Declarative message processing applications
Project description
msgapp: declarative message driven applications
msgapp
helps you write event consuming applications with minimal boilerplate.
It abstracts away some of the fiddly details of dealing with messaging queues like acks, deadlines and parsing.
The design is focused on flexibility and testability, offering the ability to swap out event backends (currently only PubSub) and support multiple parsers (only JSON via Pydantic is supplied out of the box for now).
Examples
Pydantic + PubSub
import anyio
from pydantic import BaseModel
from msgapp import App
from msgapp.producers.pubsub import PubSubQueue
from msgapp.parsers.json import PydanticParserFactory
class MyModel(BaseModel):
foo: str
baz: int
async def handler(model: MyModel) -> None:
# do something with the model
print(model)
# return to ack/consume the model
# raise an exception to signal an error
# and let the queue handle redelivery
app = App(
handler,
producer=PubSubQueue(subscription="projects/demo/subscriptions/foo-bar"),
parser=PydanticParserFactory(),
)
anyio.run(app.run)
Redis Streams + Pydantic
We do not include a Redis implementation simply because there are many ways that redis can be used for messaging. For example, you may use Redis' PubSub functionality for fire and forget messaging or Streams for reliable Kafka-like operation.
Below is an example implementation using Redis streams. While this may not be exactly the implementation you want, it should give you some idea of how to write a Redis producer.
from contextlib import asynccontextmanager
from dataclasses import dataclass
from typing import (
Any,
AsyncContextManager,
AsyncIterator,
Mapping,
Optional,
Sequence,
Tuple,
)
from redis.asyncio import Redis
from redis.exceptions import ResponseError
from msgapp._producer import Producer
@dataclass(frozen=True)
class RedisMessage:
payload: Mapping[bytes, bytes]
id: bytes
class RedisWrappedEnvelope:
def __init__(self, message: RedisMessage, body: bytes) -> None:
self._message = message
self._body = body
@property
def body(self) -> bytes:
return self._body
@property
def message(self) -> RedisMessage:
return self._message
class RedisProducer(Producer[Any]):
def __init__(
self,
client: "Redis[Any]",
stream: str,
group: str,
message_key: bytes,
consumer_name: str,
batch_size: int = 10,
poll_interval: int = 30,
) -> None:
self._client = client
self._stream = stream
self._group = group
self._batch_size = batch_size
self._poll_interval = poll_interval
self._message_key = message_key
self._consumer_name = consumer_name
async def pull(self) -> AsyncIterator[AsyncContextManager[RedisWrappedEnvelope]]:
try:
await self._client.xgroup_create(
name=self._stream, groupname=self._group, mkstream=True
)
except ResponseError as e:
if "Consumer Group name already exists" in e.args[0]:
pass
else:
raise
last_id: Optional[bytes] = None
items: Optional[
Sequence[Tuple[str, Sequence[Tuple[bytes, Mapping[bytes, bytes]]]]]
] = None
while True:
items = await self._client.xreadgroup(
groupname=self._group,
consumername=self._consumer_name,
streams={self._stream: last_id or ">"},
block=1,
count=1,
)
if not items:
continue
stream_items = next(iter(items))
if len(stream_items[1]) == 0:
last_id = None
continue
_, stream_messages = stream_items
for message_id, values in stream_messages:
last_id = message_id
wrapped_msg = RedisMessage(payload=values, id=message_id)
wrapped_envelope = RedisWrappedEnvelope(
wrapped_msg, values[self._message_key]
)
@asynccontextmanager
async def msg_wrapper(
envelope: RedisWrappedEnvelope = wrapped_envelope,
) -> AsyncIterator[RedisWrappedEnvelope]:
yield envelope
await self._client.xack( # type: ignore
self._stream, self._group, envelope.message.id
)
yield msg_wrapper()
if __name__ == "__main__":
import anyio
from pydantic import BaseModel
from msgapp import App
from msgapp.parsers.json import PydanticParserFactory
class MyModel(BaseModel):
foo: str
async def handler(message: MyModel) -> None:
print(repr(message))
stream = "mystream" # str(uuid4())
async def main() -> None:
client = Redis.from_url("redis://localhost")
producer = RedisProducer(client, stream, "mygroup", b"message", "consumer")
app = App(handler, parser=PydanticParserFactory(), producer=producer)
async with anyio.create_task_group() as tg:
tg.start_soon(app.run)
await client.xadd(stream, {b"message": b'{"foo": "bar"}'})
await client.xadd(stream, {b"message": b'{"foo": "baz"}'})
await anyio.sleep(1)
tg.cancel_scope.cancel()
anyio.run(main)
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