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vllm-omni/tests/e2e/offline_inference/test_qwen3_omni.py
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2026-04-02 09:29:22 +08:00

71 lines
2.1 KiB
Python

"""
E2E offline tests for Omni model with video input and audio output.
"""
import os
os.environ["VLLM_WORKER_MULTIPROC_METHOD"] = "spawn"
os.environ["VLLM_TEST_CLEAN_GPU_MEMORY"] = "0"
from pathlib import Path
import pytest
from tests.conftest import (
generate_synthetic_video,
modify_stage_config,
)
from tests.utils import hardware_test
from vllm_omni.platforms import current_omni_platform
models = ["Qwen/Qwen3-Omni-30B-A3B-Instruct"]
def get_cuda_graph_config():
path = modify_stage_config(
str(Path(__file__).parent.parent / "stage_configs" / "qwen3_omni_ci.yaml"),
updates={
"stage_args": {
0: {
"engine_args.enforce_eager": "true",
},
1: {"engine_args.enforce_eager": "true"},
},
},
)
return path
# CI stage config for 2xH100-80G GPUs or AMD GPU MI325
if current_omni_platform.is_rocm():
# ROCm stage config optimized for MI325 GPU
stage_configs = [str(Path(__file__).parent.parent / "stage_configs" / "rocm" / "qwen3_omni_ci.yaml")]
elif current_omni_platform.is_xpu():
stage_configs = [str(Path(__file__).parent.parent / "stage_configs" / "xpu" / "qwen3_omni_ci.yaml")]
else:
stage_configs = [get_cuda_graph_config()]
# Create parameter combinations for model and stage config
test_params = [(model, stage_config) for model in models for stage_config in stage_configs]
def get_question(prompt_type="video"):
prompts = {
"video": "Describe the video briefly.",
}
return prompts.get(prompt_type, prompts["video"])
@pytest.mark.advanced_model
@pytest.mark.omni
@hardware_test(res={"cuda": "H100", "rocm": "MI325"}, num_cards=2)
@pytest.mark.parametrize("omni_runner", test_params, indirect=True)
def test_video_to_audio(omni_runner, omni_runner_handler) -> None:
"""Test processing video, generating audio output."""
video = generate_synthetic_video(224, 224, 300)["np_array"]
request_config = {"prompts": get_question(), "videos": video, "modalities": ["audio"]}
# Test single completion
omni_runner_handler.send_request(request_config)