Go for Pythonistas Go and the Zen of Python 禅
阅读原文时间:2023年07月13日阅读:2

Go for Pythonistas

https://talks.golang.org/2013/go4python.slide#1

Beautiful and simple

Dynamic typing - nice because it's concise, like Python.

a = "hello"
b = 1

but also

a = 2

Static typing - can be verbose, like Java or C++.

Foo foo = new Foo();

Static typing with inferred types, like Go.

a := "hello"
b := 1
// but no
a = 2

Statically-typed Python? Check mypy and Cython.

Run time pyrotechnics

name = 'pythonista'

This code only works half of the time.

if random.random() > 0.5:
print 'hey '+name+', you win!'
else:
print 'sorry '+nane+', you lose'

I don't want start a flame war here but …

100% code coverage is a symptom

  • Code coverage should point you to untested cases.
  • Not a way to find typos!
  • 100% code coverage doesn't mean bug free.

Other things I don't like

  • Deploying - managing dependencies.

  • Performance - "not too slow" is often not fast enough.

  • Magic! (e.g.: __magic__**kargs__getattr__)

A list of magic methods in Python:

www.rafekettler.com/magicmethods.html

And I *do* like concurrency!

A lot has been said about Python's infamous Global Interpreter Lock.

You should watch Mindblowing Python GIL, by David Beazley.

Things I like about Python

  • The Zen of Python. (Go and the Zen of Python)

  • Hashes and arrays are part of the language.

  • The standard library.

  • Magic! A bit of code can do a lot.

fib.py

Have you ever heard of Fibonacci?

def fib(n):
a, b = 0, 1
for i in range(n):
a, b = b, a + b
return b

def fib_rec(n):
if n <= 1:
return 1
else:
return fib_rec(n-1) + fib_rec(n-2)

for x in range(10):
print fib(x), fib_rec(x)

fib.go

Something familiar?

func fib(n int) int {
a, b := 0, 1
for i := 0; i < n; i++ {
a, b = b, a+b
}
return b
}

func fibRec(n int) int {
if n <= 1 {
return 1
}
return fibRec(n-1) + fibRec(n-2)
}

func main() {
for i := 0; i < 10; i++ {
fmt.Println(fib(i), fibRec(i))
}
}

Fibonacci without generators? What?

Python generators are awesome.

def fib(n):
a, b = 0, 1
for i in range(n):
a, b = b, a + b
yield a

Mechanically complex.

f = fib(10)
try:
while True:
print f.next()
except StopIteration:
print 'done'

But very easy to use.

for x in fib(10):
print x
print 'done'

Python generators

Note the generator executes concurrently. Hmm… I like concurrency.

Go concurrency

Based on goroutines and channels.

  • Goroutines: very light processing actors (the gophers).

  • Channels: typed, synchronized, thread-safe pipes (the arrows).

"Generator" goroutines

"Generator" goroutines

Uses a channel send instead of yield.

func fib(c chan int, n int) {
a, b := 0, 1
for i := 0; i < n; i++ {
a, b = b, a+b
c <- a
}
close(c)
}

func main() {
c := make(chan int)
go fib(c, 10)

for x := range c {  
    fmt.Println(x)  
}  

}

"Generator" goroutines

A more generator-like style:

func fib(n int) chan int {
c := make(chan int)
go func() {
a, b := 0, 1
for i := 0; i < n; i++ {
a, b = b, a+b
c <- a
}
close(c)
}()
return c
}

func main() {
for x := range fib(10) {
fmt.Println(x)
}
}

Exercise: generating prime numbers

Write a function that returns a channel and sends the first n prime numbers on
it.

Given the function prime:

// prime returns true if n is a prime number.
func prime(n int) bool {
for i := 2; i < n; i++ {
if n%i == 0 {
return false
}
}
return true
}

Use the Go playground:

golang.org/s/go4py-ex1

Solution: generating prime numbers

func primes(n int) chan int {
c := make(chan int)
go func() {
for i := 1; n > 0; i++ {
if prime(i) {
c <- i
n--
}
}
close(c)
}()
return c
}

func main() {
for p := range primes(10) {
fmt.Println(p)
}
}

Exercise: Fibonacci primes

Write a filterPrimes function that takes a channel of ints as a
parameter and returns another channel of ints.

All the prime numbers that filterPrimes receives from the input channel are
sent into the output channel.

Complete this code snippet:

golang.org/s/go4py-ex2

Solution: Fibonacci primes

func filterPrimes(cin chan int) chan int {
cout := make(chan int)
go func() {
for v := range cin {
if prime(v) {
cout <- v
}
}
close(cout)
}()
return cout
}

func main() {
for p := range filterPrimes(fib(20)) {
fmt.Println(p)
}
}

But there's much more

Goroutines and channels aren't just for generators. They can be used to model
all kinds of concurrent systems.

To learn more:

Object-oriented Go

A type declaration.

type Name struct {
First string
Middle string
Last string
}

A method declaration.

func (n Name) String() string {
return fmt.Sprintf("%s %c. %s", n.First, n.Middle[0], strings.ToUpper(n.Last))
}

Constructing a Name and using it.

n := Name{"William", "Mike", "Smith"}  
fmt.Printf("%s", n.String())

Methods on anything

There's more to types than structs.

type SimpleName string

You can define methods on any type.

func (s SimpleName) String() string { return string(s) }

Or almost any type.

func (s string) NoWay()

You can only define methods on types within the same package.

Duck typing

If it walks like a duck …

What defines a duck?

  • Is there an explicit list of "duck" features?

  • What if the duck is not exactly a duck?

s/duck/file-like object/g

Go interfaces

Simply a set of methods.

From the fmt package:

type Stringer interface {
String() string
}

fmt.Println calls the String method if the parameter is a Stringer.

n = Name{"William", "Mike", "Smith"}  
fmt.Println(n)

A type with all the methods of the interface implements the interface.

Implicit satisfaction == No "implements"

Structural typing: it doesn't just sound like a duck, it is a duck.

And that's checked at compile time.

Decorators

A convenient way to wrap a function.

def auth_required(myfunc):
def checkuser(self):
user = parse_qs(urlparse(self.path).query).get('user')
if user:
self.user = user[0]
myfunc(self)
else:
self.wfile.write('unknown user')
return checkuser

A function can be decorated using @.

class myHandler(BaseHTTPRequestHandler):
@auth_required
def do_GET(self):
self.wfile.write('Hello, %s!' % self.user)

Decorators

If we run it.

try:
server = HTTPServer(('', PORT_NUMBER), myHandler)
server.serve_forever()

except KeyboardInterrupt:
server.socket.close()

This is unauthorized:

localhost:8080/hi

This is authorized:

localhost:8080/hi?user=john

Decorators in Go?

Not exactly, but close enough.

Go doesn't provide decorators in the language, but its function literal syntax and simple scoping rules make it easy to do something similar.

var hiHandler = authRequired(
func(w http.ResponseWriter, r *http.Request) {
fmt.Fprintf(w, "Hi, %v", r.FormValue("user"))
},
)

A wrapper function.

func authRequired(f http.HandlerFunc) http.HandlerFunc {
return func(w http.ResponseWriter, r *http.Request) {
if r.FormValue("user") == "" {
http.Error(w, "unknown user", http.StatusForbidden)
return
}
f(w, r)
}
}

Decorators in Go?

func main() {
http.HandleFunc("/hi", hiHandler)
http.ListenAndServe(":8080", nil)
}

This is unauthorized:

localhost:8080/hi

This is authorized:

localhost:8080/hi?user=john

Exercise: errors in HTTP handlers

In Go, functions can return errors to indicate that something bad happened.

The net/http package from the standard library defines the type HandlerFunc.

type HandlerFunc func(ResponseWriter, *Request)

But it's often useful to unify the error handling into a single function to avoid
repetition.

type errorHandler func(http.ResponseWriter, *http.Request) error

Write a decorator that given a errorHandler returns a http.HandlerFunc.
If an error occurs it logs it and returns an http error page.

Exercise: errors in HTTP handlers (continuation)

Given the function handler.

func handler(w http.ResponseWriter, r *http.Request) error {
name := r.FormValue("name")
if name == "" {
return fmt.Errorf("empty name")
}
fmt.Fprintln(w, "Hi,", name)
return nil
}

We want to use it as follows.

http.HandleFunc("/hi", handleError(handler))

Implement handleError using the playground.

golang.org/s/go4py-ex3

Solution: errors in HTTP handlers

func handleError(f errorHandler) http.HandlerFunc {
return func(w http.ResponseWriter, r *http.Request) {
err := f(w, r)
if err != nil {
log.Printf("%v", err)
http.Error(w, "Oops!", http.StatusInternalServerError)
}
}
}

// Fake request without 'name' parameter.  
r := &http.Request{}  
w := newDummyResp()  
handleError(handler)(w, r)  
fmt.Println("resp a:", w)

// Fake request with 'name' parameter 'john'.  
r.Form\["name"\] = \[\]string{"john"}  
w = newDummyResp()  
handleError(handler)(w, r)  
fmt.Println("resp b:", w)

Monkey patching

"A monkey patch is a way to extend or modify the run-time code of dynamic languages without altering the original source code." - Wikipedia

Monkey patching

Also known as "duck punching" … poor duck.

Often used for testing purposes.

For example, say we want to test this function:

def say_hi(usr):
if auth(usr):
print 'Hi, %s' % usr
else:
print 'unknown user %s' % usr

Which depends on a function that makes an HTTP request:

def auth(usr):
try:
r = urllib.urlopen(auth_url + '/' + usr)
return r.getcode() == 200
except:
return False

Monkey patching

We can test say_hi without making HTTP requests by stubbing out auth:

def sayhitest():
# Test authenticated user
globals()['auth'] = lambda x: True
say_hi('John')

# Test unauthenticated user  
globals()\['auth'\] = lambda x: False  
say\_hi('John')  

Gopher punching!

The same effect can be achieved in Go.

func sayHi(user string) {
if !auth(user) {
fmt.Printf("unknown user %v\n", user)
return
}
fmt.Printf("Hi, %v\n", user)
}

Which depends on

var auth = func(user string) bool {
res, err := http.Get(authURL + "/" + user)
return err == nil && res.StatusCode == http.StatusOK
}

Gopher punching!

Our test code can change the value of auth easily.

func TestSayHi() {
auth = func(string) bool { return true }
sayHi("John")

auth = func(string) bool { return false }  
sayHi("John")  

}

Conclusion

Go is a bit like Python

  • simple
  • flexible
  • fun

but a bit different too

  • fast
  • concurrent
  • statically typed

Disclaimer :

  • "No pythons, ducks, monkeys or gophers were harmed while writing this talk"

Try it

Next steps

golang.org

Learn Go from your browser

tour.golang.org

The community: golang-nuts

groups.google.com/d/forum/golang-nuts

Go and the Zen of Python
https://talks.golang.org/2012/zen.slide#1