| # |
| # Licensed to the Apache Software Foundation (ASF) under one or more |
| # contributor license agreements. See the NOTICE file distributed with |
| # this work for additional information regarding copyright ownership. |
| # The ASF licenses this file to You under the Apache License, Version 2.0 |
| # (the "License"); you may not use this file except in compliance with |
| # the License. You may obtain a copy of the License at |
| # |
| # http://www.apache.org/licenses/LICENSE-2.0 |
| # |
| # Unless required by applicable law or agreed to in writing, software |
| # distributed under the License is distributed on an "AS IS" BASIS, |
| # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| # See the License for the specific language governing permissions and |
| # limitations under the License. |
| # |
| |
| from enum import Enum |
| from functools import wraps |
| from typing import BinaryIO, Callable, TypeVar |
| from abc import ABC, abstractmethod |
| |
| from pyspark.messages.zero_copy_byte_stream import ZeroCopyByteStream |
| |
| |
| T = TypeVar("T", bound="SparkMessageReceiver") |
| R = TypeVar("R") |
| |
| |
| class MessageState(Enum): |
| WAITING_FOR_INIT = 1 |
| WAITING_FOR_DATA = 2 |
| WAITING_FOR_FINISH = 3 |
| DONE = 4 |
| |
| |
| class SparkMessageReceiver(ABC): |
| """ |
| Generic class that implements receiving messages from Spark. |
| Caution: This class is STATEFUL. It is expected, that the |
| methods of this class are called in the following order: |
| |
| 1. Init -> 2. Data stream -> 3. Finish |
| |
| This order is verified using assertions in the class. Each function |
| can be called EXACTLY ONCE in the specified order. |
| """ |
| |
| def __init__(self) -> None: |
| self._state = MessageState.WAITING_FOR_INIT |
| |
| @staticmethod |
| def _state_transition( |
| required_state: MessageState, next_state: MessageState |
| ) -> Callable[[Callable[[T], R]], Callable[[T], R]]: |
| """Decorator to enforce state transitions.""" |
| |
| def decorator(func: Callable[[T], R]) -> Callable[[T], R]: |
| @wraps(func) |
| def wrapper(self: T) -> R: |
| assert self._state == required_state |
| result = func(self) |
| self._state = next_state |
| return result |
| |
| return wrapper |
| |
| return decorator |
| |
| @_state_transition(MessageState.WAITING_FOR_INIT, MessageState.WAITING_FOR_DATA) |
| def get_init_message(self) -> ZeroCopyByteStream: |
| """ |
| Returns: |
| the binary contents of the initial message as a ZeroCopyByteStream. |
| """ |
| return self._do_get_init_message() |
| |
| @_state_transition(MessageState.WAITING_FOR_DATA, MessageState.WAITING_FOR_FINISH) |
| def get_data_stream(self) -> BinaryIO: |
| """ |
| Returns: |
| A binary stream containing the data to invoke the UDF on. |
| """ |
| return self._do_get_data_stream() |
| |
| @_state_transition(MessageState.WAITING_FOR_FINISH, MessageState.DONE) |
| def get_finish_signal_from_stream(self) -> None: |
| """ |
| Consumes the finish message from the JVM and transitions to the DONE state. |
| The finish message marks the end of the stream. Raises an `AssertionError` if |
| the finish signal was not received correctly. |
| """ |
| self._do_get_finish_signal_from_stream() |
| |
| @abstractmethod |
| def _do_get_init_message(self) -> ZeroCopyByteStream: |
| """ |
| Returns the contents of the init message |
| as a 'ZeroCopyByteStream'. |
| |
| To be implemented by child classes. |
| """ |
| ... |
| |
| @abstractmethod |
| def _do_get_data_stream(self) -> BinaryIO: |
| """ |
| Returns the Spark data stream. |
| |
| To be implemented by child classes. |
| """ |
| ... |
| |
| @abstractmethod |
| def _do_get_finish_signal_from_stream(self) -> None: |
| """ |
| Consumes the finish signal from the stream. |
| Raises an `AssertionError` if the signal is not received correctly. |
| |
| To be implemented by child classes. |
| """ |
| ... |