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