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- -

- -# Hunyuan-DiT : A Powerful Multi-Resolution Diffusion Transformer with Fine-Grained Chinese Understanding -# 混元-DiT: 具有细粒度中文理解的多分辨率Diffusion Transformer - -[[Arxiv]](https://arxiv.org/abs/2405.08748) [[project page]](https://dit.hunyuan.tencent.com/) [[github]](https://github.com/Tencent/HunyuanDiT) - -This repo contains the distilled Hunyuan-DiT in 🤗 [Diffusers](https://github.com/huggingface/diffusers) format. - -It supports 25-step text-to-image generation. - -## Dependency -Please install PyTorch first, following the instruction in [https://pytorch.org](https://pytorch.org) - -Install the latest version of transformers with `pip`: -``` -pip install --upgrade transformers -``` - -Then install the latest github version of 🤗 Diffusers with `pip`: -``` -pip install git+https://github.com/huggingface/diffusers.git -``` - -## Example Usage with 🤗 Diffusers -```py -import torch -from diffusers import HunyuanDiTPipeline - -pipe = HunyuanDiTPipeline.from_pretrained("Tencent-Hunyuan/HunyuanDiT-v1.1-Diffusers-Distilled", torch_dtype=torch.float16) -pipe.to("cuda") - -# You may also use English prompt as HunyuanDiT supports both English and Chinese -# prompt = "An astronaut riding a horse" -prompt = "一个宇航员在骑马" -image = pipe(prompt).images[0] -``` - -![image/png](https://cdn-uploads.huggingface.co/production/uploads/646b0bbdec9a61e871799339/xoO_-5N7eZ-aCt4KpBYY6.png) - -## 📈 Comparisons -In order to comprehensively compare the generation capabilities of HunyuanDiT and other models, we constructed a 4-dimensional test set, including Text-Image Consistency, Excluding AI Artifacts, Subject Clarity, Aesthetic. More than 50 professional evaluators performs the evaluation. - -

- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
Model Open Source Text-Image Consistency (%) Excluding AI Artifacts (%) Subject Clarity (%) Aesthetics (%) Overall (%)
SDXL ✔ 64.3 60.6 91.1 76.3 42.7
PixArt-α ✔ 68.3 60.9 93.2 77.5 45.5
Playground 2.5 ✔ 71.9 70.8 94.9 83.3 54.3
SD 3 ✘ 77.1 69.3 94.6 82.5 56.7
MidJourney v6✘ 73.5 80.2 93.5 87.2 63.3
DALL-E 3✘ 83.9 80.3 96.5 89.4 71.0
Hunyuan-DiT✔ 74.2 74.3 95.4 86.6 59.0
-

- -## 🎥 Visualization - -* **Chinese Elements** -

- -

- -* **Long Text Input** - - -

- -

- - -## 🔥🔥🔥 Tencent Hunyuan Bot - -Welcome to [Tencent Hunyuan Bot](https://hunyuan.tencent.com/bot/chat), where you can explore our innovative products in multi-round conversation! \ No newline at end of file diff --git a/weights/hunyuanDiT/model_index.json b/weights/hunyuanDiT/model_index.json deleted file mode 100644 index 2e7a0f14ca4c81041e30aa0df476be0d5cfb1b8c..0000000000000000000000000000000000000000 --- a/weights/hunyuanDiT/model_index.json +++ /dev/null @@ -1,41 +0,0 @@ -{ - "_class_name": "HunyuanDiTPipeline", - "_diffusers_version": "0.29.0", - "feature_extractor": [ - null, - null - ], - "requires_safety_checker": true, - "safety_checker": [ - null, - null - ], - "scheduler": [ - "diffusers", - "DDPMScheduler" - ], - "text_encoder": [ - "transformers", - "BertModel" - ], - "text_encoder_2": [ - "transformers", - "T5EncoderModel" - ], - "tokenizer": [ - "transformers", - "BertTokenizer" - ], - "tokenizer_2": [ - "transformers", - "T5Tokenizer" - ], - "transformer": [ - "diffusers", - 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