lemur/lemur/common/schema.py

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"""
.. module: lemur.common.schema
:platform: unix
:copyright: (c) 2015 by Netflix Inc., see AUTHORS for more
:license: Apache, see LICENSE for more details.
.. moduleauthor:: Kevin Glisson <kglisson@netflix.com>
"""
from functools import wraps
from flask import request, current_app
from sqlalchemy.orm.collections import InstrumentedList
from inflection import camelize, underscore
from marshmallow import Schema, post_dump, pre_load
class LemurSchema(Schema):
"""
Base schema from which all grouper schema's inherit
"""
__envelope__ = True
def under(self, data, many=None):
items = []
if many:
for i in data:
items.append(
{underscore(key): value for key, value in i.items()}
)
return items
return {
underscore(key): value
for key, value in data.items()
}
def camel(self, data, many=None):
items = []
if many:
for i in data:
items.append(
{camelize(key, uppercase_first_letter=False): value for key, value in i.items()}
)
return items
return {
camelize(key, uppercase_first_letter=False): value
for key, value in data.items()
}
def wrap_with_envelope(self, data, many):
if many:
if 'total' in self.context.keys():
return dict(total=self.context['total'], items=data)
return data
class LemurInputSchema(LemurSchema):
@pre_load(pass_many=True)
def preprocess(self, data, many):
return self.under(data, many=many)
class LemurOutputSchema(LemurSchema):
@pre_load(pass_many=True)
def preprocess(self, data, many):
if many:
data = self.unwrap_envelope(data, many)
return self.under(data, many=many)
def unwrap_envelope(self, data, many):
if many:
if data['items']:
if isinstance(data, InstrumentedList) or isinstance(data, list):
self.context['total'] = len(data)
return data
else:
self.context['total'] = data['total']
else:
self.context['total'] = 0
data = {'items': []}
return data['items']
return data
@post_dump(pass_many=True)
def post_process(self, data, many):
if data:
data = self.camel(data, many=many)
if self.__envelope__:
return self.wrap_with_envelope(data, many=many)
else:
return data
def format_errors(messages):
errors = {}
for k, v in messages.items():
key = camelize(k, uppercase_first_letter=False)
if isinstance(v, dict):
errors[key] = format_errors(v)
elif isinstance(v, list):
errors[key] = v[0]
return errors
def wrap_errors(messages):
errors = dict(message='Validation Error.')
if messages.get('_schema'):
errors['reasons'] = {'Schema': {'rule': messages['_schema']}}
else:
errors['reasons'] = format_errors(messages)
return errors
def unwrap_pagination(data, output_schema):
if isinstance(data, dict):
if 'total' in data.keys():
if data.get('total') == 0:
return data
marshaled_data = {'total': data['total']}
marshaled_data['items'] = output_schema.dump(data['items'], many=True).data
return marshaled_data
return output_schema.dump(data).data
elif isinstance(data, list):
marshaled_data = {'total': len(data)}
marshaled_data['items'] = output_schema.dump(data, many=True).data
return marshaled_data
return output_schema.dump(data).data
def validate_schema(input_schema, output_schema):
def decorator(f):
@wraps(f)
def decorated_function(*args, **kwargs):
if input_schema:
if request.get_json():
request_data = request.get_json()
else:
request_data = request.args
data, errors = input_schema.load(request_data)
if errors:
return wrap_errors(errors), 400
kwargs['data'] = data
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try:
resp = f(*args, **kwargs)
except Exception as e:
current_app.logger.exception(e)
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return dict(message=str(e)), 500
if isinstance(resp, tuple):
return resp[0], resp[1]
if not resp:
return dict(message="No data found"), 404
return unwrap_pagination(resp, output_schema), 200
return decorated_function
return decorator