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tenser-tensor-ComfyUI-Tense…/web/docs/TT_Flux2GgufModelsLoaderAdvanced.md
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## TT FLUX2 GGUF Models Loader (Advanced) *TT_GgufModelsLoaderAdvanced*
*This description was generated with AI assistance. If you spot any errors, please create an issue on GitHub.*
All-in-one loader for GGUF-quantized models with extended control over quantization, sampling, and LoRA support.
### Inputs
| Parameter | Type | Required | Advanced | Description |
|-----------------------|---------|----------|----------|------------------------------------------------------------------------|
| `unet_name` | STRING | Yes | | GGUF UNet/diffusion model filename |
| `dequant_dtype` | STRING | Yes | Yes | Data type for dequantization (default/target/float32/float16/bfloat16) |
| `patch_dtype` | STRING | Yes | Yes | Data type for weight patching |
| `apply_sampling` | BOOLEAN | Yes | | Enable/disable flux sampling shift patch |
| `base_sampling_shift` | FLOAT | Yes | Yes | Base shift value for flux sampling (default: 0.5) |
| `max_sampling_shift` | FLOAT | Yes | Yes | Maximum shift value for flux sampling (default: 1.15) |
| `sampling_width` | INT | Yes | Yes | Reference width for sampling shift calculation |
| `sampling_height` | INT | Yes | Yes | Reference height for sampling shift calculation |
| `lora_name_1..4` | STRING | Yes | Yes | LoRA filename (None to skip) |
| `strength_1..4` | FLOAT | Yes | Yes | LoRA blend strength (-10.0 to 10.0, default: 1.0) |
| `clip_name` | STRING | Yes | | GGUF CLIP text encoder filename |
| `vae_name` | STRING | Yes | | VAE model filename |
| `vae_device` | STRING | Yes | Yes | Device for VAE (default/cpu) |
| `vae_dtype` | STRING | Yes | Yes | Data type for VAE (bfloat16/float16/float32) |
### Outputs
| Parameter | Type | Description |
|-----------|-------|------------------------|
| `MODEL` | MODEL | Loaded diffusion model |
| `CLIP` | CLIP | Loaded text encoder |
| `VAE` | VAE | Loaded VAE decoder |
### Usage
Extended version of FLUX2 GGUF Models Loader. Supports up to 4 LoRAs loaded simultaneously. Enable `apply_sampling` to apply flux sampling shift patch —
useful for improving quality at non-standard resolutions. Advanced parameters are hidden by default and can be revealed via the node's show/hide
controls.
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[View on GitHub](https://github.com/tenser-tensor/ComfyUI-TenserTensor)