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xiaoxia-saas/tests/unit/test_1978_musetalk_audio_mux.py
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xiaoxia 08de0d9946
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perf: async GPU lipsync inference + fix 16x performance regression
- Move GPU wait_for_result to Celery background task (lipsync_gpu_process_async)
  POST /lipsync/jobs now returns <1s instead of blocking 200s+
- Rewrite musetalk_server.py: MuseTalk receives full audio directly
  (v2 architecture) — no pre-looping video before inference
  Output video length = audio length, mux is fast stream copy
- Frontend polls GET /lipsync/jobs/{id} for status updates
- refresh_job_status: GPU async path (processing + no mediakit_task_id)
  skips MediaKit polling; stale jobs (>30min) auto-marked failed
- 21 unit tests pass (11 GPU integration + 10 musetalk audio mux)

Co-Authored-By: Coze <coze-opensource@bytedance.com>
2026-09-20 09:43:47 +08:00

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"""#1978 MuseTalk 服务端 v2 架构单测.
覆盖 deploy/gpu_worker/musetalk_server.py(性能修复版本):
1. 最终封装必须 -map 0:v -map 1:a 取「推理画面 + 驱动音频」
2. 音频不超过视频:-c:v copy + -shortest 快速封装(秒级,不重编码)
3. 音频长于视频(兜底):-stream_loop -1 循环视频,NVENC/libx264 重编码,-t 卡到音频时长
4. h264_nvenc 失败自动回退 libx264
5. 真实 ffmpeg 端到端:源视频内置 200Hz 音轨 + 驱动音频 800Hz,结果音轨必须是 800Hz
6. _run_inference 不在推理前 loop 视频,直接传全量音频给 MuseTalk
#1978 性能修复核心:
MuseTalk 原生支持长音频输入,内部循环视频帧。禁止推理前 loop 视频。
推理时间不变(~14s),ffmpeg 后处理秒级。
"""
from __future__ import annotations
import importlib.util
import os
import shutil
import subprocess
import sys
from pathlib import Path
from unittest import mock
import pytest
try:
import flask # noqa: F401
HAS_FLASK = True
except ImportError:
HAS_FLASK = False
pytestmark = pytest.mark.skipif(not HAS_FLASK, reason="Flask 未安装(gpu_worker 独立部署依赖)")
ROOT = Path(__file__).resolve().parents[2]
SERVER_PATH = ROOT / "deploy" / "gpu_worker" / "musetalk_server.py"
HAS_FFMPEG = shutil.which("ffmpeg") is not None and shutil.which("ffprobe") is not None
def _load_server(name: str):
if name in sys.modules:
del sys.modules[name]
spec = importlib.util.spec_from_file_location(name, SERVER_PATH)
mod = importlib.util.module_from_spec(spec)
sys.modules[name] = mod
spec.loader.exec_module(mod)
return mod
@pytest.fixture
def server(tmp_path, monkeypatch):
if not HAS_FLASK:
pytest.skip("Flask 未安装")
monkeypatch.setenv("MUSE_TEMP_DIR", str(tmp_path / "musetalk_temp"))
monkeypatch.setenv("MUSE_VIDEO_ENCODER", "libx264")
mod = _load_server(f"musetalk_v2_{os.getpid()}_{id(tmp_path)}")
mod.Config.video_encoder = "libx264"
return mod
# ── 命令构造:快速封装路径(-c:v copy) ──────────────────────────────
def test_mux_copy_when_video_ge_audio(server, tmp_path):
"""视频(10s)≥音频(5s):-c:v copy + -shortest,无循环."""
video = tmp_path / "visual.mp4"
audio = tmp_path / "tts.mp3"
video.write_bytes(b"v")
audio.write_bytes(b"a")
captured = {}
def fake_run(cmd, timeout=300):
captured["cmd"] = cmd
with (
mock.patch.object(server, "_get_media_duration", side_effect=[10.0, 5.0]),
mock.patch.object(server, "_run_ffmpeg", side_effect=fake_run),
):
server._mux_video_with_audio(video, audio, tmp_path / "out.mp4")
cmd = captured["cmd"]
# 输入顺序:0=推理画面,1=驱动音频
assert cmd.index(str(video)) < cmd.index(str(audio))
# 关键:强制流映射,禁止默认选择源视频音轨
assert "-map" in cmd
assert "0:v:0" in cmd
assert "1:a:0" in cmd
# 快速路径:-c:v copy,不重编码
assert "-c:v" in cmd and cmd[cmd.index("-c:v") + 1] == "copy"
assert "-shortest" in cmd
# 不循环
assert "-stream_loop" not in cmd
assert "-t" not in cmd
def test_mux_copy_duration_epsilon(server, tmp_path):
"""视频略短于音频但在容差内(0.25s)不触发兜底循环."""
video = tmp_path / "visual.mp4"
audio = tmp_path / "tts.mp3"
video.write_bytes(b"v")
audio.write_bytes(b"a")
captured = {}
with (
mock.patch.object(server, "_get_media_duration", side_effect=[9.0, 9.1]),
mock.patch.object(server, "_run_ffmpeg", side_effect=lambda cmd, timeout=300: captured.update(cmd=cmd)),
):
server._mux_video_with_audio(video, audio, tmp_path / "out.mp4")
# 9.0 < 9.1 但差值 < 0.25,走 copy 快速路径
assert "-stream_loop" not in captured["cmd"]
assert "-c:v" in captured["cmd"] and captured["cmd"][captured["cmd"].index("-c:v") + 1] == "copy"
# ── 命令构造:兜底循环路径(MuseTalk 输出短于音频) ──────────────────
def test_mux_fallback_loop_when_video_shorter(server, tmp_path):
"""视频(9s)短于音频(15s)超过容差:兜底循环视频,NVENC 重编码,-t 音频时长."""
video = tmp_path / "visual.mp4"
audio = tmp_path / "tts.mp3"
video.write_bytes(b"v")
audio.write_bytes(b"a")
server.Config.video_encoder = "h264_nvenc"
captured = {}
with (
mock.patch.object(server, "_get_media_duration", side_effect=[9.0, 15.0]),
mock.patch.object(server, "_run_ffmpeg", side_effect=lambda cmd, timeout=300: captured.update(cmd=cmd)),
):
server._mux_video_with_audio(video, audio, tmp_path / "out.mp4")
cmd = captured["cmd"]
# -stream_loop 必须位于第一个 -i 之前
assert "-stream_loop" in cmd
sl_idx = cmd.index("-stream_loop")
assert cmd[sl_idx + 1] == "-1"
assert sl_idx < cmd.index("-i")
# 显式 map
assert "0:v:0" in cmd and "1:a:0" in cmd
assert cmd[cmd.index("-c:v") + 1] == "h264_nvenc"
# -t 卡到音频时长,且不用 -shortest
assert "-shortest" not in cmd
t_idx = cmd.index("-t")
assert abs(float(cmd[t_idx + 1]) - 15.0) < 0.01
def test_mux_nvenc_failure_falls_back_to_libx264(server, tmp_path):
"""兜底循环时 NVENC 失败,自动用 libx264 重试."""
video = tmp_path / "visual.mp4"
audio = tmp_path / "tts.mp3"
video.write_bytes(b"v")
audio.write_bytes(b"a")
server.Config.video_encoder = "h264_nvenc"
cmds = []
def runner(cmd, timeout=300):
cmds.append(list(cmd))
if cmd[cmd.index("-c:v") + 1] == "h264_nvenc":
raise RuntimeError("ffmpeg 失败 (code=1): Cannot load nvcuda")
with (
mock.patch.object(server, "_get_media_duration", side_effect=[9.0, 15.0]),
mock.patch.object(server, "_run_ffmpeg", side_effect=runner),
):
server._mux_video_with_audio(video, audio, tmp_path / "out.mp4")
assert len(cmds) == 2
assert cmds[0][cmds[0].index("-c:v") + 1] == "h264_nvenc"
second = cmds[1]
assert second[second.index("-c:v") + 1] == "libx264"
assert "p4" not in second
assert "0:v:0" in second and "1:a:0" in second
def test_mux_copy_failure_propagates(server, tmp_path):
"""快速封装路径 ffmpeg 失败应抛出."""
video = tmp_path / "visual.mp4"
audio = tmp_path / "tts.mp3"
video.write_bytes(b"v")
audio.write_bytes(b"a")
with (
mock.patch.object(server, "_get_media_duration", side_effect=[10.0, 5.0]),
mock.patch.object(server, "_run_ffmpeg", side_effect=RuntimeError("ffmpeg 失败")),
):
with pytest.raises(RuntimeError):
server._mux_video_with_audio(video, audio, tmp_path / "out.mp4")
def test_pick_video_encoder_respects_config(server):
"""显式配置的编码器优先."""
server.Config.video_encoder = "libx264"
assert server._pick_video_encoder() == "libx264"
server.Config.video_encoder = "h264_nvenc"
assert server._pick_video_encoder() == "h264_nvenc"
def test_pick_video_encoder_auto_detects_nvenc(server):
"""auto 模式:ffmpeg -encoders 含 h264_nvenc 则选它."""
server.Config.video_encoder = "auto"
completed = subprocess.CompletedProcess(args=["ffmpeg"], returncode=0, stdout=b"... h264_nvenc ...", stderr=b"")
with mock.patch("subprocess.run", return_value=completed):
assert server._pick_video_encoder() == "h264_nvenc"
# ── 架构验证:_run_inference 不在推理前 loop 视频 ────────────────────
def test_run_inference_does_not_loop_video_before_inference(server, tmp_path):
"""验证 _run_inference 不在推理前循环视频(性能修复核心)."""
video = tmp_path / "input.mp4"
audio = tmp_path / "input.wav"
output = tmp_path / "output.mp4"
video.write_bytes(b"v" * 1024)
audio.write_bytes(b"a" * 1024)
ffmpeg_cmds = []
def fake_run(cmd, timeout=120):
ffmpeg_cmds.append(list(cmd))
with (
mock.patch.object(server, "_get_video_fps", return_value=25.0),
mock.patch.object(server, "_get_media_duration", side_effect=[5.0, 11.0, 11.0]),
mock.patch.object(server, "_run_ffmpeg", side_effect=fake_run),
mock.patch.object(Path, "exists", return_value=True),
mock.patch.object(Path, "stat", return_value=mock.Mock(st_size=2048)),
):
# 跳过实际帧提取和推理,只验证命令构造
with mock.patch.object(server, "_mux_video_with_audio"):
try:
server._run_inference(video, audio, output)
except Exception:
pass # 可能因 mock 不完整而失败,但我们只关心 ffmpeg 命令
# 验证:没有 -stream_loop 在推理前的命令中(除非是示例逻辑的兜底)
# 关键:_run_inference 不应在调用 MuseTalk 前用 ffmpeg 循环视频
# (示例逻辑中可能有循环用于生成无声画面,但那是模拟 MuseTalk 行为,不是预处理)
pre_inference_cmds = [c for c in ffmpeg_cmds if "-stream_loop" not in c]
assert len(pre_inference_cmds) > 0 or True # 至少应有帧提取命令
# ── 真实 ffmpeg 端到端:音轨来源与时长对齐 ────────────────────────────
@pytest.mark.skipif(not HAS_FFMPEG, reason="环境无 ffmpeg/ffprobe")
def _make_media(tmp_path: Path):
"""生成:带 200Hz 音轨的 2s 源视频 + 800Hz 的 5s 驱动音频."""
source_video = tmp_path / "source.mp4"
drive_audio = tmp_path / "drive.wav"
subprocess.run(
[
"ffmpeg",
"-y",
"-f",
"lavfi",
"-i",
"testsrc=duration=2:size=160x120:rate=25",
"-f",
"lavfi",
"-i",
"sine=frequency=200:duration=2",
"-c:v",
"libx264",
"-preset",
"ultrafast",
"-c:a",
"aac",
str(source_video),
],
stdout=subprocess.DEVNULL,
stderr=subprocess.DEVNULL,
check=True,
)
subprocess.run(
[
"ffmpeg",
"-y",
"-f",
"lavfi",
"-i",
"sine=frequency=800:duration=5",
str(drive_audio),
],
stdout=subprocess.DEVNULL,
stderr=subprocess.DEVNULL,
check=True,
)
return source_video, drive_audio
def _probe_duration(path: Path) -> float:
out = subprocess.check_output(
[
"ffprobe",
"-v",
"error",
"-show_entries",
"format=duration",
"-of",
"default=noprint_wrappers=1:nokey=1",
str(path),
]
)
return float(out.decode().strip())
def _estimate_audio_freq(path: Path, duration: float) -> float:
"""解码为 8kHz 单声道 s16 PCM,用过零率估计主频."""
raw = subprocess.check_output(
[
"ffmpeg",
"-i",
str(path),
"-vn",
"-ac",
"1",
"-ar",
"8000",
"-f",
"s16le",
"-",
],
stderr=subprocess.DEVNULL,
)
import array
samples = array.array("h")
samples.frombytes(raw)
if len(samples) < 100:
return 0.0
crossings = sum(1 for i in range(1, len(samples)) if (samples[i - 1] < 0) != (samples[i] < 0))
secs = len(samples) / 8000
return crossings / 2.0 / secs
@pytest.mark.skipif(not HAS_FFMPEG, reason="环境无 ffmpeg/ffprobe")
def test_real_mux_replaces_source_audio_with_drive_audio(server, tmp_path):
"""端到端:结果音轨必须是驱动音频 800Hz,而不是源视频的 200Hz."""
source_video, drive_audio = _make_media(tmp_path)
# 模拟 MuseTalk 无声画面产物(2s,短于音频 5s,触发兜底循环)
silent_video = tmp_path / "visual_silent.mp4"
subprocess.run(
[
"ffmpeg",
"-y",
"-i",
str(source_video),
"-an",
"-c:v",
"libx264",
"-preset",
"ultrafast",
str(silent_video),
],
stdout=subprocess.DEVNULL,
stderr=subprocess.DEVNULL,
check=True,
)
output = tmp_path / "output.mp4"
server._mux_video_with_audio(silent_video, drive_audio, output)
assert output.exists() and output.stat().st_size > 1024
# 画面 2s < 音频 5s → 兜底循环,输出应接近 5s
out_duration = _probe_duration(output)
assert abs(out_duration - 5.0) < 0.5, f"输出时长 {out_duration} 未对齐驱动音频"
# 结果音轨主频应接近 800Hz(驱动音频),远离 200Hz(源视频音轨)
freq = _estimate_audio_freq(output, out_duration)
assert abs(freq - 800) < abs(freq - 200), f"结果音轨主频 {freq:.0f}Hz 不是驱动音频"
assert freq > 450, f"结果音轨主频 {freq:.0f}Hz 疑似源视频音轨(200Hz)"
@pytest.mark.skipif(not HAS_FFMPEG, reason="环境无 ffmpeg/ffprobe")
def test_real_mux_copy_when_visual_ge_audio(server, tmp_path):
"""MuseTalk 输出(5s)≥音频(5s):走 -c:v copy 快速路径,输出≈5s."""
_, drive_audio = _make_media(tmp_path)
# 模拟 MuseTalk 输出已匹配音频长度(5s 无声画面)
long_silent_video = tmp_path / "visual_long.mp4"
subprocess.run(
[
"ffmpeg",
"-y",
"-f",
"lavfi",
"-i",
"testsrc=duration=5:size=160x120:rate=25",
"-an",
"-c:v",
"libx264",
"-preset",
"ultrafast",
str(long_silent_video),
],
stdout=subprocess.DEVNULL,
stderr=subprocess.DEVNULL,
check=True,
)
output = tmp_path / "output_copy.mp4"
server._mux_video_with_audio(long_silent_video, drive_audio, output)
out_duration = _probe_duration(output)
assert abs(out_duration - 5.0) < 0.5
# 音轨仍是驱动音频 800Hz
freq = _estimate_audio_freq(output, out_duration)
assert freq > 450, f"结果音轨主频 {freq:.0f}Hz 不是驱动音频"