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>
6.5 KiB
Installation
Two things need to exist: the ComfyUI backend (large, isolated, GPU-bound) and the script (which needs nothing installed at all).
Automated install
install_comfyui.sh in the project root reproduces the exact working
environment. It is idempotent — safe to re-run, and it skips any step already
satisfied.
cd ~/Programy/lektor_ai
./install_comfyui.sh
Roughly 30–60 minutes, mostly downloading. Expect ~22 GB.
Options
| Flag | Effect |
|---|---|
| (none) | Pinned versions — ComfyUI 7cb784e0, suite v5.3.0. Recommended. |
--latest |
Newest ComfyUI and suite instead. You are on your own for breakage. |
--skip-model |
Skip the 8.7 GB download; it happens on first generation anyway. |
--lock FILE |
Restore an exact package set from a pip freeze lockfile. |
--help |
Usage summary. |
Changing where things go
CONDA_ROOT=/opt/miniforge3 COMFY_ROOT=/data/comfy ./install_comfyui.sh
| Variable | Default |
|---|---|
CONDA_ROOT |
~/miniforge3 |
COMFY_ROOT |
~/comfy-tts-app |
ENV_NAME |
comfy-tts |
COMFY_PORT |
8189 |
PYTHON_VERSION |
3.12 |
If you change COMFY_ROOT or COMFY_PORT, update the script constants too —
see Configuring the script.
Exact reproduction
comfyui-requirements.lock.txt pins all 232 packages. To rebuild a
byte-identical environment:
./install_comfyui.sh --lock comfyui-requirements.lock.txt
Regenerate it after intentional changes:
source ~/miniforge3/etc/profile.d/conda.sh && conda activate comfy-tts
pip freeze > comfyui-requirements.lock.txt
What the installer does
Useful to know when something fails midway, since each step can be repeated on its own.
- Preflight — checks Linux, git, a downloader, GPU, disk space, ffmpeg. Only missing git or a downloader is fatal; the rest warn.
- Miniforge →
~/miniforge3, batch mode.conda initis deliberately not run, so your.bashrcis never touched. - Conda env
comfy-ttswith Python 3.12, then a guard that refuses to continue if the wrong Python somehow ended up active. - PyTorch from the cu128 index, pinned to 2.11.0.
- ComfyUI cloned and checked out at the pinned commit (detached HEAD — this
is expected, not an error), then its
requirements.txtinstalled. - TTS-Audio-Suite cloned, checked out at
v5.3.0, thenpython install.py— its own resolver, which must not be replaced with a plain pip install (see requirements.md). - Model —
bosonai/higgs-audio-v3-tts-4bintoComfyUI/models/TTS/higgs_audio_v3/. - Launcher written to
$COMFY_ROOT/start_comfyui.sh. - Verification — imports torch, torchaudio, transformers, safetensors, soundfile, librosa and reports CUDA availability.
Manual install
The equivalent by hand, if you would rather not use the script:
# Miniforge, self-contained, no shell integration
wget https://github.com/conda-forge/miniforge/releases/latest/download/Miniforge3-Linux-x86_64.sh
bash Miniforge3-Linux-x86_64.sh -b -p ~/miniforge3
source ~/miniforge3/etc/profile.d/conda.sh
conda create -n comfy-tts python=3.12 -y
conda activate comfy-tts
# PyTorch with the CUDA 12.8 runtime bundled
pip install torch==2.11.0 torchvision==0.26.0 torchaudio==2.11.0 \
--index-url https://download.pytorch.org/whl/cu128
# ComfyUI, pinned
mkdir -p ~/comfy-tts-app && cd ~/comfy-tts-app
git clone https://github.com/comfyanonymous/ComfyUI.git
cd ComfyUI && git checkout 7cb784e0f48784bb6ed588912e186e5ee1e9ee68
pip install -r requirements.txt
# The TTS node, pinned — note install.py, NOT requirements.txt
cd custom_nodes
git clone https://github.com/diodiogod/TTS-Audio-Suite.git
cd TTS-Audio-Suite && git checkout tags/v5.3.0
python install.py
The model downloads itself on first generation. To fetch it ahead of time:
from huggingface_hub import snapshot_download
snapshot_download(
repo_id="bosonai/higgs-audio-v3-tts-4b",
local_dir="~/comfy-tts-app/ComfyUI/models/TTS/higgs_audio_v3/higgs-audio-v3-tts-4b",
)
Running the backend
~/comfy-tts-app/start_comfyui.sh
which is just:
#!/bin/bash
source ~/miniforge3/etc/profile.d/conda.sh
conda activate comfy-tts
cd ~/comfy-tts-app/ComfyUI && python main.py --port 8189
Leave it running in its own terminal for the whole session — model load takes tens of seconds and would otherwise be repeated. The web UI at http://127.0.0.1:8189 is useful for watching progress and reading errors, but is not needed; the script drives everything over HTTP.
Configuring the script
lektor_ai_comfy.py has four constants at the top. If you installed anywhere
other than the defaults, edit them:
COMFY_URL = "http://127.0.0.1:8189"
COMFY_OUTPUT_DIR = Path("/home/lukas/comfy-tts-app/ComfyUI/output")
COMFY_INPUT_DIR = Path("/home/lukas/comfy-tts-app/ComfyUI/input")
VOICE_PROMPTS_DIR = Path("/home/lukas/Programy/lektor_ai/gudowski")
COMFY_URL can also be overridden per-run with --comfy-url. The two directory
constants cannot — the script reads generated audio directly from ComfyUI's
output directory and copies voice references into its input directory, so both
must be real paths on the same filesystem.
The script itself needs no installation. Ensure ffmpeg is present:
ffmpeg -version && ffprobe -version
If missing, and you would rather not use sudo:
conda install -n comfy-tts -c conda-forge ffmpeg
Note that this puts ffmpeg inside the conda env, so the script must then be run with that env active.
Verifying
# 1. Backend responds
curl -s http://127.0.0.1:8189/system_stats | head -c 200
# 2. GPU visible to PyTorch
source ~/miniforge3/etc/profile.d/conda.sh && conda activate comfy-tts
python -c "import torch; print(torch.__version__, torch.cuda.is_available())"
# -> 2.11.0+cu128 True
# 3. Model present
ls -la ~/comfy-tts-app/ComfyUI/models/TTS/higgs_audio_v3/higgs-audio-v3-tts-4b/model.safetensors
# 4. End-to-end on 60 seconds of a real file
cd ~/Programy/lektor_ai
python3 lektor_ai_comfy.py "input/film.mkv" --embedded-subs --end 01:00
The short run is the real test — it exercises subtitle parsing, TTS, assembly and muxing, and finishes in a couple of minutes.
Uninstalling
Nothing was installed system-wide, so removal is just deleting directories:
conda env remove -n comfy-tts
rm -rf ~/comfy-tts-app
rm -rf ~/miniforge3 # only if nothing else uses it