1446 lines
57 KiB
Python
1446 lines
57 KiB
Python
# SPDX-License-Identifier: Apache-2.0
|
|
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
|
|
|
|
import threading
|
|
from collections import deque
|
|
from types import SimpleNamespace
|
|
from unittest.mock import patch
|
|
|
|
import pytest
|
|
import torch
|
|
from pytest_mock import MockerFixture
|
|
from vllm.v1.core.sched.scheduler import Scheduler as VLLMScheduler
|
|
from vllm.v1.request import RequestStatus
|
|
|
|
from vllm_omni.data_entry_keys import CodesStruct, MetaStruct, OmniPayload, OmniPayloadStruct
|
|
from vllm_omni.distributed.omni_connectors.adapter import construct_next_stage_streaming_input_prompt
|
|
from vllm_omni.distributed.omni_connectors.transfer_adapter.base import OmniTransferAdapterBase
|
|
from vllm_omni.distributed.omni_connectors.transfer_adapter.chunk_transfer_adapter import (
|
|
OmniChunkTransferAdapter,
|
|
)
|
|
from vllm_omni.distributed.omni_connectors.utils.config import ConnectorSpec
|
|
|
|
pytestmark = [pytest.mark.core_model, pytest.mark.cpu]
|
|
|
|
|
|
class DummyWaitingQueue(list):
|
|
def prepend_requests(self, requests):
|
|
self[:0] = list(requests)
|
|
|
|
def add_request(self, request):
|
|
self.append(request)
|
|
|
|
|
|
def _req(req_id: str, status: RequestStatus, external_req_id: str | None = None):
|
|
return SimpleNamespace(
|
|
request_id=req_id,
|
|
external_req_id=external_req_id or req_id,
|
|
status=status,
|
|
prompt_token_ids=[],
|
|
num_computed_tokens=0,
|
|
num_output_placeholders=0,
|
|
additional_information=None,
|
|
is_finished=lambda: status == RequestStatus.FINISHED_STOPPED,
|
|
)
|
|
|
|
|
|
def test_streaming_payload_can_replace_placeholder_prompt(mocker: MockerFixture) -> None:
|
|
request = SimpleNamespace(
|
|
_all_token_ids=[0, 0, 7, 8],
|
|
_output_token_ids=[7, 8],
|
|
prompt_token_ids=[0, 0],
|
|
num_computed_tokens=4,
|
|
num_prompt_tokens=2,
|
|
update_block_hashes=mocker.Mock(),
|
|
)
|
|
payload = {
|
|
"ids": {"prompt": [1, 2, 3]},
|
|
"meta": {
|
|
"replace_streaming_prompt": True,
|
|
"next_stage_prompt_len": 7,
|
|
},
|
|
}
|
|
|
|
construct_next_stage_streaming_input_prompt(payload, request)
|
|
|
|
assert request.prompt_token_ids == [0] * 7
|
|
assert request._all_token_ids == [0] * 7
|
|
assert request._output_token_ids == []
|
|
assert request.num_computed_tokens == 0
|
|
assert request.num_prompt_tokens == 7
|
|
request.update_block_hashes.assert_called_once_with()
|
|
|
|
|
|
@pytest.fixture
|
|
def build_adapter(monkeypatch, mocker: MockerFixture):
|
|
def _build(
|
|
*,
|
|
stage_id: int = 1,
|
|
model_mode: str = "ar",
|
|
max_num_seqs: int = 2,
|
|
active_stream_window: int = 0,
|
|
connector_extra: dict | None = None,
|
|
):
|
|
connector = mocker.MagicMock()
|
|
connector.stage_id = stage_id
|
|
connector.config = {"extra": connector_extra or {}}
|
|
connector.get.return_value = None
|
|
connector.put.return_value = (True, 1, {})
|
|
|
|
def _fake_base_init(self, config):
|
|
self.config = config
|
|
self._pending_load_reqs = deque()
|
|
self._finished_load_reqs = set()
|
|
self._cancelled_load_reqs = set()
|
|
self._pending_save_reqs = deque()
|
|
self._finished_save_reqs = set()
|
|
self.stop_event = threading.Event()
|
|
self._recv_cond = threading.Condition()
|
|
self._save_cond = threading.Condition()
|
|
|
|
monkeypatch.setattr(OmniTransferAdapterBase, "__init__", _fake_base_init)
|
|
monkeypatch.setattr(
|
|
OmniChunkTransferAdapter,
|
|
"create_connector",
|
|
classmethod(lambda cls, _model_config: connector),
|
|
)
|
|
|
|
model_config = SimpleNamespace(
|
|
worker_type=model_mode,
|
|
max_num_seqs=max_num_seqs,
|
|
active_stream_window=active_stream_window,
|
|
stage_connector_config={
|
|
"name": "SharedMemoryConnector",
|
|
"extra": connector_extra or {},
|
|
},
|
|
)
|
|
scheduler_config = SimpleNamespace(max_num_seqs=max_num_seqs)
|
|
adapter = OmniChunkTransferAdapter(
|
|
SimpleNamespace(model_config=model_config, scheduler_config=scheduler_config)
|
|
)
|
|
return adapter, connector
|
|
|
|
return _build
|
|
|
|
|
|
@pytest.mark.parametrize(
|
|
("raw_cfg", "expected_name", "expected_extra"),
|
|
[
|
|
(None, "SharedMemoryConnector", {}),
|
|
(SimpleNamespace(name="YuanrongConnector", extra={"k": "v"}), "YuanrongConnector", {"k": "v"}),
|
|
],
|
|
)
|
|
def test_create_connector_config_parsing(monkeypatch, raw_cfg, expected_name, expected_extra):
|
|
captured = {}
|
|
|
|
def _fake_create(spec):
|
|
captured["spec"] = spec
|
|
return "ok"
|
|
|
|
monkeypatch.setattr(
|
|
"vllm_omni.distributed.omni_connectors.transfer_adapter.chunk_transfer_adapter"
|
|
".OmniConnectorFactory.create_connector",
|
|
_fake_create,
|
|
)
|
|
|
|
model_config = SimpleNamespace(stage_connector_config=raw_cfg) if raw_cfg is not None else SimpleNamespace()
|
|
connector = OmniChunkTransferAdapter.create_connector(model_config)
|
|
|
|
assert connector == "ok"
|
|
assert isinstance(captured["spec"], ConnectorSpec)
|
|
assert captured["spec"].name == expected_name
|
|
assert captured["spec"].extra == expected_extra
|
|
|
|
|
|
def test_load_poll(build_adapter):
|
|
adapter, connector = build_adapter(stage_id=2, model_mode="ar")
|
|
request = _req("req-1", RequestStatus.WAITING, external_req_id="external-1")
|
|
|
|
adapter.load_async(request)
|
|
payload: OmniPayload = {
|
|
"codes": {"audio": [[1]]},
|
|
"hidden_states": {"output": torch.tensor([[2.0]])},
|
|
"meta": {"finished": torch.tensor(True, dtype=torch.bool)},
|
|
}
|
|
connector.get.return_value = (payload, 16)
|
|
adapter._poll_single_request(request)
|
|
|
|
assert request.additional_information == payload
|
|
assert adapter.get_req_chunk["req-1"] == 1
|
|
assert "req-1" in adapter._finished_load_reqs
|
|
assert "req-1" in adapter.finished_requests
|
|
assert "req-1" not in adapter._pending_load_reqs
|
|
|
|
|
|
def test_load_poll_generation_tensor_codes_use_placeholder_prompt(build_adapter):
|
|
adapter, connector = build_adapter(stage_id=1, model_mode="generation")
|
|
request = _req("req-tensor", RequestStatus.WAITING, external_req_id="external-tensor")
|
|
|
|
codes = torch.tensor([[1, 2], [3, 4]], dtype=torch.long)
|
|
payload: OmniPayload = {
|
|
"codes": {"audio": codes},
|
|
"meta": {
|
|
"left_context_size": 1,
|
|
"finished": torch.tensor(False, dtype=torch.bool),
|
|
},
|
|
}
|
|
connector.get.return_value = (payload, 16)
|
|
|
|
adapter._poll_single_request(request)
|
|
|
|
assert request.prompt_token_ids == [0]
|
|
assert request.num_computed_tokens == 0
|
|
assert torch.equal(request.additional_information["codes"]["audio"], codes)
|
|
assert request.additional_information["meta"]["left_context_size"] == 1
|
|
assert "finished" not in request.additional_information["meta"]
|
|
assert "req-tensor" in adapter._finished_load_reqs
|
|
|
|
|
|
def test_load_poll_generation_empty_nonterminal_chunk_keeps_polling(build_adapter):
|
|
adapter, connector = build_adapter(stage_id=1, model_mode="generation")
|
|
request = _req("req-empty-tensor", RequestStatus.WAITING, external_req_id="external-empty")
|
|
|
|
empty_payload: OmniPayload = {
|
|
"codes": {"audio": torch.empty((4, 0), dtype=torch.long)},
|
|
"meta": {
|
|
"left_context_size": 0,
|
|
"finished": torch.tensor(False, dtype=torch.bool),
|
|
},
|
|
}
|
|
ready_payload: OmniPayload = {
|
|
"codes": {"audio": torch.tensor([[1, 2]], dtype=torch.long)},
|
|
"meta": {
|
|
"left_context_size": 0,
|
|
"finished": torch.tensor(False, dtype=torch.bool),
|
|
},
|
|
}
|
|
connector.get.side_effect = [(empty_payload, 16), (ready_payload, 16)]
|
|
|
|
assert adapter._poll_single_request(request) is False
|
|
assert request.request_id not in adapter._finished_load_reqs
|
|
assert request.request_id not in adapter.requests_with_ready_chunks
|
|
assert adapter.get_req_chunk[request.request_id] == 1
|
|
|
|
assert adapter._poll_single_request(request) is True
|
|
assert request.request_id in adapter._finished_load_reqs
|
|
assert torch.equal(request.additional_information["codes"]["audio"], ready_payload["codes"]["audio"])
|
|
assert adapter.get_req_chunk[request.request_id] == 2
|
|
|
|
|
|
def test_save_async(build_adapter):
|
|
adapter, _ = build_adapter(stage_id=1)
|
|
request = _req("req-1", RequestStatus.WAITING, external_req_id="external-1")
|
|
|
|
adapter.custom_process_next_stage_input_func = lambda **kwargs: {"x": [1], "finished": False}
|
|
adapter.save_async(multimodal_output=None, request=request)
|
|
adapter.custom_process_next_stage_input_func = lambda **kwargs: {}
|
|
adapter.save_async(multimodal_output=None, request=request)
|
|
|
|
task = adapter._pending_save_reqs.popleft()
|
|
assert task["is_finished"] is False
|
|
|
|
|
|
def test_save_async_uses_confirmed_tokens_for_async_scheduler_watermark(build_adapter):
|
|
adapter, _ = build_adapter(stage_id=1)
|
|
request = _req("req-async", RequestStatus.WAITING, external_req_id="external-async")
|
|
request.num_computed_tokens = 10
|
|
request.num_output_placeholders = 2
|
|
|
|
adapter.save_async(multimodal_output=None, request=request)
|
|
|
|
assert adapter.requests_num_chunks_sent["external-async"] == 8
|
|
assert len(adapter._pending_save_reqs) == 1
|
|
|
|
|
|
def test_send_single_request_terminal_chunk_still_flushes_processor(build_adapter, monkeypatch):
|
|
"""A terminal stop is not a segment boundary (#5383), but the producer-side
|
|
processor must still receive the flush signal on the terminal chunk.
|
|
Passing only ``is_segment_finished`` starved processors of their final
|
|
accumulated payload once terminal stops stopped setting it (#5413: the
|
|
downstream stage got ``meta.finished`` with the tail data missing).
|
|
"""
|
|
adapter, connector = build_adapter(stage_id=0)
|
|
request = _req("req-terminal", RequestStatus.FINISHED_STOPPED, external_req_id="ext-terminal")
|
|
|
|
seen_flush_flags = []
|
|
|
|
def recording_processor(**kwargs):
|
|
seen_flush_flags.append(kwargs["is_finished"])
|
|
return OmniPayloadStruct(
|
|
codes=CodesStruct(audio=torch.tensor([1, 2, 3], dtype=torch.long)),
|
|
)
|
|
|
|
adapter.custom_process_next_stage_input_func = recording_processor
|
|
monkeypatch.setattr(adapter, "cleanup", lambda *a, **kw: None)
|
|
|
|
adapter._send_single_request(
|
|
{"multimodal_output": None, "request": request, "is_finished": True, "is_segment_finished": False}
|
|
)
|
|
|
|
assert seen_flush_flags == [True]
|
|
sent_payload = connector.put.call_args.kwargs["data"]
|
|
assert bool(sent_payload.meta.finished.item()) is True
|
|
assert bool(sent_payload.meta.is_segment_finished.item()) is False
|
|
|
|
|
|
def test_send_single_request_struct_without_meta_does_not_crash(build_adapter, monkeypatch):
|
|
"""Producer may return a struct with ``meta=None`` (e.g. payload that
|
|
carries only ``embed`` or ``codes``). The sender's ``meta is not None``
|
|
guard handles this without AttributeError; ``finished_flag`` is None and
|
|
the cleanup path is not triggered.
|
|
"""
|
|
adapter, _ = build_adapter(stage_id=1)
|
|
request = _req("req-no-meta", RequestStatus.WAITING, external_req_id="ext-no-meta")
|
|
|
|
adapter.custom_process_next_stage_input_func = lambda **kwargs: OmniPayloadStruct(
|
|
codes=CodesStruct(audio=torch.tensor([1, 2], dtype=torch.long)),
|
|
)
|
|
cleanup_calls = []
|
|
monkeypatch.setattr(adapter, "cleanup", lambda *a, **kw: cleanup_calls.append((a, kw)))
|
|
|
|
adapter._send_single_request(
|
|
{"multimodal_output": None, "request": request, "is_finished": False, "is_segment_finished": False}
|
|
)
|
|
|
|
assert cleanup_calls == [] # no terminal cleanup; meta.finished is false
|
|
|
|
|
|
def test_send_single_request_empty_struct_goes_on_wire(build_adapter, monkeypatch):
|
|
"""Pin the contract: an explicitly empty ``OmniPayloadStruct()`` passes
|
|
the ``payload_data is None`` check and gets sent. To skip a chunk, the
|
|
producer must return ``None``, not an empty struct. (Filtering empty
|
|
structs at the adapter would require introspecting all struct fields on
|
|
every send and was rejected for cost vs. value.)
|
|
"""
|
|
adapter, connector = build_adapter(stage_id=1)
|
|
request = _req("req-empty", RequestStatus.WAITING, external_req_id="ext-empty")
|
|
|
|
adapter.custom_process_next_stage_input_func = lambda **kwargs: OmniPayloadStruct()
|
|
monkeypatch.setattr(adapter, "cleanup", lambda *a, **kw: None)
|
|
|
|
adapter._send_single_request(
|
|
{"multimodal_output": None, "request": request, "is_finished": False, "is_segment_finished": False}
|
|
)
|
|
|
|
assert connector.put.called
|
|
sent_payload = connector.put.call_args.kwargs["data"]
|
|
assert isinstance(sent_payload, OmniPayloadStruct)
|
|
assert sent_payload.meta.finished.item() is False
|
|
assert sent_payload.meta.is_segment_finished.item() is False
|
|
|
|
|
|
def test_send_single_request_struct_preserves_segment_finished(build_adapter, monkeypatch):
|
|
adapter, connector = build_adapter(stage_id=1)
|
|
request = _req("req-segment", RequestStatus.WAITING, external_req_id="ext-segment")
|
|
|
|
adapter.custom_process_next_stage_input_func = lambda **kwargs: OmniPayloadStruct()
|
|
monkeypatch.setattr(adapter, "cleanup", lambda *a, **kw: None)
|
|
|
|
adapter._send_single_request(
|
|
{"multimodal_output": None, "request": request, "is_finished": False, "is_segment_finished": True}
|
|
)
|
|
|
|
sent_payload = connector.put.call_args.kwargs["data"]
|
|
assert sent_payload.meta.finished.item() is False
|
|
assert sent_payload.meta.is_segment_finished.item() is True
|
|
|
|
|
|
def test_save_async_skips_stale_resumable_chunk_until_dedup_is_reset(build_adapter):
|
|
adapter, _ = build_adapter(stage_id=1)
|
|
request = _req("req-stream", RequestStatus.WAITING, external_req_id="ext-stream")
|
|
request.resumable = True
|
|
request.num_computed_tokens = 0
|
|
adapter.requests_num_chunks_sent["ext-stream"] = 111
|
|
|
|
adapter.save_async(multimodal_output=None, request=request, is_segment_finished=False)
|
|
|
|
assert len(adapter._pending_save_reqs) == 0
|
|
assert adapter.requests_num_chunks_sent["ext-stream"] == 111
|
|
|
|
adapter.requests_num_chunks_sent.pop("ext-stream")
|
|
adapter.save_async(multimodal_output=None, request=request, is_segment_finished=False)
|
|
|
|
assert len(adapter._pending_save_reqs) == 1
|
|
assert adapter.requests_num_chunks_sent["ext-stream"] == 0
|
|
|
|
|
|
def test_send_single_request_cleans_up_after_finished_payload(build_adapter, monkeypatch):
|
|
adapter, _ = build_adapter(stage_id=1)
|
|
request = _req("req-finished", RequestStatus.FINISHED_STOPPED, external_req_id="ext-finished")
|
|
|
|
adapter.custom_process_next_stage_input_func = lambda **kwargs: OmniPayloadStruct(
|
|
meta=MetaStruct(finished=torch.tensor(True, dtype=torch.bool))
|
|
)
|
|
cleanup_calls = []
|
|
monkeypatch.setattr(adapter, "cleanup", lambda *a, **kw: cleanup_calls.append((a, kw)))
|
|
|
|
adapter._send_single_request(
|
|
{"multimodal_output": None, "request": request, "is_finished": True, "is_segment_finished": True}
|
|
)
|
|
|
|
assert len(cleanup_calls) == 1
|
|
args, _ = cleanup_calls[0]
|
|
assert args[0] == "req-finished"
|
|
assert args[1] == "ext-finished"
|
|
|
|
|
|
def test_load_poll_non_ar_merges_into_existing_additional_information(build_adapter):
|
|
adapter, connector = build_adapter(stage_id=2, model_mode="diffusion")
|
|
request = _req("req-non-ar", RequestStatus.WAITING, external_req_id="ext-non-ar")
|
|
request.additional_information = {
|
|
"hidden_states": {"output": torch.tensor([[1.0]])},
|
|
"ids": {"prompt": [11, 12]},
|
|
"meta": {"finished": torch.tensor(False, dtype=torch.bool), "step": 1},
|
|
}
|
|
request.num_computed_tokens = 9
|
|
|
|
payload: OmniPayload = {
|
|
"hidden_states": {"output": torch.tensor([[2.0]])},
|
|
"ids": {"all": [21, 22]},
|
|
"codes": {"audio": torch.tensor([7, 8], dtype=torch.long)},
|
|
"meta": {"finished": torch.tensor(True, dtype=torch.bool), "phase": "decode"},
|
|
"kv_metadata": {"foo": "bar"},
|
|
}
|
|
connector.get.return_value = (payload, 8)
|
|
|
|
assert adapter._poll_single_request(request) is True
|
|
|
|
assert request.prompt_token_ids == [7, 8]
|
|
assert request.num_computed_tokens == 0
|
|
assert torch.equal(
|
|
request.additional_information["hidden_states"]["output"],
|
|
torch.tensor([[2.0]]),
|
|
)
|
|
assert request.additional_information["ids"]["prompt"] == [11, 12]
|
|
assert request.additional_information["ids"]["all"] == [21, 22]
|
|
# non-ar merge path intentionally doesn't overwrite meta.finished.
|
|
assert request.additional_information["meta"]["finished"].item() is False
|
|
assert request.additional_information["meta"]["phase"] == "decode"
|
|
assert request.additional_information["kv_metadata"] == {"foo": "bar"}
|
|
assert "req-non-ar" in adapter._finished_load_reqs
|
|
assert "req-non-ar" in adapter.finished_requests
|
|
|
|
|
|
def test_load_poll_ar_request_additional_information_concats_tensors(build_adapter):
|
|
adapter, connector = build_adapter(stage_id=2, model_mode="ar")
|
|
request = _req("req-merged", RequestStatus.WAITING, external_req_id="ext-merged")
|
|
request.additional_information = {
|
|
"hidden_states": {"output": torch.tensor([[1.0]])},
|
|
"ids": {"prompt": [11, 12]},
|
|
"meta": {"finished": torch.tensor(False, dtype=torch.bool)},
|
|
}
|
|
|
|
adapter.request_ids_mapping["req-merged"] = "ext-merged"
|
|
payload: OmniPayload = {
|
|
"hidden_states": {"output": torch.tensor([[2.0]])},
|
|
"meta": {"finished": torch.tensor(True, dtype=torch.bool)},
|
|
}
|
|
connector.get.return_value = (payload, 8)
|
|
|
|
adapter._poll_single_request(request)
|
|
|
|
# AR mode now forwards the latest payload directly.
|
|
assert request.additional_information == payload
|
|
assert request.additional_information["meta"]["finished"].item() is True
|
|
|
|
|
|
def test_sender_only_adapter_does_not_park_or_clear_requests(build_adapter):
|
|
adapter, _ = build_adapter(stage_id=1, connector_extra={"role": "sender"})
|
|
request = _req("req-1", RequestStatus.WAITING)
|
|
request.additional_information = {"tts_token_ids": torch.tensor([1])}
|
|
waiting_queue = DummyWaitingQueue([request])
|
|
running_queue = []
|
|
|
|
adapter.load_async(request)
|
|
adapter.process_pending_chunks(
|
|
waiting_queue,
|
|
running_queue,
|
|
scheduler_requests={request.request_id: request},
|
|
)
|
|
|
|
assert waiting_queue == [request]
|
|
assert request.status == RequestStatus.WAITING
|
|
assert request.additional_information["tts_token_ids"].item() == 1
|
|
assert adapter._pending_load_reqs == deque()
|
|
|
|
|
|
def test_process_and_restore_queues(build_adapter):
|
|
adapter, _ = build_adapter(stage_id=1, max_num_seqs=8)
|
|
waiting_req = _req("w1", RequestStatus.WAITING)
|
|
running_req = _req("r1", RequestStatus.RUNNING)
|
|
waiting_queue = DummyWaitingQueue([waiting_req])
|
|
running_queue = [running_req]
|
|
scheduler_requests = {waiting_req.request_id: waiting_req, running_req.request_id: running_req}
|
|
|
|
adapter.process_pending_chunks(waiting_queue, running_queue, scheduler_requests=scheduler_requests)
|
|
assert waiting_req.status == RequestStatus.WAITING_FOR_CHUNK
|
|
assert running_req.status == RequestStatus.WAITING_FOR_CHUNK
|
|
assert waiting_queue == []
|
|
assert running_queue == []
|
|
|
|
adapter.restore_queues(waiting_queue, running_queue, scheduler_requests=scheduler_requests)
|
|
assert waiting_queue == [waiting_req]
|
|
assert running_queue == [running_req]
|
|
assert adapter.waiting_for_chunk_waiting_requests == deque()
|
|
assert adapter.waiting_for_chunk_running_requests == deque()
|
|
|
|
|
|
def test_fifo_promotion(build_adapter):
|
|
adapter, _ = build_adapter(stage_id=1, max_num_seqs=2, active_stream_window=2)
|
|
reqs = [_req(f"req-{idx}", RequestStatus.WAITING) for idx in range(1, 5)]
|
|
waiting_queue = DummyWaitingQueue(reqs)
|
|
running_queue = []
|
|
|
|
adapter.process_pending_chunks(waiting_queue, running_queue)
|
|
|
|
assert list(adapter._active_streams) == ["req-1", "req-2"]
|
|
assert waiting_queue == reqs[2:]
|
|
assert reqs[0].status == RequestStatus.WAITING_FOR_CHUNK
|
|
assert reqs[1].status == RequestStatus.WAITING_FOR_CHUNK
|
|
assert reqs[2].status == RequestStatus.WAITING
|
|
|
|
adapter.finished_requests.add("req-1")
|
|
# Eviction is deferred to postprocess_scheduler_output in the runtime path
|
|
# (commit c4d95fd9 — otherwise the terminal chunk deadlocks at c=8 K=2).
|
|
# Simulate it here so promotion can pick up the freed slot.
|
|
adapter._evict_finished_active_streams({"req-1"})
|
|
adapter.process_pending_chunks(waiting_queue, running_queue)
|
|
|
|
assert list(adapter._active_streams) == ["req-2", "req-3"]
|
|
# Promotion + chunk processing happen in the same call, so req-3 is
|
|
# already WAITING_FOR_CHUNK by the time we check.
|
|
assert reqs[2].status == RequestStatus.WAITING_FOR_CHUNK
|
|
|
|
|
|
def test_legacy_k0(build_adapter):
|
|
adapter, _ = build_adapter(stage_id=1, max_num_seqs=1, active_stream_window=0)
|
|
waiting_req = _req("waiting", RequestStatus.WAITING)
|
|
running_req_1 = _req("running-1", RequestStatus.RUNNING)
|
|
running_req_2 = _req("running-2", RequestStatus.RUNNING)
|
|
waiting_queue = DummyWaitingQueue([waiting_req])
|
|
running_queue = [running_req_1, running_req_2]
|
|
|
|
adapter.requests_with_ready_chunks.update({"running-1", "running-2"})
|
|
adapter.process_pending_chunks(waiting_queue, running_queue)
|
|
|
|
assert waiting_req.status == RequestStatus.WAITING_FOR_CHUNK
|
|
assert adapter.waiting_for_chunk_waiting_requests == deque([waiting_req])
|
|
assert running_queue == [running_req_1]
|
|
assert waiting_queue == [running_req_2]
|
|
assert running_req_2.status == RequestStatus.PREEMPTED
|
|
assert adapter._active_streams == {}
|
|
|
|
|
|
def test_finished_releases_slot(build_adapter):
|
|
adapter, _ = build_adapter(stage_id=1, max_num_seqs=1, active_stream_window=1)
|
|
req_1 = _req("req-1", RequestStatus.WAITING)
|
|
req_2 = _req("req-2", RequestStatus.WAITING)
|
|
waiting_queue = DummyWaitingQueue([req_1, req_2])
|
|
running_queue = []
|
|
|
|
adapter.process_pending_chunks(waiting_queue, running_queue)
|
|
assert list(adapter._active_streams) == ["req-1"]
|
|
assert waiting_queue == [req_2]
|
|
|
|
adapter.finished_requests.add("req-1")
|
|
# Eviction is deferred to postprocess_scheduler_output in the runtime path
|
|
# (commit c4d95fd9). Simulate it so promotion can pick up the freed slot.
|
|
adapter._evict_finished_active_streams({"req-1"})
|
|
adapter.process_pending_chunks(waiting_queue, running_queue)
|
|
|
|
assert list(adapter._active_streams) == ["req-2"]
|
|
# Promotion + chunk processing happen in the same call, so req-2 is
|
|
# already WAITING_FOR_CHUNK by the time we check.
|
|
assert req_2.status == RequestStatus.WAITING_FOR_CHUNK
|
|
|
|
|
|
def test_postprocess_scheduler_output(build_adapter):
|
|
adapter, _ = build_adapter()
|
|
adapter.requests_with_ready_chunks = {"new-ready", "cached-ready", "leftover"}
|
|
|
|
scheduler_output = SimpleNamespace(
|
|
scheduled_new_reqs=[SimpleNamespace(req_id="new-ready")],
|
|
scheduled_cached_reqs=SimpleNamespace(req_ids=["cached-ready", "missing"]),
|
|
)
|
|
requests = {"cached-ready": SimpleNamespace(additional_information={"k": "v"})}
|
|
|
|
adapter.postprocess_scheduler_output(scheduler_output, requests)
|
|
|
|
cached_info = scheduler_output.scheduled_cached_reqs.additional_information
|
|
assert cached_info["cached-ready"] == {"k": "v"}
|
|
assert cached_info["missing"] is None
|
|
assert adapter.requests_with_ready_chunks == {"leftover"}
|
|
|
|
|
|
# ---------------------------------------------------------------
|
|
# Cleanup tests
|
|
# ---------------------------------------------------------------
|
|
|
|
|
|
def _populate_adapter_state(adapter, req_id="req-1", ext_id="ext-1"):
|
|
"""Fill every per-request structure so cleanup can be verified."""
|
|
adapter.finished_requests.add(req_id)
|
|
adapter._active_streams[req_id] = SimpleNamespace(request_id=req_id)
|
|
adapter.get_req_chunk[req_id] = 3
|
|
adapter.requests_with_ready_chunks.add(req_id)
|
|
adapter.request_ids_mapping[req_id] = ext_id
|
|
adapter._pending_load_reqs.append(SimpleNamespace(request_id=req_id))
|
|
adapter._finished_load_reqs.add(req_id)
|
|
|
|
adapter.put_req_chunk[ext_id] = 5
|
|
adapter.request_payload[ext_id] = {"hidden": [1, 2]}
|
|
adapter.code_prompt_token_ids[ext_id] = [[10, 20]]
|
|
|
|
|
|
def test_cleanup_clears_all_state(build_adapter):
|
|
"""After cleanup, no per-request key should remain in any dict/set."""
|
|
adapter, _ = build_adapter(stage_id=1)
|
|
req_id, ext_id = "req-1", "ext-1"
|
|
_populate_adapter_state(adapter, req_id, ext_id)
|
|
|
|
adapter.cleanup(req_id, ext_id)
|
|
|
|
assert req_id not in adapter.finished_requests
|
|
assert req_id not in adapter._active_streams
|
|
assert req_id not in adapter.get_req_chunk
|
|
assert req_id not in adapter.requests_with_ready_chunks
|
|
assert req_id not in adapter.request_ids_mapping
|
|
assert req_id in adapter._cancelled_load_reqs
|
|
assert req_id not in adapter._finished_load_reqs
|
|
|
|
assert ext_id not in adapter.put_req_chunk
|
|
assert ext_id not in adapter.request_payload
|
|
assert ext_id not in adapter.code_prompt_token_ids
|
|
|
|
|
|
def test_cleanup_infers_external_id(build_adapter):
|
|
"""When external_req_id is None, cleanup should look it up from the mapping."""
|
|
adapter, _ = build_adapter(stage_id=1)
|
|
req_id, ext_id = "req-2", "ext-2"
|
|
_populate_adapter_state(adapter, req_id, ext_id)
|
|
|
|
adapter.cleanup(req_id)
|
|
|
|
assert ext_id not in adapter.put_req_chunk
|
|
assert ext_id not in adapter.request_payload
|
|
|
|
|
|
def test_cleanup_idempotent(build_adapter):
|
|
"""Calling cleanup multiple times for the same (or nonexistent) request must not raise."""
|
|
adapter, _ = build_adapter(stage_id=1)
|
|
|
|
try:
|
|
adapter.cleanup("nonexistent")
|
|
adapter.cleanup("nonexistent")
|
|
except Exception as e:
|
|
pytest.fail(f"cleanup should be idempotent: {e}")
|
|
|
|
req_id, ext_id = "req-3", "ext-3"
|
|
_populate_adapter_state(adapter, req_id, ext_id)
|
|
adapter.cleanup(req_id, ext_id)
|
|
|
|
try:
|
|
adapter.cleanup(req_id, ext_id)
|
|
except Exception as e:
|
|
pytest.fail(f"second cleanup should be idempotent: {e}")
|
|
|
|
|
|
def test_cleanup_request_id_reuse_not_polluted(build_adapter):
|
|
"""After cleanup, reusing the same request_id must not be treated as finished."""
|
|
adapter, _ = build_adapter(stage_id=1)
|
|
req_id, ext_id = "req-reuse", "ext-reuse"
|
|
_populate_adapter_state(adapter, req_id, ext_id)
|
|
|
|
adapter.cleanup(req_id, ext_id)
|
|
|
|
assert req_id not in adapter.finished_requests
|
|
assert req_id not in adapter.get_req_chunk
|
|
|
|
|
|
def test_cleanup_preserves_pending_save(build_adapter):
|
|
"""Cleanup must NOT remove _pending_save_reqs to avoid losing unsent chunks."""
|
|
adapter, _ = build_adapter(stage_id=1)
|
|
req_id, ext_id = "req-4", "ext-4"
|
|
_populate_adapter_state(adapter, req_id, ext_id)
|
|
|
|
pending_task = {"put_key": f"{ext_id}_1_0", "data": {"x": 1}}
|
|
adapter._pending_save_reqs.append(pending_task)
|
|
|
|
adapter.cleanup(req_id, ext_id)
|
|
|
|
assert len(adapter._pending_save_reqs) == 1
|
|
|
|
|
|
def test_cleanup_only_affects_target_request(build_adapter):
|
|
"""Cleanup for one request must not affect another request's state."""
|
|
adapter, _ = build_adapter(stage_id=1)
|
|
_populate_adapter_state(adapter, "req-a", "ext-a")
|
|
_populate_adapter_state(adapter, "req-b", "ext-b")
|
|
|
|
adapter.cleanup("req-a", "ext-a")
|
|
|
|
assert "req-b" in adapter.finished_requests
|
|
assert "req-b" in adapter.get_req_chunk
|
|
assert "ext-b" in adapter.put_req_chunk
|
|
assert "ext-b" in adapter.request_payload
|
|
assert "ext-b" in adapter.code_prompt_token_ids
|
|
assert "req-b" in adapter.request_ids_mapping
|
|
|
|
|
|
def test_cleanup_after_poll_flow(build_adapter):
|
|
"""Simulate full load_async -> poll -> finished -> cleanup cycle."""
|
|
adapter, connector = build_adapter(stage_id=2, model_mode="ar")
|
|
request = _req("req-flow", RequestStatus.WAITING, external_req_id="ext-flow")
|
|
|
|
adapter.load_async(request)
|
|
|
|
adapter.request_ids_mapping["req-flow"] = "ext-flow"
|
|
payload: OmniPayload = {
|
|
"hidden_states": {"output": torch.tensor([[1.0]])},
|
|
"meta": {"finished": torch.tensor(True, dtype=torch.bool)},
|
|
}
|
|
connector.get.return_value = (payload, 8)
|
|
adapter._poll_single_request(request)
|
|
|
|
assert "req-flow" in adapter.finished_requests
|
|
assert adapter.get_req_chunk["req-flow"] == 1
|
|
assert "req-flow" in adapter.request_ids_mapping
|
|
|
|
adapter.cleanup("req-flow", "ext-flow")
|
|
|
|
assert "req-flow" not in adapter.finished_requests
|
|
assert "req-flow" not in adapter.get_req_chunk
|
|
assert "req-flow" not in adapter.request_ids_mapping
|
|
assert "ext-flow" not in adapter.request_payload
|
|
|
|
|
|
def test_finish_requests_restores_status(build_adapter):
|
|
"""Abort path must pop ``requests_origin_status`` and restore pre-wait status.
|
|
|
|
While ``process_pending_chunks`` holds a request off the scheduler queues, the
|
|
adapter records the prior status (WAITING or RUNNING). ``finish_requests`` must
|
|
put that status back on the live ``Request`` so base ``Scheduler.finish_requests``
|
|
can finish bookkeeping without inconsistent state / crashes.
|
|
"""
|
|
adapter, _ = build_adapter(stage_id=1)
|
|
req_id = "req-abort-during-chunk"
|
|
prior = RequestStatus.RUNNING
|
|
request = _req(req_id, RequestStatus.WAITING_FOR_CHUNK)
|
|
adapter.requests_origin_status[req_id] = prior
|
|
requests_map = {req_id: request}
|
|
|
|
adapter.finish_requests([req_id], RequestStatus.FINISHED_ABORTED, requests_map)
|
|
|
|
assert request.status == prior
|
|
assert req_id not in adapter.requests_origin_status
|
|
|
|
|
|
def test_finish_requests_removes_zombies_from_chunk_waiting_deques(build_adapter):
|
|
adapter, _ = build_adapter(stage_id=1)
|
|
zombie = _req("req-zombie", RequestStatus.WAITING_FOR_CHUNK)
|
|
other = _req("req-live", RequestStatus.WAITING_FOR_CHUNK)
|
|
adapter.waiting_for_chunk_waiting_requests = deque([zombie, other])
|
|
adapter.waiting_for_chunk_running_requests = deque([other, zombie])
|
|
adapter.requests_with_ready_chunks.add("req-zombie")
|
|
adapter.finished_requests.add("req-zombie")
|
|
requests_map = {
|
|
"req-zombie": zombie,
|
|
"req-live": other,
|
|
}
|
|
|
|
adapter.finish_requests(
|
|
["req-zombie"],
|
|
RequestStatus.FINISHED_ABORTED,
|
|
requests_map,
|
|
)
|
|
|
|
assert [req.request_id for req in adapter.waiting_for_chunk_waiting_requests] == ["req-live"]
|
|
assert [req.request_id for req in adapter.waiting_for_chunk_running_requests] == ["req-live"]
|
|
assert "req-zombie" not in adapter.requests_with_ready_chunks
|
|
assert "req-zombie" not in adapter.finished_requests
|
|
|
|
|
|
def test_finish_requests_releases_active_stream_slot(build_adapter):
|
|
adapter, _ = build_adapter(stage_id=1, max_num_seqs=1, active_stream_window=1)
|
|
aborted = _req("req-aborted", RequestStatus.RUNNING)
|
|
waiting = _req("req-waiting", RequestStatus.WAITING)
|
|
waiting_queue = DummyWaitingQueue([waiting])
|
|
running_queue = []
|
|
adapter._active_streams[aborted.request_id] = aborted
|
|
adapter._held_non_active.append(aborted)
|
|
|
|
adapter.finish_requests(
|
|
[aborted.request_id],
|
|
RequestStatus.FINISHED_ABORTED,
|
|
{aborted.request_id: aborted},
|
|
)
|
|
adapter.process_pending_chunks(waiting_queue, running_queue)
|
|
|
|
assert aborted.request_id not in adapter._active_streams
|
|
assert [request.request_id for request in adapter._held_non_active] == []
|
|
assert list(adapter._active_streams) == [waiting.request_id]
|
|
assert waiting.status == RequestStatus.WAITING_FOR_CHUNK
|
|
|
|
|
|
def test_restore_queues_skips_requests_missing_from_scheduler_requests(build_adapter):
|
|
adapter, _ = build_adapter(stage_id=1)
|
|
zombie = _req("req-zombie", RequestStatus.WAITING_FOR_CHUNK)
|
|
live = _req("req-live", RequestStatus.WAITING_FOR_CHUNK)
|
|
waiting_queue = DummyWaitingQueue()
|
|
running_queue = []
|
|
adapter.waiting_for_chunk_waiting_requests = deque([zombie, live])
|
|
adapter.waiting_for_chunk_running_requests = deque([zombie, live])
|
|
|
|
adapter.restore_queues(
|
|
waiting_queue,
|
|
running_queue,
|
|
scheduler_requests={"req-live": live},
|
|
)
|
|
|
|
assert [req.request_id for req in waiting_queue] == ["req-live"]
|
|
assert [req.request_id for req in running_queue] == ["req-live"]
|
|
assert not adapter.waiting_for_chunk_waiting_requests
|
|
assert not adapter.waiting_for_chunk_running_requests
|
|
|
|
|
|
# ---------------------------------------------------------------
|
|
# Scheduler trigger tests
|
|
# ---------------------------------------------------------------
|
|
|
|
|
|
class _HashableRequest(SimpleNamespace):
|
|
"""SimpleNamespace that can be added to a set (needed by scheduler internals)."""
|
|
|
|
# vLLM 0.26: update_from_output settles this counter for every scheduled
|
|
# request; real Requests initialise it to 0 (vllm/v1/request.py).
|
|
num_in_flight_tokens = 0
|
|
|
|
def __hash__(self):
|
|
return hash(self.request_id)
|
|
|
|
def __eq__(self, other):
|
|
return getattr(other, "request_id", None) == self.request_id
|
|
|
|
|
|
def test_generation_scheduler_calls_cleanup_on_finished(monkeypatch, mocker: MockerFixture):
|
|
"""OmniGenerationScheduler must call adapter.cleanup when request finishes."""
|
|
cleanup_calls = []
|
|
|
|
adapter_mock = mocker.MagicMock()
|
|
adapter_mock.finished_requests = {"req-s1"}
|
|
adapter_mock.cleanup = lambda *a, **kw: cleanup_calls.append((a, kw))
|
|
|
|
from vllm_omni.core.sched.omni_generation_scheduler import OmniGenerationScheduler
|
|
|
|
scheduler = mocker.MagicMock()
|
|
scheduler.chunk_transfer_adapter = adapter_mock
|
|
scheduler.connector = None
|
|
scheduler.ec_connector = None
|
|
scheduler.perf_metrics = None
|
|
scheduler.log_stats = False
|
|
scheduler.recompute_kv_load_failures = False
|
|
scheduler.structured_output_manager = mocker.MagicMock()
|
|
scheduler.structured_output_manager.should_advance.return_value = False
|
|
scheduler.finished_req_ids_dict = {}
|
|
scheduler.kv_cache_manager.take_events.return_value = None
|
|
scheduler.kv_event_publisher = mocker.MagicMock()
|
|
|
|
request = _HashableRequest(
|
|
request_id="req-s1",
|
|
external_req_id="ext-s1",
|
|
status=RequestStatus.RUNNING,
|
|
is_finished=lambda: False,
|
|
num_computed_tokens=10,
|
|
num_prompt_tokens=10,
|
|
prompt_token_ids=list(range(10)),
|
|
num_output_placeholders=0,
|
|
sampling_params=None,
|
|
pooling_params=None,
|
|
stop_reason=None,
|
|
client_index=0,
|
|
take_events=lambda: [],
|
|
trace_headers=None,
|
|
has_encoder_inputs=False,
|
|
take_prefill_stats=lambda: None,
|
|
num_nans_in_logits=0,
|
|
get_finished_reason=lambda: "stop",
|
|
)
|
|
scheduler.requests = {"req-s1": request}
|
|
|
|
scheduler._handle_stopped_request = mocker.MagicMock(return_value=True)
|
|
scheduler._free_request = mocker.MagicMock(return_value=(None, None))
|
|
scheduler._get_routed_experts = mocker.MagicMock(return_value=None)
|
|
scheduler.running = [request]
|
|
scheduler.waiting = mocker.MagicMock()
|
|
scheduler.waiting.remove_requests = mocker.MagicMock()
|
|
scheduler.make_stats = mocker.MagicMock(return_value=None)
|
|
|
|
scheduler_output = SimpleNamespace(
|
|
num_scheduled_tokens={"req-s1": 10},
|
|
scheduled_spec_decode_tokens={},
|
|
num_invalid_spec_tokens=0,
|
|
)
|
|
model_runner_output = SimpleNamespace(
|
|
sampled_token_ids=None,
|
|
logprobs=None,
|
|
prompt_logprobs_dict={},
|
|
pooler_output=None,
|
|
num_nans_in_logits=None,
|
|
kv_connector_output=None,
|
|
cudagraph_stats=None,
|
|
req_id_to_index={"req-s1": 0},
|
|
routed_experts=None,
|
|
routed_experts_dict=None,
|
|
)
|
|
|
|
OmniGenerationScheduler.update_from_output(scheduler, scheduler_output, model_runner_output)
|
|
|
|
assert len(cleanup_calls) == 1
|
|
args, _ = cleanup_calls[0]
|
|
assert args[0] == "req-s1"
|
|
assert args[1] == "ext-s1"
|
|
|
|
|
|
def test_ar_scheduler_defers_cleanup_and_queues_save_on_finished(mocker: MockerFixture):
|
|
"""OmniARScheduler should enqueue save; adapter cleanup is handled in save thread."""
|
|
cleanup_calls = []
|
|
save_calls = []
|
|
|
|
adapter_mock = mocker.MagicMock()
|
|
adapter_mock.cleanup = lambda *a, **kw: cleanup_calls.append((a, kw))
|
|
adapter_mock.save_async = lambda *a, **kw: save_calls.append((a, kw))
|
|
|
|
from vllm_omni.core.sched.omni_ar_scheduler import OmniARScheduler
|
|
|
|
scheduler = mocker.MagicMock()
|
|
scheduler.chunk_transfer_adapter = adapter_mock
|
|
scheduler.connector = None
|
|
scheduler.perf_metrics = None
|
|
scheduler.log_stats = False
|
|
scheduler.recompute_kv_load_failures = False
|
|
scheduler.structured_output_manager = mocker.MagicMock()
|
|
scheduler.structured_output_manager.should_advance.return_value = False
|
|
scheduler.finished_req_ids_dict = {}
|
|
scheduler.kv_cache_manager = mocker.MagicMock()
|
|
scheduler.kv_cache_manager.take_events.return_value = None
|
|
scheduler.kv_event_publisher = mocker.MagicMock()
|
|
scheduler.waiting_for_transfer_free = set()
|
|
scheduler.transfer_triggered_requests = set()
|
|
scheduler.active_kv_transfers = set()
|
|
|
|
request = _HashableRequest(
|
|
request_id="req-ar",
|
|
external_req_id="ext-ar",
|
|
status=RequestStatus.RUNNING,
|
|
is_finished=lambda: False,
|
|
num_computed_tokens=1,
|
|
num_prompt_tokens=1,
|
|
prompt_token_ids=[1],
|
|
num_output_placeholders=0,
|
|
sampling_params=None,
|
|
pooling_params=None,
|
|
stop_reason=None,
|
|
client_index=0,
|
|
take_events=lambda: [],
|
|
trace_headers=None,
|
|
has_encoder_inputs=False,
|
|
take_prefill_stats=lambda: None,
|
|
num_nans_in_logits=0,
|
|
get_finished_reason=lambda: "stop",
|
|
)
|
|
scheduler.requests = {"req-ar": request}
|
|
|
|
scheduler._update_request_with_output = mocker.MagicMock(return_value=([], True))
|
|
scheduler._process_kv_transfer_trigger = mocker.MagicMock(return_value=False)
|
|
scheduler._handle_stopped_request = mocker.MagicMock(return_value=True)
|
|
scheduler._free_request = mocker.MagicMock(return_value=(None, None))
|
|
scheduler._get_routed_experts = mocker.MagicMock(return_value=None)
|
|
scheduler.running = [request]
|
|
scheduler.waiting = mocker.MagicMock()
|
|
scheduler.waiting.remove_requests = mocker.MagicMock()
|
|
scheduler.make_spec_decoding_stats = mocker.MagicMock(return_value=None)
|
|
scheduler.make_stats = mocker.MagicMock(return_value=None)
|
|
|
|
scheduler_output = SimpleNamespace(
|
|
num_scheduled_tokens={"req-ar": 1},
|
|
scheduled_spec_decode_tokens={},
|
|
num_invalid_spec_tokens=0,
|
|
)
|
|
model_runner_output = SimpleNamespace(
|
|
sampled_token_ids=[[123]],
|
|
logprobs=None,
|
|
prompt_logprobs_dict={},
|
|
pooler_output=None,
|
|
num_nans_in_logits=None,
|
|
kv_connector_output=None,
|
|
cudagraph_stats=None,
|
|
req_id_to_index={"req-ar": 0},
|
|
kv_extracted_req_ids=None,
|
|
routed_experts=None,
|
|
routed_experts_dict=None,
|
|
)
|
|
|
|
OmniARScheduler.update_from_output(scheduler, scheduler_output, model_runner_output)
|
|
|
|
assert len(cleanup_calls) == 0
|
|
assert len(save_calls) == 1
|
|
|
|
|
|
def test_omni_ar_scheduler_finish_requests(mocker: MockerFixture):
|
|
"""``OmniARScheduler.finish_requests`` must run chunk adapter hook before vLLM base."""
|
|
from vllm_omni.core.sched.omni_ar_scheduler import OmniARScheduler
|
|
|
|
order: list[str] = []
|
|
|
|
adapter = mocker.MagicMock()
|
|
|
|
def _adapter_finish(request_ids, finished_status, requests):
|
|
order.append("adapter")
|
|
return []
|
|
|
|
adapter.finish_requests.side_effect = _adapter_finish
|
|
|
|
def _super_finish(_self, request_ids, finished_status):
|
|
order.append("super")
|
|
return []
|
|
|
|
sched = OmniARScheduler.__new__(OmniARScheduler)
|
|
sched.chunk_transfer_adapter = adapter
|
|
sched.requests = {}
|
|
sched.running = []
|
|
sched.waiting = []
|
|
|
|
with patch.object(VLLMScheduler, "finish_requests", _super_finish):
|
|
OmniARScheduler.finish_requests(sched, ["r1"], RequestStatus.FINISHED_ABORTED)
|
|
|
|
assert order == ["adapter", "super"]
|
|
|
|
|
|
def test_wire_round_trip_struct_to_dict_contract():
|
|
"""Pin the wire contract: encoding ``OmniPayloadStruct`` and decoding it
|
|
yields a dict equivalent to ``to_dict(struct)``.
|
|
|
|
The chunk-adapter sender uses struct attribute access while the receiver
|
|
uses dict-key access. This works only because ``OmniMsgpackDecoder`` has
|
|
no target type and decodes structs back to plain dicts. If this test
|
|
breaks, the receiver's dict access will silently drop fields or KeyError.
|
|
"""
|
|
from vllm_omni.data_entry_keys import CodesStruct, to_dict
|
|
from vllm_omni.distributed.omni_connectors.utils.serialization import (
|
|
OmniMsgpackDecoder,
|
|
OmniMsgpackEncoder,
|
|
)
|
|
|
|
struct = OmniPayloadStruct(
|
|
meta=MetaStruct(
|
|
finished=torch.tensor(True, dtype=torch.bool),
|
|
left_context_size=12,
|
|
),
|
|
codes=CodesStruct(audio=torch.tensor([1, 2, 3], dtype=torch.int64)),
|
|
)
|
|
|
|
encoded = OmniMsgpackEncoder().encode(struct)
|
|
decoded = OmniMsgpackDecoder().decode(encoded)
|
|
|
|
assert isinstance(decoded, dict)
|
|
assert isinstance(decoded["meta"], dict)
|
|
assert isinstance(decoded["meta"]["finished"], torch.Tensor)
|
|
assert bool(decoded["meta"]["finished"].item()) is True
|
|
assert decoded["meta"]["left_context_size"] == 12
|
|
assert torch.equal(decoded["codes"]["audio"], torch.tensor([1, 2, 3], dtype=torch.int64))
|
|
|
|
expected = to_dict(struct)
|
|
assert set(decoded.keys()) == set(expected.keys())
|
|
assert set(decoded["meta"].keys()) == set(expected["meta"].keys())
|
|
assert set(decoded["codes"].keys()) == set(expected["codes"].keys())
|
|
|
|
|
|
# ---------------------------------------------------------------
|
|
# Deferred finish for upstream-completed requests
|
|
# ---------------------------------------------------------------
|
|
|
|
|
|
def _build_deferred_finish_scheduler(mocker, *, running, pending_finish_reqs):
|
|
"""Build a mock scheduler with requests queued for deferred finish."""
|
|
adapter_mock = mocker.MagicMock()
|
|
adapter_mock.finished_requests = {r.request_id for r in pending_finish_reqs}
|
|
cleanup_calls = []
|
|
adapter_mock.cleanup = lambda *a, **kw: cleanup_calls.append((a, kw))
|
|
|
|
scheduler = mocker.MagicMock()
|
|
scheduler.chunk_transfer_adapter = adapter_mock
|
|
scheduler.connector = None
|
|
scheduler.ec_connector = None
|
|
scheduler.perf_metrics = None
|
|
scheduler.log_stats = False
|
|
scheduler.recompute_kv_load_failures = False
|
|
scheduler.structured_output_manager = mocker.MagicMock()
|
|
scheduler.structured_output_manager.should_advance.return_value = False
|
|
scheduler.finished_req_ids_dict = {}
|
|
scheduler.kv_cache_manager.take_events.return_value = None
|
|
scheduler.kv_event_publisher = mocker.MagicMock()
|
|
scheduler._pending_finish_reqs = list(pending_finish_reqs)
|
|
|
|
scheduler._handle_stopped_request = mocker.MagicMock(return_value=True)
|
|
scheduler._free_request = mocker.MagicMock(return_value=(None, None))
|
|
scheduler._get_routed_experts = mocker.MagicMock(return_value=None)
|
|
scheduler.running = list(running)
|
|
scheduler.waiting = mocker.MagicMock()
|
|
scheduler.waiting.remove_requests = mocker.MagicMock()
|
|
scheduler.make_stats = mocker.MagicMock(return_value=None)
|
|
scheduler.requests = {r.request_id: r for r in running}
|
|
|
|
scheduler_output = SimpleNamespace(
|
|
num_scheduled_tokens={},
|
|
scheduled_spec_decode_tokens={},
|
|
num_invalid_spec_tokens=0,
|
|
)
|
|
model_runner_output = SimpleNamespace(
|
|
sampled_token_ids=None,
|
|
logprobs=None,
|
|
prompt_logprobs_dict={},
|
|
pooler_output=None,
|
|
num_nans_in_logits=None,
|
|
kv_connector_output=None,
|
|
cudagraph_stats=None,
|
|
req_id_to_index={},
|
|
)
|
|
return scheduler, scheduler_output, model_runner_output, cleanup_calls
|
|
|
|
|
|
def test_deferred_finish_emits_finished_output(mocker: MockerFixture):
|
|
"""A request whose upstream completed with no remaining tokens should
|
|
emit a FINISHED EngineCoreOutput, free resources, and clean up adapter state."""
|
|
from vllm_omni.core.sched.omni_generation_scheduler import OmniGenerationScheduler
|
|
|
|
request = _HashableRequest(
|
|
request_id="req-df1",
|
|
external_req_id="ext-df1",
|
|
status=RequestStatus.RUNNING,
|
|
is_finished=lambda: False,
|
|
num_computed_tokens=16,
|
|
num_prompt_tokens=16,
|
|
prompt_token_ids=list(range(1, 17)),
|
|
num_output_placeholders=0,
|
|
sampling_params=None,
|
|
pooling_params=None,
|
|
stop_reason=None,
|
|
client_index=0,
|
|
take_events=lambda: [],
|
|
trace_headers=None,
|
|
has_encoder_inputs=False,
|
|
take_prefill_stats=lambda: None,
|
|
num_nans_in_logits=0,
|
|
get_finished_reason=lambda: "stop",
|
|
)
|
|
scheduler, sched_out, model_out, cleanup_calls = _build_deferred_finish_scheduler(
|
|
mocker,
|
|
running=[request],
|
|
pending_finish_reqs=[request],
|
|
)
|
|
scheduler._free_request.return_value = ({"mock": "kv_params"}, None)
|
|
|
|
result = OmniGenerationScheduler.update_from_output(scheduler, sched_out, model_out)
|
|
|
|
assert request.status == RequestStatus.FINISHED_STOPPED
|
|
scheduler._handle_stopped_request.assert_called_once_with(request)
|
|
scheduler._free_request.assert_called_once_with(request)
|
|
assert len(cleanup_calls) == 1
|
|
assert cleanup_calls[0][0] == ("req-df1", "ext-df1")
|
|
|
|
eco = result[0]
|
|
assert len(eco.outputs) == 1
|
|
assert eco.outputs[0].request_id == "req-df1"
|
|
assert eco.outputs[0].finish_reason == "stop"
|
|
assert eco.outputs[0].kv_transfer_params == {"mock": "kv_params"}
|
|
assert scheduler._pending_finish_reqs == []
|
|
|
|
|
|
def test_deferred_finish_empty_prompt(mocker: MockerFixture):
|
|
"""A request that never received any tokens (finished immediately upstream)
|
|
should still emit a FINISHED output and clean up."""
|
|
from vllm_omni.core.sched.omni_generation_scheduler import OmniGenerationScheduler
|
|
|
|
request = _HashableRequest(
|
|
request_id="req-df2",
|
|
external_req_id="ext-df2",
|
|
status=RequestStatus.WAITING,
|
|
is_finished=lambda: False,
|
|
num_computed_tokens=0,
|
|
num_prompt_tokens=0,
|
|
prompt_token_ids=[],
|
|
num_output_placeholders=0,
|
|
sampling_params=None,
|
|
pooling_params=None,
|
|
stop_reason=None,
|
|
client_index=0,
|
|
take_events=lambda: [],
|
|
trace_headers=None,
|
|
has_encoder_inputs=False,
|
|
take_prefill_stats=lambda: None,
|
|
num_nans_in_logits=0,
|
|
get_finished_reason=lambda: "stop",
|
|
)
|
|
scheduler, sched_out, model_out, cleanup_calls = _build_deferred_finish_scheduler(
|
|
mocker,
|
|
running=[],
|
|
pending_finish_reqs=[request],
|
|
)
|
|
|
|
result = OmniGenerationScheduler.update_from_output(scheduler, sched_out, model_out)
|
|
|
|
assert request.status == RequestStatus.FINISHED_STOPPED
|
|
scheduler._free_request.assert_called_once_with(request)
|
|
assert len(cleanup_calls) == 1
|
|
eco = result[0]
|
|
assert len(eco.outputs) == 1
|
|
assert eco.outputs[0].finish_reason == "stop"
|
|
assert scheduler._pending_finish_reqs == []
|
|
|
|
|
|
def test_deferred_finish_skips_already_finished(mocker: MockerFixture):
|
|
"""A request that was aborted between schedule() and update_from_output()
|
|
should be skipped without emitting output or freeing resources twice."""
|
|
from vllm_omni.core.sched.omni_generation_scheduler import OmniGenerationScheduler
|
|
|
|
request = _HashableRequest(
|
|
request_id="req-df3",
|
|
external_req_id="ext-df3",
|
|
status=RequestStatus.FINISHED_ABORTED,
|
|
is_finished=lambda: True,
|
|
num_computed_tokens=0,
|
|
num_prompt_tokens=0,
|
|
prompt_token_ids=[],
|
|
num_output_placeholders=0,
|
|
sampling_params=None,
|
|
pooling_params=None,
|
|
stop_reason=None,
|
|
client_index=0,
|
|
take_events=lambda: [],
|
|
trace_headers=None,
|
|
has_encoder_inputs=False,
|
|
take_prefill_stats=lambda: None,
|
|
num_nans_in_logits=0,
|
|
get_finished_reason=lambda: "stop",
|
|
)
|
|
scheduler, sched_out, model_out, cleanup_calls = _build_deferred_finish_scheduler(
|
|
mocker,
|
|
running=[],
|
|
pending_finish_reqs=[request],
|
|
)
|
|
|
|
result = OmniGenerationScheduler.update_from_output(scheduler, sched_out, model_out)
|
|
|
|
scheduler._handle_stopped_request.assert_not_called()
|
|
scheduler._free_request.assert_not_called()
|
|
assert len(cleanup_calls) == 0
|
|
assert 0 not in result
|
|
assert scheduler._pending_finish_reqs == []
|
|
|
|
|
|
def test_deferred_finish_not_finished_still_emits_output(mocker: MockerFixture):
|
|
"""When _handle_stopped_request returns False (resumable request), the
|
|
output must still be emitted so the client stream doesn't hang."""
|
|
from vllm_omni.core.sched.omni_generation_scheduler import OmniGenerationScheduler
|
|
|
|
request = _HashableRequest(
|
|
request_id="req-df4",
|
|
external_req_id="ext-df4",
|
|
status=RequestStatus.RUNNING,
|
|
is_finished=lambda: False,
|
|
num_computed_tokens=16,
|
|
num_prompt_tokens=16,
|
|
prompt_token_ids=list(range(1, 17)),
|
|
num_output_placeholders=0,
|
|
sampling_params=None,
|
|
pooling_params=None,
|
|
stop_reason=None,
|
|
client_index=0,
|
|
take_events=lambda: [],
|
|
trace_headers=None,
|
|
has_encoder_inputs=False,
|
|
take_prefill_stats=lambda: None,
|
|
num_nans_in_logits=0,
|
|
get_finished_reason=lambda: "stop",
|
|
)
|
|
scheduler, sched_out, model_out, cleanup_calls = _build_deferred_finish_scheduler(
|
|
mocker,
|
|
running=[request],
|
|
pending_finish_reqs=[request],
|
|
)
|
|
scheduler._handle_stopped_request.return_value = False
|
|
|
|
result = OmniGenerationScheduler.update_from_output(scheduler, sched_out, model_out)
|
|
|
|
scheduler._handle_stopped_request.assert_called_once_with(request)
|
|
scheduler._free_request.assert_not_called()
|
|
assert len(cleanup_calls) == 0
|
|
|
|
eco = result[0]
|
|
assert len(eco.outputs) == 1
|
|
assert eco.outputs[0].request_id == "req-df4"
|
|
assert eco.outputs[0].finish_reason == "stop"
|
|
assert eco.outputs[0].kv_transfer_params is None
|
|
assert scheduler._pending_finish_reqs == []
|
|
|
|
|
|
# ---------------------------------------------------------------
|
|
# Zombie purge tests (regression for vllm-project/vllm-omni#3736)
|
|
# ---------------------------------------------------------------
|
|
|
|
|
|
def test_process_pending_chunks_purges_zombies_in_running_deque(
|
|
build_adapter,
|
|
):
|
|
"""A request aborted while parked in ``waiting_for_chunk_running_requests``
|
|
is no longer tracked by ``scheduler.requests`` once
|
|
``Scheduler._free_request`` runs. ``process_pending_chunks`` must drop
|
|
that zombie *before* ``restore_queues`` would re-inject it onto the
|
|
running queue.
|
|
|
|
Regression for https://github.com/vllm-project/vllm-omni/issues/3736
|
|
(engine-core ``KeyError`` on aborts under chunk-transfer pressure).
|
|
"""
|
|
adapter, _ = build_adapter(stage_id=1, max_num_seqs=8)
|
|
|
|
live_req = _req("live-1", RequestStatus.WAITING_FOR_CHUNK)
|
|
zombie_req = _req("zombie-1", RequestStatus.WAITING_FOR_CHUNK)
|
|
adapter.waiting_for_chunk_running_requests.append(live_req)
|
|
adapter.waiting_for_chunk_running_requests.append(zombie_req)
|
|
# Mirror state the adapter would carry for an in-flight request so we can
|
|
# later assert ``cleanup_receiver`` actually fired against the zombie.
|
|
adapter.requests_origin_status[zombie_req.request_id] = RequestStatus.RUNNING
|
|
adapter.requests_origin_status[live_req.request_id] = RequestStatus.RUNNING
|
|
|
|
waiting_queue = DummyWaitingQueue()
|
|
running_queue: list = []
|
|
# Simulate the post-abort scheduler: only ``live-1`` is still tracked.
|
|
scheduler_requests = {live_req.request_id: live_req}
|
|
|
|
adapter.process_pending_chunks(waiting_queue, running_queue, scheduler_requests=scheduler_requests)
|
|
|
|
# 1. Zombie was popped from the deque.
|
|
assert zombie_req not in adapter.waiting_for_chunk_running_requests
|
|
# 2. Live request is still in the deque.
|
|
assert live_req in adapter.waiting_for_chunk_running_requests
|
|
# 3. ``cleanup_receiver`` ran for the zombie (drops origin-status mapping
|
|
# and registers the id as cancelled so a late load/poll is dropped too).
|
|
assert zombie_req.request_id not in adapter.requests_origin_status
|
|
assert zombie_req.request_id in adapter._cancelled_load_reqs
|
|
# 4. Live request's bookkeeping is untouched.
|
|
assert adapter.requests_origin_status[live_req.request_id] == RequestStatus.RUNNING
|
|
assert live_req.request_id not in adapter._cancelled_load_reqs
|
|
|
|
# 5. ``restore_queues`` (which the scheduler runs in its ``finally``
|
|
# clause) now only re-injects the live request -- the zombie is
|
|
# gone, so the worker's ``_update_states`` cannot crash on it.
|
|
adapter.restore_queues(waiting_queue, running_queue, scheduler_requests=scheduler_requests)
|
|
assert running_queue == [live_req]
|
|
|
|
|
|
def test_process_pending_chunks_purges_zombies_in_waiting_deque(build_adapter):
|
|
"""Zombie purge applies symmetrically to the waiting-side deque.
|
|
|
|
Regression for https://github.com/vllm-project/vllm-omni/issues/3736 --
|
|
aborted requests that landed in ``waiting_for_chunk_waiting_requests``
|
|
must also be removed before ``restore_queues`` re-injects them, since
|
|
``restore_queues`` uses ``waiting_queue.add_request`` rather than
|
|
``running_queue.extend`` for that path.
|
|
"""
|
|
adapter, _ = build_adapter(stage_id=1, max_num_seqs=8)
|
|
|
|
live_req = _req("live-w", RequestStatus.WAITING_FOR_CHUNK)
|
|
zombie_req = _req("zombie-w", RequestStatus.WAITING_FOR_CHUNK)
|
|
adapter.waiting_for_chunk_waiting_requests.append(live_req)
|
|
adapter.waiting_for_chunk_waiting_requests.append(zombie_req)
|
|
|
|
waiting_queue = DummyWaitingQueue()
|
|
running_queue: list = []
|
|
scheduler_requests = {live_req.request_id: live_req}
|
|
|
|
adapter.process_pending_chunks(waiting_queue, running_queue, scheduler_requests=scheduler_requests)
|
|
|
|
assert live_req in adapter.waiting_for_chunk_waiting_requests
|
|
assert zombie_req not in adapter.waiting_for_chunk_waiting_requests
|
|
assert zombie_req.request_id in adapter._cancelled_load_reqs
|
|
|
|
adapter.restore_queues(waiting_queue, running_queue, scheduler_requests=scheduler_requests)
|
|
assert waiting_queue == [live_req]
|
|
|
|
|
|
def test_purge_preserves_live_order_with_interleaved_zombies(build_adapter):
|
|
"""Interleaved live/zombie ordering -- pin the ``popleft`` + append-live
|
|
in-place filter at chunk_transfer_adapter._purge_untracked_chunk_requests:
|
|
survivor order must match insertion order, and ``cleanup_receiver`` must
|
|
run exactly once per zombie.
|
|
"""
|
|
adapter, _ = build_adapter(stage_id=1, max_num_seqs=8)
|
|
|
|
live1 = _req("live-1", RequestStatus.WAITING_FOR_CHUNK)
|
|
zombie1 = _req("zombie-1", RequestStatus.WAITING_FOR_CHUNK)
|
|
live2 = _req("live-2", RequestStatus.WAITING_FOR_CHUNK)
|
|
zombie2 = _req("zombie-2", RequestStatus.WAITING_FOR_CHUNK)
|
|
for req in (live1, zombie1, live2, zombie2):
|
|
adapter.waiting_for_chunk_running_requests.append(req)
|
|
|
|
waiting_queue = DummyWaitingQueue()
|
|
running_queue: list = []
|
|
scheduler_requests = {live1.request_id: live1, live2.request_id: live2}
|
|
|
|
adapter.process_pending_chunks(waiting_queue, running_queue, scheduler_requests=scheduler_requests)
|
|
|
|
assert list(adapter.waiting_for_chunk_running_requests) == [live1, live2]
|
|
assert zombie1.request_id in adapter._cancelled_load_reqs
|
|
assert zombie2.request_id in adapter._cancelled_load_reqs
|
|
|
|
|
|
def test_restore_queues_purges_late_aborts_after_process_pending_chunks(
|
|
build_adapter,
|
|
):
|
|
"""Race window guard: an abort can fire between ``process_pending_chunks``
|
|
and the scheduler's ``finally``-clause ``restore_queues`` call. The
|
|
second purge inside ``restore_queues`` must drop the now-untracked
|
|
request so it does not get re-injected onto ``running_queue``.
|
|
"""
|
|
adapter, _ = build_adapter(stage_id=1, max_num_seqs=8)
|
|
|
|
req = _req("late-abort", RequestStatus.WAITING_FOR_CHUNK)
|
|
adapter.waiting_for_chunk_running_requests.append(req)
|
|
|
|
waiting_queue = DummyWaitingQueue()
|
|
running_queue: list = []
|
|
|
|
# Tick N: process_pending_chunks runs while req is still tracked.
|
|
scheduler_requests: dict = {req.request_id: req}
|
|
adapter.process_pending_chunks(waiting_queue, running_queue, scheduler_requests=scheduler_requests)
|
|
assert req in adapter.waiting_for_chunk_running_requests
|
|
|
|
# Mid-tick: abort fires and the scheduler's free path deletes the entry.
|
|
del scheduler_requests[req.request_id]
|
|
|
|
# finally: restore_queues sees the now-untracked req and must drop it
|
|
# instead of blindly extending it onto running_queue.
|
|
adapter.restore_queues(waiting_queue, running_queue, scheduler_requests=scheduler_requests)
|
|
assert running_queue == []
|
|
assert req.request_id in adapter._cancelled_load_reqs
|
|
|
|
|
|
def test_purge_is_noop_on_empty_deques(build_adapter):
|
|
"""Empty deques short-circuit -- guards against any accidental
|
|
``IndexError`` from ``popleft`` on an empty deque if a future caller
|
|
shadows the empty check.
|
|
"""
|
|
adapter, _ = build_adapter(stage_id=1, max_num_seqs=8)
|
|
assert len(adapter.waiting_for_chunk_waiting_requests) == 0
|
|
assert len(adapter.waiting_for_chunk_running_requests) == 0
|
|
|
|
waiting_queue = DummyWaitingQueue()
|
|
running_queue: list = []
|
|
|
|
adapter.process_pending_chunks(waiting_queue, running_queue, scheduler_requests={})
|
|
assert len(adapter.waiting_for_chunk_waiting_requests) == 0
|
|
assert len(adapter.waiting_for_chunk_running_requests) == 0
|
|
adapter.restore_queues(waiting_queue, running_queue, scheduler_requests={})
|
|
assert running_queue == []
|
|
assert waiting_queue == []
|