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Trends in concurrent programming languages
Google’s Go 
April 7, 2013

John Graham-Cumming

www.cloudflare.com!
Go (golang)
•  Created in 2007 internally at Google
•  Announced in 2009
•  Currently on Go 1.0.3 (Go 1.1RC2 released yesterday)


•  Headlines
•  Intended for ‘systems programming’
•  Statically typed
•  Garbage collected
•  Designed for concurrency
•  Very high speed compilation
•  Syntax very familiar to C/C++/Java programmers
•  “A small language”

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Small number of built in types
•  int, float, string (mutable), boolean
•  pointers
•  map



m := make(map[string]int)!
m[“Hello”] = 10!

•  slice (bounds checked)
a := make([]int, 10)

!
a[0] = 42!
b := a[1,3]!

•  channel
•  structure, function, interface

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OO using interfaces
•  Interface type
•  Static ‘duck’ typing
type Sequence []int!
!
func (s Sequence) Size() int {!
return len(s)!
}!
!
type Sizer interface {!
Size() int!
}!
!
func Foo (o Sizer) {!
...!
}!

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Statically typed
•  Familiar type declarations
type currency struct {!
id string!
longName string!
}!
!
type transaction struct {!
cur currency!
amnt int!
}!
!
sterling := currency{“GBP”, “British Pounds Sterling”}!
!
var credit = transaction{cur: sterling, amnt: 100}!
!
lastCredit = &credit!
!
lastCredit.amnt += 100!
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One type of loop, one iterator
for i := 0; i < 10; i++ {!
...!
}!
!
for {!
...!
}!
!
for some_boolean {!
...!
}!
!
for i, v := range some_slice {!
...!
}!
!
for k, v := range some_map {!
...!
}!
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Explicit error returns
•  No (actually, very limited) exception mechanism


•  The Go way is multiple returns with errors
conn, err := net.Dial("tcp", "example.com”)!
!
if x, err := do(); err == nil {!
...!
} else {!
...!
}!

•  Can explicitly ignore errors if desired



conn, _ := net.Dial("tcp", "example.com”)!

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Garbage Collected
•  Parallel mark-and-sweep garbage collector

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Possible Concurrency Options
•  Processes with IPC
•  Classic ‘Unix’ processes
•  Erlang processes and mailboxes

•  coroutines
•  Lua uses coroutines with explicit yields


•  Threads with shared memory
•  OS vs. user space
•  Go’s goroutines are close to ‘green threads’
•  Event driven
•  node.js, JavaScript
•  Many GUI frameworks
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Concurrency
•  goroutines
•  Very lightweight processes/threads
•  All scheduling handled internally by the Go runtime
•  Unless you are CPU bound you do not have to think about
scheduling
•  Multiplexed onto system threads, OS polling for I/O
•  Channel-based communication
•  The right way for goroutines to talk to each other

•  Synchronization Library (sync)
•  For when a channel is too heavyweight
•  Rarely used—not going to discuss

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goroutines
•  “Lightweight”
•  Starting 10,000 goroutines on my MacBook Pro took 22ms
•  Allocated memory increased by 3,014,000 bytes (301 bytes per
goroutine)
•  https://gist.github.com/jgrahamc/5253020
•  Not unusual at CloudFlare to have a single Go program

running 10,000s of goroutines with 1,000,000s of
goroutines created during life program.

•  So, go yourFunc() as much as you like.

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Channels
•  c := make(chan bool)– Makes an unbuffered

channel of bools

c <- x – Sends a value on the channel
<- c – Waits to receive a value on the channel
x = <- c – Waits to receive a value and stores it in x
x, ok = <- c – Waits to receive a value; ok will be
false if channel is closed and empty.

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Unbuffered channels are best
•  They provide both communication and synchronization
func from(connection chan int) {!
connection <- rand.Intn(100)!
}!
!
func to(connection chan int) {!
i := <- connection!
fmt.Printf("Someone sent me %dn", i)!
}!
!
func main() {!
cpus := runtime.NumCPU()!
runtime.GOMAXPROCS(cpus)!
!
connection := make(chan int)!
go from(connection)!
go to(connection)!
...!
}!
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Using channels for signaling
(1)
•  Sometimes just closing a channel is enough
c := make(chan bool)!
!
go func() {!
!// ... do some stuff!
!close(c)!
}()!
!
// ... do some other stuff!
<- c!

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Using channels for signaling (2) 
•  Close a channel to coordinate multiple goroutines
func worker(start chan bool) {!
<- start!
// ... do stuff!
}!
!
func main() {!
start := make(chan bool)!
!
for i := 0; i < 100; i++ {!
go worker(start)!
}!
!
close(start)!
!
// ... all workers running now!
}!
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Select
•  Select statement enables sending/receiving on multiple

channels at once
select {!
case x := <- somechan:!
// ... do stuff with x!
!
case y, ok := <- someOtherchan:!
// ... do stuff with y!
// check ok to see if someOtherChan!
// is closed!
!
case outputChan <- z:!
// ... ok z was sent!
!
default:!
// ... no one wants to communicate!
}!
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Common idiom: for/select!
for {!
select {!
case x := <- somechan:!
// ... do stuff with x!
!
case y, ok := <- someOtherchan:!
// ... do stuff with y!
// check ok to see if someOtherChan!
// is closed!
!
case outputChan <- z:!
// ... ok z was sent!
!
default:!
// ... no one wants to communicate!
}!
}!

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Using channels for signaling (4)
•  Close a channel to terminate multiple goroutines
func worker(die chan bool) {!
for {!
select {!
// ... do stuff cases!
case <- die: !
return!
}!
}!
}!
!
func main() {!
die := make(chan bool)!
for i := 0; i < 100; i++ {!
go worker(die)!
}!
close(die)!
}!
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Using channels for signaling (5)
•  Terminate a goroutine and verify termination
func worker(die chan bool) {!
for {!
select {!
// ... do stuff cases!
case <- die:!
// ... do termination tasks !
die <- true!
return!
}!
}!
}!
func main() {!
die := make(chan bool)!
go worker(die)!
die <- true!
<- die!
}!
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Example: unique ID service
•  Just receive from id to get a unique ID
•  Safe to share id channel across routines
id := make(chan string)!
!
go func() {!
var counter int64 = 0!
for {!
id <- fmt.Sprintf("%x", counter)!
counter += 1!
}!
}()!
!
x := <- id // x will be 1!
x = <- id // x will be 2!

www.cloudflare.com!
Example: memory recycler
func recycler(give, get chan []byte) {!
q := new(list.List)!
!
for {!
if q.Len() == 0 {!
q.PushFront(make([]byte, 100))!
}!
!
e := q.Front()!
!
select {!
case s := <-give:!
q.PushFront(s[:0])!
!
case get <- e.Value.([]byte):!
q.Remove(e)!
}!
}!
}!
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Timeout
func worker(start chan bool) {!
for {!
!timeout := time.After(30 * time.Second)!
!select {!
// ... do some stuff!
!
case <- timeout:!
return!
}!
func worker(start chan bool) {!
}!
timeout := time.After(30 * time.Second)!
}!
for {!
!select {!
// ... do some stuff!
!
case <- timeout:!
return!
}!
}!
}!
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Heartbeat
func worker(start chan bool) {!
heartbeat := time.Tick(30 * time.Second)!
for {!
!select {!
// ... do some stuff!
!
case <- heartbeat:!
// ... do heartbeat stuff!
}!
}!
}!

www.cloudflare.com!
Example: network multiplexor
•  Multiple goroutines can send on the same channel
func worker(messages chan string) {!
for {!
var msg string // ... generate a message!
messages <- msg!
}!
}!
func main() {!
messages := make(chan string)!
conn, _ := net.Dial("tcp", "example.com")!
!
for i := 0; i < 100; i++ {!
go worker(messages)!
}!
for {!
msg := <- messages!
conn.Write([]byte(msg))!
}!
}!

www.cloudflare.com!
Example: first of N
•  Dispatch requests and get back the first one to complete
type response struct {!
resp *http.Response!
url string!
}!
!
func get(url string, r chan response ) {!
if resp, err := http.Get(url); err == nil {!
r <- response{resp, url}!
}!
}!
!
func main() {!
first := make(chan response)!
for _, url := range []string{"http://code.jquery.com/jquery-1.9.1.min.js",!
"http://cdnjs.cloudflare.com/ajax/libs/jquery/1.9.1/jquery.min.js",!
"http://ajax.googleapis.com/ajax/libs/jquery/1.9.1/jquery.min.js",!
"http://ajax.aspnetcdn.com/ajax/jQuery/jquery-1.9.1.min.js"} {!
go get(url, first)!
}!
!
r := <- first!
// ... do something!
}!
www.cloudflare.com!
range!
•  Can be used to consume all values from a channel
func generator(strings chan string) {!
strings <- "Five hour's New York jet lag"!
strings <- "and Cayce Pollard wakes in Camden Town"!
strings <- "to the dire and ever-decreasing circles"!
strings <- "of disrupted circadian rhythm."!
close(strings)!
}!
!
func main() {!
strings := make(chan string)!
go generator(strings)!
!
for s := range strings {!
fmt.Printf("%s ", s)!
}!
fmt.Printf("n");!
}!
www.cloudflare.com!
Passing a ‘response’ channel
type work struct {!
url string!
resp chan *http.Response!
}!
!
func getter(w chan work) {!
for {!
do := <- w!
resp, _ := http.Get(do.url)!
do.resp <- resp!
}!
}!
!
func main() {!
w := make(chan work)!
!
go getter(w)!
!
resp := make(chan *http.Response)!
w <- work{"http://cdnjs.cloudflare.com/jquery/1.9.1/jquery.min.js",!
resp}!
!
r := <- resp!
}!
www.cloudflare.com!
Buffered channels
•  Can be useful to create queues
•  But make reasoning about concurrency more difficult

c := make(chan bool, 100) !

www.cloudflare.com!
High Speed Compilation
•  Go includes its own tool chain
•  Go language enforces removal of unused dependencies
•  Output is a single static binary
•  Result is very large builds in seconds

www.cloudflare.com!
Things not in Go
•  Generics of any kind
•  Assertions
•  Type inheritance
•  Operator overloading
•  Pointer arithmetic
•  Exceptions

www.cloudflare.com!
THANKS
The Go Way: “small sequential pieces joined
by channels”

www.cloudflare.com!
APPENDIX

www.cloudflare.com!
Example: an HTTP load balancer
•  Limited number of HTTP clients can make requests for

URLs
•  Unlimited number of goroutines need to request URLs
and get responses

•  Solution: an HTTP request load balancer

www.cloudflare.com!
A URL getter
type job struct {!
url string!
resp chan *http.Response!
}!
!
type worker struct {!
jobs chan *job!
count int!
}!
!
func (w *worker) getter(done chan *worker) {!
for {!
j := <- w.jobs!
resp, _ := http.Get(j.url)!
j.resp <- resp!
done <- w!
}!
}!
www.cloudflare.com!
A way to get URLs
func get(jobs chan *job, url string, answer chan string) {!
resp := make(chan *http.Response)!
jobs <- &job{url, resp}!
r := <- resp!
answer <- r.Request.URL.String()!
}!
!
func main() {!
jobs := balancer(10, 10)!
answer := make(chan string)!
for {!
var url string!
if _, err := fmt.Scanln(&url); err != nil {!
break!
}!
go get(jobs, url, answer)!
}!
for u := range answer {!
fmt.Printf("%sn", u)!
}!
}!
www.cloudflare.com!
A load balancer
func balancer(count int, depth int) chan *job {!
jobs := make(chan *job)!
done := make(chan *worker)!
workers := make([]*worker, count)!
!
for i := 0; i < count; i++ {!
workers[i] = &worker{make(chan *job,

depth), 0}!
go workers[i].getter(done)!
}!
!
!
select {!
go func() {!
case j := <- jobsource:!
for {!
free.jobs <- j!
var free *worker!
free.count++!
min := depth!
!
for _, w := range workers {!
case w := <- done:!
if w.count < min {!
w.count—!
free = w!
}!
min = w.count!
}!
}!
}()!
}!
!
!
return jobs!
var jobsource chan *job!
}!
if free != nil {!
jobsource = jobs!
}!
www.cloudflare.com!
Top 500 web sites loaded

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An Introduction to Go

  • 1. Trends in concurrent programming languages Google’s Go April 7, 2013 John Graham-Cumming www.cloudflare.com!
  • 2. Go (golang) •  Created in 2007 internally at Google •  Announced in 2009 •  Currently on Go 1.0.3 (Go 1.1RC2 released yesterday) •  Headlines •  Intended for ‘systems programming’ •  Statically typed •  Garbage collected •  Designed for concurrency •  Very high speed compilation •  Syntax very familiar to C/C++/Java programmers •  “A small language” www.cloudflare.com!
  • 3. Small number of built in types •  int, float, string (mutable), boolean •  pointers •  map m := make(map[string]int)! m[“Hello”] = 10! •  slice (bounds checked) a := make([]int, 10)
 ! a[0] = 42! b := a[1,3]! •  channel •  structure, function, interface www.cloudflare.com!
  • 4. OO using interfaces •  Interface type •  Static ‘duck’ typing type Sequence []int! ! func (s Sequence) Size() int {! return len(s)! }! ! type Sizer interface {! Size() int! }! ! func Foo (o Sizer) {! ...! }! www.cloudflare.com!
  • 5. Statically typed •  Familiar type declarations type currency struct {! id string! longName string! }! ! type transaction struct {! cur currency! amnt int! }! ! sterling := currency{“GBP”, “British Pounds Sterling”}! ! var credit = transaction{cur: sterling, amnt: 100}! ! lastCredit = &credit! ! lastCredit.amnt += 100! www.cloudflare.com!
  • 6. One type of loop, one iterator for i := 0; i < 10; i++ {! ...! }! ! for {! ...! }! ! for some_boolean {! ...! }! ! for i, v := range some_slice {! ...! }! ! for k, v := range some_map {! ...! }! www.cloudflare.com!
  • 7. Explicit error returns •  No (actually, very limited) exception mechanism •  The Go way is multiple returns with errors conn, err := net.Dial("tcp", "example.com”)! ! if x, err := do(); err == nil {! ...! } else {! ...! }! •  Can explicitly ignore errors if desired conn, _ := net.Dial("tcp", "example.com”)! www.cloudflare.com!
  • 8. Garbage Collected •  Parallel mark-and-sweep garbage collector www.cloudflare.com!
  • 9. Possible Concurrency Options •  Processes with IPC •  Classic ‘Unix’ processes •  Erlang processes and mailboxes •  coroutines •  Lua uses coroutines with explicit yields •  Threads with shared memory •  OS vs. user space •  Go’s goroutines are close to ‘green threads’ •  Event driven •  node.js, JavaScript •  Many GUI frameworks www.cloudflare.com!
  • 10. Concurrency •  goroutines •  Very lightweight processes/threads •  All scheduling handled internally by the Go runtime •  Unless you are CPU bound you do not have to think about scheduling •  Multiplexed onto system threads, OS polling for I/O •  Channel-based communication •  The right way for goroutines to talk to each other •  Synchronization Library (sync) •  For when a channel is too heavyweight •  Rarely used—not going to discuss www.cloudflare.com!
  • 11. goroutines •  “Lightweight” •  Starting 10,000 goroutines on my MacBook Pro took 22ms •  Allocated memory increased by 3,014,000 bytes (301 bytes per goroutine) •  https://gist.github.com/jgrahamc/5253020 •  Not unusual at CloudFlare to have a single Go program running 10,000s of goroutines with 1,000,000s of goroutines created during life program. •  So, go yourFunc() as much as you like. www.cloudflare.com!
  • 12. Channels •  c := make(chan bool)– Makes an unbuffered channel of bools c <- x – Sends a value on the channel <- c – Waits to receive a value on the channel x = <- c – Waits to receive a value and stores it in x x, ok = <- c – Waits to receive a value; ok will be false if channel is closed and empty. www.cloudflare.com!
  • 13. Unbuffered channels are best •  They provide both communication and synchronization func from(connection chan int) {! connection <- rand.Intn(100)! }! ! func to(connection chan int) {! i := <- connection! fmt.Printf("Someone sent me %dn", i)! }! ! func main() {! cpus := runtime.NumCPU()! runtime.GOMAXPROCS(cpus)! ! connection := make(chan int)! go from(connection)! go to(connection)! ...! }! www.cloudflare.com!
  • 14. Using channels for signaling (1) •  Sometimes just closing a channel is enough c := make(chan bool)! ! go func() {! !// ... do some stuff! !close(c)! }()! ! // ... do some other stuff! <- c! www.cloudflare.com!
  • 15. Using channels for signaling (2) •  Close a channel to coordinate multiple goroutines func worker(start chan bool) {! <- start! // ... do stuff! }! ! func main() {! start := make(chan bool)! ! for i := 0; i < 100; i++ {! go worker(start)! }! ! close(start)! ! // ... all workers running now! }! www.cloudflare.com!
  • 16. Select •  Select statement enables sending/receiving on multiple channels at once select {! case x := <- somechan:! // ... do stuff with x! ! case y, ok := <- someOtherchan:! // ... do stuff with y! // check ok to see if someOtherChan! // is closed! ! case outputChan <- z:! // ... ok z was sent! ! default:! // ... no one wants to communicate! }! www.cloudflare.com!
  • 17. Common idiom: for/select! for {! select {! case x := <- somechan:! // ... do stuff with x! ! case y, ok := <- someOtherchan:! // ... do stuff with y! // check ok to see if someOtherChan! // is closed! ! case outputChan <- z:! // ... ok z was sent! ! default:! // ... no one wants to communicate! }! }! www.cloudflare.com!
  • 18. Using channels for signaling (4) •  Close a channel to terminate multiple goroutines func worker(die chan bool) {! for {! select {! // ... do stuff cases! case <- die: ! return! }! }! }! ! func main() {! die := make(chan bool)! for i := 0; i < 100; i++ {! go worker(die)! }! close(die)! }! www.cloudflare.com!
  • 19. Using channels for signaling (5) •  Terminate a goroutine and verify termination func worker(die chan bool) {! for {! select {! // ... do stuff cases! case <- die:! // ... do termination tasks ! die <- true! return! }! }! }! func main() {! die := make(chan bool)! go worker(die)! die <- true! <- die! }! www.cloudflare.com!
  • 20. Example: unique ID service •  Just receive from id to get a unique ID •  Safe to share id channel across routines id := make(chan string)! ! go func() {! var counter int64 = 0! for {! id <- fmt.Sprintf("%x", counter)! counter += 1! }! }()! ! x := <- id // x will be 1! x = <- id // x will be 2! www.cloudflare.com!
  • 21. Example: memory recycler func recycler(give, get chan []byte) {! q := new(list.List)! ! for {! if q.Len() == 0 {! q.PushFront(make([]byte, 100))! }! ! e := q.Front()! ! select {! case s := <-give:! q.PushFront(s[:0])! ! case get <- e.Value.([]byte):! q.Remove(e)! }! }! }! www.cloudflare.com!
  • 22. Timeout func worker(start chan bool) {! for {! !timeout := time.After(30 * time.Second)! !select {! // ... do some stuff! ! case <- timeout:! return! }! func worker(start chan bool) {! }! timeout := time.After(30 * time.Second)! }! for {! !select {! // ... do some stuff! ! case <- timeout:! return! }! }! }! www.cloudflare.com!
  • 23. Heartbeat func worker(start chan bool) {! heartbeat := time.Tick(30 * time.Second)! for {! !select {! // ... do some stuff! ! case <- heartbeat:! // ... do heartbeat stuff! }! }! }! www.cloudflare.com!
  • 24. Example: network multiplexor •  Multiple goroutines can send on the same channel func worker(messages chan string) {! for {! var msg string // ... generate a message! messages <- msg! }! }! func main() {! messages := make(chan string)! conn, _ := net.Dial("tcp", "example.com")! ! for i := 0; i < 100; i++ {! go worker(messages)! }! for {! msg := <- messages! conn.Write([]byte(msg))! }! }! www.cloudflare.com!
  • 25. Example: first of N •  Dispatch requests and get back the first one to complete type response struct {! resp *http.Response! url string! }! ! func get(url string, r chan response ) {! if resp, err := http.Get(url); err == nil {! r <- response{resp, url}! }! }! ! func main() {! first := make(chan response)! for _, url := range []string{"http://code.jquery.com/jquery-1.9.1.min.js",! "http://cdnjs.cloudflare.com/ajax/libs/jquery/1.9.1/jquery.min.js",! "http://ajax.googleapis.com/ajax/libs/jquery/1.9.1/jquery.min.js",! "http://ajax.aspnetcdn.com/ajax/jQuery/jquery-1.9.1.min.js"} {! go get(url, first)! }! ! r := <- first! // ... do something! }! www.cloudflare.com!
  • 26. range! •  Can be used to consume all values from a channel func generator(strings chan string) {! strings <- "Five hour's New York jet lag"! strings <- "and Cayce Pollard wakes in Camden Town"! strings <- "to the dire and ever-decreasing circles"! strings <- "of disrupted circadian rhythm."! close(strings)! }! ! func main() {! strings := make(chan string)! go generator(strings)! ! for s := range strings {! fmt.Printf("%s ", s)! }! fmt.Printf("n");! }! www.cloudflare.com!
  • 27. Passing a ‘response’ channel type work struct {! url string! resp chan *http.Response! }! ! func getter(w chan work) {! for {! do := <- w! resp, _ := http.Get(do.url)! do.resp <- resp! }! }! ! func main() {! w := make(chan work)! ! go getter(w)! ! resp := make(chan *http.Response)! w <- work{"http://cdnjs.cloudflare.com/jquery/1.9.1/jquery.min.js",! resp}! ! r := <- resp! }! www.cloudflare.com!
  • 28. Buffered channels •  Can be useful to create queues •  But make reasoning about concurrency more difficult c := make(chan bool, 100) ! www.cloudflare.com!
  • 29. High Speed Compilation •  Go includes its own tool chain •  Go language enforces removal of unused dependencies •  Output is a single static binary •  Result is very large builds in seconds www.cloudflare.com!
  • 30. Things not in Go •  Generics of any kind •  Assertions •  Type inheritance •  Operator overloading •  Pointer arithmetic •  Exceptions www.cloudflare.com!
  • 31. THANKS The Go Way: “small sequential pieces joined by channels” www.cloudflare.com!
  • 33. Example: an HTTP load balancer •  Limited number of HTTP clients can make requests for URLs •  Unlimited number of goroutines need to request URLs and get responses •  Solution: an HTTP request load balancer www.cloudflare.com!
  • 34. A URL getter type job struct {! url string! resp chan *http.Response! }! ! type worker struct {! jobs chan *job! count int! }! ! func (w *worker) getter(done chan *worker) {! for {! j := <- w.jobs! resp, _ := http.Get(j.url)! j.resp <- resp! done <- w! }! }! www.cloudflare.com!
  • 35. A way to get URLs func get(jobs chan *job, url string, answer chan string) {! resp := make(chan *http.Response)! jobs <- &job{url, resp}! r := <- resp! answer <- r.Request.URL.String()! }! ! func main() {! jobs := balancer(10, 10)! answer := make(chan string)! for {! var url string! if _, err := fmt.Scanln(&url); err != nil {! break! }! go get(jobs, url, answer)! }! for u := range answer {! fmt.Printf("%sn", u)! }! }! www.cloudflare.com!
  • 36. A load balancer func balancer(count int, depth int) chan *job {! jobs := make(chan *job)! done := make(chan *worker)! workers := make([]*worker, count)! ! for i := 0; i < count; i++ {! workers[i] = &worker{make(chan *job,
 depth), 0}! go workers[i].getter(done)! }! ! ! select {! go func() {! case j := <- jobsource:! for {! free.jobs <- j! var free *worker! free.count++! min := depth! ! for _, w := range workers {! case w := <- done:! if w.count < min {! w.count—! free = w! }! min = w.count! }! }! }()! }! ! ! return jobs! var jobsource chan *job! }! if free != nil {! jobsource = jobs! }! www.cloudflare.com!
  • 37. Top 500 web sites loaded www.cloudflare.com!