通過 Python 裝飾器實現DRY(不重復代碼)原則
Python 裝飾器 是一個消除冗余的強大工具。隨著將功能模塊化為大小合適的方法,即使是最復雜的工作流,裝飾器也能使它變成簡潔的功能。
例如讓我們看看 Django web框架 ,該框架處理請求的方法接收一個方法對象,返回一個響應對象:
def handle_request(request):
return HttpResponse("Hello, World")defhandle_request(request):
return HttpResponse("Hello, World")我最近遇到一個案例,需要編寫幾個滿足下述條件的api方法:
- 返回json響應
- 如果是GET請求,那么返回錯誤碼
做為一個注冊api端點例子,我將會像這樣編寫:
def register(request):
result = None
# check for post only
if request.method != 'POST':
result = {"error": "this method only accepts posts!"}
else:
try:
user = User.objects.create_user(request.POST['username'],
request.POST['email'],
request.POST['password'])
# optional fields
for field in ['first_name', 'last_name']:
if field in request.POST:
setattr(user, field, request.POST[field])
user.save()
result = {"success": True}
except KeyError as e:
result = {"error": str(e) }
response = HttpResponse(json.dumps(result))
if "error" in result:
response.status_code = 500
return responsedefregister(request):
result = None
# check for post only
if request.method != 'POST':
result = {"error": "this method only accepts posts!"}
else:
try:
user = User.objects.create_user(request.POST['username'],
request.POST['email'],
request.POST['password'])
# optional fields
for fieldin ['first_name', 'last_name']:
if fieldin request.POST:
setattr(user, field, request.POST[field])
user.save()
result = {"success": True}
exceptKeyErroras e:
result = {"error": str(e) }
response = HttpResponse(json.dumps(result))
if "error" in result:
response.status_code = 500
return response然而這樣我將會在每個api方法中編寫json響應和錯誤返回的代碼。這將會導致大量的邏輯重復。所以讓我們嘗試用裝飾器實現DRY原則吧。
裝飾器簡介
如果你不熟悉裝飾器,我可以簡單解釋一下,實際上裝飾器就是有效的函數包裝器,python解釋器加載函數的時候就會執行包裝器,包裝器可以修改函數的接收參數和返回值。舉例來說,如果我想要總是返回比實際返回值大一的整數結果,我可以這樣寫裝飾器:
# a decorator receives the method it's wrapping as a variable 'f'
def increment(f):
# we use arbitrary args and keywords to
# ensure we grab all the input arguments.
def wrapped_f(*args, **kw):
# note we call f against the variables passed into the wrapper,
# and cast the result to an int and increment .
return int(f(*args, **kw)) + 1
return wrapped_f # the wrapped function gets returned.# a decorator receives the method it's wrapping as a variable 'f' defincrement(f): # we use arbitrary args and keywords to # ensure we grab all the input arguments. defwrapped_f(*args, **kw): # note we call f against the variables passed into the wrapper, # and cast the result to an int and increment . return int(f(*args, **kw)) + 1 return wrapped_f # the wrapped function gets returned.
現在我們就可以用@符號和這個裝飾器去裝飾另外一個函數了:
@increment
def plus(a, b):
return a + b
result = plus(4, 6)
assert(result == 11, "We wrote our decorator wrong!")@increment defplus(a, b): return a + b result = plus(4, 6) assert(result == 11, "We wrote our decorator wrong!")
裝飾器修改了存在的函數,將裝飾器返回的結果賦值給了變量。在這個例子中,’plus’的結果實際指向increment(plus)的結果。
對于非post請求返回錯誤
現在讓我們在一些更有用的場景下應用裝飾器。如果在django中接收的不是POST請求,我們用裝飾器返回一個錯誤響應。
def post_only(f):
""" Ensures a method is post only """
def wrapped_f(request):
if request.method != "POST":
response = HttpResponse(json.dumps(
{"error": "this method only accepts posts!"}))
response.status_code = 500
return response
return f(request)
return wrapped_fdefpost_only(f):
""" Ensures a method is post only """
defwrapped_f(request):
if request.method != "POST":
response = HttpResponse(json.dumps(
{"error": "this method only accepts posts!"}))
response.status_code = 500
return response
return f(request)
return wrapped_f現在我們可以在上述注冊api中應用這個裝飾器:
@post_only
def register(request):
result = None
try:
user = User.objects.create_user(request.POST['username'],
request.POST['email'],
request.POST['password'])
# optional fields
for field in ['first_name', 'last_name']:
if field in request.POST:
setattr(user, field, request.POST[field])
user.save()
result = {"success": True}
except KeyError as e:
result = {"error": str(e) }
response = HttpResponse(json.dumps(result))
if "error" in result:
response.status_code = 500
return response@post_only
defregister(request):
result = None
try:
user = User.objects.create_user(request.POST['username'],
request.POST['email'],
request.POST['password'])
# optional fields
for fieldin ['first_name', 'last_name']:
if fieldin request.POST:
setattr(user, field, request.POST[field])
user.save()
result = {"success": True}
exceptKeyErroras e:
result = {"error": str(e) }
response = HttpResponse(json.dumps(result))
if "error" in result:
response.status_code = 500
return response現在我們就有了一個可以在每個api方法中重用的裝飾器。
發送json響應
為了發送json響應(同時處理500狀態碼),我們可以新建另外一個裝飾器:
def json_response(f):
""" Return the response as json, and return a 500 error code if an error exists """
def wrapped(*args, **kwargs):
result = f(*args, **kwargs)
response = HttpResponse(json.dumps(result))
if type(result) == dict and 'error' in result:
response.status_code = 500
return responsedefjson_response(f): """ Return the response as json, and return a 500 error code if an error exists """ defwrapped(*args, **kwargs): result = f(*args, **kwargs) response = HttpResponse(json.dumps(result)) if type(result) == dictand 'error' in result: response.status_code = 500 return response
現在我們就可以在原方法中去除json相關的代碼,添加一個裝飾器做為代替:
@post_only
@json_response
def register(request):
try:
user = User.objects.create_user(request.POST['username'],
request.POST['email'],
request.POST['password'])
# optional fields
for field in ['first_name', 'last_name']:
if field in request.POST:
setattr(user, field, request.POST[field])
user.save()
return {"success": True}
except KeyError as e:
return {"error": str(e) }@post_only
@json_response
defregister(request):
try:
user = User.objects.create_user(request.POST['username'],
request.POST['email'],
request.POST['password'])
# optional fields
for fieldin ['first_name', 'last_name']:
if fieldin request.POST:
setattr(user, field, request.POST[field])
user.save()
return {"success": True}
exceptKeyErroras e:
return {"error": str(e) }現在,如果我需要編寫新的方法,那么我就可以使用裝飾器做冗余的工作。如果我要寫登錄方法,我只需要寫真正相關的代碼:
@post_only
@json_response
def login(request):
if request.user is not None:
return {"error": "User is already authenticated!"}
user = auth.authenticate(request.POST['username'], request.POST['password'])
if user is not None:
if not user.is_active:
return {"error": "User is inactive"}
auth.login(request, user)
return {"success": True, "id": user.pk}
else:
return {"error": "User does not exist with those credentials"}@post_only
@json_response
deflogin(request):
if request.useris not None:
return {"error": "User is already authenticated!"}
user = auth.authenticate(request.POST['username'], request.POST['password'])
if useris not None:
if not user.is_active:
return {"error": "User is inactive"}
auth.login(request, user)
return {"success": True, "id": user.pk}
else:
return {"error": "User does not exist with those credentials"}BONUS: 參數化你的請求方法
我曾經使用過 Tubogears 框架,其中請求參數直接解釋轉遞給方法這一點我很喜歡。所以要怎樣在Django中模仿這一特性呢?嗯,裝飾器就是一種解決方案!
例如:
def parameterize_request(types=("POST",)):
"""
Parameterize the request instead of parsing the request directly.
Only the types specified will be added to the query parameters.
e.g. convert a=testdefparameterize_request(types=("POST",)):
"""
Parameterizetherequestinsteadofparsingtherequestdirectly.
Onlythetypesspecifiedwillbeaddedto thequeryparameters.
e.g. convert a=test注意這是一個參數化裝飾器的例子。在這個例子中,函數的結果是實際的裝飾器。
現在我就可以用參數化裝飾器編寫方法了!我甚至可以選擇是否允許GET和POST,或者僅僅一種請求參數類型。
@post_only
@json_response
@parameterize_request(["POST"])
def register(request, username, email, password,
first_name=None, last_name=None):
user = User.objects.create_user(username, email, password)
user.first_name=first_name
user.last_name=last_name
user.save()
return {"success": True}@post_only
@json_response
@parameterize_request(["POST"])
defregister(request, username, email, password,
first_name=None, last_name=None):
user = User.objects.create_user(username, email, password)
user.first_name=first_name
user.last_name=last_name
user.save()
return {"success": True}現在我們有了一個簡潔的、易于理解的api。
BONUS #2: 使用functools.wraps保存docstrings和函數名
很不幸,使用裝飾器的一個副作用是沒有保存方法名(__name__)和docstring(__doc__)值:
def increment(f):
""" Increment a function result """
wrapped_f(a, b):
return f(a, b) + 1
return wrapped_f
@increment
def plus(a, b)
""" Add two things together """
return a + b
plus.__name__ # this is now 'wrapped_f' instead of 'plus'
plus.__doc__ # this now returns 'Increment a function result' instead of 'Add two things together'defincrement(f): """ Increment a function result """ wrapped_f(a, b): return f(a, b) + 1 return wrapped_f @increment defplus(a, b) """ Add two things together """ return a + b plus.__name__ # this is now 'wrapped_f' instead of 'plus' plus.__doc__ # this now returns 'Increment a function result' instead of 'Add two things together'
這將對使用反射的應用造成麻煩,比如Sphinx,一個 自動生成文檔的應用 。
為了解決這個問題,我們可以使用’wraps’裝飾器附加上名字和docstring:
from functools import wraps
def increment(f):
""" Increment a function result """
@wraps(f)
wrapped_f(a, b):
return f(a, b) + 1
return wrapped_f
@increment
def plus(a, b)
""" Add two things together """
return a + b
plus.__name__ # this returns 'plus'
plus.__doc__ # this returns 'Add two things together'fromfunctoolsimportwraps defincrement(f): """ Increment a function result """ @wraps(f) wrapped_f(a, b): return f(a, b) + 1 return wrapped_f @increment defplus(a, b) """ Add two things together """ return a + b plus.__name__ # this returns 'plus' plus.__doc__ # this returns 'Add two things together'
BONUS #3: 使用’decorator’裝飾器
如果仔細看看上述使用裝飾器的方式,在包裝器聲明和返回的地方也有不少重復。
你可以安裝python egg ‘decorator’,其中包含一個提供裝飾器模板的’decorator’裝飾器!
使用easy_install:
$ sudo easy_install decorator
$ sudoeasy_installdecorator
或者Pip:
$ pip install decorator
$ pipinstalldecorator
然后你可以簡單的編寫:
from decorator import decorator
@decorator
def post_only(f, request):
""" Ensures a method is post only """
if request.method != "POST":
response = HttpResponse(json.dumps(
{"error": "this method only accepts posts!"}))
response.status_code = 500
return response
return f(request)fromdecoratorimportdecorator
@decorator
defpost_only(f, request):
""" Ensures a method is post only """
if request.method != "POST":
response = HttpResponse(json.dumps(
{"error": "this method only accepts posts!"}))
response.status_code = 500
return response
return f(request)這個裝飾器更牛逼的一點是保存了__name__和__doc__的返回值,也就是它封裝了
functools.wraps的
功能!