Simple

Simple Message Queue.

SimpleMessageQueueConfig

Bases: BaseSettings

Simple message queue configuration.

Source code in llama-agents/llama_deploy/message_queues/simple.py

class SimpleMessageQueueConfig(BaseSettings):
    """Simple message queue configuration."""

    model_config = SettingsConfigDict(env_prefix="SIMPLE_MESSAGE_QUEUE_")

    host: str = "127.0.0.1"
    port: Optional[int] = 8001
    internal_host: Optional[str] = None
    internal_port: Optional[int] = None

SimpleRemoteClientMessageQueue

Bases: BaseMessageQueue

Remote client to be used with a SimpleMessageQueue server.

Source code in llama-agents/llama_deploy/message_queues/simple.py

class SimpleRemoteClientMessageQueue(BaseMessageQueue):
    """Remote client to be used with a SimpleMessageQueue server."""

    base_url: PydanticValidatedUrl
    host: str
    port: Optional[int]
    client_kwargs: Optional[Dict] = None
    client: Optional[httpx.AsyncClient] = None
    raise_exceptions: bool = False

    async def _publish(
        self, message: QueueMessage, publish_url: str = "publish", **kwargs: Any
    ) -> Any:
        client_kwargs = self.client_kwargs or {}
        url = urljoin(self.base_url, publish_url)
        async with httpx.AsyncClient(**client_kwargs) as client:
            result = await client.post(url, json=message.model_dump())
        return result

    async def register_consumer(
        self,
        consumer: BaseMessageQueueConsumer,
        register_consumer_url: str = "register_consumer",
        **kwargs: Any,
    ) -> StartConsumingCallable:
        client_kwargs = self.client_kwargs or {}
        url = urljoin(self.base_url, register_consumer_url)
        try:
            remote_consumer_def = RemoteMessageConsumerDef(**consumer.model_dump())
        except Exception as e:
            raise ValueError(
                "Unable to convert consumer to RemoteMessageConsumer"
            ) from e
        async with httpx.AsyncClient(**client_kwargs) as client:
            result = await client.post(url, json=remote_consumer_def.model_dump())
        if result.status_code != status.HTTP_200_OK:
            logger.debug(
                f"An error occurred in registering consumer: {result.status_code}"
            )
            if self.raise_exceptions:
                raise ValueError(
                    f"An error occurred in registering consumer: {result.status_code}"
                )
        return default_start_consuming_callable

    async def deregister_consumer(
        self,
        consumer: BaseMessageQueueConsumer,
        deregister_consumer_url: str = "deregister_consumer",
    ) -> Any:
        client_kwargs = self.client_kwargs or {}
        url = urljoin(self.base_url, deregister_consumer_url)
        try:
            remote_consumer_def = RemoteMessageConsumerDef(**consumer.model_dump())
        except Exception as e:
            raise ValueError(
                "Unable to convert consumer to RemoteMessageConsumer"
            ) from e
        async with httpx.AsyncClient(**client_kwargs) as client:
            result = await client.post(url, json=remote_consumer_def.model_dump())
        return result

    async def get_consumers(
        self, message_type: str, get_consumers_url: str = "get_consumers"
    ) -> List[BaseMessageQueueConsumer]:
        client_kwargs = self.client_kwargs or {}
        url = urljoin(self.base_url, f"{get_consumers_url}/{message_type}")
        async with httpx.AsyncClient(**client_kwargs) as client:
            res = await client.get(url)
        if res.status_code == 200:
            remote_consumer_defs = res.json()
            consumers = [RemoteMessageConsumer(**el) for el in remote_consumer_defs]
        else:
            consumers = []
        return consumers

    async def processing_loop(self) -> None:
        raise NotImplementedError(
            "`procesing_loop()` is not implemented for this class."
        )

    async def launch_local(self) -> asyncio.Task:
        raise NotImplementedError("`launch_local()` is not implemented for this class.")

    async def launch_server(self) -> None:
        raise NotImplementedError(
            "`launch_server()` is not implemented for this class."
        )

    async def cleanup_local(
        self, message_types: List[str], *args: Any, **kwargs: Dict[str, Any]
    ) -> None:
        raise NotImplementedError(
            "`cleanup_local()` is not implemented for this class."
        )

    def as_config(self) -> Dict[str, dict]:
        return SimpleMessageQueueConfig(host=self.host, port=self.port)

SimpleMessageQueue

Bases: BaseMessageQueue

SimpleMessageQueue.

An in-memory message queue that implements a push model for consumers.

When registering, a specific queue for a consumer is created. When a message is published, it is added to the queue for the given message type.

When launched as a server, exposes the following endpoints: - GET /: Home endpoint - POST /register_consumer: Register a consumer - POST /deregister_consumer: Deregister a consumer - GET /get_consumers/{message_type}: Get consumers for a message type - POST /publish: Publish a message

Attributes:

Name	Type	Description
consumers	Dict[str, Dict[str, BaseMessageQueueConsumer]]	A dictionary of message type to consumer id to consumer.
queues	Dict[str, deque]	A dictionary of message type to queue.
running	bool	Whether the message queue is running.
port	Optional[int]	The port to run the message queue server on.
host	str	The host to run the message queue server on.

Source code in llama-agents/llama_deploy/message_queues/simple.py

class SimpleMessageQueue(BaseMessageQueue):
    """SimpleMessageQueue.

    An in-memory message queue that implements a push model for consumers.

    When registering, a specific queue for a consumer is created.
    When a message is published, it is added to the queue for the given message type.

    When launched as a server, exposes the following endpoints:
    - GET `/`: Home endpoint
    - POST `/register_consumer`: Register a consumer
    - POST `/deregister_consumer`: Deregister a consumer
    - GET `/get_consumers/{message_type}`: Get consumers for a message type
    - POST `/publish`: Publish a message

    Attributes:
        consumers (Dict[str, Dict[str, BaseMessageQueueConsumer]]):
            A dictionary of message type to consumer id to consumer.
        queues (Dict[str, deque]):
            A dictionary of message type to queue.
        running (bool):
            Whether the message queue is running.
        port (Optional[int]):
            The port to run the message queue server on.
        host (str):
            The host to run the message queue server on.
    """

    consumers: Dict[str, Dict[str, BaseMessageQueueConsumer]] = Field(
        default_factory=dict
    )
    queues: Dict[str, deque] = Field(default_factory=dict)
    running: bool = True
    port: Optional[int] = 8001
    host: str = "127.0.0.1"
    internal_host: Optional[str] = None
    internal_port: Optional[int] = None

    _app: FastAPI = PrivateAttr()

    def __init__(
        self,
        consumers: Dict[str, Dict[str, BaseMessageQueueConsumer]] = {},
        queues: Dict[str, deque] = {},
        host: str = "127.0.0.1",
        port: Optional[int] = 8001,
        internal_host: Optional[str] = None,
        internal_port: Optional[int] = None,
    ):
        super().__init__(
            consumers=consumers,
            queues=queues,
            host=host,
            port=port,
            internal_host=internal_host,
            internal_port=internal_port,
        )

        self._app = FastAPI(lifespan=self.lifespan)

        self._app.add_api_route(
            "/", self.home, methods=["GET"], tags=["Message Queue State"]
        )

        self._app.add_api_route(
            "/register_consumer",
            self.register_remote_consumer,
            methods=["POST"],
            tags=["Consumers"],
        )

        self._app.add_api_route(
            "/deregister_consumer",
            self.deregister_remote_consumer,
            methods=["POST"],
            tags=["Consumers"],
        )

        self._app.add_api_route(
            "/get_consumers/{message_type}",
            self.get_consumer_defs,
            methods=["GET"],
            tags=["Consumers"],
        )

        self._app.add_api_route(
            "/publish",
            self._publish,
            methods=["POST"],
            tags=["QueueMessages"],
        )

    @property
    def client(self) -> BaseMessageQueue:
        """Returns a client for the message queue server."""
        base_url = (
            f"http://{self.host}:{self.port}" if self.port else f"http://{self.host}"
        )
        return SimpleRemoteClientMessageQueue(
            base_url=base_url,
            host=self.host,
            port=self.port,
        )

    def _select_consumer(self, message: QueueMessage) -> BaseMessageQueueConsumer:
        """Select a single consumer to publish a message to."""
        message_type_str = message.type
        consumer_id = random.choice(list(self.consumers[message_type_str].keys()))
        return self.consumers[message_type_str][consumer_id]

    async def _publish(self, message: QueueMessage) -> Any:
        """Publish message to a queue."""
        message_type_str = message.type

        if message_type_str not in self.consumers:
            logger.debug(
                f"Failed to publish message. No registered consumer '{message_type_str}'."
            )
            raise ValueError(
                f"No consumer for '{message_type_str}' has been registered."
            )

        if message_type_str not in self.queues:
            self.queues[message_type_str] = deque()

        self.queues[message_type_str].append(message)

    async def _publish_to_consumer(self, message: QueueMessage, **kwargs: Any) -> Any:
        """Publish message to a consumer."""
        consumer = self._select_consumer(message)
        try:
            await consumer.process_message(message, **kwargs)
            logger.info(f"Successfully published message '{message.type}' to consumer.")
        except Exception as e:
            logger.debug(
                f"Failed to publish message of type '{message.type}' to consumer. Message: {str(e)}"
            )
            raise

    async def register_consumer(
        self, consumer: BaseMessageQueueConsumer, **kwargs: Any
    ) -> StartConsumingCallable:
        """Register a new consumer."""
        message_type_str = consumer.message_type

        if message_type_str not in self.consumers:
            self.consumers[message_type_str] = {consumer.id_: consumer}
            logger.info(
                f"Consumer {consumer.id_}: {message_type_str} has been registered."
            )
        else:
            if consumer.id_ in self.consumers[message_type_str]:
                raise HTTPException(
                    status_code=status.HTTP_409_CONFLICT,
                    detail="Consumer with the same id_ has already been previously added.",
                )
            self.consumers[message_type_str][consumer.id_] = consumer
            logger.info(
                f"Consumer {consumer.id_}: {message_type_str} has been registered."
            )

        if message_type_str not in self.queues:
            self.queues[message_type_str] = deque()
        return default_start_consuming_callable

    async def register_remote_consumer(
        self, consumer_def: RemoteMessageConsumerDef
    ) -> Dict[str, str]:
        """API endpoint to register a consumer based on a consumer definition."""
        consumer = RemoteMessageConsumer(**consumer_def.model_dump())
        message_type = consumer.message_type

        # check if consumer with same url already exists
        if message_type in self.consumers:

            def consumer_with_same_url(
                c: RemoteMessageConsumer,
            ) -> bool:
                return c.url == consumer.url

            try:
                next(
                    filter(
                        consumer_with_same_url,
                        [
                            c
                            for c in self.consumers[message_type].values()
                            if isinstance(c, RemoteMessageConsumer)
                        ],
                    )
                )
                raise HTTPException(
                    status_code=status.HTTP_409_CONFLICT,
                    detail="A consumer with the same url has previously been registered.",
                )
            except StopIteration:
                pass

        await self.register_consumer(consumer)
        return {"consumer": consumer.id_}

    async def deregister_consumer(self, consumer: BaseMessageQueueConsumer) -> None:
        """Deregister a consumer."""
        message_type_str = consumer.message_type
        if consumer.id_ not in self.consumers.get(message_type_str, {}):
            raise HTTPException(
                detail=f"No consumer found for associated message type. {consumer.id_}: {message_type_str}",
                status_code=status.HTTP_404_NOT_FOUND,
            )

        del self.consumers[message_type_str][consumer.id_]
        if len(self.consumers[message_type_str]) == 0:
            del self.consumers[message_type_str]

    async def deregister_remote_consumer(
        self, consumer_def: RemoteMessageConsumerDef
    ) -> None:
        """API endpoint to deregister a consumer based on a consumer definition."""
        consumer = RemoteMessageConsumer(**consumer_def.model_dump())
        await self.deregister_consumer(consumer)

    async def get_consumers(self, message_type: str) -> List[BaseMessageQueueConsumer]:
        """Get all consumersm for a given type."""
        if message_type not in self.consumers:
            return []

        return list(self.consumers[message_type].values())

    async def get_consumer_defs(
        self, message_type: str
    ) -> List[RemoteMessageConsumerDef]:
        """Get all consumer definitions for a given type."""
        if message_type not in self.consumers:
            return []

        return [
            RemoteMessageConsumerDef(**c.model_dump())
            for c in self.consumers[message_type].values()
        ]

    async def processing_loop(self) -> None:
        """A loop for getting messages from queues and sending to consumer."""
        while self.running:
            for queue in self.queues.values():
                if queue:
                    message: QueueMessage = queue.popleft()
                    message.stats.process_start_time = message.stats.timestamp_str()
                    await self._publish_to_consumer(message)
                    message.stats.process_end_time = (
                        message.stats.timestamp_str()
                    )  # TODO dedicated ack
            await asyncio.sleep(0.1)

    @asynccontextmanager
    async def lifespan(self, app: FastAPI) -> AsyncGenerator[None, None]:
        """Starts the processing loop when the fastapi app starts."""
        asyncio.create_task(self.processing_loop())
        yield
        self.running = False

    async def launch_local(self) -> asyncio.Task:
        """Launch the message queue locally, in-process."""
        logger.info("Launching message queue locally")
        return asyncio.create_task(self.processing_loop())

    async def launch_server(self) -> None:
        """Launch the message queue as a FastAPI server."""
        host = self.internal_host or self.host
        port = self.internal_port or self.port
        logger.info(f"Launching message queue server at {host}:{port}")

        # uvicorn.run(self._app, host=self.host, port=self.port)
        class CustomServer(uvicorn.Server):
            def install_signal_handlers(self) -> None:
                pass

        cfg = uvicorn.Config(self._app, host=host, port=port)
        server = CustomServer(cfg)
        await server.serve()

    async def home(self) -> Dict[str, str]:
        return {
            "service_name": "message_queue",
            "description": "Message queue for multi-agent system",
        }

    async def cleanup_local(
        self, message_types: List[str], *args: Any, **kwargs: Dict[str, Any]
    ) -> None:
        pass

    def as_config(self) -> BaseModel:
        return SimpleMessageQueueConfig(
            host=self.host,
            port=self.port,
            internal_host=self.internal_host,
            internal_port=self.internal_port,
        )

client property

client: BaseMessageQueue

Returns a client for the message queue server.

register_consumer async

register_consumer(consumer: BaseMessageQueueConsumer, **kwargs: Any) -> StartConsumingCallable

Register a new consumer.

Source code in llama-agents/llama_deploy/message_queues/simple.py

async def register_consumer(
    self, consumer: BaseMessageQueueConsumer, **kwargs: Any
) -> StartConsumingCallable:
    """Register a new consumer."""
    message_type_str = consumer.message_type

    if message_type_str not in self.consumers:
        self.consumers[message_type_str] = {consumer.id_: consumer}
        logger.info(
            f"Consumer {consumer.id_}: {message_type_str} has been registered."
        )
    else:
        if consumer.id_ in self.consumers[message_type_str]:
            raise HTTPException(
                status_code=status.HTTP_409_CONFLICT,
                detail="Consumer with the same id_ has already been previously added.",
            )
        self.consumers[message_type_str][consumer.id_] = consumer
        logger.info(
            f"Consumer {consumer.id_}: {message_type_str} has been registered."
        )

    if message_type_str not in self.queues:
        self.queues[message_type_str] = deque()
    return default_start_consuming_callable

register_remote_consumer async

register_remote_consumer(consumer_def: RemoteMessageConsumerDef) -> Dict[str, str]

API endpoint to register a consumer based on a consumer definition.

Source code in llama-agents/llama_deploy/message_queues/simple.py

async def register_remote_consumer(
    self, consumer_def: RemoteMessageConsumerDef
) -> Dict[str, str]:
    """API endpoint to register a consumer based on a consumer definition."""
    consumer = RemoteMessageConsumer(**consumer_def.model_dump())
    message_type = consumer.message_type

    # check if consumer with same url already exists
    if message_type in self.consumers:

        def consumer_with_same_url(
            c: RemoteMessageConsumer,
        ) -> bool:
            return c.url == consumer.url

        try:
            next(
                filter(
                    consumer_with_same_url,
                    [
                        c
                        for c in self.consumers[message_type].values()
                        if isinstance(c, RemoteMessageConsumer)
                    ],
                )
            )
            raise HTTPException(
                status_code=status.HTTP_409_CONFLICT,
                detail="A consumer with the same url has previously been registered.",
            )
        except StopIteration:
            pass

    await self.register_consumer(consumer)
    return {"consumer": consumer.id_}

deregister_consumer async

deregister_consumer(consumer: BaseMessageQueueConsumer) -> None

Deregister a consumer.

Source code in llama-agents/llama_deploy/message_queues/simple.py

async def deregister_consumer(self, consumer: BaseMessageQueueConsumer) -> None:
    """Deregister a consumer."""
    message_type_str = consumer.message_type
    if consumer.id_ not in self.consumers.get(message_type_str, {}):
        raise HTTPException(
            detail=f"No consumer found for associated message type. {consumer.id_}: {message_type_str}",
            status_code=status.HTTP_404_NOT_FOUND,
        )

    del self.consumers[message_type_str][consumer.id_]
    if len(self.consumers[message_type_str]) == 0:
        del self.consumers[message_type_str]

deregister_remote_consumer async

deregister_remote_consumer(consumer_def: RemoteMessageConsumerDef) -> None

API endpoint to deregister a consumer based on a consumer definition.

Source code in llama-agents/llama_deploy/message_queues/simple.py

async def deregister_remote_consumer(
    self, consumer_def: RemoteMessageConsumerDef
) -> None:
    """API endpoint to deregister a consumer based on a consumer definition."""
    consumer = RemoteMessageConsumer(**consumer_def.model_dump())
    await self.deregister_consumer(consumer)

get_consumers async

get_consumers(message_type: str) -> List[BaseMessageQueueConsumer]

Get all consumersm for a given type.

Source code in llama-agents/llama_deploy/message_queues/simple.py

async def get_consumers(self, message_type: str) -> List[BaseMessageQueueConsumer]:
    """Get all consumersm for a given type."""
    if message_type not in self.consumers:
        return []

    return list(self.consumers[message_type].values())

get_consumer_defs async

get_consumer_defs(message_type: str) -> List[RemoteMessageConsumerDef]

Get all consumer definitions for a given type.

Source code in llama-agents/llama_deploy/message_queues/simple.py

async def get_consumer_defs(
    self, message_type: str
) -> List[RemoteMessageConsumerDef]:
    """Get all consumer definitions for a given type."""
    if message_type not in self.consumers:
        return []

    return [
        RemoteMessageConsumerDef(**c.model_dump())
        for c in self.consumers[message_type].values()
    ]

processing_loop async

processing_loop() -> None

A loop for getting messages from queues and sending to consumer.

Source code in llama-agents/llama_deploy/message_queues/simple.py

async def processing_loop(self) -> None:
    """A loop for getting messages from queues and sending to consumer."""
    while self.running:
        for queue in self.queues.values():
            if queue:
                message: QueueMessage = queue.popleft()
                message.stats.process_start_time = message.stats.timestamp_str()
                await self._publish_to_consumer(message)
                message.stats.process_end_time = (
                    message.stats.timestamp_str()
                )  # TODO dedicated ack
        await asyncio.sleep(0.1)

lifespan async

lifespan(app: FastAPI) -> AsyncGenerator[None, None]

Starts the processing loop when the fastapi app starts.

Source code in llama-agents/llama_deploy/message_queues/simple.py

@asynccontextmanager
async def lifespan(self, app: FastAPI) -> AsyncGenerator[None, None]:
    """Starts the processing loop when the fastapi app starts."""
    asyncio.create_task(self.processing_loop())
    yield
    self.running = False

launch_local async

launch_local() -> Task

Launch the message queue locally, in-process.

Source code in llama-agents/llama_deploy/message_queues/simple.py

async def launch_local(self) -> asyncio.Task:
    """Launch the message queue locally, in-process."""
    logger.info("Launching message queue locally")
    return asyncio.create_task(self.processing_loop())

launch_server async

launch_server() -> None

Launch the message queue as a FastAPI server.

Source code in llama-agents/llama_deploy/message_queues/simple.py

async def launch_server(self) -> None:
    """Launch the message queue as a FastAPI server."""
    host = self.internal_host or self.host
    port = self.internal_port or self.port
    logger.info(f"Launching message queue server at {host}:{port}")

    # uvicorn.run(self._app, host=self.host, port=self.port)
    class CustomServer(uvicorn.Server):
        def install_signal_handlers(self) -> None:
            pass

    cfg = uvicorn.Config(self._app, host=host, port=port)
    server = CustomServer(cfg)
    await server.serve()

options: members: - SimpleMessageQueueConfig - SimpleMessageQueue - SimpleRemoteClientMessageQueue