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vllm.v1.kv_offload.tiering.p2p.data.nixl

NixlTransport: Data-plane transport for RDMA-based KV block transfers via NIXL.

Classes:

  • NixlTransport –

    Manages a NIXL agent, memory registration, and block transfers.

NixlTransport

Bases: DataTransport

Manages a NIXL agent, memory registration, and block transfers.

Wraps the NIXL C library behind a Python interface so the rest of the P2P tier code never touches NIXL types directly. Tracks inflight handles internally and returns completed/failed tags on poll.

Methods:

  • cancel –

    Cancel inflight transfers by their IDs.

  • poll –

    Poll inflight transfers.

  • write_blocks –

    Submit a WRITE transfer to peer_id.

Source code in vllm/v1/kv_offload/tiering/p2p/data/nixl.py
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class NixlTransport(DataTransport):
    """Manages a NIXL agent, memory registration, and block transfers.

    Wraps the NIXL C library behind a Python interface so the rest of the
    P2P tier code never touches NIXL types directly. Tracks inflight
    handles internally and returns completed/failed tags on poll.
    """

    def __init__(
        self,
        agent_name: str,
        view: memoryview,
        config_fields: dict | None = None,
        backends: list[str] | None = None,
        num_threads: int = 4,
    ) -> None:
        super().__init__(view, config_fields=config_fields)
        self._agent_name = agent_name
        self._backends = list(backends) if backends else ["UCX"]
        self._num_threads = num_threads
        self._agent: Any = None
        self._reg: Any = None
        self._local_dlist: Any = None
        self._remote_dlists: dict[str, object] = {}
        self._peer_nixl_names: dict[str, str] = {}
        # transfer_id → _Inflight(peer_id, handle).
        self._inflight: dict[int, _Inflight] = {}
        self._next_id = itertools.count()
        # Registration is O(num_blocks) NIXL work — add_remote_agent plus a
        # prep_xfer_dlist over every block of the peer's region — so it runs
        # off the scheduler thread, mirroring the NIXL connector's
        # _handshake_initiation_executor. One worker only: NIXL is not
        # guaranteed to be thread-safe, so registrations stay serialized
        # against each other.
        self._reg_executor = ThreadPoolExecutor(
            max_workers=1, thread_name_prefix="vllm-p2p-nixl-reg"
        )
        # peer_id → registration generation, bumped on every add and remove.
        # A worker that finishes building handles under a stale generation
        # releases them instead of publishing, so a late completion cannot
        # revive a peer that was reaped or superseded meanwhile.
        self._peer_gen: dict[str, int] = {}
        # Guards _peer_gen together with _peer_nixl_names/_remote_dlists so
        # the generation check and the publish are one atomic step.
        self._peer_lock = threading.Lock()

        self._init(view)

    @property
    def available(self) -> bool:
        return self._agent is not None

    def _init(self, view: memoryview) -> None:
        if _NixlAgent is None:
            return

        non_ucx_backends = [b for b in self._backends if b != "UCX"]
        if non_ucx_backends:
            cfg = _NixlAgentConfig(backends=self._backends, capture_telemetry=True)
            logger.info(
                "NixlTransport %s: NIXL backends=%s",
                self._agent_name,
                self._backends,
            )
        else:
            cfg = _NixlAgentConfig(
                num_threads=self._num_threads, capture_telemetry=True
            )
            logger.info(
                "NixlTransport %s: NIXL backends=[UCX] num_threads=%d",
                self._agent_name,
                self._num_threads,
            )
        self._agent = _NixlAgent(self._agent_name, cfg)

        total_size = self._num_blocks * self._block_len
        reg_descs = [(self._base_addr, total_size, 0, "")]
        self._reg = self._agent.register_memory(reg_descs, mem_type="DRAM")

        block_tuples = [
            (self._base_addr + i * self._block_len, self._block_len, 0)
            for i in range(self._num_blocks)
        ]
        xfer_dlist = self._agent.get_xfer_descs(block_tuples, mem_type="DRAM")
        self._local_dlist = self._agent.prep_xfer_dlist("NIXL_INIT_AGENT", xfer_dlist)
        logger.info(
            "NixlTransport %s: registered %d blocks", self._agent_name, self._num_blocks
        )

    def get_agent_metadata(self) -> bytes:
        assert self._agent is not None
        return self._agent.get_agent_metadata()

    # ------------------------------------------------------------------
    # Peer management
    # ------------------------------------------------------------------

    def add_remote_peer(
        self,
        peer_id: str,
        agent_metadata: bytes,
        base_addr: int,
        num_blocks: int,
        block_len: int,
    ) -> None:
        gen = self._begin_registration(peer_id)
        nixl_name, remote_dlist = self._build_peer_handles(
            agent_metadata, base_addr, num_blocks, block_len
        )
        self._publish_peer(peer_id, gen, nixl_name, remote_dlist)

    def add_remote_peer_async(
        self,
        peer_id: str,
        agent_metadata: bytes,
        base_addr: int,
        num_blocks: int,
        block_len: int,
    ) -> Future[None]:
        gen = self._begin_registration(peer_id)

        def register() -> None:
            nixl_name, remote_dlist = self._build_peer_handles(
                agent_metadata, base_addr, num_blocks, block_len
            )
            if not self._publish_peer(peer_id, gen, nixl_name, remote_dlist):
                raise RuntimeError(
                    f"registration for peer {peer_id} was superseded "
                    "(peer removed or re-registered while registering)"
                )

        return self._reg_executor.submit(register)

    def remove_remote_peer(self, peer_id: str) -> None:
        with self._peer_lock:
            # Invalidate any registration still being built for this peer so
            # its worker releases the handles instead of publishing them.
            self._peer_gen[peer_id] = self._peer_gen.get(peer_id, 0) + 1
            nixl_name = self._peer_nixl_names.pop(peer_id, None)
            dlist = self._remote_dlists.pop(peer_id, None)
        if self._agent is not None:
            if dlist is not None:
                self._agent.release_dlist_handle(dlist)
            if nixl_name:
                self._agent.remove_remote_agent(nixl_name)

    def _begin_registration(self, peer_id: str) -> int:
        """Claim the next registration generation for *peer_id*."""
        with self._peer_lock:
            gen = self._peer_gen.get(peer_id, 0) + 1
            self._peer_gen[peer_id] = gen
            return gen

    def _build_peer_handles(
        self,
        agent_metadata: bytes,
        base_addr: int,
        num_blocks: int,
        block_len: int,
    ) -> tuple[str, Any]:
        """The expensive half: agent wireup plus one descriptor per block.

        Touches no shared state, so it runs unlocked — holding the peer
        lock across it would stall the scheduler thread for exactly as
        long as the registration it is meant to move off that thread.
        """
        nixl_name = self._agent.add_remote_agent(agent_metadata)
        block_descs = [
            (base_addr + i * block_len, block_len, 0) for i in range(num_blocks)
        ]
        xfer_dlist = self._agent.get_xfer_descs(block_descs, mem_type="DRAM")
        remote_dlist = self._agent.prep_xfer_dlist(nixl_name, xfer_dlist)
        return nixl_name, remote_dlist

    def _publish_peer(
        self,
        peer_id: str,
        gen: int,
        nixl_name: str,
        remote_dlist: Any,
    ) -> bool:
        """Install freshly built handles, unless *gen* is stale.

        Returns False when the peer was removed or re-registered while the
        handles were being built; the handles are released here since
        nothing else ever saw them.
        """
        with self._peer_lock:
            fresh = self._peer_gen.get(peer_id) == gen
            if fresh:
                self._peer_nixl_names[peer_id] = nixl_name
                self._remote_dlists[peer_id] = remote_dlist
        if fresh:
            return True
        logger.info(
            "NixlTransport %s: discarding superseded registration for peer=%s",
            self._agent_name,
            peer_id,
        )
        if self._agent is not None:
            try:
                self._agent.release_dlist_handle(remote_dlist)
                self._agent.remove_remote_agent(nixl_name)
            except Exception as exc:
                logger.warning(
                    "NixlTransport %s: releasing superseded registration "
                    "for peer=%s failed: %s",
                    self._agent_name,
                    peer_id,
                    exc,
                )
        return False

    # ------------------------------------------------------------------
    # Transfer submission and polling
    # ------------------------------------------------------------------

    def write_blocks(
        self,
        peer_id: str,
        local_idxs: list[int],
        remote_idxs: list[int],
    ) -> int | None:
        """Submit a WRITE transfer to *peer_id*.

        Returns a transfer ID, or None if the peer is not registered.
        The ID is returned via poll() when the transfer completes or fails.
        """
        remote_dlist = self._remote_dlists.get(peer_id)
        if remote_dlist is None:
            logger.warning(
                "NixlTransport %s: write_blocks NO REMOTE DLIST for peer=%s "
                "(known peers=%s)",
                self._agent_name,
                peer_id,
                list(self._remote_dlists.keys()),
            )
            return None
        logger.debug(
            "NixlTransport %s: write_blocks NIXL.transfer peer=%s blocks=%d",
            self._agent_name,
            peer_id,
            len(local_idxs),
        )
        handle = self._agent.make_prepped_xfer(
            "WRITE",
            self._local_dlist,
            np.asarray(local_idxs, dtype=np.int32),
            remote_dlist,
            np.asarray(remote_idxs, dtype=np.int32),
        )
        self._agent.transfer(handle)
        transfer_id = next(self._next_id)
        self._inflight[transfer_id] = _Inflight(peer_id, handle)
        return transfer_id

    def poll(self, peer_id: str | None = None) -> PollResult:
        """Poll inflight transfers.

        When *peer_id* is given, only transfers submitted for that peer_id are
        checked and drained — the transport is shared across peer sessions, so
        an unscoped poll by one session would consume and discard siblings'
        completions. *peer_id* None polls every peer (shutdown drain only).

        Returns PollResult(done=..., failed=...) with transfer IDs.
        Completed handles are released automatically.
        """
        if not self._inflight:
            return _EMPTY_POLL_RESULT

        done_ids: list[int] | None = None
        failed_ids: list[int] | None = None

        for transfer_id, entry in self._inflight.items():
            if peer_id is not None and entry.peer_id != peer_id:
                continue
            try:
                state = self._agent.check_xfer_state(entry.handle)
            except Exception as exc:
                logger.warning(
                    "NixlTransport %s: check_xfer_state failed for transfer_id=%d: %s",
                    self._agent_name,
                    transfer_id,
                    exc,
                )
                if not _is_remote_disconnect(exc):
                    continue
                state = "ERR"
            if state == "DONE":
                if done_ids is None:
                    done_ids = []
                done_ids.append(transfer_id)
            elif state not in ("PROC", "PEND"):
                if failed_ids is None:
                    failed_ids = []
                failed_ids.append(transfer_id)

        if done_ids is None and failed_ids is None:
            return _EMPTY_POLL_RESULT

        handles_to_release = []
        for tid in done_ids or ():
            handles_to_release.append(self._inflight.pop(tid).handle)
        for tid in failed_ids or ():
            handles_to_release.append(self._inflight.pop(tid).handle)
        self._release_handles(handles_to_release)

        return PollResult(
            done=done_ids if done_ids is not None else _EMPTY_POLL_RESULT.done,
            failed=failed_ids if failed_ids is not None else _EMPTY_POLL_RESULT.failed,
        )

    def cancel(
        self,
        transfer_ids: Iterable[int],
        mode: CancelMode = "immediate",
    ) -> list[int]:
        """Cancel inflight transfers by their IDs.

        See ``DataTransport.cancel`` for the contract. In "wait" mode, a
        transfer is released only once NIXL reports it terminal. Releasing
        a PROC/PEND handle does not stop the WRITE: the UCX backend frees
        the request without cancelling RMA, and the bytes keep landing. So
        PROC/PEND transfers, and those whose state check or
        ``release_xfer_handle`` raises, stay in ``self._inflight`` for a
        later ``poll()`` to observe. A state check that fails because the
        peer disconnected counts as terminal.
        """
        if mode == "immediate":
            handles = [
                self._inflight.pop(tid).handle
                for tid in transfer_ids
                if tid in self._inflight
            ]
            self._release_handles(handles)
            return []

        still_inflight: list[int] = []
        for tid in transfer_ids:
            entry = self._inflight.get(tid)
            if entry is None:
                continue
            try:
                state = self._agent.check_xfer_state(entry.handle)
            except Exception as exc:
                logger.debug(
                    "NixlTransport %s: cancel state check failed for "
                    "transfer_id=%d: %s",
                    self._agent_name,
                    tid,
                    exc,
                )
                if not _is_remote_disconnect(exc):
                    still_inflight.append(tid)
                    continue
                # The handle may no longer be releasable; it is terminal
                # either way, so drop it instead of retrying forever.
                self._release_handles([entry.handle])
                del self._inflight[tid]
                continue
            if state in ("PROC", "PEND"):
                still_inflight.append(tid)
                continue
            try:
                self._agent.release_xfer_handle(entry.handle)
            except Exception as exc:
                logger.debug(
                    "NixlTransport %s: cancel pending for transfer_id=%d: %s",
                    self._agent_name,
                    tid,
                    exc,
                )
                still_inflight.append(tid)
                continue
            del self._inflight[tid]
        return still_inflight

    # ------------------------------------------------------------------
    # Lifecycle
    # ------------------------------------------------------------------

    def close(self) -> None:
        # Stop accepting registrations and let any in-flight one finish
        # before the agent goes away underneath it.
        self._reg_executor.shutdown(wait=True)
        if self._agent is None:
            return
        self._release_handles([entry.handle for entry in self._inflight.values()])
        self._inflight.clear()
        for peer_id in list(self._remote_dlists):
            self.remove_remote_peer(peer_id)
        if self._local_dlist is not None:
            self._agent.release_dlist_handle(self._local_dlist)
            self._local_dlist = None
        if self._reg is not None:
            self._agent.deregister_memory(self._reg)
            self._reg = None
        self._agent = None

    # ------------------------------------------------------------------
    # Internal
    # ------------------------------------------------------------------

    def _release_handles(self, handles: list[object]) -> None:
        if self._agent is None:
            return
        for handle in handles:
            try:
                self._agent.release_xfer_handle(handle)
            except Exception as exc:
                logger.warning(
                    "NixlTransport %s: release_xfer_handle failed: %s",
                    self._agent_name,
                    exc,
                )

_begin_registration(peer_id)

Claim the next registration generation for peer_id.

Source code in vllm/v1/kv_offload/tiering/p2p/data/nixl.py
def _begin_registration(self, peer_id: str) -> int:
    """Claim the next registration generation for *peer_id*."""
    with self._peer_lock:
        gen = self._peer_gen.get(peer_id, 0) + 1
        self._peer_gen[peer_id] = gen
        return gen

_build_peer_handles(agent_metadata, base_addr, num_blocks, block_len)

The expensive half: agent wireup plus one descriptor per block.

Touches no shared state, so it runs unlocked — holding the peer lock across it would stall the scheduler thread for exactly as long as the registration it is meant to move off that thread.

Source code in vllm/v1/kv_offload/tiering/p2p/data/nixl.py
def _build_peer_handles(
    self,
    agent_metadata: bytes,
    base_addr: int,
    num_blocks: int,
    block_len: int,
) -> tuple[str, Any]:
    """The expensive half: agent wireup plus one descriptor per block.

    Touches no shared state, so it runs unlocked — holding the peer
    lock across it would stall the scheduler thread for exactly as
    long as the registration it is meant to move off that thread.
    """
    nixl_name = self._agent.add_remote_agent(agent_metadata)
    block_descs = [
        (base_addr + i * block_len, block_len, 0) for i in range(num_blocks)
    ]
    xfer_dlist = self._agent.get_xfer_descs(block_descs, mem_type="DRAM")
    remote_dlist = self._agent.prep_xfer_dlist(nixl_name, xfer_dlist)
    return nixl_name, remote_dlist

_publish_peer(peer_id, gen, nixl_name, remote_dlist)

Install freshly built handles, unless gen is stale.

Returns False when the peer was removed or re-registered while the handles were being built; the handles are released here since nothing else ever saw them.

Source code in vllm/v1/kv_offload/tiering/p2p/data/nixl.py
def _publish_peer(
    self,
    peer_id: str,
    gen: int,
    nixl_name: str,
    remote_dlist: Any,
) -> bool:
    """Install freshly built handles, unless *gen* is stale.

    Returns False when the peer was removed or re-registered while the
    handles were being built; the handles are released here since
    nothing else ever saw them.
    """
    with self._peer_lock:
        fresh = self._peer_gen.get(peer_id) == gen
        if fresh:
            self._peer_nixl_names[peer_id] = nixl_name
            self._remote_dlists[peer_id] = remote_dlist
    if fresh:
        return True
    logger.info(
        "NixlTransport %s: discarding superseded registration for peer=%s",
        self._agent_name,
        peer_id,
    )
    if self._agent is not None:
        try:
            self._agent.release_dlist_handle(remote_dlist)
            self._agent.remove_remote_agent(nixl_name)
        except Exception as exc:
            logger.warning(
                "NixlTransport %s: releasing superseded registration "
                "for peer=%s failed: %s",
                self._agent_name,
                peer_id,
                exc,
            )
    return False

cancel(transfer_ids, mode='immediate')

Cancel inflight transfers by their IDs.

See DataTransport.cancel for the contract. In "wait" mode, a transfer is released only once NIXL reports it terminal. Releasing a PROC/PEND handle does not stop the WRITE: the UCX backend frees the request without cancelling RMA, and the bytes keep landing. So PROC/PEND transfers, and those whose state check or release_xfer_handle raises, stay in self._inflight for a later poll() to observe. A state check that fails because the peer disconnected counts as terminal.

Source code in vllm/v1/kv_offload/tiering/p2p/data/nixl.py
def cancel(
    self,
    transfer_ids: Iterable[int],
    mode: CancelMode = "immediate",
) -> list[int]:
    """Cancel inflight transfers by their IDs.

    See ``DataTransport.cancel`` for the contract. In "wait" mode, a
    transfer is released only once NIXL reports it terminal. Releasing
    a PROC/PEND handle does not stop the WRITE: the UCX backend frees
    the request without cancelling RMA, and the bytes keep landing. So
    PROC/PEND transfers, and those whose state check or
    ``release_xfer_handle`` raises, stay in ``self._inflight`` for a
    later ``poll()`` to observe. A state check that fails because the
    peer disconnected counts as terminal.
    """
    if mode == "immediate":
        handles = [
            self._inflight.pop(tid).handle
            for tid in transfer_ids
            if tid in self._inflight
        ]
        self._release_handles(handles)
        return []

    still_inflight: list[int] = []
    for tid in transfer_ids:
        entry = self._inflight.get(tid)
        if entry is None:
            continue
        try:
            state = self._agent.check_xfer_state(entry.handle)
        except Exception as exc:
            logger.debug(
                "NixlTransport %s: cancel state check failed for "
                "transfer_id=%d: %s",
                self._agent_name,
                tid,
                exc,
            )
            if not _is_remote_disconnect(exc):
                still_inflight.append(tid)
                continue
            # The handle may no longer be releasable; it is terminal
            # either way, so drop it instead of retrying forever.
            self._release_handles([entry.handle])
            del self._inflight[tid]
            continue
        if state in ("PROC", "PEND"):
            still_inflight.append(tid)
            continue
        try:
            self._agent.release_xfer_handle(entry.handle)
        except Exception as exc:
            logger.debug(
                "NixlTransport %s: cancel pending for transfer_id=%d: %s",
                self._agent_name,
                tid,
                exc,
            )
            still_inflight.append(tid)
            continue
        del self._inflight[tid]
    return still_inflight

poll(peer_id=None)

Poll inflight transfers.

When peer_id is given, only transfers submitted for that peer_id are checked and drained — the transport is shared across peer sessions, so an unscoped poll by one session would consume and discard siblings' completions. peer_id None polls every peer (shutdown drain only).

Returns PollResult(done=..., failed=...) with transfer IDs. Completed handles are released automatically.

Source code in vllm/v1/kv_offload/tiering/p2p/data/nixl.py
def poll(self, peer_id: str | None = None) -> PollResult:
    """Poll inflight transfers.

    When *peer_id* is given, only transfers submitted for that peer_id are
    checked and drained — the transport is shared across peer sessions, so
    an unscoped poll by one session would consume and discard siblings'
    completions. *peer_id* None polls every peer (shutdown drain only).

    Returns PollResult(done=..., failed=...) with transfer IDs.
    Completed handles are released automatically.
    """
    if not self._inflight:
        return _EMPTY_POLL_RESULT

    done_ids: list[int] | None = None
    failed_ids: list[int] | None = None

    for transfer_id, entry in self._inflight.items():
        if peer_id is not None and entry.peer_id != peer_id:
            continue
        try:
            state = self._agent.check_xfer_state(entry.handle)
        except Exception as exc:
            logger.warning(
                "NixlTransport %s: check_xfer_state failed for transfer_id=%d: %s",
                self._agent_name,
                transfer_id,
                exc,
            )
            if not _is_remote_disconnect(exc):
                continue
            state = "ERR"
        if state == "DONE":
            if done_ids is None:
                done_ids = []
            done_ids.append(transfer_id)
        elif state not in ("PROC", "PEND"):
            if failed_ids is None:
                failed_ids = []
            failed_ids.append(transfer_id)

    if done_ids is None and failed_ids is None:
        return _EMPTY_POLL_RESULT

    handles_to_release = []
    for tid in done_ids or ():
        handles_to_release.append(self._inflight.pop(tid).handle)
    for tid in failed_ids or ():
        handles_to_release.append(self._inflight.pop(tid).handle)
    self._release_handles(handles_to_release)

    return PollResult(
        done=done_ids if done_ids is not None else _EMPTY_POLL_RESULT.done,
        failed=failed_ids if failed_ids is not None else _EMPTY_POLL_RESULT.failed,
    )

write_blocks(peer_id, local_idxs, remote_idxs)

Submit a WRITE transfer to peer_id.

Returns a transfer ID, or None if the peer is not registered. The ID is returned via poll() when the transfer completes or fails.

Source code in vllm/v1/kv_offload/tiering/p2p/data/nixl.py
def write_blocks(
    self,
    peer_id: str,
    local_idxs: list[int],
    remote_idxs: list[int],
) -> int | None:
    """Submit a WRITE transfer to *peer_id*.

    Returns a transfer ID, or None if the peer is not registered.
    The ID is returned via poll() when the transfer completes or fails.
    """
    remote_dlist = self._remote_dlists.get(peer_id)
    if remote_dlist is None:
        logger.warning(
            "NixlTransport %s: write_blocks NO REMOTE DLIST for peer=%s "
            "(known peers=%s)",
            self._agent_name,
            peer_id,
            list(self._remote_dlists.keys()),
        )
        return None
    logger.debug(
        "NixlTransport %s: write_blocks NIXL.transfer peer=%s blocks=%d",
        self._agent_name,
        peer_id,
        len(local_idxs),
    )
    handle = self._agent.make_prepped_xfer(
        "WRITE",
        self._local_dlist,
        np.asarray(local_idxs, dtype=np.int32),
        remote_dlist,
        np.asarray(remote_idxs, dtype=np.int32),
    )
    self._agent.transfer(handle)
    transfer_id = next(self._next_id)
    self._inflight[transfer_id] = _Inflight(peer_id, handle)
    return transfer_id

_Inflight

Bases: NamedTuple

A submitted-but-not-yet-drained transfer.

peer_id lets poll() scope to a single owning session, since the transport is shared across all peer sessions of the engine.

Source code in vllm/v1/kv_offload/tiering/p2p/data/nixl.py
class _Inflight(NamedTuple):
    """A submitted-but-not-yet-drained transfer.

    ``peer_id`` lets poll() scope to a single owning session, since the
    transport is shared across all peer sessions of the engine.
    """

    peer_id: str
    handle: object

_is_remote_disconnect(exc)

True if a NIXL state check failed because the peer disconnected.

NIXL raises nixlRemoteDisconnectError (NIXL_ERR_REMOTE_DISCONNECT) from check_xfer_state once the target endpoint is gone, e.g. after the peer process died, instead of reporting an "ERR" state. Matched by name and status code so the bindings need not be imported here; an unrecognized error keeps the transfer inflight, the conservative side.

Source code in vllm/v1/kv_offload/tiering/p2p/data/nixl.py
def _is_remote_disconnect(exc: Exception) -> bool:
    """True if a NIXL state check failed because the peer disconnected.

    NIXL raises ``nixlRemoteDisconnectError`` (NIXL_ERR_REMOTE_DISCONNECT)
    from ``check_xfer_state`` once the target endpoint is gone, e.g. after
    the peer process died, instead of reporting an ``"ERR"`` state. Matched
    by name and status code so the bindings need not be imported here; an
    unrecognized error keeps the transfer inflight, the conservative side.
    """
    return type(
        exc
    ).__name__ == "nixlRemoteDisconnectError" or "NIXL_ERR_REMOTE_DISCONNECT" in str(
        exc
    )