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## TT FLUX2 GGUF Models Loader (Advanced) *TT_Flux2GgufModelsLoaderAdvancedNode*
*This description was generated with AI assistance. If you spot any errors, please create an issue on GitHub.*
Extended GGUF pipeline loader with dequantization control, sampling shift, up to 4 LoRA slots, and advanced device/dtype configuration.
### Inputs
| Parameter | Type | Required | Description |
|-----------------------|---------|----------|--------------------------------------------------------------------------------------|
| `diffusion_model` | COMBO | Yes | GGUF-quantized diffusion model file |
| `dequant_dtype` | COMBO | Yes | Data type for dequantization (default: "bfloat16") *(advanced)* |
| `patch_dtype` | COMBO | Yes | Data type for model patches (default: "bfloat16") *(advanced)* |
| `apply_sampling` | BOOLEAN | Yes | Enable resolution-based sampling shift ("Flux Shift" / "No Shift", default: enabled) |
| `base_sampling_shift` | FLOAT | Yes | Base shift value for sampling schedule (0.0–100.0, default: 0.5) *(advanced)* |
| `max_sampling_shift` | FLOAT | Yes | Maximum shift value for sampling schedule (0.0–100.0, default: 1.15) *(advanced)* |
| `sampling_width` | INT | Yes | Reference width for shift calculation (16–MAX, step: 8, default: 1024) *(advanced)* |
| `sampling_height` | INT | Yes | Reference height for shift calculation (16–MAX, step: 8, default: 1024) *(advanced)* |
| `clip` | COMBO | Yes | GGUF-quantized text encoder file |
| `clip_device` | COMBO | Yes | Device for CLIP inference (default: "default") *(advanced)* |
| `lora_name_1` | COMBO | Yes | LoRA file for slot 1 |
| `strength_1` | FLOAT | Yes | Strength for LoRA slot 1 (-10.0–10.0, default: 1.0) |
| `lora_name_2` | COMBO | Yes | LoRA file for slot 2 |
| `strength_2` | FLOAT | Yes | Strength for LoRA slot 2 (-10.0–10.0, default: 1.0) |
| `lora_name_3` | COMBO | Yes | LoRA file for slot 3 |
| `strength_3` | FLOAT | Yes | Strength for LoRA slot 3 (-10.0–10.0, default: 1.0) |
| `lora_name_4` | COMBO | Yes | LoRA file for slot 4 |
| `strength_4` | FLOAT | Yes | Strength for LoRA slot 4 (-10.0–10.0, default: 1.0) |
| `vae_name` | COMBO | Yes | VAE model file for image encoding/decoding |
| `vae_device` | COMBO | Yes | Device for VAE inference (default: "default") *(advanced)* |
| `vae_dtype` | COMBO | Yes | Data type for VAE computation *(advanced)* |
### Outputs
| Parameter | Type | Description |
|-----------|-------|-----------------------------|
| `MODEL` | MODEL | Loaded GGUF diffusion model |
| `CLIP` | CLIP | Loaded GGUF text encoder |
| `VAE` | VAE | Loaded VAE |
### Usage
Advanced GGUF pipeline loader with full control over quantization and loading parameters. Use `dequant_dtype`
and `patch_dtype` to balance precision and VRAM usage during dequantization. Supports up to 4 simultaneous
LoRAs applied at load time. Enable "Flux Shift" to apply resolution-aware sampling shift — adjust
`base_sampling_shift`, `max_sampling_shift`, and the reference resolution to tune the shift curve.
Use advanced device options to offload components as needed.
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[View on GitHub](https://github.com/tenser-tensor/ComfyUI-TenserTensor)