kv_events.py 9.55 KB
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# SPDX-License-Identifier: Apache-2.0
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# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
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import queue
import threading
import time
from abc import ABC, abstractmethod
from collections import deque
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from dataclasses import asdict
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from itertools import count
from queue import Queue
from typing import Any, Callable, Optional, Union

import msgspec
import zmq

from vllm.config import KVEventsConfig
from vllm.logger import init_logger

logger = init_logger(__name__)


class EventBatch(
        msgspec.Struct,
        array_like=True,  # type: ignore[call-arg]
        omit_defaults=True,  # type: ignore[call-arg]
        gc=False,  # type: ignore[call-arg]
):
    ts: float
    events: list[Any]


class KVCacheEvent(
        msgspec.Struct,
        array_like=True,  # type: ignore[call-arg]
        omit_defaults=True,  # type: ignore[call-arg]
        gc=False,  # type: ignore[call-arg]
        tag=True):
    """Base class for all KV cache-related events"""


class BlockStored(KVCacheEvent):
    block_hashes: list[int]
    parent_block_hash: Optional[int]
    token_ids: list[int]
    block_size: int
    lora_id: Optional[int]


class BlockRemoved(KVCacheEvent):
    block_hashes: list[int]


class AllBlocksCleared(KVCacheEvent):
    pass


class KVEventBatch(EventBatch):
    events: list[Union[BlockStored, BlockRemoved, AllBlocksCleared]]


class EventPublisher(ABC):
    """Lightweight publisher for EventBatch batches."""

    @abstractmethod
    def publish(self, events: EventBatch) -> None:
        """Emit events in order.

        Implementations should guarantee at-least-once delivery and
        monotonic ordering (e.g., via sequence numbers).
        """

    @abstractmethod
    def shutdown(self) -> None:
        """Shutdown the publisher."""


class NullEventPublisher(EventPublisher):
    """No-op implementation (default when disabled)."""

    def publish(self, events) -> None:
        return

    def shutdown(self) -> None:
        return


class ZmqEventPublisher(EventPublisher):
    """Reliable PUB/ROUTER publisher with an in-memory replay buffer.

    Spawns a separate thread to handle publishing from a queue.

    Parameters
    ----------
    endpoint:
        PUB address. Use ``tcp://*:5557`` to bind or ``tcp://host:5557`` to
        connect.
    replay_endpoint:
        Optional ROUTER address for replay requests. When given, subscribers can
        request missed batches by sending the starting sequence number as an
        8-byte big-endian integer.
    buffer_steps:
        Number of past batches to keep for replay.
    hwm:
        ZeroMQ high-water-mark for PUB socket.
    max_queue_size:
        Maximum number of events to buffer in memory.
    topic:
        Topic to publish events to.
    """
    SHUTDOWN_TIMEOUT: float = 1.0
    END_SEQ = (-1).to_bytes(8, "big", signed=True)

    def __init__(
        self,
        endpoint: str = "tcp://*:5557",
        replay_endpoint: Optional[str] = None,
        buffer_steps: int = 10_000,
        hwm: int = 100_000,
        max_queue_size: int = 100_000,
        topic: str = "",
    ) -> None:
        # Storage
        self._event_queue = Queue[Optional[EventBatch]](maxsize=max_queue_size)
        self._buffer = deque[tuple[int, bytes]](maxlen=buffer_steps)

        # ZMQ sockets
        self._ctx = zmq.Context.instance()
        self._pub: Optional[zmq.Socket] = None
        self._replay: Optional[zmq.Socket] = None
        self._endpoint = endpoint
        self._replay_endpoint = replay_endpoint
        self._hwm = hwm
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        self._socket_setup()
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        # Payload
        self._seq_gen = count()
        self._topic_bytes = topic.encode('utf-8')

        # Thread
        self._running = True
        logger.info("Starting ZMQ publisher thread")

        self._thread = threading.Thread(target=self._publisher_thread,
                                        daemon=True,
                                        name="zmq-publisher")
        self._thread.start()

    def publish(self, events: EventBatch) -> None:
        if not self._running:
            raise RuntimeError("Publisher is closed")
        self._event_queue.put(events)

    def shutdown(self) -> None:
        """Stop the publisher thread and clean up resources."""
        self._running = False
        self._event_queue.put_nowait(None)

        start = time.time()
        pending_items = True
        while pending_items and (time.time() - start < self.SHUTDOWN_TIMEOUT):
            pending_items = not self._event_queue.empty()
            if pending_items:
                time.sleep(0.1)

        if pending_items:
            logger.warning(
                "Warning: Queue still has %s items after %s seconds timeout",
                self._event_queue.qsize(),
                self.SHUTDOWN_TIMEOUT,
            )

        if self._thread.is_alive():
            self._thread.join(timeout=self.SHUTDOWN_TIMEOUT)

        # Clean up ZMQ resources
        try:
            if self._pub is not None:
                self._pub.close(linger=0)
            if self._replay is not None:
                self._replay.close(linger=0)
        finally:
            pass  # Do not terminate context; other sockets may use it

    def _socket_setup(self) -> None:
        """Initialize sockets
        https://pyzmq.readthedocs.io/en/v19.0.0/morethanbindings.html#thread-safety
        """
        if self._pub is None:
            self._pub = self._ctx.socket(zmq.PUB)
            self._pub.set_hwm(self._hwm)
            # Heuristic: bind if wildcard / * present, else connect.
            # bind stable, connect volatile convention
            if ("*" in self._endpoint or "::" in self._endpoint
                    or self._endpoint.startswith("ipc://")
                    or self._endpoint.startswith("inproc://")):
                self._pub.bind(self._endpoint)
            else:
                self._pub.connect(self._endpoint)

        # Set up replay socket: use ROUTER
        # 1) handles multiple REQ clients (identities)
        # 2) lets us send back one request → many replies (streamed events)
        # 3) works in our non‑blocking poll loop alongside PUB
        if self._replay_endpoint is not None:
            self._replay = self._ctx.socket(zmq.ROUTER)
            self._replay.bind(self._replay_endpoint)

    def _publisher_thread(self) -> None:
        """Background thread that processes the event queue."""
        self._pack = msgspec.msgpack.Encoder()

        assert self._pub is not None  # narrows type for mypy

        while self._running or self._event_queue.qsize() > 0:
            # --- replay (non-critical) ---------------------------------
            if self._replay is not None and self._replay.poll(0):
                try:
                    self._service_replay()
                except Exception as e:
                    logger.exception("Error in replay: %s", e)

            # --- main queue (critical) ---------------------------------
            try:
                event = self._event_queue.get(timeout=0.1)
                if event is None:
                    break  # Sentinel received, exit thread
            except queue.Empty:
                continue

            try:
                seq = next(self._seq_gen)

                payload = self._pack.encode(event)
                seq_bytes = seq.to_bytes(8, "big")
                self._pub.send_multipart(
                    (self._topic_bytes, seq_bytes, payload))

                self._buffer.append((seq, payload))
                self._event_queue.task_done()

            except Exception as e:
                # Publishing failed;  back-off a bit to avoid a tight error loop
                logger.exception("Error in publisher thread: %s", e)
                time.sleep(0.1)

    def _service_replay(self) -> None:
        """If a replay request is waiting, send buffered batches."""
        assert self._replay is not None  # narrows type for mypy

        frame = self._replay.recv_multipart()
        if len(frame) != 3:
            logger.warning("Invalid replay request: %s", frame)
            return
        client_id, _, start_seq_bytes = frame
        start_seq = int.from_bytes(start_seq_bytes, "big")

        for seq, buf in self._buffer:
            if seq >= start_seq:
                # [identity, empty_delim, seq_bytes, payload]
                # (identity, empty_delim) are stripped off by the router
                # receiving payload is (seq_bytes, payload)
                self._replay.send_multipart(
                    (client_id, b"", seq.to_bytes(8, "big"), buf))
        # Send end of sequence marker
        # receiving payload is (-1, b""")
        self._replay.send_multipart((client_id, b"", self.END_SEQ, b""))


class EventPublisherFactory:
    _registry: dict[str, Callable[..., EventPublisher]] = {
        "null": NullEventPublisher,
        "zmq": ZmqEventPublisher,
    }

    @classmethod
    def register_publisher(cls, name: str,
                           ctor: Callable[..., EventPublisher]) -> None:
        if name in cls._registry:
            raise KeyError(f"publisher '{name}' already registered")
        cls._registry[name] = ctor

    @classmethod
    def create(cls, config: Optional[KVEventsConfig]) -> EventPublisher:
        """Create publisher from a config mapping."""
        if not config:
            return NullEventPublisher()

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        config_dict = asdict(config)
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        kind = config_dict.pop("publisher", "null")
        config_dict.pop("enable_kv_cache_events")
        try:
            constructor = cls._registry[kind]
        except KeyError as exc:
            raise ValueError(f"Unknown event publisher '{kind}'") from exc
        return constructor(**config_dict)