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https://huggingface.co/Tencent-Hunyuan/HunyuanDiT/blob/main/LICENSE.txt -language: -- en ---- - - -

- -

- -# 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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"special": true - }, - "102": { - "content": "[SEP]", - "lstrip": false, - "normalized": false, - "rstrip": false, - "single_word": false, - "special": true - }, - "103": { - "content": "[MASK]", - "lstrip": false, - "normalized": false, - "rstrip": false, - "single_word": false, - "special": true - } - }, - "clean_up_tokenization_spaces": true, - "cls_token": "[CLS]", - "do_basic_tokenize": true, - "do_lower_case": true, - "mask_token": "[MASK]", - "model_max_length": 77, - "never_split": null, - "pad_token": "[PAD]", - "sep_token": "[SEP]", - "strip_accents": null, - "tokenize_chinese_chars": true, - "tokenizer_class": "BertTokenizer", - "unk_token": "[UNK]" -} diff --git a/weights/hunyuanDiT/tokenizer/vocab.txt b/weights/hunyuanDiT/tokenizer/vocab.txt deleted file mode 100644 index 6246906805d02aca01714c71e4c8d77b69a7a131..0000000000000000000000000000000000000000 --- a/weights/hunyuanDiT/tokenizer/vocab.txt +++ /dev/null @@ -1,47020 +0,0 @@ -[PAD] -[unused1] -[unused2] -[unused3] -[unused4] -[unused5] -[unused6] -[unused7] -[unused8] -[unused9] -[unused10] -[unused11] -[unused12] -[unused13] -[unused14] -[unused15] -[unused16] -[unused17] -[unused18] -[unused19] -[unused20] -[unused21] -[unused22] -[unused23] -[unused24] -[unused25] -[unused26] -[unused27] -[unused28] -[unused29] -[unused30] -[unused31] -[unused32] -[unused33] -[unused34] -[unused35] -[unused36] -[unused37] -[unused38] -[unused39] -[unused40] -[unused41] -[unused42] -[unused43] -[unused44] -[unused45] -[unused46] -[unused47] -[unused48] -[unused49] -[unused50] -[unused51] -[unused52] -[unused53] -[unused54] -[unused55] -[unused56] -[unused57] -[unused58] -[unused59] -[unused60] -[unused61] -[unused62] -[unused63] -[unused64] -[unused65] -[unused66] -[unused67] -[unused68] -[unused69] -[unused70] -[unused71] -[unused72] -[unused73] -[unused74] -[unused75] -[unused76] -[unused77] -[unused78] -[unused79] -[unused80] -[unused81] -[unused82] -[unused83] -[unused84] -[unused85] -[unused86] -[unused87] -[unused88] -[unused89] -[unused90] -[unused91] -[unused92] -[unused93] -[unused94] -[unused95] -[unused96] -[unused97] -[unused98] -[unused99] -[UNK] -[CLS] -[SEP] -[MASK] - 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