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dict_to_protobuf.py
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dict_to_protobuf.py
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from fp.monads.maybe import Maybe, Nothing
from google.protobuf.message import Message
from fp.collections import lookup
from fp import p, pp, c
class MissingKeyError(Exception):
def __init__(self, key, pb):
pb_name = _pb_name(pb)
msg = "{key!r} not described in the {pb_name!r} message".format(**locals())
Exception.__init__(self, msg)
self.key = key
self.pb = pb
class KeyTypeError(Exception):
def __init__(self, key, pb, value):
msg = "{key!r} is wrong type. Expected type {type!r} but got value: {value!r}".format(
key=key,
type=type(pb),
value=value
)
Exception.__init__(self, msg)
self.key = key
self.pb = pb
def dict_to_protobuf(mod, pb, data, strict=False, state=None):
"""
Converts a dict to a protobuf message
>>> import example_pb2
>>> ex = dict_to_protobuf(
... example_pb2,
... example_pb2.Example(),
... {'key': '1', 'values': ['1','2','3'], 'nested': {'value': '1'},
... 'nested_values': [{'value': '1'}, {'value': '2'}]}
... )
>>> ex.key
'1'
>>> ex.values
['1', '2', '3']
>>> ex.nested.value
'1'
>>> ex.nested_values[0].value
'1'
>>> ex.nested_values[1].value
'2'
Test the different ways that strict=True will
throw an error
At the root:
>>> ex = dict_to_protobuf(
... example_pb2,
... example_pb2.Example(),
... {'unknown-key': 1},
... strict=True)
Traceback (most recent call last):
...
MissingKeyError: 'unknown-key' not described in the 'example_pb2.Example' message
In a nested message:
>>> ex = dict_to_protobuf(
... example_pb2,
... example_pb2.Example(),
... {'nested': {'unknown-key': 1}},
... strict=True)
Traceback (most recent call last):
...
MissingKeyError: 'unknown-key' not described in the 'example_pb2.Example.Nested' message
In a repeated nested message:
>>> ex = dict_to_protobuf(
... example_pb2,
... example_pb2.Example(),
... {'nested_values': [{'unknown-key': 1}]},
... strict=True)
Traceback (most recent call last):
...
MissingKeyError: 'unknown-key' not described in the 'example_pb2.Example.Nested' message
"""
if state is None:
state={'strict': strict}
else:
strict = state.get('strict', False)
for key, value in data.iteritems():
enforce_strictness(strict, pb, key)
if field_exists(pb, key):
if is_message(pb, key, value):
update_message(mod, pb, key, value, state)
elif is_repeated(pb, key, value):
update_repeated(mod, pb, key, value, state)
elif is_value(pb, key, value):
update_value(mod, pb, key, value, state)
return pb
def enforce_strictness(strict, pb, key):
if strict and not field_exists(pb, key):
raise MissingKeyError(key, pb)
def is_message(pb, key, value):
return type(value) is dict
def is_repeated(pb, key, value):
return type(value) is list
def is_value(pb, key, value):
return not is_message(pb, key, value) and not is_repeated(pb, key, value)
def update_message(mod, pb, key, value, state):
pb_field = field(pb, key)
if pb_field.is_nothing:
raise MissingKeyError(key, pb)
elif not isinstance(pb_field.from_just, Message):
raise KeyTypeError(key, pb_field.from_just, value)
dict_to_protobuf(mod, getattr(pb, key), value, state=state)
def update_repeated(mod, pb, key, values, state):
clsM = load_pb_class(mod, pb, key)
if clsM.is_just:
cls = clsM.from_just
for value in values:
obj = getattr(pb, key).add()
dict_to_protobuf(mod, obj, value, state=state)
else:
for value in values:
getattr(pb, key).append(value)
def update_value(mod, pb, key, value, state):
try:
setattr(pb, key, value)
except Exception, err:
raise Exception("Error setting {key!r} to {value!r}: {err}".format(
key=key,
value=value,
err=err))
def maybe_getattr(attr, obj):
return Maybe.catch(lambda: getattr(obj, attr))
def maybe_getnested_attr(obj, *attrs):
m = Maybe.ret(obj)
for attr in attrs:
m = m.bind(p(maybe_getattr, attr))
return m
def load_pb_class(mod, pb, key):
"""
Loads a class for a key
>>> import example_pb2
>>> load_pb_class(example_pb2, example_pb2.Example(), 'nested')
Just(<class 'example_pb2.Nested'>)
>>> load_pb_class(example_pb2, example_pb2.Example(), 'nested_values')
Just(<class 'example_pb2.Nested'>)
>>> load_pb_class(example_pb2, example_pb2.Example(), 'xxx')
Nothing
"""
return lookup(Maybe, _fields_by_name(pb), key).bind(
pp(maybe_getnested_attr, 'message_type', 'full_name')).bind(
lambda full_name: maybe_getnested_attr(mod, *full_name.split('.')))
def field_exists(pb, key):
return field(pb, key).is_just
def field(pb, key):
assert isinstance(pb, Message), "{key!r} is expected to be an object but got type {type!r}".format(
key=key,
type=type(pb)
)
return Maybe.catch(lambda: getattr(pb, key))
def _fields_by_name(pb):
return pb.DESCRIPTOR.fields_by_name
def _pb_name(pb):
"""
>>> import example_pb2
>>> _pb_name(example_pb2.Example)
'example_pb2.Example'
>>> _pb_name(example_pb2.Example.Nested)
'example_pb2.Example.Nested'
"""
mod = pb.__module__
full_name = pb.DESCRIPTOR.full_name
return '{mod}.{full_name}'.format(mod=mod, full_name=full_name)