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Remote Text Encoder

Offload CLIP / T5 / Gemma text encoding to a separate GPU machine and use the results directly in ComfyUI. Frees the ComfyUI machine from having to load large text encoder models locally.

RemoteTextEncoder/
├── server/ ← run this on your GPU / encoding machine
└── (root) ← install this folder as a ComfyUI custom node

ComfyUI Node – Installation

  1. Clone or copy this folder into your ComfyUI custom nodes directory:

    ComfyUI/custom_nodes/RemoteTextEncoder/
    
  2. Install dependencies:

    pip install -r requirements.txt
  3. Set your server URL in rte_config.json (in the node folder) so the model dropdown populates automatically on startup:

    { "server_url": "http://your-server-hostname:8288" }

    Without this step the dropdown will be empty until the node is executed once — after that the URL is saved automatically for future restarts.

  4. Restart ComfyUI.

Press R on the Remote CLIP Loader node at any time to refresh the model list (e.g. after loading a new model on the server).


Server – Installation

See server/README.md for full details.

cd server
pip install torch --index-url https://download.pytorch.org/whl/cu121 # CUDA
# or: pip install torch --index-url https://download.pytorch.org/whl/rocm6.0 # ROCm
pip install -r requirements.txt
python server.py --port 8288

Place models in server/models/ — see server/models/README.txt for the supported layouts (HF model directory or single .safetensors file).


Node Reference

Node Inputs Output
Remote CLIP Loader server_url, model_name, clip_skip, timeout, api_key REMOTE_CLIP
CLIP Text Encode (Remote) remote_clip, text, max_length CONDITIONING
CLIP Text Encode Couple (Remote / SDXL) remote_clip_l, remote_clip_g, text_l, text_g CONDITIONING
LTX-Video Text Encode (Remote) remote_t5, remote_gemma, text, t5_max_length, gemma_max_length CONDITIONING

SD 1.x / SD 2.x

RemoteCLIPLoader ──► CLIPTextEncodeRemote (positive) ──┐
RemoteCLIPLoader ──► CLIPTextEncodeRemote (negative) ──┤
 ▼
 KSampler ◄── VAELoader, CheckpointLoader ...

SDXL

RemoteCLIPLoader (clip-l) ──┐
 ├──► CLIPTextEncodeCoupleRemote (positive) ──┐
RemoteCLIPLoader (clip-g) ──┘ │
 ▼
RemoteCLIPLoader (clip-l) ──┐ KSampler
 ├──► CLIPTextEncodeCoupleRemote (negative) ──┘
RemoteCLIPLoader (clip-g) ──┘

LTX-Video 2.3

RemoteCLIPLoader (T5-XXL) ──┐
 ├──► LTXVTextEncodeRemote ──► CONDITIONING
RemoteCLIPLoader (Gemma-3-12B) ──┘

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Offload CLIP/T5/Gemma text encoding to a remote GPU server, saving local VRAM in ComfyUI

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