652 lines
20 KiB
Python
652 lines
20 KiB
Python
# SPDX-License-Identifier: Apache-2.0
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# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
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"""Tests for the serving-layer streaming video WebSocket handler."""
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from __future__ import annotations
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import asyncio
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import base64
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import io
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import json
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import threading
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from typing import Any
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import pytest
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from PIL import Image
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from vllm_omni.entrypoints.openai import video_stream_base, video_stream_envs
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from vllm_omni.entrypoints.openai.serving_video_stream import (
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QwenOmniStreamingVideoHandler,
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StreamingVideoSessionConfig,
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)
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from vllm_omni.entrypoints.openai.video_stream_base import OmniStreamingVideoHandler
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from vllm_omni.outputs import OmniRequestOutput
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pytestmark = [pytest.mark.core_model, pytest.mark.cpu]
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def _make_jpeg(r: int = 128, g: int = 128, b: int = 128) -> bytes:
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img = Image.new("RGB", (64, 64), (r, g, b))
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buf = io.BytesIO()
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img.save(buf, format="JPEG", quality=95)
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return buf.getvalue()
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def _b64(data: bytes) -> str:
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return base64.b64encode(data).decode()
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def _text_result(text: str) -> OmniRequestOutput:
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class Output:
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pass
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class RequestOutput:
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pass
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output = Output()
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output.text = text
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request_output = RequestOutput()
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request_output.outputs = [output]
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return OmniRequestOutput(final_output_type="text", request_output=request_output)
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def _audio_result(audio_data: Any) -> OmniRequestOutput:
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class Output:
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pass
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class RequestOutput:
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pass
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output = Output()
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output.multimodal_output = {"audio": audio_data}
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request_output = RequestOutput()
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request_output.outputs = [output]
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return OmniRequestOutput(final_output_type="audio", request_output=request_output)
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class MockWebSocket:
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def __init__(self, messages: list[str] | None = None):
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self._messages = list(messages or [])
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self._idx = 0
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self.accepted = False
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self.sent: list[dict[str, Any]] = []
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async def accept(self):
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self.accepted = True
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async def receive_text(self) -> str:
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if self._idx >= len(self._messages):
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await asyncio.sleep(999)
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msg = self._messages[self._idx]
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self._idx += 1
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return msg
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async def send_json(self, data: dict[str, Any]):
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self.sent.append(data)
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class TimedWebSocket:
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def __init__(self):
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self._q: asyncio.Queue[str] = asyncio.Queue()
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self.accepted = False
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self.sent: list[dict[str, Any]] = []
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async def accept(self):
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self.accepted = True
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async def receive_text(self) -> str:
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return await self._q.get()
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async def send_json(self, data: dict[str, Any]):
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self.sent.append(data)
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def put(self, msg: dict[str, Any]):
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self._q.put_nowait(json.dumps(msg))
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def sent_types(self) -> list[str]:
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return [m.get("type", "") for m in self.sent]
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def test_api_server_registers_video_stream_route():
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from vllm_omni.entrypoints.openai.api_server import router
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assert any(getattr(route, "path", None) == "/v1/video/chat/stream" for route in router.routes)
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@pytest.mark.asyncio
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async def test_receive_config_accepts_client_legacy_aliases():
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ws = MockWebSocket(
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[
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json.dumps(
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{
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"type": "session.config",
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"model": "test",
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"num_sample_frames": 7,
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"evs_enabled": False,
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"evs_threshold": 0.87,
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}
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)
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]
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)
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handler = OmniStreamingVideoHandler(chat_service=object())
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config = await handler._receive_config(ws)
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assert config is not None
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assert config.num_frames == 7
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assert config.enable_frame_filter is False
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assert config.frame_filter_threshold == 0.87
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@pytest.mark.asyncio
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async def test_audio_in_video_sets_mm_processor_kwargs():
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captured_requests = []
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class EmptyEngine:
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def generate(self, **_kwargs):
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async def _gen():
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if False:
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yield None
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return _gen()
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class CapturingHandler(QwenOmniStreamingVideoHandler):
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async def _preprocess_to_engine_prompt(self, request):
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captured_requests.append(request)
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return {"prompt": "x"}
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ws = MockWebSocket()
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handler = CapturingHandler(chat_service=object(), engine_client=EmptyEngine())
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config = StreamingVideoSessionConfig(model="test", modalities=["text", "audio"], use_audio_in_video=True)
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await handler._process_query_engine(
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ws,
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config,
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[_b64(_make_jpeg())],
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bytearray(b"\x00\x00"),
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[],
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"what is happening?",
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"req-1",
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asyncio.Event(),
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{},
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)
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assert captured_requests
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assert captured_requests[0].mm_processor_kwargs == {"use_audio_in_video": True}
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@pytest.mark.asyncio
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async def test_audio_in_video_disabled_omits_mm_processor_kwargs():
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captured_requests = []
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class EmptyEngine:
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def generate(self, **_kwargs):
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async def _gen():
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if False:
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yield None
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return _gen()
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class CapturingHandler(QwenOmniStreamingVideoHandler):
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async def _preprocess_to_engine_prompt(self, request):
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captured_requests.append(request)
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return {"prompt": "x"}
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ws = MockWebSocket()
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handler = CapturingHandler(chat_service=object(), engine_client=EmptyEngine())
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config = StreamingVideoSessionConfig(model="test", modalities=["text", "audio"], use_audio_in_video=False)
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await handler._process_query_engine(
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ws,
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config,
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[_b64(_make_jpeg())],
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bytearray(b"\x00\x00"),
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[],
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"what is happening?",
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"req-1",
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asyncio.Event(),
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{},
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)
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assert captured_requests
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assert captured_requests[0].mm_processor_kwargs is None
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@pytest.mark.asyncio
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async def test_query_inline_audio_data_sets_mm_processor_kwargs():
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captured_requests = []
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class EmptyEngine:
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def generate(self, **_kwargs):
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async def _gen():
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if False:
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yield None
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return _gen()
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class CapturingHandler(QwenOmniStreamingVideoHandler):
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async def _preprocess_to_engine_prompt(self, request):
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captured_requests.append(request)
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return {"prompt": "x"}
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ws = MockWebSocket(
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[
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json.dumps({"type": "session.config", "model": "test"}),
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json.dumps({"type": "video.frame", "data": _b64(_make_jpeg())}),
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json.dumps(
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{
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"type": "video.query",
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"text": "describe",
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"audio_data": _b64(b"\x00\x00"),
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}
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),
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json.dumps({"type": "video.done"}),
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]
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)
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handler = CapturingHandler(chat_service=object(), engine_client=EmptyEngine(), idle_timeout=2.0)
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await handler.handle_session(ws)
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assert captured_requests
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assert captured_requests[0].mm_processor_kwargs == {"use_audio_in_video": True}
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assert "session.done" in [m.get("type") for m in ws.sent]
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def test_audio_delta_mode_is_read_by_serving_code_at_runtime(monkeypatch):
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handler = OmniStreamingVideoHandler(chat_service=object())
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result = _audio_result([object()])
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monkeypatch.setattr(
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OmniStreamingVideoHandler,
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"_delta_fast",
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classmethod(lambda cls, audio_data, chunks_drained: ("fast-path", chunks_drained)),
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)
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monkeypatch.setattr(
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OmniStreamingVideoHandler,
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"_delta_slow",
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classmethod(lambda cls, audio_data, chunks_drained: ("slow-path", chunks_drained)),
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)
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monkeypatch.setenv("VLLM_VIDEO_AUDIO_DELTA_MODE", "fast")
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assert handler._extract_audio_delta_b64(result, 0)[0] == "fast-path"
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monkeypatch.setenv("VLLM_VIDEO_AUDIO_DELTA_MODE", "slow")
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assert handler._extract_audio_delta_b64(result, 0)[0] == "slow-path"
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def test_video_stream_envs_strip_and_warn_once_per_invalid_value(monkeypatch):
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warnings = []
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video_stream_envs._warned_invalid_envs.clear()
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try:
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monkeypatch.setattr(
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video_stream_envs.logger,
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"warning",
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lambda message, *args, **_kwargs: warnings.append((message, args)),
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)
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monkeypatch.setenv("VLLM_VIDEO_ASYNC_CHUNK", " off ")
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assert video_stream_envs.VLLM_VIDEO_ASYNC_CHUNK == "off"
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assert not warnings
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monkeypatch.setenv("VLLM_VIDEO_ASYNC_CHUNK", "bad")
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assert video_stream_envs.VLLM_VIDEO_ASYNC_CHUNK == "on"
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assert video_stream_envs.VLLM_VIDEO_ASYNC_CHUNK == "on"
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assert len(warnings) == 1
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monkeypatch.setenv("VLLM_VIDEO_ASYNC_CHUNK", "still_bad")
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assert video_stream_envs.VLLM_VIDEO_ASYNC_CHUNK == "on"
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assert len(warnings) == 2
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finally:
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video_stream_envs._warned_invalid_envs.clear()
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@pytest.mark.asyncio
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async def test_async_chunk_mode_is_read_by_engine_path_at_runtime(monkeypatch):
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class TextEngine:
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def generate(self, **_kwargs):
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async def _gen():
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yield _text_result("hello")
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return _gen()
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class CapturingHandler(QwenOmniStreamingVideoHandler):
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async def _preprocess_to_engine_prompt(self, request):
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return {"prompt": "x"}
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handler = CapturingHandler(chat_service=object(), engine_client=TextEngine())
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config = StreamingVideoSessionConfig(model="test", modalities=["text"])
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monkeypatch.setenv("VLLM_VIDEO_ASYNC_CHUNK", "on")
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ws_on = MockWebSocket()
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await handler._process_query_engine(
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ws_on,
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config,
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[_b64(_make_jpeg())],
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bytearray(),
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[],
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"describe",
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"req-on",
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asyncio.Event(),
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{},
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)
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assert {"type": "response.text.delta", "delta": "hello"} in ws_on.sent
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monkeypatch.setenv("VLLM_VIDEO_ASYNC_CHUNK", "off")
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ws_off = MockWebSocket()
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await handler._process_query_engine(
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ws_off,
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config,
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[_b64(_make_jpeg())],
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bytearray(),
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[],
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"describe",
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"req-off",
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asyncio.Event(),
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{},
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)
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assert {"type": "response.text.done", "text": "hello"} in ws_off.sent
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assert not any(m.get("type") == "response.text.delta" for m in ws_off.sent)
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@pytest.mark.asyncio
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async def test_query_without_engine_client_sends_error():
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ws = MockWebSocket()
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handler = OmniStreamingVideoHandler(chat_service=object(), engine_client=None)
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await handler._process_query(
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ws,
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StreamingVideoSessionConfig(model="test"),
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[],
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bytearray(),
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[],
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"describe",
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"req-1",
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asyncio.Event(),
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{},
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)
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assert {"type": "error", "message": "Streaming video requires an engine client"} in ws.sent
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@pytest.mark.asyncio
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async def test_new_query_cancels_in_flight_query():
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query_started = asyncio.Event()
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query_cancelled = asyncio.Event()
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calls = 0
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class BlockingHandler(QwenOmniStreamingVideoHandler):
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async def _process_query(self, *args, **kwargs):
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nonlocal calls
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calls += 1
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if calls > 1:
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return
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query_started.set()
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try:
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await asyncio.sleep(999)
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except asyncio.CancelledError:
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query_cancelled.set()
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raise
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ws = TimedWebSocket()
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handler = BlockingHandler(chat_service=object(), idle_timeout=5.0)
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task = asyncio.create_task(handler.handle_session(ws))
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ws.put({"type": "session.config", "model": "test"})
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await asyncio.sleep(0)
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ws.put({"type": "video.frame", "data": _b64(_make_jpeg())})
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await asyncio.sleep(0)
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ws.put({"type": "video.query", "text": "describe"})
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await asyncio.wait_for(query_started.wait(), timeout=2.0)
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ws.put({"type": "video.query", "text": "interrupt"})
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await asyncio.wait_for(query_cancelled.wait(), timeout=2.0)
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ws.put({"type": "video.done"})
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await asyncio.wait_for(task, timeout=2.0)
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assert "session.done" in ws.sent_types()
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@pytest.mark.asyncio
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async def test_video_done_waits_for_in_flight_query():
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query_started = asyncio.Event()
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allow_finish = asyncio.Event()
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query_finished = asyncio.Event()
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class BlockingHandler(QwenOmniStreamingVideoHandler):
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async def _process_query(self, *args, **kwargs):
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query_started.set()
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await allow_finish.wait()
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query_finished.set()
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ws = TimedWebSocket()
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handler = BlockingHandler(chat_service=object(), idle_timeout=5.0)
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task = asyncio.create_task(handler.handle_session(ws))
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ws.put({"type": "session.config", "model": "test"})
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await asyncio.sleep(0)
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ws.put({"type": "video.frame", "data": _b64(_make_jpeg())})
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await asyncio.sleep(0)
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ws.put({"type": "video.query", "text": "describe"})
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await asyncio.wait_for(query_started.wait(), timeout=2.0)
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ws.put({"type": "video.done"})
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await asyncio.sleep(0.05)
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assert not task.done()
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assert not query_finished.is_set()
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allow_finish.set()
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await asyncio.wait_for(task, timeout=2.0)
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assert query_finished.is_set()
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assert "session.done" in ws.sent_types()
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@pytest.mark.asyncio
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async def test_frame_prewarm_does_not_block_following_query(monkeypatch):
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decode_started = threading.Event()
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release_decode = threading.Event()
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query_started = asyncio.Event()
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def blocked_decode(raw_bytes: bytes):
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decode_started.set()
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release_decode.wait(timeout=2.0)
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return Image.open(io.BytesIO(raw_bytes)).convert("RGB")
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class BlockingHandler(QwenOmniStreamingVideoHandler):
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async def _process_query(self, *args, **kwargs):
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query_started.set()
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monkeypatch.setattr(video_stream_base, "_decode_frame_bytes", blocked_decode)
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ws = TimedWebSocket()
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handler = BlockingHandler(chat_service=object(), idle_timeout=5.0)
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task = asyncio.create_task(handler.handle_session(ws))
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ws.put({"type": "session.config", "model": "test"})
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await asyncio.sleep(0)
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ws.put({"type": "video.frame", "data": _b64(_make_jpeg())})
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for _ in range(100):
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if decode_started.is_set():
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break
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await asyncio.sleep(0.01)
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assert decode_started.is_set()
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ws.put({"type": "video.query", "text": "describe"})
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await asyncio.wait_for(query_started.wait(), timeout=2.0)
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release_decode.set()
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ws.put({"type": "video.done"})
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await asyncio.wait_for(task, timeout=2.0)
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assert "session.done" in ws.sent_types()
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@pytest.mark.asyncio
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async def test_client_cannot_send_internal_frame_decode_failed_message():
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captured_frames: list[list[str]] = []
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frame = _b64(_make_jpeg())
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class CapturingHandler(QwenOmniStreamingVideoHandler):
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async def _process_query(
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self,
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websocket,
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config,
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frame_buffer,
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audio_buffer,
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message_history,
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query_text,
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request_id,
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interrupt_event,
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prewarmed_frames,
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):
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captured_frames.append(list(frame_buffer))
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ws = TimedWebSocket()
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handler = CapturingHandler(chat_service=object(), idle_timeout=5.0)
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task = asyncio.create_task(handler.handle_session(ws))
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ws.put({"type": "session.config", "model": "test"})
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await asyncio.sleep(0)
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ws.put({"type": "video.frame", "data": frame})
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await asyncio.sleep(0)
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ws.put({"type": "_internal.frame_decode_failed", "b64": frame})
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await asyncio.sleep(0)
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ws.put({"type": "video.query", "text": "describe"})
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await asyncio.sleep(0)
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ws.put({"type": "video.done"})
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await asyncio.wait_for(task, timeout=2.0)
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assert {"type": "error", "message": "Unknown type: _internal.frame_decode_failed"} in ws.sent
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assert captured_frames == [[frame]]
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@pytest.mark.asyncio
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async def test_failed_frame_prewarm_removes_frame_before_query():
|
|
ws = TimedWebSocket()
|
|
handler = OmniStreamingVideoHandler(chat_service=object(), idle_timeout=5.0)
|
|
task = asyncio.create_task(handler.handle_session(ws))
|
|
|
|
ws.put({"type": "session.config", "model": "test", "enable_frame_filter": False})
|
|
await asyncio.sleep(0)
|
|
ws.put({"type": "video.frame", "data": _b64(b"not-a-jpeg")})
|
|
|
|
for _ in range(100):
|
|
if any(m.get("message") == "Frame decode failed" for m in ws.sent):
|
|
break
|
|
await asyncio.sleep(0.01)
|
|
|
|
assert {"type": "error", "message": "Frame decode failed"} in ws.sent
|
|
|
|
ws.put({"type": "video.query", "text": "describe"})
|
|
await asyncio.sleep(0)
|
|
ws.put({"type": "video.done"})
|
|
await asyncio.wait_for(task, timeout=2.0)
|
|
|
|
assert {"type": "error", "message": "No frames buffered"} in ws.sent
|
|
|
|
|
|
@pytest.mark.asyncio
|
|
async def test_frame_filter_error_sends_invalid_image(monkeypatch):
|
|
def fail_should_retain(self, frame_jpeg):
|
|
raise ValueError("decode failed")
|
|
|
|
monkeypatch.setattr(video_stream_base.FrameSimilarityFilter, "should_retain", fail_should_retain)
|
|
|
|
ws = TimedWebSocket()
|
|
handler = OmniStreamingVideoHandler(chat_service=object(), idle_timeout=5.0)
|
|
task = asyncio.create_task(handler.handle_session(ws))
|
|
|
|
ws.put({"type": "session.config", "model": "test"})
|
|
await asyncio.sleep(0)
|
|
ws.put({"type": "video.frame", "data": _b64(_make_jpeg())})
|
|
await asyncio.sleep(0)
|
|
ws.put({"type": "video.done"})
|
|
await asyncio.wait_for(task, timeout=2.0)
|
|
|
|
assert {"type": "error", "message": "Invalid image data"} in ws.sent
|
|
assert "session.done" in ws.sent_types()
|
|
|
|
|
|
@pytest.mark.asyncio
|
|
async def test_audio_buffer_overflow_clears_buffer_before_query(monkeypatch):
|
|
captured_audio_lengths: list[int] = []
|
|
|
|
class EmptyEngine:
|
|
def generate(self, **_kwargs):
|
|
async def _gen():
|
|
if False:
|
|
yield None
|
|
|
|
return _gen()
|
|
|
|
class CapturingHandler(QwenOmniStreamingVideoHandler):
|
|
async def _process_query_engine(
|
|
self,
|
|
websocket,
|
|
config,
|
|
frame_buffer,
|
|
audio_buffer,
|
|
message_history,
|
|
query_text,
|
|
request_id,
|
|
interrupt_event,
|
|
prewarmed_frames,
|
|
):
|
|
captured_audio_lengths.append(len(audio_buffer))
|
|
|
|
monkeypatch.setattr(video_stream_base, "_MAX_AUDIO_BUFFER_BYTES", 4)
|
|
|
|
ws = TimedWebSocket()
|
|
handler = CapturingHandler(chat_service=object(), engine_client=EmptyEngine(), idle_timeout=5.0)
|
|
task = asyncio.create_task(handler.handle_session(ws))
|
|
|
|
ws.put({"type": "session.config", "model": "test"})
|
|
await asyncio.sleep(0)
|
|
ws.put({"type": "audio.chunk", "data": _b64(b"1234")})
|
|
await asyncio.sleep(0)
|
|
ws.put({"type": "audio.chunk", "data": _b64(b"5")})
|
|
await asyncio.sleep(0)
|
|
ws.put({"type": "video.frame", "data": _b64(_make_jpeg())})
|
|
await asyncio.sleep(0)
|
|
ws.put({"type": "video.query", "text": "describe"})
|
|
await asyncio.sleep(0)
|
|
ws.put({"type": "video.done"})
|
|
await asyncio.wait_for(task, timeout=2.0)
|
|
|
|
assert {"type": "error", "message": "Audio buffer overflow"} in ws.sent
|
|
assert captured_audio_lengths == [0]
|
|
|
|
|
|
def test_build_messages_keeps_recent_history_text_only():
|
|
handler = QwenOmniStreamingVideoHandler(chat_service=object())
|
|
old_frame = _b64(_make_jpeg(1, 2, 3))
|
|
current_frame = _b64(_make_jpeg(4, 5, 6))
|
|
history = [
|
|
{"role": "user", "content": [{"type": "text", "text": "old question"}]},
|
|
{"role": "assistant", "content": "old answer"},
|
|
{
|
|
"role": "user",
|
|
"content": [
|
|
{"type": "image_url", "image_url": {"url": f"data:image/jpeg;base64,{old_frame}"}},
|
|
{"type": "input_audio", "input_audio": {"data": "ignored", "format": "wav"}},
|
|
{"type": "text", "text": "recent question"},
|
|
],
|
|
},
|
|
{"role": "assistant", "content": "recent answer"},
|
|
]
|
|
|
|
messages, user_message = handler._build_messages(
|
|
StreamingVideoSessionConfig(model="test", num_frames=1),
|
|
[current_frame],
|
|
bytearray(),
|
|
history,
|
|
"current question",
|
|
{},
|
|
)
|
|
|
|
assert messages[0] == {"role": "user", "content": "recent question"}
|
|
assert messages[1] == {"role": "assistant", "content": "recent answer"}
|
|
assert messages[2] == user_message
|
|
assert user_message["content"][-1] == {"type": "text", "text": "current question"}
|