Initial commit: Polish AI dubbing pipeline (ComfyUI + Higgs Audio V3)
Converts SRT subtitles into a Polish lektor-style voiceover using a local
ComfyUI instance running Higgs Audio V3, then muxes the result back into the
source video as a second audio track. Video and original audio are always
stream-copied; only the new voiceover track is encoded.
Contents:
lektor_ai_comfy.py main pipeline (standard library only, needs ffmpeg)
lektor_ai_comfy_v2.py batched-context experiment (timing unresolved)
lektor_ai.py earlier version using the hosted Boson AI API
install_comfyui.sh reproduces the ComfyUI environment, versions pinned
docs/ requirements, installation, usage, architecture,
troubleshooting
gudowski/ voice references (.wav) with their transcripts (.txt)
Source media and generated video are gitignored.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
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# lektor_ai_comfy — Documentation
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Converts SRT subtitles into a Polish AI voiceover in the *lektor* style (a single
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narrator read over the quietened original soundtrack) using a local ComfyUI
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instance running the Higgs Audio V3 TTS model, then muxes the result back into
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the video as a second audio track.
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The source video is never re-encoded. Video and the original audio are
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stream-copied; only the new voiceover track is encoded.
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## Documentation map
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| Document | What it covers |
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|---|---|
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| [requirements.md](requirements.md) | Hardware, software, and the exact dependency surface |
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| [installation.md](installation.md) | Installing ComfyUI + the TTS engine, and verifying it |
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| [usage.md](usage.md) | Every CLI flag, the working modes, and practical recipes |
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| [architecture.md](architecture.md) | How the pipeline works internally, end to end |
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| [troubleshooting.md](troubleshooting.md) | Diagnosed failure modes and their fixes |
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## Quick start
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Assuming ComfyUI is already installed (if not, see
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[installation.md](installation.md)):
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```bash
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# 1. Start the TTS backend and leave it running
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~/comfy-tts-app/start_comfyui.sh
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# 2. In another terminal, generate the voiceover
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cd ~/Programy/lektor_ai
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python3 lektor_ai_comfy.py "input/film.mkv" --embedded-subs
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```
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The result is `output/film_lektor.mkv` with two audio tracks — **Original** and
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**Polish** — plus every subtitle track from the source.
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## The two halves of this project
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The pieces are deliberately decoupled and it helps to keep them apart when
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diagnosing anything:
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**ComfyUI + Higgs Audio V3** — a local HTTP service on port 8189 that turns text
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into speech. Heavy: ~22 GB on disk, needs an NVIDIA GPU, lives in its own conda
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environment. It knows nothing about subtitles or video.
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**`lektor_ai_comfy.py`** — a single-file script that parses subtitles, drives
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ComfyUI over HTTP, and does all timing and audio/video assembly with ffmpeg. It
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is pure Python standard library, runs on the system Python, and needs no conda
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environment or pip packages of its own.
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So a TTS problem (bad pronunciation, hallucination, mumbling) belongs to the
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first half, and a timing, mixing, or muxing problem belongs to the second.
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## Conventions in these docs
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Paths are written as they exist on the machine this was developed on:
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```
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~/Programy/lektor_ai the project
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~/comfy-tts-app/ComfyUI the TTS backend
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~/miniforge3 the conda distribution
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```
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If yours differ, update the constants at the top of `lektor_ai_comfy.py` — see
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[installation.md](installation.md#configuring-the-script).
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