Spaces:
Runtime error
Runtime error
| title: HiDream Ai Dev | |
| emoji: 🏢 | |
| colorFrom: pink | |
| colorTo: purple | |
| sdk: gradio | |
| sdk_version: 5.23.3 | |
| python_version: 3.10 | |
| app_file: app-dev.py | |
| pinned: false | |
| short_description: 'Unofficial HiDream-ai Spaces ' | |
| # HiDream-I1 | |
|  | |
| `HiDream-I1` is a new open-source image generative foundation model with 17B parameters that achieves state-of-the-art image generation quality within seconds. | |
| ## Project Updates | |
| - ```2025/4/7```: We've open-sourced the text-to-image model **HiDream-I1**. | |
| ## Models | |
| We offer both the full version and distilled models. For more information about the models, please refer to the link under Usage. | |
| | Name | Script | Inference Steps | HuggingFace repo | | |
| | --------------- | -------------------------------------------------- | --------------- | ---------------------- | | |
| | HiDream-I1-Full | [inference.py](./inference.py) | 50 | 🤗 [HiDream-I1-Full](https://huggingface.co/HiDream-ai/HiDream-I1-Full) | | |
| | HiDream-I1-Dev | [inference.py](./inference.py) | 28 | 🤗 [HiDream-I1-Dev](https://huggingface.co/HiDream-ai/HiDream-I1-Dev) | | |
| | HiDream-I1-Fast | [inference.py](./inference.py) | 16 | 🤗 [HiDream-I1-Fast](https://huggingface.co/HiDream-ai/HiDream-I1-Fast) | | |
| ## Quick Start | |
| Please make sure you have installed [Flash Attention](https://github.com/Dao-AILab/flash-attention). We recommend CUDA versions 12.4 for the manual installation. | |
| ``` | |
| pip install -r requirements.txt | |
| ``` | |
| Then you can run the inference scripts to generate images: | |
| ``` python | |
| # For full model inference | |
| python ./inference.py --model_type full | |
| # For distilled dev model inference | |
| python ./inference.py --model_type dev | |
| # For distilled fast model inference | |
| python ./inference.py --model_type fast | |
| ``` | |
| > **Note:** The inference script will automatically download `meta-llama/Meta-Llama-3.1-8B-Instruct` model files. If you encounter network issues, you can download these files ahead of time and place them in the appropriate cache directory to avoid download failures during inference. | |
| ## Gradio Demo | |
| We also provide a Gradio demo for interactive image generation. You can run the demo with: | |
| ``` python | |
| python gradio_demo.py | |
| ``` | |
| ## Evaluation Metrics | |
| ### DPG-Bench | |
| | Model | Overall | Global | Entity | Attribute | Relation | Other | | |
| | -------------- | --------- | ------ | ------ | --------- | -------- | ----- | | |
| | PixArt-alpha | 71.11 | 74.97 | 79.32 | 78.60 | 82.57 | 76.96 | | |
| | SDXL | 74.65 | 83.27 | 82.43 | 80.91 | 86.76 | 80.41 | | |
| | DALL-E 3 | 83.50 | 90.97 | 89.61 | 88.39 | 90.58 | 89.83 | | |
| | Flux.1-dev | 83.79 | 85.80 | 86.79 | 89.98 | 90.04 | 89.90 | | |
| | SD3-Medium | 84.08 | 87.90 | 91.01 | 88.83 | 80.70 | 88.68 | | |
| | Janus-Pro-7B | 84.19 | 86.90 | 88.90 | 89.40 | 89.32 | 89.48 | | |
| | CogView4-6B | 85.13 | 83.85 | 90.35 | 91.17 | 91.14 | 87.29 | | |
| | **HiDream-I1** | **85.89** | 76.44 | 90.22 | 89.48 | 93.74 | 91.83 | | |
| ### GenEval | |
| | Model | Overall | Single Obj. | Two Obj. | Counting | Colors | Position | Color attribution | | |
| | -------------- | -------- | ----------- | -------- | -------- | ------ | -------- | ----------------- | | |
| | SDXL | 0.55 | 0.98 | 0.74 | 0.39 | 0.85 | 0.15 | 0.23 | | |
| | PixArt-alpha | 0.48 | 0.98 | 0.50 | 0.44 | 0.80 | 0.08 | 0.07 | | |
| | Flux.1-dev | 0.66 | 0.98 | 0.79 | 0.73 | 0.77 | 0.22 | 0.45 | | |
| | DALL-E 3 | 0.67 | 0.96 | 0.87 | 0.47 | 0.83 | 0.43 | 0.45 | | |
| | CogView4-6B | 0.73 | 0.99 | 0.86 | 0.66 | 0.79 | 0.48 | 0.58 | | |
| | SD3-Medium | 0.74 | 0.99 | 0.94 | 0.72 | 0.89 | 0.33 | 0.60 | | |
| | Janus-Pro-7B | 0.80 | 0.99 | 0.89 | 0.59 | 0.90 | 0.79 | 0.66 | | |
| | **HiDream-I1** | **0.83** | 1.00 | 0.98 | 0.79 | 0.91 | 0.60 | 0.72 | | |
| ### HPSv2.1 benchmark | |
| | Model | Averaged | Animation | Concept-art | Painting | Photo | | |
| | --------------------- | --------- | --------- | ----------- | -------- | ----- | | |
| | Stable Diffusion v2.0 | 26.38 | 27.09 | 26.02 | 25.68 | 26.73 | | |
| | Midjourney V6 | 30.29 | 32.02 | 30.29 | 29.74 | 29.10 | | |
| | SDXL | 30.64 | 32.84 | 31.36 | 30.86 | 27.48 | | |
| | Dall-E3 | 31.44 | 32.39 | 31.09 | 31.18 | 31.09 | | |
| | SD3 | 31.53 | 32.60 | 31.82 | 32.06 | 29.62 | | |
| | Midjourney V5 | 32.33 | 34.05 | 32.47 | 32.24 | 30.56 | | |
| | CogView4-6B | 32.31 | 33.23 | 32.60 | 32.89 | 30.52 | | |
| | Flux.1-dev | 32.47 | 33.87 | 32.27 | 32.62 | 31.11 | | |
| | stable cascade | 32.95 | 34.58 | 33.13 | 33.29 | 30.78 | | |
| | **HiDream-I1** | **33.82** | 35.05 | 33.74 | 33.88 | 32.61 | | |
| ## License | |
| The code in this repository and the HiDream-I1 models are licensed under [MIT License](./LICENSE). | |