blob: 04ccc985001850e3eca0da37aa95435090a4c619 [file] [log] [blame]
# Protocol Buffers - Google's data interchange format
# Copyright 2008 Google Inc. All rights reserved.
#
# Use of this source code is governed by a BSD-style
# license that can be found in the LICENSE file or at
# https://developers.google.com/open-source/licenses/bsd
"""Provides type checking routines.
This module defines type checking utilities in the forms of dictionaries:
VALUE_CHECKERS: A dictionary of field types and a value validation object.
TYPE_TO_BYTE_SIZE_FN: A dictionary with field types and a size computing
function.
TYPE_TO_SERIALIZE_METHOD: A dictionary with field types and serialization
function.
FIELD_TYPE_TO_WIRE_TYPE: A dictionary with field typed and their
corresponding wire types.
TYPE_TO_DESERIALIZE_METHOD: A dictionary with field types and deserialization
function.
"""
__author__ = 'robinson@google.com (Will Robinson)'
import struct
import numbers
from google.protobuf.internal import decoder
from google.protobuf.internal import encoder
from google.protobuf.internal import wire_format
from google.protobuf import descriptor
_FieldDescriptor = descriptor.FieldDescriptor
def TruncateToFourByteFloat(original):
return struct.unpack('<f', struct.pack('<f', original))[0]
def ToShortestFloat(original):
"""Returns the shortest float that has same value in wire."""
# All 4 byte floats have between 6 and 9 significant digits, so we
# start with 6 as the lower bound.
# It has to be iterative because use '.9g' directly can not get rid
# of the noises for most values. For example if set a float_field=0.9
# use '.9g' will print 0.899999976.
precision = 6
rounded = float('{0:.{1}g}'.format(original, precision))
while TruncateToFourByteFloat(rounded) != original:
precision += 1
rounded = float('{0:.{1}g}'.format(original, precision))
return rounded
def GetTypeChecker(field):
"""Returns a type checker for a message field of the specified types.
Args:
field: FieldDescriptor object for this field.
Returns:
An instance of TypeChecker which can be used to verify the types
of values assigned to a field of the specified type.
"""
if (field.cpp_type == _FieldDescriptor.CPPTYPE_STRING and
field.type == _FieldDescriptor.TYPE_STRING):
return UnicodeValueChecker()
if field.cpp_type == _FieldDescriptor.CPPTYPE_ENUM:
if field.enum_type.is_closed:
return EnumValueChecker(field.enum_type)
else:
# When open enums are supported, any int32 can be assigned.
return _VALUE_CHECKERS[_FieldDescriptor.CPPTYPE_INT32]
return _VALUE_CHECKERS[field.cpp_type]
# None of the typecheckers below make any attempt to guard against people
# subclassing builtin types and doing weird things. We're not trying to
# protect against malicious clients here, just people accidentally shooting
# themselves in the foot in obvious ways.
class TypeChecker(object):
"""Type checker used to catch type errors as early as possible
when the client is setting scalar fields in protocol messages.
"""
def __init__(self, *acceptable_types):
self._acceptable_types = acceptable_types
def CheckValue(self, proposed_value):
"""Type check the provided value and return it.
The returned value might have been normalized to another type.
"""
if not isinstance(proposed_value, self._acceptable_types):
message = ('%.1024r has type %s, but expected one of: %s' %
(proposed_value, type(proposed_value), self._acceptable_types))
raise TypeError(message)
return proposed_value
class TypeCheckerWithDefault(TypeChecker):
def __init__(self, default_value, *acceptable_types):
TypeChecker.__init__(self, *acceptable_types)
self._default_value = default_value
def DefaultValue(self):
return self._default_value
class BoolValueChecker(object):
"""Type checker used for bool fields."""
def CheckValue(self, proposed_value):
if not hasattr(proposed_value, '__index__') or (
type(proposed_value).__module__ == 'numpy' and
type(proposed_value).__name__ == 'ndarray'):
message = ('%.1024r has type %s, but expected one of: %s' %
(proposed_value, type(proposed_value), (bool, int)))
raise TypeError(message)
return bool(proposed_value)
def DefaultValue(self):
return False
# IntValueChecker and its subclasses perform integer type-checks
# and bounds-checks.
class IntValueChecker(object):
"""Checker used for integer fields. Performs type-check and range check."""
def CheckValue(self, proposed_value):
if not hasattr(proposed_value, '__index__') or (
type(proposed_value).__module__ == 'numpy' and
type(proposed_value).__name__ == 'ndarray'):
message = ('%.1024r has type %s, but expected one of: %s' %
(proposed_value, type(proposed_value), (int,)))
raise TypeError(message)
if not self._MIN <= int(proposed_value) <= self._MAX:
raise ValueError('Value out of range: %d' % proposed_value)
# We force all values to int to make alternate implementations where the
# distinction is more significant (e.g. the C++ implementation) simpler.
proposed_value = int(proposed_value)
return proposed_value
def DefaultValue(self):
return 0
class EnumValueChecker(object):
"""Checker used for enum fields. Performs type-check and range check."""
def __init__(self, enum_type):
self._enum_type = enum_type
def CheckValue(self, proposed_value):
if not isinstance(proposed_value, numbers.Integral):
message = ('%.1024r has type %s, but expected one of: %s' %
(proposed_value, type(proposed_value), (int,)))
raise TypeError(message)
if int(proposed_value) not in self._enum_type.values_by_number:
raise ValueError('Unknown enum value: %d' % proposed_value)
return proposed_value
def DefaultValue(self):
return self._enum_type.values[0].number
class UnicodeValueChecker(object):
"""Checker used for string fields.
Always returns a unicode value, even if the input is of type str.
"""
def CheckValue(self, proposed_value):
if not isinstance(proposed_value, (bytes, str)):
message = ('%.1024r has type %s, but expected one of: %s' %
(proposed_value, type(proposed_value), (bytes, str)))
raise TypeError(message)
# If the value is of type 'bytes' make sure that it is valid UTF-8 data.
if isinstance(proposed_value, bytes):
try:
proposed_value = proposed_value.decode('utf-8')
except UnicodeDecodeError:
raise ValueError('%.1024r has type bytes, but isn\'t valid UTF-8 '
'encoding. Non-UTF-8 strings must be converted to '
'unicode objects before being added.' %
(proposed_value))
else:
try:
proposed_value.encode('utf8')
except UnicodeEncodeError:
raise ValueError('%.1024r isn\'t a valid unicode string and '
'can\'t be encoded in UTF-8.'%
(proposed_value))
return proposed_value
def DefaultValue(self):
return u""
class Int32ValueChecker(IntValueChecker):
# We're sure to use ints instead of longs here since comparison may be more
# efficient.
_MIN = -2147483648
_MAX = 2147483647
class Uint32ValueChecker(IntValueChecker):
_MIN = 0
_MAX = (1 << 32) - 1
class Int64ValueChecker(IntValueChecker):
_MIN = -(1 << 63)
_MAX = (1 << 63) - 1
class Uint64ValueChecker(IntValueChecker):
_MIN = 0
_MAX = (1 << 64) - 1
# The max 4 bytes float is about 3.4028234663852886e+38
_FLOAT_MAX = float.fromhex('0x1.fffffep+127')
_FLOAT_MIN = -_FLOAT_MAX
_INF = float('inf')
_NEG_INF = float('-inf')
class DoubleValueChecker(object):
"""Checker used for double fields.
Performs type-check and range check.
"""
def CheckValue(self, proposed_value):
"""Check and convert proposed_value to float."""
if (not hasattr(proposed_value, '__float__') and
not hasattr(proposed_value, '__index__')) or (
type(proposed_value).__module__ == 'numpy' and
type(proposed_value).__name__ == 'ndarray'):
message = ('%.1024r has type %s, but expected one of: int, float' %
(proposed_value, type(proposed_value)))
raise TypeError(message)
return float(proposed_value)
def DefaultValue(self):
return 0.0
class FloatValueChecker(DoubleValueChecker):
"""Checker used for float fields.
Performs type-check and range check.
Values exceeding a 32-bit float will be converted to inf/-inf.
"""
def CheckValue(self, proposed_value):
"""Check and convert proposed_value to float."""
converted_value = super().CheckValue(proposed_value)
# This inf rounding matches the C++ proto SafeDoubleToFloat logic.
if converted_value > _FLOAT_MAX:
return _INF
if converted_value < _FLOAT_MIN:
return _NEG_INF
return TruncateToFourByteFloat(converted_value)
# Type-checkers for all scalar CPPTYPEs.
_VALUE_CHECKERS = {
_FieldDescriptor.CPPTYPE_INT32: Int32ValueChecker(),
_FieldDescriptor.CPPTYPE_INT64: Int64ValueChecker(),
_FieldDescriptor.CPPTYPE_UINT32: Uint32ValueChecker(),
_FieldDescriptor.CPPTYPE_UINT64: Uint64ValueChecker(),
_FieldDescriptor.CPPTYPE_DOUBLE: DoubleValueChecker(),
_FieldDescriptor.CPPTYPE_FLOAT: FloatValueChecker(),
_FieldDescriptor.CPPTYPE_BOOL: BoolValueChecker(),
_FieldDescriptor.CPPTYPE_STRING: TypeCheckerWithDefault(b'', bytes),
}
# Map from field type to a function F, such that F(field_num, value)
# gives the total byte size for a value of the given type. This
# byte size includes tag information and any other additional space
# associated with serializing "value".
TYPE_TO_BYTE_SIZE_FN = {
_FieldDescriptor.TYPE_DOUBLE: wire_format.DoubleByteSize,
_FieldDescriptor.TYPE_FLOAT: wire_format.FloatByteSize,
_FieldDescriptor.TYPE_INT64: wire_format.Int64ByteSize,
_FieldDescriptor.TYPE_UINT64: wire_format.UInt64ByteSize,
_FieldDescriptor.TYPE_INT32: wire_format.Int32ByteSize,
_FieldDescriptor.TYPE_FIXED64: wire_format.Fixed64ByteSize,
_FieldDescriptor.TYPE_FIXED32: wire_format.Fixed32ByteSize,
_FieldDescriptor.TYPE_BOOL: wire_format.BoolByteSize,
_FieldDescriptor.TYPE_STRING: wire_format.StringByteSize,
_FieldDescriptor.TYPE_GROUP: wire_format.GroupByteSize,
_FieldDescriptor.TYPE_MESSAGE: wire_format.MessageByteSize,
_FieldDescriptor.TYPE_BYTES: wire_format.BytesByteSize,
_FieldDescriptor.TYPE_UINT32: wire_format.UInt32ByteSize,
_FieldDescriptor.TYPE_ENUM: wire_format.EnumByteSize,
_FieldDescriptor.TYPE_SFIXED32: wire_format.SFixed32ByteSize,
_FieldDescriptor.TYPE_SFIXED64: wire_format.SFixed64ByteSize,
_FieldDescriptor.TYPE_SINT32: wire_format.SInt32ByteSize,
_FieldDescriptor.TYPE_SINT64: wire_format.SInt64ByteSize
}
# Maps from field types to encoder constructors.
TYPE_TO_ENCODER = {
_FieldDescriptor.TYPE_DOUBLE: encoder.DoubleEncoder,
_FieldDescriptor.TYPE_FLOAT: encoder.FloatEncoder,
_FieldDescriptor.TYPE_INT64: encoder.Int64Encoder,
_FieldDescriptor.TYPE_UINT64: encoder.UInt64Encoder,
_FieldDescriptor.TYPE_INT32: encoder.Int32Encoder,
_FieldDescriptor.TYPE_FIXED64: encoder.Fixed64Encoder,
_FieldDescriptor.TYPE_FIXED32: encoder.Fixed32Encoder,
_FieldDescriptor.TYPE_BOOL: encoder.BoolEncoder,
_FieldDescriptor.TYPE_STRING: encoder.StringEncoder,
_FieldDescriptor.TYPE_GROUP: encoder.GroupEncoder,
_FieldDescriptor.TYPE_MESSAGE: encoder.MessageEncoder,
_FieldDescriptor.TYPE_BYTES: encoder.BytesEncoder,
_FieldDescriptor.TYPE_UINT32: encoder.UInt32Encoder,
_FieldDescriptor.TYPE_ENUM: encoder.EnumEncoder,
_FieldDescriptor.TYPE_SFIXED32: encoder.SFixed32Encoder,
_FieldDescriptor.TYPE_SFIXED64: encoder.SFixed64Encoder,
_FieldDescriptor.TYPE_SINT32: encoder.SInt32Encoder,
_FieldDescriptor.TYPE_SINT64: encoder.SInt64Encoder,
}
# Maps from field types to sizer constructors.
TYPE_TO_SIZER = {
_FieldDescriptor.TYPE_DOUBLE: encoder.DoubleSizer,
_FieldDescriptor.TYPE_FLOAT: encoder.FloatSizer,
_FieldDescriptor.TYPE_INT64: encoder.Int64Sizer,
_FieldDescriptor.TYPE_UINT64: encoder.UInt64Sizer,
_FieldDescriptor.TYPE_INT32: encoder.Int32Sizer,
_FieldDescriptor.TYPE_FIXED64: encoder.Fixed64Sizer,
_FieldDescriptor.TYPE_FIXED32: encoder.Fixed32Sizer,
_FieldDescriptor.TYPE_BOOL: encoder.BoolSizer,
_FieldDescriptor.TYPE_STRING: encoder.StringSizer,
_FieldDescriptor.TYPE_GROUP: encoder.GroupSizer,
_FieldDescriptor.TYPE_MESSAGE: encoder.MessageSizer,
_FieldDescriptor.TYPE_BYTES: encoder.BytesSizer,
_FieldDescriptor.TYPE_UINT32: encoder.UInt32Sizer,
_FieldDescriptor.TYPE_ENUM: encoder.EnumSizer,
_FieldDescriptor.TYPE_SFIXED32: encoder.SFixed32Sizer,
_FieldDescriptor.TYPE_SFIXED64: encoder.SFixed64Sizer,
_FieldDescriptor.TYPE_SINT32: encoder.SInt32Sizer,
_FieldDescriptor.TYPE_SINT64: encoder.SInt64Sizer,
}
# Maps from field type to a decoder constructor.
TYPE_TO_DECODER = {
_FieldDescriptor.TYPE_DOUBLE: decoder.DoubleDecoder,
_FieldDescriptor.TYPE_FLOAT: decoder.FloatDecoder,
_FieldDescriptor.TYPE_INT64: decoder.Int64Decoder,
_FieldDescriptor.TYPE_UINT64: decoder.UInt64Decoder,
_FieldDescriptor.TYPE_INT32: decoder.Int32Decoder,
_FieldDescriptor.TYPE_FIXED64: decoder.Fixed64Decoder,
_FieldDescriptor.TYPE_FIXED32: decoder.Fixed32Decoder,
_FieldDescriptor.TYPE_BOOL: decoder.BoolDecoder,
_FieldDescriptor.TYPE_STRING: decoder.StringDecoder,
_FieldDescriptor.TYPE_GROUP: decoder.GroupDecoder,
_FieldDescriptor.TYPE_MESSAGE: decoder.MessageDecoder,
_FieldDescriptor.TYPE_BYTES: decoder.BytesDecoder,
_FieldDescriptor.TYPE_UINT32: decoder.UInt32Decoder,
_FieldDescriptor.TYPE_ENUM: decoder.EnumDecoder,
_FieldDescriptor.TYPE_SFIXED32: decoder.SFixed32Decoder,
_FieldDescriptor.TYPE_SFIXED64: decoder.SFixed64Decoder,
_FieldDescriptor.TYPE_SINT32: decoder.SInt32Decoder,
_FieldDescriptor.TYPE_SINT64: decoder.SInt64Decoder,
}
# Maps from field type to expected wiretype.
FIELD_TYPE_TO_WIRE_TYPE = {
_FieldDescriptor.TYPE_DOUBLE: wire_format.WIRETYPE_FIXED64,
_FieldDescriptor.TYPE_FLOAT: wire_format.WIRETYPE_FIXED32,
_FieldDescriptor.TYPE_INT64: wire_format.WIRETYPE_VARINT,
_FieldDescriptor.TYPE_UINT64: wire_format.WIRETYPE_VARINT,
_FieldDescriptor.TYPE_INT32: wire_format.WIRETYPE_VARINT,
_FieldDescriptor.TYPE_FIXED64: wire_format.WIRETYPE_FIXED64,
_FieldDescriptor.TYPE_FIXED32: wire_format.WIRETYPE_FIXED32,
_FieldDescriptor.TYPE_BOOL: wire_format.WIRETYPE_VARINT,
_FieldDescriptor.TYPE_STRING:
wire_format.WIRETYPE_LENGTH_DELIMITED,
_FieldDescriptor.TYPE_GROUP: wire_format.WIRETYPE_START_GROUP,
_FieldDescriptor.TYPE_MESSAGE:
wire_format.WIRETYPE_LENGTH_DELIMITED,
_FieldDescriptor.TYPE_BYTES:
wire_format.WIRETYPE_LENGTH_DELIMITED,
_FieldDescriptor.TYPE_UINT32: wire_format.WIRETYPE_VARINT,
_FieldDescriptor.TYPE_ENUM: wire_format.WIRETYPE_VARINT,
_FieldDescriptor.TYPE_SFIXED32: wire_format.WIRETYPE_FIXED32,
_FieldDescriptor.TYPE_SFIXED64: wire_format.WIRETYPE_FIXED64,
_FieldDescriptor.TYPE_SINT32: wire_format.WIRETYPE_VARINT,
_FieldDescriptor.TYPE_SINT64: wire_format.WIRETYPE_VARINT,
}