From 5b44d353169d80737a08d5946489cdc9b9428407 Mon Sep 17 00:00:00 2001 From: kang Date: Tue, 19 May 2026 10:02:32 +0800 Subject: [PATCH] fix: add cloud local asr fallback --- .memory/worklog.json | 4410 ++++++++++++++++---------------- Dockerfile.api | 2 +- RULES.md | 2 + api/main.py | 67 +- api/requirements.txt | 1 + deploy/.env.production.example | 5 + docs/source-analysis.html | 5 +- 7 files changed, 2268 insertions(+), 2224 deletions(-) diff --git a/.memory/worklog.json b/.memory/worklog.json index a18104e..ab1dafc 100644 --- a/.memory/worklog.json +++ b/.memory/worklog.json @@ -1,3210 +1,3206 @@ { - "entries" : [ + "entries": [ { - "files_changed" : 1, - "message" : "Codex 会话活跃 · 最近命令：codex · 1 项未提交变更 · 最近提交：auto-save 2026-05-16 16:46 (~2)", - "ts" : "2026-05-16T08:48:08Z", - "type" : "session-heartbeat" + "files_changed": 1, + "message": "Codex 会话活跃 · 最近命令：codex · 1 项未提交变更 · 最近提交：auto-save 2026-05-16 17:25 (~1)", + "ts": "2026-05-16T09:28:08Z", + "type": "session-heartbeat" }, { - 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"type" : "assistant-session" + "ts": "2026-05-19T01:54:31Z", + "type": "session-heartbeat", + "message": "Codex 会话活跃 · 最近命令：codex · 分支 main · 1 项未提交变更 · 最近提交：fix: configure dedicated asr upload gateway", + "files_changed": 1 } ] } diff --git a/Dockerfile.api b/Dockerfile.api index 1033f22..3eba251 100644 --- a/Dockerfile.api +++ b/Dockerfile.api @@ -9,7 +9,7 @@ ENV PYTHONDONTWRITEBYTECODE=1 \ WORKDIR /app RUN apt-get update \ - && apt-get install -y --no-install-recommends ffmpeg ca-certificates curl \ + && apt-get install -y --no-install-recommends ffmpeg ca-certificates curl libgomp1 \ && rm -rf /var/lib/apt/lists/* COPY api/requirements.txt /app/requirements.txt diff --git a/RULES.md b/RULES.md index 1502ac8..08e851f 100644 --- a/RULES.md +++ b/RULES.md @@ -54,6 +54,8 @@ - `LLM_BASE_URL` / `LLM_API_KEY`：OpenAI 兼容网关，用于翻译、文案改写、音频分析等文本/多模态理解模型调用 - `ASR_BASE_URL` / `ASR_API_KEY`：OpenAI Audio Transcriptions 兼容网关，用于上传 `audio.wav` 做真实转写；未配置 `ASR_API_KEY` 时复用 `LLM_API_KEY`，生产默认指向 `https://ai.skg.com/azure/v1` - `ASR_MODEL`：OpenAI Audio Transcriptions 音频转写模型，默认 `whisper-1` +- `ASR_REMOTE_ENABLED`：是否启用远端 OpenAI Audio Transcriptions；云端音频网关不可用时可设为 `false`，直接走容器内 CPU 版 `faster-whisper` +- `FASTER_WHISPER_MODEL` / `FASTER_WHISPER_DEVICE` / `FASTER_WHISPER_COMPUTE_TYPE`：容器内本地 ASR 兜底，生产可用 `tiny.en` / `cpu` / `int8` - `ASR_FALLBACK_MODEL`：远端 ASR 和本机 ASR 都不可用时才尝试的多模态兜底，默认 `gemini-2.5-flash`；如果模型不能真实听到音频或返回疑似逐秒假字幕，后端必须拒绝写入时间轴 - `ASR_TIMEOUT_SECONDS`：远端 ASR / 音频分析单次请求超时，默认 45 秒，避免第一步长时间停在转录中 - `LOCAL_ASR_BIN` / `LOCAL_ASR_MODEL` / `LOCAL_ASR_TIMEOUT_SECONDS`：本机 ASR 兜底，默认使用 `/opt/homebrew/bin/mlx_whisper` + `mlx-community/whisper-tiny`，用于当前 SKG 网关 `/audio/transcriptions` 不可用时生成真实逐句时间轴 diff --git a/api/main.py b/api/main.py index 8ff7a96..b0640bb 100644 --- a/api/main.py +++ b/api/main.py @@ -61,8 +61,12 @@ LLM_API_KEY = os.getenv("LLM_API_KEY", "").strip() ASR_BASE_URL = os.getenv("ASR_BASE_URL", LLM_BASE_URL).strip() ASR_API_KEY = (os.getenv("ASR_API_KEY") or LLM_API_KEY).strip() ASR_MODEL = os.getenv("ASR_MODEL", "whisper-1") +ASR_REMOTE_ENABLED = os.getenv("ASR_REMOTE_ENABLED", "true").strip().lower() not in {"0", "false", "no", "off"} ASR_FALLBACK_MODEL = os.getenv("ASR_FALLBACK_MODEL", "gemini-2.5-flash").strip() or "gemini-2.5-flash" ASR_TIMEOUT_SECONDS = max(15, int(os.getenv("ASR_TIMEOUT_SECONDS", "45"))) +FASTER_WHISPER_MODEL = os.getenv("FASTER_WHISPER_MODEL", "tiny.en").strip() or "tiny.en" +FASTER_WHISPER_DEVICE = os.getenv("FASTER_WHISPER_DEVICE", "cpu").strip() or "cpu" +FASTER_WHISPER_COMPUTE_TYPE = os.getenv("FASTER_WHISPER_COMPUTE_TYPE", "int8").strip() or "int8" LOCAL_ASR_BIN = os.getenv("LOCAL_ASR_BIN", "").strip() LOCAL_ASR_MODEL = os.getenv("LOCAL_ASR_MODEL", "mlx-community/whisper-tiny").strip() or "mlx-community/whisper-tiny" LOCAL_ASR_TIMEOUT_SECONDS = max(30, int(os.getenv("LOCAL_ASR_TIMEOUT_SECONDS", "180"))) @@ -2794,6 +2798,32 @@ def _transcribe_mlx_sync(wav: Path) -> list[dict]: return _validate_asr_segments(segments, duration, "mlx_whisper") +def _transcribe_faster_whisper_sync(wav: Path) -> list[dict]: + try: + from faster_whisper import WhisperModel + except Exception as e: + raise TranscriptionUnavailable(f"faster-whisper 不可用：{e}") from e + duration = media_duration(wav) + model = WhisperModel( + FASTER_WHISPER_MODEL, + device=FASTER_WHISPER_DEVICE, + compute_type=FASTER_WHISPER_COMPUTE_TYPE, + ) + raw_segments, _info = model.transcribe( + str(wav.resolve()), + language="en", + beam_size=1, + vad_filter=True, + condition_on_previous_text=False, + ) + segments = [ + {"start": float(seg.start), "end": float(seg.end), "text": str(seg.text or "").strip()} + for seg in raw_segments + if str(seg.text or "").strip() + ] + return _validate_asr_segments(segments, duration, f"faster-whisper:{FASTER_WHISPER_MODEL}") + + def _transcribe_gemini_sync(wav: Path) -> list[dict]: duration = media_duration(wav) audio_b64 = base64.b64encode(wav.read_bytes()).decode("ascii") @@ -2828,22 +2858,29 @@ def _transcribe_sync(wav: Path) -> list[dict]: """Remote ASR first, local mlx_whisper second. Gemini fallback is guarded against fake timelines.""" errors: list[str] = [] duration = media_duration(wav) + if ASR_REMOTE_ENABLED: + try: + with wav.open("rb") as f: + resp = asr_llm().with_options(timeout=ASR_TIMEOUT_SECONDS).audio.transcriptions.create( + file=(wav.name, f, "audio/wav"), + model=ASR_MODEL, + response_format="verbose_json", + timestamp_granularities=["segment"], + ) + raw = resp.model_dump() if hasattr(resp, "model_dump") else resp + segments = raw.get("segments") or [] + # 兜底：网关如果不返回 segments，把全文当一段 + if not segments and raw.get("text"): + segments = [{"start": 0.0, "end": float(raw.get("duration", 0) or 0), "text": raw["text"]}] + return _validate_asr_segments(segments, duration, ASR_MODEL) + except Exception as e: + errors.append(f"{ASR_MODEL}: {e}") + else: + errors.append(f"{ASR_MODEL}: remote disabled") try: - with wav.open("rb") as f: - resp = asr_llm().with_options(timeout=ASR_TIMEOUT_SECONDS).audio.transcriptions.create( - file=(wav.name, f, "audio/wav"), - model=ASR_MODEL, - response_format="verbose_json", - timestamp_granularities=["segment"], - ) - raw = resp.model_dump() if hasattr(resp, "model_dump") else resp - segments = raw.get("segments") or [] - # 兜底：网关如果不返回 segments，把全文当一段 - if not segments and raw.get("text"): - segments = [{"start": 0.0, "end": float(raw.get("duration", 0) or 0), "text": raw["text"]}] - return _validate_asr_segments(segments, duration, ASR_MODEL) + return _transcribe_faster_whisper_sync(wav) except Exception as e: - errors.append(f"{ASR_MODEL}: {e}") + errors.append(f"faster-whisper: {e}") try: return _transcribe_mlx_sync(wav) except Exception as e: @@ -3956,6 +3993,8 @@ def health() -> dict: "models": { "asr": ASR_MODEL, "asr_base_url": ASR_BASE_URL or LLM_BASE_URL or "openai-default", + "asr_remote_enabled": ASR_REMOTE_ENABLED, + "faster_whisper": FASTER_WHISPER_MODEL, "local_asr": LOCAL_ASR_MODEL, "asr_fallback": ASR_FALLBACK_MODEL, "translate": TRANSLATE_MODEL, diff --git a/api/requirements.txt b/api/requirements.txt index fd96547..3c632a1 100644 --- a/api/requirements.txt +++ b/api/requirements.txt @@ -9,3 +9,4 @@ httpx==0.27.2 imagehash==4.3.1 Pillow>=11.0 numpy>=2.0 +faster-whisper==1.1.1 diff --git a/deploy/.env.production.example b/deploy/.env.production.example index 5ffb965..81c518b 100644 --- a/deploy/.env.production.example +++ b/deploy/.env.production.example @@ -24,7 +24,12 @@ LLM_API_KEY= ASR_BASE_URL=https://ai.skg.com/azure/v1 ASR_API_KEY= ASR_MODEL=whisper-1 +ASR_REMOTE_ENABLED=true ASR_FALLBACK_MODEL=gemini-2.5-flash +ASR_TIMEOUT_SECONDS=45 +FASTER_WHISPER_MODEL=tiny.en +FASTER_WHISPER_DEVICE=cpu +FASTER_WHISPER_COMPUTE_TYPE=int8 TRANSLATE_MODEL=gemini-2.5-flash GPT_TEXT_MODEL=gpt-4o REWRITE_MODEL=gpt-4o diff --git a/docs/source-analysis.html b/docs/source-analysis.html index 7426b88..ff34cdf 100644 --- a/docs/source-analysis.html +++ b/docs/source-analysis.html @@ -950,14 +950,14 @@ ProductRefStateItem { 网页登录POST /auth/login、GET /auth/check、POST /auth/logoutweb/app/login/page.tsx、Nginx auth_request登录页提交账号密码到 /api/auth/login，后端设置 HttpOnly 会话 Cookie；生产 Nginx 对工作台和 /api/ 调 /auth/check 做统一校验，未登录页面跳 /login/，API 返回 JSON 401。 - 运行配置 / 模型标注GET /healthgetRuntimeHealth、ModelTrace返回 models：ASR、asr_base_url、本机 ASR、ASR fallback、翻译、GPT 改写、GPT 画面理解、产品视角识别 product_view、GPT 图像模型、主体 6 视图 GPT 图像模型、Azure OpenAI TTS、视频别名和 Seedance 服务商。当前 REWRITE_MODEL、AUDIO_REWRITE_MODEL 和 VISION_MODEL 默认使用 gpt-4o；如果旧环境变量仍写 gemini-*，后端会归一化回 GPT_TEXT_MODEL / REWRITE_MODEL。语音只走 Azure OpenAI TTS，models.voice_tts_paths 会回传当前尝试的语音路径，方便区分路径错误和语音服务不可用。前端所有当前主路径里会调用模型的按钮旁显示模型名，点击弹出小窗口查看模型链路和输入输出逻辑；不返回 API Key 或敏感凭证。 + 运行配置 / 模型标注GET /healthgetRuntimeHealth、ModelTrace返回 models：ASR、asr_base_url、asr_remote_enabled、faster_whisper、本机 ASR、ASR fallback、翻译、GPT 改写、GPT 画面理解、产品视角识别 product_view、GPT 图像模型、主体 6 视图 GPT 图像模型、Azure OpenAI TTS、视频别名和 Seedance 服务商。当前 REWRITE_MODEL、AUDIO_REWRITE_MODEL 和 VISION_MODEL 默认使用 gpt-4o；如果旧环境变量仍写 gemini-*，后端会归一化回 GPT_TEXT_MODEL / REWRITE_MODEL。语音只走 Azure OpenAI TTS，models.voice_tts_paths 会回传当前尝试的语音路径，方便区分路径错误和语音服务不可用。前端所有当前主路径里会调用模型的按钮旁显示模型名，点击弹出小窗口查看模型链路和输入输出逻辑；不返回 API Key 或敏感凭证。 历史列表GET /jobslistJobs所有 job 精简列表（id/url/status/thumbnail/mtime…），按 state.json mtime 倒序。前端 URL 无 ?job= 时拉它回填全部历史；带 limit 可截断。 创建任务POST /jobscreateJob提交 TK 链接，后台开始下载；前端“开始”队列会在 downloaded 后自动触发音频解析。下载阶段优先使用 YTDLP_COOKIES_FILE，其次使用 YTDLP_COOKIES_FROM_BROWSER；生产云端固定走 /run/secrets/tiktok_cookies.txt，由宿主机 ./secrets/tiktok_cookies.txt 挂载进容器。TikTok 要求登录态时会提示上传 MP4 或配置后端 cookies。 重试下载POST /jobs/{id}/download/retryretryJobDownload用于 TK 链接下载失败且没有 video_url 的素材；清空错误、重新进入下载状态，并在后台再次执行 pipeline_download。上传视频不能重下载，需要重新上传文件。 上传视频POST /jobs/uploaduploadJob保存 source.mp4，然后同样进入下载完成状态；当前上传后也加入第一步队列，下载完成后自动解析音频。 删除输入视频DELETE /jobs/{id}deleteJob从任务队列、URL 和磁盘 jobs/<id> 目录移除整个 job，包括源视频、关键帧、元素提取图和生成视频。 解析视频POST /jobs/{id}/analyze?frames=&target=&mode=&quality=analyzeJob抽参考帧能力。当前开始流程会在视频下载完成后自动调用一次，默认 frames=12、target=motion、quality=accurate、mode=replace，形成全局动作/节奏参考帧池；原版视频旁的“抽参考 12 帧”也会用同一参数显式重跑。target 仍支持透明骨架人、综合、清晰主体、转场变化、表情瞬间、动作峰值。 - 音频文案轨POST /jobs/{id}/transcribetriggerTranscribe若尚未拆轨，先从 source.mp4 提取 audio.wav 并回填 source_audio_url；随后把 audio.wav 上传到 ASR_BASE_URL 的 OpenAI Audio Transcriptions 兼容接口，用 ASR_MODEL 提取原始文案，翻译成中文，写入 audio_script.source_text、source_zh 和逐句 transcript。远端 ASR 失败后先走本机 LOCAL_ASR_BIN/LOCAL_ASR_MODEL（默认 mlx_whisper），再尝试 ASR_FALLBACK_MODEL。后端会拒绝重复文本、逐秒假字幕或覆盖率过低的结果，不再把不可听的多模态输出写进时间轴。中文翻译由 TRANSLATE_MODEL 按 ASR 段落补齐，失败时保留原文时间轴且中文可为空。再用 ASR_FALLBACK_MODEL 读取 audio.wav 和已有转写时间轴，多模态音频分析讲话人、语速节奏、停顿、背景音乐/环境声/音效，写入 speaker_profile、rhythm_profile、background_audio_profile；若模型分析失败，则用转写段落、时长和语速做本地估算兜底。当前第一步不默认生成 SKG 新口播和 Azure OpenAI 配音。 + 音频文案轨POST /jobs/{id}/transcribetriggerTranscribe若尚未拆轨，先从 source.mp4 提取 audio.wav 并回填 source_audio_url；远端启用时把 audio.wav 上传到 ASR_BASE_URL 的 OpenAI Audio Transcriptions 兼容接口，用 ASR_MODEL 提取原始文案；远端不可用或关闭时走容器内 CPU 版 faster-whisper，再补中文翻译并写入 audio_script.source_text、source_zh 和逐句 transcript。后端会拒绝重复文本、逐秒假字幕或覆盖率过低的结果，不再把不可听的多模态输出写进时间轴。中文翻译由 TRANSLATE_MODEL 按 ASR 段落补齐，失败时保留原文时间轴且中文可为空。再用 ASR_FALLBACK_MODEL 读取 audio.wav 和已有转写时间轴，多模态音频分析讲话人、语速节奏、停顿、背景音乐/环境声/音效，写入 speaker_profile、rhythm_profile、background_audio_profile；若模型分析失败，则用转写段落、时长和语速做本地估算兜底。当前第一步不默认生成 SKG 新口播和 Azure OpenAI 配音。 分镜脚本改写POST /jobs/{id}/script/rewriterewriteStoryboardScript根据原英文参考文案、当前英文新口播、英文 role enum、时间段和作者想法改写英文口播；作者想法若含中文，后端会先经 _ensure_english 兜底翻译。mode=segment 只改一段；mode=all 一次改完整片，要求整片前后连贯。后端按 AUDIO_REWRITE_MODEL、ASR_FALLBACK_MODEL、TRANSLATE_MODEL 依次尝试，全部失败时用英文本地模板保留可编辑文案。接口返回 items[index,text,text_zh]，其中 text 是写入模型链路的英文主值，text_zh 只供团队审稿镜像显示；点击保存规划后写入 StoryboardScene.action。 原始音频文件GET /jobs/{id}/audio.wavsourceAudioUrl返回拆轨得到的 wav；当前主界面不再渲染底部吸附音频条，右侧复刻工作表会读取该文件生成参考图式横向响度波形，并和原视频、逐句时间轴联动；波形标题栏显示当前播放秒数、总时长和鼠标指针停点秒数。 改写配音文件GET /jobs/{id}/audio-script.mp3apiAssetUrl(job.audio_script.voice_url)后续新配音阶段保留的 TTS 产物；服务端固定走 VOICE_PROVIDER=azure_openai，通过 AZURE_OPENAI_BASE_URL 的 OpenAI 协议生成 mp3，并按 AZURE_TTS_PATHS 依次尝试 /audio/speech、/v1/audio/speech 等路径。当前第一步不默认生成该文件。 @@ -1248,6 +1248,7 @@ ProductRefStateItem {

问题：生产只配置 LLM_BASE_URL=https://ai.skg.com/ezlink/v1，文本网关不一定提供 /audio/transcriptions 文件上传接口，导致音频文案步骤无法真实转写。

改动：api/main.py 新增 ASR_BASE_URL / ASR_API_KEY 和独立 ASR OpenAI client；音频转写只通过该 client 上传 audio.wav，不再绑死 LLM_BASE_URL。deploy/.env.production.example 增加生产 ASR 网关示例。

影响：文本/视觉模型仍走 LLM_BASE_URL，音频文件上传可单独切换到支持 Audio Transcriptions 的网关；/health 会回传 asr_base_url 供排障。

+

补充：当云端音频网关不兼容 OpenAI Audio Transcriptions 时，可设置 ASR_REMOTE_ENABLED=false，直接使用容器内 faster-whisper 做 CPU 转写。