Created
June 1, 2017 16:10
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Beginnings of a validation lib
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from functools import partial as part | |
# some utils | |
def partial(func, *args, **kwargs): | |
# replace partial | |
partial_func = part(func, *args, **kwargs) | |
partial_func.__name__ = ' '.join([ | |
func.__name__, | |
' '.join(['{}'.format(a) for a in args]) if args else '' | |
' '.join(['{}={}'.format(k, v) for k, v in kwargs.items()]) if kwargs else '' | |
]) | |
return partial_func | |
def try_print(fn, *args, **kwargs): | |
try: | |
print(fn(*args, **kwargs)) | |
except Exception as ex: | |
print(ex) | |
# predicates | |
def check_phone(text): | |
# magical regex or import lib-phonenumbers, etc. | |
return True | |
def is_text(o): | |
return isinstance(o, str) | |
def is_num(o): | |
return isinstance(o, (int, float)) | |
def is_color(o): | |
return o in ('red', 'green', 'blue') | |
def is_phone(o): | |
return check_phone(o) | |
def starts_with(s, o): | |
return o.startswith(s) | |
def ends_with(s, o): | |
return o.endswith(s) | |
# validation class | |
class Validation(object): | |
def __init__(self, *fns, **kwargs): | |
self.fns = fns | |
fail_message = kwargs.get('fail_message') | |
if fail_message: | |
self.fail_message = fail_message | |
def __call__(self, o): | |
for fn in self.fns: | |
if not fn(o): | |
raise Exception( | |
getattr(fn, 'fail_message', None) or "not {}".format( | |
fn.__name__ | |
) | |
) | |
return True | |
# partial application | |
starts_with_999 = partial(starts_with, '999') | |
ends_with_4567 = partial(ends_with, '4567') | |
# composition | |
valid_phone = Validation( | |
is_text, | |
is_phone, | |
) | |
valid_999_phone = Validation( | |
valid_phone, | |
starts_with_999 | |
) | |
try_print(valid_phone, '123-4567') | |
try_print(valid_999_phone, '123-4567') | |
try_print(valid_999_phone, '999-4567') | |
is_preferred_color = Validation( | |
is_text, | |
is_color | |
) | |
# declarative | |
spec = { | |
'conf_phone': { | |
'pretty': 'Conference Phone', | |
'validations': [ | |
valid_phone, | |
ends_with_4567 | |
], | |
'required': True | |
}, | |
'preferred_color': { | |
'pretty': 'Preferred Color', | |
'validations': [is_preferred_color] | |
} | |
} | |
# computation over declarative spec | |
def process(data, spec=None): | |
spec = spec or {} | |
for field, value in data.items(): | |
definition = spec.get(field) | |
for validation in definition['validations']: | |
validation(value) | |
required = [field for field in spec.keys() if spec[field].get('required')] | |
for field in required: | |
if field not in data: | |
raise Exception('Missing field "{}".'.format(field)) | |
return True | |
jacks_data = { | |
'conf_phone': '123-4567', | |
'preferred_color': 'blue' | |
} | |
jills_data = { | |
'conf_phone': '123-4567', | |
'preferred_color': 'yellow' | |
} | |
joes_data = { | |
'preferred_color': 'red' | |
} | |
my_process = part(process, spec=spec) | |
try_print(my_process, jacks_data) | |
try_print(my_process, jills_data) | |
try_print(my_process, joes_data) |
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