def _function_languages_from_arg(
arg_proto: v2.program_pb2.Arg) -> Iterator[str]:
which = arg_proto.WhichOneof('arg')
if which == 'func':
if arg_proto.func.type in ['add', 'mul']:
yield 'linear'
for a in arg_proto.func.args:
yield from _function_languages_from_arg(a)
def _arg_from_proto(
arg_proto: v2.program_pb2.Arg,
*,
arg_function_language: str,
required_arg_name: Optional[str] = None,
) -> Optional[ARG_LIKE]:
"""Extracts a python value from an argument value proto.
Args:
arg_proto: The proto containing a serialized value.
arg_function_language: The `arg_function_language` field from
`Program.Language`.
required_arg_name: If set to `None`, the method will return `None` when
given an unset proto value. If set to a string, the method will
instead raise an error complaining that the value is missing in that
situation.
Returns:
The deserialized value, or else None if there was no set value and
`required_arg_name` was set to `None`.
"""
supported = SUPPORTED_FUNCTIONS_FOR_LANGUAGE.get(arg_function_language)
if supported is None:
raise ValueError(f'Unrecognized arg_function_language: '
f'{arg_function_language!r}')
which = arg_proto.WhichOneof('arg')
if which == 'arg_value':
arg_value = arg_proto.arg_value
which_val = arg_value.WhichOneof('arg_value')
if which_val == 'float_value':
result = float(arg_value.float_value)
if math.ceil(result) == math.floor(result):
result = int(result)
return result
if which_val == 'bool_values':
return list(arg_value.bool_values.values)
if which_val == 'string_value':
return str(arg_value.string_value)
raise ValueError(f'Unrecognized value type: {which_val!r}')
if which == 'symbol':
return sympy.Symbol(arg_proto.symbol)
if which == 'func':
func = arg_proto.func
if func.type not in cast(Set[str], supported):
raise ValueError(
f'Unrecognized function type {func.type!r} '
f'for arg_function_language={arg_function_language!r}')
if func.type == 'add':
return sympy.Add(*[
_arg_from_proto(a,
arg_function_language=arg_function_language,
required_arg_name='An addition argument')
for a in func.args
])
if func.type == 'mul':
return sympy.Mul(*[
_arg_from_proto(a,
arg_function_language=arg_function_language,
required_arg_name='A multiplication argument')
for a in func.args
])
if required_arg_name is not None:
raise ValueError(
f'{required_arg_name} is missing or has an unrecognized '
f'argument type (WhichOneof("arg")={which!r}).')
return None