invalid string when reversed, you can inspect the number
of runes in the reversed string.
#### Write the code
In your text editor, replace the fuzz target within `FuzzReverse` with the
following.
```
f.Fuzz(func(t *testing.T, orig string) {
rev := Reverse(orig)
doubleRev := Reverse(rev)
t.Logf("Number of runes: orig=%d, rev=%d, doubleRev=%d", utf8.RuneCountInString(orig), utf8.RuneCountInString(rev), utf8.RuneCountInString(doubleRev))
if orig != doubleRev {
t.Errorf("Before: %q, after: %q", orig, doubleRev)
}
if utf8.ValidString(orig) && !utf8.ValidString(rev) {
t.Errorf("Reverse produced invalid UTF-8 string %q", rev)
}
})
```
#### Run the code
Run the test using go test
```
$ go test
--- FAIL: FuzzReverse (0.00s)
--- FAIL: FuzzReverse/28f36ef487f23e6c7a81ebdaa9feffe2f2b02b4cddaa6252e87f69863046a5e0 (0.00s)
reverse_test.go:16: Number of runes: orig=1, rev=3, doubleRev=1
reverse_test.go:21: Reverse produced invalid UTF-8 string "\x83\xb3\xe6"
FAIL
exit status 1
FAIL example/fuzz 0.598s
```
The entire seed corpus used strings in which every character was a single byte.
However, characters such as 泃 can require several bytes. Thus, reversing the
string byte-by-byte will invalidate multi-byte characters.
**Note:** If youre curious about how Go deals with strings, read the blog post
[Strings, bytes, runes and characters in Go](https://go.dev/blog/strings) for a
deeper understanding.
With a better understanding of the bug, correct the error in the `Reverse`
function.
### Fix the error
To correct the `Reverse` function, lets traverse the string by runes, instead
of by bytes.
#### Write the code
In your text editor, replace the existing Reverse() function with the following.
```
func Reverse(s string) string {
r := []rune(s)
for i, j := 0, len(r)-1; i {{raw "<"}} len(r)/2; i, j = i+1, j-1 {
r[i], r[j] = r[j], r[i]
}
return string(r)
}
```
#### Run the code
1. Run the test using `go test`
```
$ go test
PASS
ok example/fuzz 0.016s
```
The test now passes!
2. Fuzz it again with `go test -fuzz`, to see if there are any new bugs.
```
$ go test -fuzz=Fuzz
fuzz: elapsed: 0s, gathering baseline coverage: 0/37 completed
fuzz: minimizing 506-byte failing input file...
fuzz: elapsed: 0s, gathering baseline coverage: 5/37 completed
--- FAIL: FuzzReverse (0.02s)
--- FAIL: FuzzReverse (0.00s)
reverse_test.go:33: Before: "\x91", after: "<22>"
Failing input written to testdata/fuzz/FuzzReverse/1ffc28f7538e29d79fce69fef20ce5ea72648529a9ca10bea392bcff28cd015c
To re-run:
go test -run=FuzzReverse/1ffc28f7538e29d79fce69fef20ce5ea72648529a9ca10bea392bcff28cd015c
FAIL
exit status 1
FAIL example/fuzz 0.032s
```
We can see that the string is different from the original after being
reversed twice. This time the input itself is invalid unicode. How is this
possible if were fuzzing with strings?
Lets debug again.
## Fix the double reverse error {#fix_double_reverse_error}
In this section, you will debug the double reverse failure and fix the bug.
Feel free to spend some time thinking about this and trying to fix the issue
yourself before moving on.
### Diagnose the error
Like before, there are several ways you could debug this failure. In this case,
using a
[debugger](https://github.com/golang/vscode-go/blob/master/docs/debugging.md)
would be a great approach.
In this tutorial, we will log useful debugging info in the `Reverse` function.
Look closely at the reversed string to spot the error. In Go, [a string is a
read only slice of bytes](https://go.dev/blog/strings), and can contain bytes
that arent valid UTF-8. The original string is a byte slice with one byte,
`'\x91'`. When the input string is set to rune[], Go encodes the byte slice to
UTF-8, and replaces the byte with the UTF-8 character <20>. When we compare the
replacement UTF-8 character to the input byte slice, they are clearly not equal.
#### Write the code
1. In your text editor, replace the `Reverse` function with the following.
```
func Reverse(s string) string {
fmt.Printf("input: %q\n", s)
r := []rune(s)
fmt.Printf("runes: %q\n", r)
for i, j := 0, len(r)-1; i {{raw "<"}} len(r)/2; i, j = i+1, j-1 {
r[i], r[j] = r[j], r[i]
}
return string(r)
}
```
This will help us understand what is going wrong when converting the string
to a slice of runes.
#### Run the code
This time, we only want to run the failing test in order to inspect the logs. To
do this, we will use `go test -run`.
```
$ go test -run=FuzzReverse/28f36ef487f23e6c7a81ebdaa9feffe2f2b02b4cddaa6252e87f69863046a5e0
input: "\x91"
runes: ['<27>']
input: "<22>"
runes: ['<27>']
--- FAIL: FuzzReverse (0.00s)
--- FAIL: FuzzReverse/28f36ef487f23e6c7a81ebdaa9feffe2f2b02b4cddaa6252e87f69863046a5e0 (0.00s)
reverse_test.go:16: Number of runes: orig=1, rev=1, doubleRev=1
reverse_test.go:18: Before: "\x91", after: "<22>"
FAIL
exit status 1
FAIL example/fuzz 0.145s
```
To run a specific corpus entry within FuzzXxx/testdata, you can provide
{FuzzTestName}/{filename} to `-run`. This can be helpful when debugging.
Knowing that the input is invalid unicode, lets fix the error in our `Reverse`
function.
### Fix the error
To fix this issue, let's return an error if the input to `Reverse` isn't valid
UTF-8.
#### Write the code
1. In your text editor, replace the existing `Reverse` function with the
following.
```
func Reverse(s string) (string, error) {
if !utf8.ValidString(s) {
return s, errors.New("input is not valid UTF-8")
}
r := []rune(s)
for i, j := 0, len(r)-1; i {{raw "<"}} len(r)/2; i, j = i+1, j-1 {
r[i], r[j] = r[j], r[i]
}
return string(r), nil
}
```
2. Modify the reverse_test.go file to check for errors and skip the test if
errors are generated by returning.
```
func FuzzReverse(f *testing.F) {
testcases := []string {"Hello, world", " ", "!12345"}
for _, tc := range testcases {
f.Add(tc) // Use f.Add to provide a seed corpus
}
f.Fuzz(func(t *testing.T, orig string) {
rev, err1 := Reverse(orig)
if err1 != nil {
return
}
doubleRev, err2 := Reverse(rev)
if err2 != nil {
return
}
if orig != doubleRev {
t.Errorf("Before: %q, after: %q", orig, doubleRev)
}
if utf8.ValidString(orig) && !utf8.ValidString(rev) {
t.Errorf("Reverse produced invalid UTF-8 string %q", rev)
}
})
}
```
Rather than returning, you can also call `t.Skip()` to stop the execution of
that fuzz input.
#### Run the code
1. Run the test using go test
```
$ go test
PASS
ok example/fuzz 0.019s
```
2. Fuzz it with `go test -fuzz=Fuzz`, then after a few seconds has passed, stop
fuzzing with `ctrl-C`.
```
$ go test -fuzz=Fuzz
fuzz: elapsed: 0s, gathering baseline coverage: 0/38 completed
fuzz: elapsed: 0s, gathering baseline coverage: 38/38 completed, now fuzzing with 4 workers
fuzz: elapsed: 3s, execs: 86342 (28778/sec), new interesting: 2 (total: 35)
fuzz: elapsed: 6s, execs: 193490 (35714/sec), new interesting: 4 (total: 37)
fuzz: elapsed: 9s, execs: 304390 (36961/sec), new interesting: 4 (total: 37)
...
fuzz: elapsed: 3m45s, execs: 7246222 (32357/sec), new interesting: 8 (total: 41)
^Cfuzz: elapsed: 3m48s, execs: 7335316 (31648/sec), new interesting: 8 (total: 41)
PASS
ok example/fuzz 228.000s
```
The fuzz test will run until it encounters a failing input unless you pass
the `-fuzztime` flag. The default is to run forever if no failures occur, and
the process can be interrupted with `ctrl-C`.
3. Fuzz it with `go test -fuzz=Fuzz -fuzztime 30s` which will fuzz for 30
seconds before exiting if no failure was found.
```
$ go test -fuzz=Fuzz -fuzztime 30s
fuzz: elapsed: 0s, gathering baseline coverage: 0/5 completed
fuzz: elapsed: 0s, gathering baseline coverage: 5/5 completed, now fuzzing with 4 workers
fuzz: elapsed: 3s, execs: 80290 (26763/sec), new interesting: 12 (total: 12)
fuzz: elapsed: 6s, execs: 210803 (43501/sec), new interesting: 14 (total: 14)
fuzz: elapsed: 9s, execs: 292882 (27360/sec), new interesting: 14 (total: 14)
fuzz: elapsed: 12s, execs: 371872 (26329/sec), new interesting: 14 (total: 14)
fuzz: elapsed: 15s, execs: 517169 (48433/sec), new interesting: 15 (total: 15)
fuzz: elapsed: 18s, execs: 663276 (48699/sec), new interesting: 15 (total: 15)
fuzz: elapsed: 21s, execs: 771698 (36143/sec), new interesting: 15 (total: 15)
fuzz: elapsed: 24s, execs: 924768 (50990/sec), new interesting: 16 (total: 16)
fuzz: elapsed: 27s, execs: 1082025 (52427/sec), new interesting: 17 (total: 17)
fuzz: elapsed: 30s, execs: 1172817 (30281/sec), new interesting: 17 (total: 17)
fuzz: elapsed: 31s, execs: 1172817 (0/sec), new interesting: 17 (total: 17)
PASS
ok example/fuzz 31.025s
```
Fuzzing passed!
In addition to the `-fuzz` flag, several new flags have been added to `go
test` and can be viewed in the [documentation](/doc/fuzz/#custom-settings).
## Conclusion {#conclusion}
Nicely done! You've just introduced yourself to fuzzing in Go.
The next step is to choose a function in your code that you'd like to fuzz, and
try it out! If fuzzing finds a bug in your code, consider adding it to the
[trophy case](https://github.com/golang/go/wiki/Fuzzing-trophy-case).
If you experience any problems or have an idea for a feature, [file an
issue](https://github.com/golang/go/issues/new/?&labels=fuzz).
For discussion and general feedback about the feature, you can also participate
in the [#fuzzing channel](https://gophers.slack.com/archives/CH5KV1AKE) in
Gophers Slack.
Check out the documentation at [go.dev/doc/fuzz](/doc/fuzz/#requirements) for
further reading.
## Completed code
--- main.go ---
```
package main
import "fmt"
func main() {
input := "The quick brown fox jumped over the lazy dog"
rev := Reverse(input)
doubleRev := Reverse(rev)
fmt.Printf("original: %q\n", input)
fmt.Printf("reversed: %q\n", rev)
fmt.Printf("reversed again: %q\n", doubleRev)
}
func Reverse(s string) (string, error) {
if !utf8.ValidString(s) {
return s, errors.New("input is not valid UTF-8")
}
r := []rune(s)
for i, j := 0, len(r)-1; i {{raw "<"}} len(r)/2; i, j = i+1, j-1 {
r[i], r[j] = r[j], r[i]
}
return string(r), nil
}
```
--- reverse_test.go ---
```
package main
import (
"testing"
"unicode/utf8"
)
func FuzzReverse(f *testing.F) {
testcases := []string{"Hello, world", " ", "!12345"}
for _, tc := range testcases {
f.Add(tc) // Use f.Add to provide a seed corpus
}
f.Fuzz(func(t *testing.T, orig string) {
rev, err1 := Reverse(orig)
if err1 != nil {
return
}
doubleRev, err2 := Reverse(rev)
if err2 != nil {
return
}
if orig != doubleRev {
t.Errorf("Before: %q, after: %q", orig, doubleRev)
}
if utf8.ValidString(orig) && !utf8.ValidString(rev) {
t.Errorf("Reverse produced invalid UTF-8 string %q", rev)
}
})
}
```

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@ -57,6 +57,14 @@
written to work with any of a set of types provided by calling
code.</td>
</tr>
<tr class="DocTable-row">
<td class="DocTable-cell">
<a href="/doc/tutorial/fuzz">Getting started with fuzzing</a>
</td>
<td class="DocTable-cell">Introduces the basics of fuzzing in Go.
Fuzzing can generate inputs to your tests that can catch edge cases
and security issues that you may have missed.</td>
</tr>
<tr class="DocTable-row">
<td class="DocTable-cell">
<a href="/tour/">A Tour of Go</a>