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Flow
====
.. decorator:: silent
Ignore all real exceptions (descendants of :exc:`~py3:exceptions.Exception`). Handy for cleaning data such as user input::
brand_id = silent(int)(request.GET['brand_id'])
ids = keep(silent(int), request.GET.getlist('id'))
And in data import/transform::
get_greeting = compose(silent(string.lower), re_finder(r'(\w+)!'))
map(get_greeting, ['a!', ' B!', 'c.'])
# -> ['a', 'b', None]
.. note:: Avoid silencing non-primitive functions, use :func:`@ignore()<ignore>` instead and even then be careful not to swallow exceptions unintentionally.
.. decorator:: ignore(errors, default=None)
Same as :func:`@silent<silent>`, but able to specify ``errors`` to catch and ``default`` to return in case of error caught. ``errors`` can either be exception class or a tuple of them.
.. function:: suppress(*errors)
A context manager which suppresses given exceptions under its scope::
with suppress(HttpError):
# Assume this request can fail, and we are ok with it
make_http_request()
.. function:: nullcontext(enter_result=None)
A noop context manager that returns ``enter_result`` from ``__enter__``::
ctx = nullcontext()
if threads:
ctx = op_thread_lock
with ctx:
# ... do stuff
.. decorator:: once
once_per_args
once_per(*argnames)
Call function only once, once for every combination of values of its arguments or once for every combination of given arguments. Thread safe. Handy for various initialization purposes::
# Global initialization
@once
def initialize_cache():
conn = some.Connection(...)
# ... set up everything
# Per argument initialization
@once_per_args
def initialize_language(lang):
conf = load_language_conf(lang)
# ... set up language
# Setup each class once
class SomeManager(Manager):
@once_per('cls')
def _initialize_class(self, cls):
pre_save.connect(self._pre_save, sender=cls)
# ... set up signals, no dups
.. function:: raiser(exception_or_class=Exception, *args, **kwargs)
Constructs function that raises given exception with given arguments on any invocation. You may pass a string instead of exception as a shortcut::
mocker.patch('mod.Class.propname', property(raiser("Shouldn't be called")))
This will raise an ``Exception`` with a corresponding message.
.. decorator:: reraise(errors, into)
Intercepts any error of ``errors`` classes and reraises it as ``into`` error. Can be used as decorator or a context manager::
@reraise(requests.RequestsError, MyAPIError)
def api_call(...):
# ...
.. decorator:: retry(tries, errors=Exception, timeout=0, filter_errors=None)
Every call of the decorated function is tried up to ``tries`` times. The first attempt counts as a try. Retries occur when any subclass of ``errors`` is raised, where``errors`` is an exception class or a list/tuple of exception classes. There will be a delay in ``timeout`` seconds between tries.
A common use is to wrap some unreliable action::
@retry(3, errors=HttpError)
def download_image(url):
# ... make http request
return image
Errors to retry may addtionally be filtered with ``filter_errors`` when classes are not specific enough::
@retry(3, errors=HttpError, filter_errors=lambda e: e.status_code >= 500)
def download_image(url):
# ...
You can pass a callable as ``timeout`` to achieve exponential delays or other complex behavior::
@retry(3, errors=HttpError, timeout=lambda a: 2 ** a)
def download_image(url):
# ... make http request
return image
.. function:: fallback(*approaches)
Tries several approaches until one works. Each approach is either callable or a tuple ``(callable, errors)``, where errors is an exception class or a tuple of classes, which signal to fall back to next approach. If ``errors`` is not supplied then fall back is done for any :exc:`~py3:exceptions.Exception`::
fallback(
(partial(send_mail, ADMIN_EMAIL, message), SMTPException),
partial(log.error, message), # Handle any Exception
(raiser(FeedbackError, "Failed"), ()) # Handle nothing
)
.. function:: limit_error_rate(fails, timeout, exception=ErrorRateExceeded)
If function fails to complete ``fails`` times in a row, calls to it will be intercepted for ``timeout`` with ``exception`` raised instead. A clean way to short-circuit function taking too long to fail::
@limit_error_rate(fails=5, timeout=60,
exception=RequestError('Temporary unavailable'))
def do_request(query):
# ... make a http request
return data
Can be combined with :func:`ignore` to silently stop trying for a while::
@ignore(ErrorRateExceeded, default={'id': None, 'name': 'Unknown'})
@limit_error_rate(fails=5, timeout=60)
def get_user(id):
# ... make a http request
return data
.. decorator:: collecting
Transforms generator or other iterator returning function into list returning one.
Handy to prevent quirky iterator-returning properties::
@property
@collecting
def path_up(self):
node = self
while node:
yield node
node = node.parent
Also makes list constructing functions beautifully yielding.
.. Or you could just write::
.. @property
.. def path_up(self):
.. going_up = iterate(attrgetter('parent'), self)
.. return list(takewhile(bool, going_up))
.. decorator:: joining(sep)
Wraps common python idiom "collect then join" into a decorator. Transforms generator or alike into function, returning string of joined results. Automatically converts all elements to separator type for convenience.
Goes well with generators with some ad-hoc logic within::
@joining(', ')
def car_desc(self):
yield self.year_made
if self.engine_volume: yield '%s cc' % self.engine_volume
if self.transmission: yield self.get_transmission_display()
if self.gear: yield self.get_gear_display()
# ...
Use ``bytes`` separator to get bytes result::
@joining(b' ')
def car_desc(self):
yield self.year_made
# ...
See also :func:`str_join`.
.. decorator:: post_processing(func)
Passes decorated function result through ``func``. This is the generalization of :func:`@collecting<collecting>` and :func:`@joining()<joining>`. Could save you writing a decorator or serve as an extended comprehension:
::
@post_processing(dict)
def make_cond(request):
if request.GET['new']:
yield 'year__gt', 2000
for key, value in request.GET.items():
if value == '':
continue
# ...
.. decorator:: wrap_with(ctx)
Turns a context manager into a decorator::
@wrap_with(threading.Lock())
def protected_func(...):
# ...
.. raw:: html
:file: descriptions.html