678 lines
22 KiB
Python
678 lines
22 KiB
Python
import dataclasses
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import inspect
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import json
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import struct
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from abc import ABC
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from typing import (
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Any,
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AsyncGenerator,
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Callable,
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Dict,
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Generator,
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Iterable,
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List,
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Optional,
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SupportsBytes,
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Tuple,
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Type,
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TypeVar,
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Union,
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get_type_hints,
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)
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import grpclib.client
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import grpclib.const
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# Proto 3 data types
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TYPE_ENUM = "enum"
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TYPE_BOOL = "bool"
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TYPE_INT32 = "int32"
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TYPE_INT64 = "int64"
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TYPE_UINT32 = "uint32"
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TYPE_UINT64 = "uint64"
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TYPE_SINT32 = "sint32"
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TYPE_SINT64 = "sint64"
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TYPE_FLOAT = "float"
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TYPE_DOUBLE = "double"
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TYPE_FIXED32 = "fixed32"
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TYPE_SFIXED32 = "sfixed32"
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TYPE_FIXED64 = "fixed64"
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TYPE_SFIXED64 = "sfixed64"
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TYPE_STRING = "string"
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TYPE_BYTES = "bytes"
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TYPE_MESSAGE = "message"
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TYPE_MAP = "map"
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# Fields that use a fixed amount of space (4 or 8 bytes)
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FIXED_TYPES = [
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TYPE_FLOAT,
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TYPE_DOUBLE,
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TYPE_FIXED32,
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TYPE_SFIXED32,
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TYPE_FIXED64,
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TYPE_SFIXED64,
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]
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# Fields that are numerical 64-bit types
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INT_64_TYPES = [TYPE_INT64, TYPE_UINT64, TYPE_SINT64, TYPE_FIXED64, TYPE_SFIXED64]
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# Fields that are efficiently packed when
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PACKED_TYPES = [
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TYPE_ENUM,
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TYPE_BOOL,
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TYPE_INT32,
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TYPE_INT64,
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TYPE_UINT32,
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TYPE_UINT64,
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TYPE_SINT32,
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TYPE_SINT64,
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TYPE_FLOAT,
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TYPE_DOUBLE,
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TYPE_FIXED32,
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TYPE_SFIXED32,
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TYPE_FIXED64,
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TYPE_SFIXED64,
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]
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# Wire types
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# https://developers.google.com/protocol-buffers/docs/encoding#structure
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WIRE_VARINT = 0
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WIRE_FIXED_64 = 1
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WIRE_LEN_DELIM = 2
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WIRE_FIXED_32 = 5
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# Mappings of which Proto 3 types correspond to which wire types.
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WIRE_VARINT_TYPES = [
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TYPE_ENUM,
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TYPE_BOOL,
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TYPE_INT32,
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TYPE_INT64,
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TYPE_UINT32,
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TYPE_UINT64,
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TYPE_SINT32,
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TYPE_SINT64,
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]
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WIRE_FIXED_32_TYPES = [TYPE_FLOAT, TYPE_FIXED32, TYPE_SFIXED32]
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WIRE_FIXED_64_TYPES = [TYPE_DOUBLE, TYPE_FIXED64, TYPE_SFIXED64]
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WIRE_LEN_DELIM_TYPES = [TYPE_STRING, TYPE_BYTES, TYPE_MESSAGE, TYPE_MAP]
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class _PLACEHOLDER:
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pass
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PLACEHOLDER: Any = _PLACEHOLDER()
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def get_default(proto_type: str) -> Any:
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"""Get the default (zero value) for a given type."""
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return {
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TYPE_BOOL: False,
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TYPE_FLOAT: 0.0,
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TYPE_DOUBLE: 0.0,
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TYPE_STRING: "",
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TYPE_BYTES: b"",
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TYPE_MAP: {},
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}.get(proto_type, 0)
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@dataclasses.dataclass(frozen=True)
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class FieldMetadata:
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"""Stores internal metadata used for parsing & serialization."""
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# Protobuf field number
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number: int
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# Protobuf type name
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proto_type: str
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# Map information if the proto_type is a map
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map_types: Optional[Tuple[str, str]]
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@staticmethod
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def get(field: dataclasses.Field) -> "FieldMetadata":
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"""Returns the field metadata for a dataclass field."""
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return field.metadata["betterproto"]
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def dataclass_field(
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number: int, proto_type: str, map_types: Optional[Tuple[str, str]] = None
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) -> dataclasses.Field:
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"""Creates a dataclass field with attached protobuf metadata."""
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return dataclasses.field(
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default=PLACEHOLDER,
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metadata={"betterproto": FieldMetadata(number, proto_type, map_types)},
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)
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# Note: the fields below return `Any` to prevent type errors in the generated
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# data classes since the types won't match with `Field` and they get swapped
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# out at runtime. The generated dataclass variables are still typed correctly.
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def enum_field(number: int) -> Any:
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return dataclass_field(number, TYPE_ENUM)
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def bool_field(number: int) -> Any:
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return dataclass_field(number, TYPE_BOOL)
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def int32_field(number: int) -> Any:
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return dataclass_field(number, TYPE_INT32)
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def int64_field(number: int) -> Any:
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return dataclass_field(number, TYPE_INT64)
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def uint32_field(number: int) -> Any:
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return dataclass_field(number, TYPE_UINT32)
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def uint64_field(number: int) -> Any:
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return dataclass_field(number, TYPE_UINT64)
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def sint32_field(number: int) -> Any:
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return dataclass_field(number, TYPE_SINT32)
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def sint64_field(number: int) -> Any:
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return dataclass_field(number, TYPE_SINT64)
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def float_field(number: int) -> Any:
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return dataclass_field(number, TYPE_FLOAT)
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def double_field(number: int) -> Any:
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return dataclass_field(number, TYPE_DOUBLE)
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def fixed32_field(number: int) -> Any:
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return dataclass_field(number, TYPE_FIXED32)
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def fixed64_field(number: int) -> Any:
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return dataclass_field(number, TYPE_FIXED64)
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def sfixed32_field(number: int) -> Any:
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return dataclass_field(number, TYPE_SFIXED32)
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def sfixed64_field(number: int) -> Any:
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return dataclass_field(number, TYPE_SFIXED64)
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def string_field(number: int) -> Any:
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return dataclass_field(number, TYPE_STRING)
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def bytes_field(number: int) -> Any:
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return dataclass_field(number, TYPE_BYTES)
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def message_field(number: int) -> Any:
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return dataclass_field(number, TYPE_MESSAGE)
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def map_field(number: int, key_type: str, value_type: str) -> Any:
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return dataclass_field(number, TYPE_MAP, map_types=(key_type, value_type))
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def _pack_fmt(proto_type: str) -> str:
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"""Returns a little-endian format string for reading/writing binary."""
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return {
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TYPE_DOUBLE: "<d",
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TYPE_FLOAT: "<f",
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TYPE_FIXED32: "<I",
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TYPE_FIXED64: "<Q",
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TYPE_SFIXED32: "<i",
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TYPE_SFIXED64: "<q",
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}[proto_type]
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def encode_varint(value: int) -> bytes:
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"""Encodes a single varint value for serialization."""
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b: List[int] = []
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if value < 0:
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value += 1 << 64
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bits = value & 0x7F
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value >>= 7
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while value:
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b.append(0x80 | bits)
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bits = value & 0x7F
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value >>= 7
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return bytes(b + [bits])
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def _preprocess_single(proto_type: str, value: Any) -> bytes:
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"""Adjusts values before serialization."""
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if proto_type in [
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TYPE_ENUM,
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TYPE_BOOL,
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TYPE_INT32,
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TYPE_INT64,
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TYPE_UINT32,
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TYPE_UINT64,
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]:
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return encode_varint(value)
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elif proto_type in [TYPE_SINT32, TYPE_SINT64]:
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# Handle zig-zag encoding.
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if value >= 0:
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value = value << 1
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else:
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value = (value << 1) ^ (~0)
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return encode_varint(value)
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elif proto_type in FIXED_TYPES:
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return struct.pack(_pack_fmt(proto_type), value)
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elif proto_type == TYPE_STRING:
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return value.encode("utf-8")
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elif proto_type == TYPE_MESSAGE:
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return bytes(value)
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return value
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def _serialize_single(
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field_number: int, proto_type: str, value: Any, *, serialize_empty: bool = False
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) -> bytes:
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"""Serializes a single field and value."""
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value = _preprocess_single(proto_type, value)
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output = b""
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if proto_type in WIRE_VARINT_TYPES:
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key = encode_varint(field_number << 3)
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output += key + value
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elif proto_type in WIRE_FIXED_32_TYPES:
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key = encode_varint((field_number << 3) | 5)
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output += key + value
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elif proto_type in WIRE_FIXED_64_TYPES:
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key = encode_varint((field_number << 3) | 1)
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output += key + value
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elif proto_type in WIRE_LEN_DELIM_TYPES:
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if len(value) or serialize_empty:
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key = encode_varint((field_number << 3) | 2)
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output += key + encode_varint(len(value)) + value
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else:
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raise NotImplementedError(proto_type)
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return output
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def decode_varint(buffer: bytes, pos: int, signed: bool = False) -> Tuple[int, int]:
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"""
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Decode a single varint value from a byte buffer. Returns the value and the
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new position in the buffer.
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"""
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result = 0
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shift = 0
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while 1:
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b = buffer[pos]
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result |= (b & 0x7F) << shift
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pos += 1
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if not (b & 0x80):
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return (result, pos)
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shift += 7
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if shift >= 64:
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raise ValueError("Too many bytes when decoding varint.")
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@dataclasses.dataclass(frozen=True)
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class ParsedField:
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number: int
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wire_type: int
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value: Any
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def parse_fields(value: bytes) -> Generator[ParsedField, None, None]:
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i = 0
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while i < len(value):
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num_wire, i = decode_varint(value, i)
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# print(num_wire, i)
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number = num_wire >> 3
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wire_type = num_wire & 0x7
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decoded: Any
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if wire_type == 0:
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decoded, i = decode_varint(value, i)
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elif wire_type == 1:
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decoded, i = value[i : i + 8], i + 8
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elif wire_type == 2:
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length, i = decode_varint(value, i)
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decoded = value[i : i + length]
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i += length
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elif wire_type == 5:
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decoded, i = value[i : i + 4], i + 4
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else:
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raise NotImplementedError(f"Wire type {wire_type}")
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# print(ParsedField(number=number, wire_type=wire_type, value=decoded))
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yield ParsedField(number=number, wire_type=wire_type, value=decoded)
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# Bound type variable to allow methods to return `self` of subclasses
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T = TypeVar("T", bound="Message")
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class Message(ABC):
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"""
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A protobuf message base class. Generated code will inherit from this and
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register the message fields which get used by the serializers and parsers
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to go between Python, binary and JSON protobuf message representations.
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"""
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# True if this message was or should be serialized on the wire. This can
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# be used to detect presence (e.g. optional wrapper message) and is used
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# internally during parsing/serialization.
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serialized_on_wire: bool
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def __post_init__(self) -> None:
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# Set a default value for each field in the class after `__init__` has
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# already been run.
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for field in dataclasses.fields(self):
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if getattr(self, field.name) != PLACEHOLDER:
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# Skip anything not set (aka set to the sentinel value)
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continue
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meta = FieldMetadata.get(field)
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t = self._cls_for(field, index=-1)
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value: Any = 0
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if meta.proto_type == TYPE_MAP:
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# Maps cannot be repeated, so we check these first.
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value = {}
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elif hasattr(t, "__args__") and len(t.__args__) == 1:
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# Anything else with type args is a list.
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value = []
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elif meta.proto_type == TYPE_MESSAGE:
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# Message means creating an instance of the right type.
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value = t()
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else:
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value = get_default(meta.proto_type)
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setattr(self, field.name, value)
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# Now that all the defaults are set, reset it!
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self.__dict__["serialized_on_wire"] = False
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def __setattr__(self, attr: str, value: Any) -> None:
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if attr != "serialized_on_wire":
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# Track when a field has been set.
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self.__dict__["serialized_on_wire"] = True
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super().__setattr__(attr, value)
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def __bytes__(self) -> bytes:
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"""
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Get the binary encoded Protobuf representation of this instance.
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"""
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output = b""
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for field in dataclasses.fields(self):
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meta = FieldMetadata.get(field)
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value = getattr(self, field.name)
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if isinstance(value, list):
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if not len(value):
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# Empty values are not serialized
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continue
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if meta.proto_type in PACKED_TYPES:
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# Packed lists look like a length-delimited field. First,
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# preprocess/encode each value into a buffer and then
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# treat it like a field of raw bytes.
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buf = b""
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for item in value:
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buf += _preprocess_single(meta.proto_type, item)
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output += _serialize_single(meta.number, TYPE_BYTES, buf)
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else:
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for item in value:
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output += _serialize_single(meta.number, meta.proto_type, item)
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elif isinstance(value, dict):
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if not len(value):
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# Empty values are not serialized
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continue
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for k, v in value.items():
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assert meta.map_types
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sk = _serialize_single(1, meta.map_types[0], k)
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sv = _serialize_single(2, meta.map_types[1], v)
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output += _serialize_single(meta.number, meta.proto_type, sk + sv)
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else:
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if value == get_default(meta.proto_type):
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# Default (zero) values are not serialized
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continue
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serialize_empty = False
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if isinstance(value, Message) and value.serialized_on_wire:
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serialize_empty = True
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output += _serialize_single(
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meta.number, meta.proto_type, value, serialize_empty=serialize_empty
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)
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return output
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# For compatibility with other libraries
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SerializeToString = __bytes__
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def _cls_for(self, field: dataclasses.Field, index: int = 0) -> Type:
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"""Get the message class for a field from the type hints."""
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module = inspect.getmodule(self.__class__)
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type_hints = get_type_hints(self.__class__, vars(module))
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cls = type_hints[field.name]
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if hasattr(cls, "__args__") and index >= 0:
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cls = type_hints[field.name].__args__[index]
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return cls
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def _postprocess_single(
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self, wire_type: int, meta: FieldMetadata, field: dataclasses.Field, value: Any
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) -> Any:
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"""Adjusts values after parsing."""
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if wire_type == WIRE_VARINT:
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if meta.proto_type in [TYPE_INT32, TYPE_INT64]:
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bits = int(meta.proto_type[3:])
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value = value & ((1 << bits) - 1)
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signbit = 1 << (bits - 1)
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value = int((value ^ signbit) - signbit)
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elif meta.proto_type in [TYPE_SINT32, TYPE_SINT64]:
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# Undo zig-zag encoding
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value = (value >> 1) ^ (-(value & 1))
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elif wire_type in [WIRE_FIXED_32, WIRE_FIXED_64]:
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fmt = _pack_fmt(meta.proto_type)
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value = struct.unpack(fmt, value)[0]
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elif wire_type == WIRE_LEN_DELIM:
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if meta.proto_type == TYPE_STRING:
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value = value.decode("utf-8")
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elif meta.proto_type == TYPE_MESSAGE:
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cls = self._cls_for(field)
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value = cls().parse(value)
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value.serialized_on_wire = True
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elif meta.proto_type == TYPE_MAP:
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# TODO: This is slow, use a cache to make it faster since each
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# key/value pair will recreate the class.
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assert meta.map_types
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kt = self._cls_for(field, index=0)
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vt = self._cls_for(field, index=1)
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Entry = dataclasses.make_dataclass(
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"Entry",
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[
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("key", kt, dataclass_field(1, meta.map_types[0], None)),
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("value", vt, dataclass_field(2, meta.map_types[1], None)),
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],
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bases=(Message,),
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)
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value = Entry().parse(value)
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return value
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def parse(self: T, data: bytes) -> T:
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"""
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Parse the binary encoded Protobuf into this message instance. This
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returns the instance itself and is therefore assignable and chainable.
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"""
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fields = {f.metadata["betterproto"].number: f for f in dataclasses.fields(self)}
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for parsed in parse_fields(data):
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if parsed.number in fields:
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field = fields[parsed.number]
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meta = FieldMetadata.get(field)
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value: Any
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if (
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parsed.wire_type == WIRE_LEN_DELIM
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and meta.proto_type in PACKED_TYPES
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):
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# This is a packed repeated field.
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pos = 0
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value = []
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while pos < len(parsed.value):
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if meta.proto_type in ["float", "fixed32", "sfixed32"]:
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decoded, pos = parsed.value[pos : pos + 4], pos + 4
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wire_type = WIRE_FIXED_32
|
|
elif meta.proto_type in ["double", "fixed64", "sfixed64"]:
|
|
decoded, pos = parsed.value[pos : pos + 8], pos + 8
|
|
wire_type = WIRE_FIXED_64
|
|
else:
|
|
decoded, pos = decode_varint(parsed.value, pos)
|
|
wire_type = WIRE_VARINT
|
|
decoded = self._postprocess_single(
|
|
wire_type, meta, field, decoded
|
|
)
|
|
value.append(decoded)
|
|
else:
|
|
value = self._postprocess_single(
|
|
parsed.wire_type, meta, field, parsed.value
|
|
)
|
|
|
|
current = getattr(self, field.name)
|
|
if meta.proto_type == TYPE_MAP:
|
|
# Value represents a single key/value pair entry in the map.
|
|
current[value.key] = value.value
|
|
elif isinstance(current, list) and not isinstance(value, list):
|
|
current.append(value)
|
|
else:
|
|
setattr(self, field.name, value)
|
|
else:
|
|
# TODO: handle unknown fields
|
|
pass
|
|
|
|
return self
|
|
|
|
# For compatibility with other libraries.
|
|
@classmethod
|
|
def FromString(cls: Type[T], data: bytes) -> T:
|
|
return cls().parse(data)
|
|
|
|
def to_dict(self) -> dict:
|
|
"""
|
|
Returns a dict representation of this message instance which can be
|
|
used to serialize to e.g. JSON.
|
|
"""
|
|
output: Dict[str, Any] = {}
|
|
for field in dataclasses.fields(self):
|
|
meta = FieldMetadata.get(field)
|
|
v = getattr(self, field.name)
|
|
if meta.proto_type == "message":
|
|
if isinstance(v, list):
|
|
# Convert each item.
|
|
v = [i.to_dict() for i in v]
|
|
output[field.name] = v
|
|
elif v.serialized_on_wire:
|
|
output[field.name] = v.to_dict()
|
|
elif meta.proto_type == "map":
|
|
for k in v:
|
|
if hasattr(v[k], "to_dict"):
|
|
v[k] = v[k].to_dict()
|
|
|
|
if v:
|
|
output[field.name] = v
|
|
elif v != get_default(meta.proto_type):
|
|
if meta.proto_type in INT_64_TYPES:
|
|
if isinstance(v, list):
|
|
output[field.name] = [str(n) for n in v]
|
|
else:
|
|
output[field.name] = str(v)
|
|
else:
|
|
output[field.name] = v
|
|
return output
|
|
|
|
def from_dict(self: T, value: dict) -> T:
|
|
"""
|
|
Parse the key/value pairs in `value` into this message instance. This
|
|
returns the instance itself and is therefore assignable and chainable.
|
|
"""
|
|
self.serialized_on_wire = True
|
|
for field in dataclasses.fields(self):
|
|
meta = FieldMetadata.get(field)
|
|
if field.name in value and value[field.name] is not None:
|
|
if meta.proto_type == "message":
|
|
v = getattr(self, field.name)
|
|
# print(v, value[field.name])
|
|
if isinstance(v, list):
|
|
cls = self._cls_for(field)
|
|
for i in range(len(value[field.name])):
|
|
v.append(cls().from_dict(value[field.name][i]))
|
|
else:
|
|
v.from_dict(value[field.name])
|
|
elif meta.map_types and meta.map_types[1] == TYPE_MESSAGE:
|
|
v = getattr(self, field.name)
|
|
cls = self._cls_for(field, index=1)
|
|
for k in value[field.name]:
|
|
v[k] = cls().from_dict(value[field.name][k])
|
|
else:
|
|
v = value[field.name]
|
|
if meta.proto_type in INT_64_TYPES:
|
|
if isinstance(value[field.name], list):
|
|
v = [int(n) for n in value[field.name]]
|
|
else:
|
|
v = int(value[field.name])
|
|
setattr(self, field.name, v)
|
|
return self
|
|
|
|
def to_json(self) -> str:
|
|
"""Returns the encoded JSON representation of this message instance."""
|
|
return json.dumps(self.to_dict())
|
|
|
|
def from_json(self: T, value: Union[str, bytes]) -> T:
|
|
"""
|
|
Parse the key/value pairs in `value` into this message instance. This
|
|
returns the instance itself and is therefore assignable and chainable.
|
|
"""
|
|
return self.from_dict(json.loads(value))
|
|
|
|
|
|
class ServiceStub(ABC):
|
|
"""
|
|
Base class for async gRPC service stubs.
|
|
"""
|
|
|
|
def __init__(self, channel: grpclib.client.Channel) -> None:
|
|
self.channel = channel
|
|
|
|
async def _unary_unary(
|
|
self, route: str, request_type: Type, response_type: Type[T], request: Any
|
|
) -> T:
|
|
"""Make a unary request and return the response."""
|
|
async with self.channel.request(
|
|
route, grpclib.const.Cardinality.UNARY_UNARY, request_type, response_type
|
|
) as stream:
|
|
await stream.send_message(request, end=True)
|
|
response = await stream.recv_message()
|
|
assert response is not None
|
|
return response
|
|
|
|
async def _unary_stream(
|
|
self, route: str, request_type: Type, response_type: Type[T], request: Any
|
|
) -> AsyncGenerator[T, None]:
|
|
"""Make a unary request and return the stream response iterator."""
|
|
async with self.channel.request(
|
|
route, grpclib.const.Cardinality.UNARY_STREAM, request_type, response_type
|
|
) as stream:
|
|
await stream.send_message(request, end=True)
|
|
async for message in stream:
|
|
yield message
|