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Cataloged from unsloth/Z-Image-GGUF
All models by unsloth →This is a GGUF quantized version of Z-Image.
unsloth/Z-Image-GGUF uses Unsloth Dynamic 2.0 methodology for SOTA performance.
Welcome to the official repository for the Z-Image（造相）project!
[Image blocked: Teaser]
Z-Image is the foundation model of the ⚡️- Image family, engineered for good quality, robust generative diversity, broad stylistic coverage, and precise prompt adherence. While Z-Image-Turbo is built for speed, Z-Image is a full-capacity, undistilled transformer designed to be the backbone for creators, researchers, and developers who require the highest level of creative freedom.
Install the latest version of diffusers:
Download the model:
If you find our work useful in your research, please consider citing:
pip install git+https://github.com/huggingface/diffuserspip install -U huggingface_hubHF_XET_HIGH_PERFORMANCE=1 hf download Tongyi-MAI/Z-Imageimport torchfrom diffusers import ZImagePipeline
# Load the pipelinepipe = ZImagePipeline.from_pretrained( "Tongyi-MAI/Z-Image", torch_dtype=torch.bfloat16, low_cpu_mem_usage=False,)pipe.to("cuda")
# Generate imageprompt = "两名年轻亚裔女性紧密站在一起，背景为朴素的灰色纹理墙面，可能是室内地毯地面。左侧女性留着长卷发，身穿藏青色毛衣，左袖有奶油色褶皱装饰，内搭白色立领衬衫，下身白色裤子；佩戴小巧金色耳钉，双臂交叉于背后。右侧女性留直肩长发，身穿奶油色卫衣，胸前印有“Tun the tables”字样，下方为“New ideas”，搭配白色裤子；佩戴银色小环耳环，双臂交叉于胸前。两人均面带微笑直视镜头。照片，自然光照明，柔和阴影，以藏青、奶油白为主的中性色调，休闲时尚摄影，中等景深，面部和上半身对焦清晰，姿态放松，表情友好，室内环境，地毯地面，纯色背景。"negative_prompt = "" # Optional, but would be powerful when you want to remove some unwanted content
image = pipe( prompt=prompt, negative_prompt=negative_prompt, height=1280, width=720, cfg_normalization=False, num_inference_steps=50, guidance_scale=4, generator=torch.Generator("cuda").manual_seed(42),).images[0]
image.save("example.png")@article{team2025zimage, title={Z-Image: An Efficient Image Generation Foundation Model with Single-Stream Diffusion Transformer}, author={Z-Image Team}, journal={arXiv preprint arXiv:2511.22699}, year={2025}}