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Running
on
Zero
title: 3D Style Image Gen R1 | |
emoji: ๐ผ๐ | |
colorFrom: purple | |
colorTo: red | |
sdk: gradio | |
sdk_version: 5.35.0 | |
app_file: app.py | |
pinned: false | |
license: openrail++ | |
short_description: '3D Style Image Generator R1: Fast & High Quality Mode' | |
I'll analyze this code and provide explanations in both English and Korean. | |
## English Explanation | |
This is a **3D Style Image Generator** application built with Gradio and Hugging Face's Diffusers library. Here's what it does: | |
### Key Features: | |
1. **Image Generation**: Uses FLUX.1-dev model with Hyper-SD LoRA for fast, high-quality 3D-style image generation | |
2. **Korean Translation**: Automatically detects and translates Korean prompts to English using Helsinki-NLP translator | |
3. **Web Interface**: Clean Gradio interface with customizable generation parameters | |
4. **Gallery Display**: Shows pre-generated sample images with their prompts | |
### Technical Components: | |
- **Model**: FLUX.1-dev with Hyper-SD 8-step LoRA for accelerated inference | |
- **GPU Acceleration**: Uses CUDA with bfloat16 precision for efficiency | |
- **Caching**: Implements local model caching to avoid repeated downloads | |
- **Image Saving**: Automatically saves generated images with timestamps | |
### User Controls: | |
- **Prompt Input**: Text description for the desired 3D image | |
- **Advanced Settings**: | |
- Image dimensions (256-1152 pixels) | |
- Inference steps (6-25 steps) | |
- Guidance scale (0.0-5.0) | |
- Seed control for reproducibility | |
### Workflow: | |
1. User enters a prompt (Korean or English) | |
2. Korean prompts are automatically translated | |
3. Prompt is formatted with "wbgmsst, 3D, [prompt], white background" | |
4. Model generates the image using specified parameters | |
5. Image is displayed and saved to gallery | |
--- | |
## ํ๊ธ ์ค๋ช | |
์ด๊ฒ์ Gradio์ Hugging Face์ Diffusers ๋ผ์ด๋ธ๋ฌ๋ฆฌ๋ฅผ ์ฌ์ฉํ์ฌ ๊ตฌ์ถ๋ **3D ์คํ์ผ ์ด๋ฏธ์ง ์์ฑ๊ธฐ** ์ ํ๋ฆฌ์ผ์ด์ ์ ๋๋ค. | |
### ์ฃผ์ ๊ธฐ๋ฅ: | |
1. **์ด๋ฏธ์ง ์์ฑ**: FLUX.1-dev ๋ชจ๋ธ๊ณผ Hyper-SD LoRA๋ฅผ ์ฌ์ฉํ์ฌ ๋น ๋ฅด๊ณ ๊ณ ํ์ง์ 3D ์คํ์ผ ์ด๋ฏธ์ง ์์ฑ | |
2. **ํ๊ตญ์ด ๋ฒ์ญ**: Helsinki-NLP ๋ฒ์ญ๊ธฐ๋ฅผ ์ฌ์ฉํ์ฌ ํ๊ตญ์ด ํ๋กฌํํธ๋ฅผ ์๋์ผ๋ก ๊ฐ์งํ๊ณ ์์ด๋ก ๋ฒ์ญ | |
3. **์น ์ธํฐํ์ด์ค**: ์ฌ์ฉ์ ์ ์ ๊ฐ๋ฅํ ์์ฑ ๋งค๊ฐ๋ณ์๊ฐ ์๋ ๊น๋ํ Gradio ์ธํฐํ์ด์ค | |
4. **๊ฐค๋ฌ๋ฆฌ ํ์**: ๋ฏธ๋ฆฌ ์์ฑ๋ ์ํ ์ด๋ฏธ์ง์ ํด๋น ํ๋กฌํํธ ํ์ | |
### ๊ธฐ์ ์ ๊ตฌ์ฑ์์: | |
- **๋ชจ๋ธ**: ๊ฐ์ํ๋ ์ถ๋ก ์ ์ํ Hyper-SD 8๋จ๊ณ LoRA๊ฐ ์ ์ฉ๋ FLUX.1-dev | |
- **GPU ๊ฐ์**: ํจ์จ์ฑ์ ์ํด bfloat16 ์ ๋ฐ๋๋ก CUDA ์ฌ์ฉ | |
- **์บ์ฑ**: ๋ฐ๋ณต ๋ค์ด๋ก๋๋ฅผ ํผํ๊ธฐ ์ํ ๋ก์ปฌ ๋ชจ๋ธ ์บ์ฑ ๊ตฌํ | |
- **์ด๋ฏธ์ง ์ ์ฅ**: ์์ฑ๋ ์ด๋ฏธ์ง๋ฅผ ํ์์คํฌํ์ ํจ๊ป ์๋ ์ ์ฅ | |
### ์ฌ์ฉ์ ์ ์ด ๊ธฐ๋ฅ: | |
- **ํ๋กฌํํธ ์ ๋ ฅ**: ์ํ๋ 3D ์ด๋ฏธ์ง์ ๋ํ ํ ์คํธ ์ค๋ช | |
- **๊ณ ๊ธ ์ค์ **: | |
- ์ด๋ฏธ์ง ํฌ๊ธฐ (256-1152 ํฝ์ ) | |
- ์ถ๋ก ๋จ๊ณ (6-25 ๋จ๊ณ) | |
- ๊ฐ์ด๋์ค ์ค์ผ์ผ (0.0-5.0) | |
- ์ฌํ์ฑ์ ์ํ ์๋ ์ ์ด | |
### ์๋ ๊ณผ์ : | |
1. ์ฌ์ฉ์๊ฐ ํ๋กฌํํธ ์ ๋ ฅ (ํ๊ตญ์ด ๋๋ ์์ด) | |
2. ํ๊ตญ์ด ํ๋กฌํํธ๋ ์๋์ผ๋ก ๋ฒ์ญ๋จ | |
3. ํ๋กฌํํธ๊ฐ "wbgmsst, 3D, [ํ๋กฌํํธ], white background" ํ์์ผ๋ก ํฌ๋งท๋จ | |
4. ๋ชจ๋ธ์ด ์ง์ ๋ ๋งค๊ฐ๋ณ์๋ฅผ ์ฌ์ฉํ์ฌ ์ด๋ฏธ์ง ์์ฑ | |
5. ์ด๋ฏธ์ง๊ฐ ํ์๋๊ณ ๊ฐค๋ฌ๋ฆฌ์ ์ ์ฅ๋จ | |
### ํน๋ณ ๊ธฐ๋ฅ: | |
- **ํ๊ตญ์ด ์ง์**: ํ๊ตญ์ด๋ก ํ๋กฌํํธ๋ฅผ ์ ๋ ฅํ๋ฉด ์๋์ผ๋ก ์์ด๋ก ๋ฒ์ญ๋์ด ์ฒ๋ฆฌ | |
- **๋น ๋ฅธ ์์ฑ**: Hyper-SD LoRA๋ฅผ ์ฌ์ฉํ์ฌ 8๋จ๊ณ๋ง์ผ๋ก๋ ๊ณ ํ์ง ์ด๋ฏธ์ง ์์ฑ | |
- **๊ฐค๋ฌ๋ฆฌ**: ๋ค์ํ ์คํ์ผ์ ์ํ ์ด๋ฏธ์ง๋ฅผ ์ฐธ๊ณ ํ ์ ์๋ ๊ฐค๋ฌ๋ฆฌ ์ ๊ณต | |
- **์๋ ์ ์ด**: ๋์ผํ ์ด๋ฏธ์ง๋ฅผ ์ฌ์์ฑํ ์ ์๋๋ก ์๋ ๊ฐ ์ ์ด ๊ฐ๋ฅ |