# HiDreamImageTransformer2DModel A Transformer model for image-like data from [HiDream-I1](https://huggingface.co/HiDream-ai). The model can be loaded with the following code snippet. ```python from diffusers import HiDreamImageTransformer2DModel transformer = HiDreamImageTransformer2DModel.from_pretrained("HiDream-ai/HiDream-I1-Full", subfolder="transformer", torch_dtype=torch.bfloat16) ``` ## Loading GGUF quantized checkpoints for HiDream-I1 GGUF checkpoints for the `HiDreamImageTransformer2DModel` can be loaded using `~FromOriginalModelMixin.from_single_file` ```python import torch from diffusers import GGUFQuantizationConfig, HiDreamImageTransformer2DModel ckpt_path = "https://huggingface.co/city96/HiDream-I1-Dev-gguf/blob/main/hidream-i1-dev-Q2_K.gguf" transformer = HiDreamImageTransformer2DModel.from_single_file( ckpt_path, quantization_config=GGUFQuantizationConfig(compute_dtype=torch.bfloat16), torch_dtype=torch.bfloat16 ) ``` ## HiDreamImageTransformer2DModel [[autodoc]] HiDreamImageTransformer2DModel ## Transformer2DModelOutput [[autodoc]] models.modeling_outputs.Transformer2DModelOutput