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Running
on
Zero
Update README.md
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README.md
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- alfredplpl/flux.1-dev-modern-anime-lora
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- AIWarper/RubberCore1920sCartoonStyle
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---
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- alfredplpl/flux.1-dev-modern-anime-lora
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- AIWarper/RubberCore1920sCartoonStyle
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---
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## ๐จ FLUX LoRA Gallery: Custom Style Transfer with AI Image Generation
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### Create Stunning Images with Specialized LoRA Models
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Welcome to **FLUX LoRA Gallery**, an advanced AI image generation platform that combines the power of FLUX.1-dev with customizable LoRA (Low-Rank Adaptation) models. This tool allows you to generate high-quality images in various artistic styles by selecting from a curated gallery of LoRA models or loading your own custom models from Hugging Face.
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### What is FLUX LoRA Gallery?
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FLUX LoRA Gallery is a **comprehensive AI art generation system** that leverages fine-tuned LoRA models to apply specific artistic styles, character designs, or visual themes to your text prompts. With bilingual support for Korean and English, it provides an intuitive interface for both browsing pre-configured styles and importing custom LoRA models for personalized image generation.
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### Key Features for Creative Expression
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- **๐จ LoRA Model Gallery**: Browse and select from curated artistic styles
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- **๐ง Custom LoRA Support**: Import any FLUX-compatible LoRA from Hugging Face
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- **๐ Bilingual Interface**: Full Korean and English language support
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- **๐พ Persistent Gallery**: Automatic saving of all generated images with metadata
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- **โก Optimized Pipeline**: Fast generation with AutoencoderTiny and VAE switching
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- **๐ฏ Smart Trigger Words**: Automatic trigger word integration for optimal results
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- **๐ Advanced Controls**: Fine-tune every aspect of image generation
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- **๐๏ธ SQLite Database**: Organized storage and retrieval of generated artwork
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### How It Works
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#### **Simple Generation Process**
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1. **Select a LoRA**: Choose from the gallery or load a custom model
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2. **Enter Prompt**: Describe your image in Korean or English
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3. **Generate**: AI creates your styled image with selected LoRA
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4. **Save & Browse**: All images automatically saved to gallery
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#### **Technical Pipeline**
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- **Base Model**: black-forest-labs/FLUX.1-dev with bfloat16 precision
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- **VAE Options**: AutoencoderTiny for preview, AutoencoderKL for final output
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- **Dynamic Loading**: LoRA weights loaded on-demand for efficiency
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- **Progress Tracking**: Real-time generation progress visualization
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### Featured LoRA Categories
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- **Artistic Styles**: Oil painting, watercolor, anime, vintage aesthetics
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- **Character Models**: Specific character designs and personalities
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- **Photography**: Professional photography styles and techniques
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- **Abstract Art**: Geometric patterns, surreal compositions
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- **Cultural Themes**: Traditional art styles from various cultures
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- **Custom Models**: Import any compatible LoRA from Hugging Face
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### Advanced Generation Controls
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- **CFG Scale**: Prompt adherence strength (1-20)
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- **Steps**: Generation quality refinement (1-50)
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- **Dimensions**: Custom width/height (256-1536px)
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- **Seed Control**: Reproducible results or randomization
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- **LoRA Scale**: Style application intensity (0-3)
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- **Trigger Position**: Prepend or append trigger words
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### Database Features
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- **Automatic Saving**: Every generated image saved with metadata
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- **Search & Filter**: Find images by model, prompt, or date
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- **Gallery View**: Browse all historical generations
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- **Export Options**: Download individual or batch images
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- **Metadata Tracking**: Model used, prompts, timestamps
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### Technical Specifications
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- **Framework**: Gradio, Diffusers, PyTorch
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- **Database**: SQLite for image metadata storage
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- **Optimization**: CUDA GPU acceleration with ZeroGPU support
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- **Memory Management**: Efficient LoRA loading/unloading
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- **File Support**: PNG output with full quality preservation
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- **Custom LoRA**: Automatic validation and integration
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### Why Choose FLUX LoRA Gallery?
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1. **Versatile Styles**: Access to diverse artistic styles through LoRA
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2. **Bilingual Support**: Native Korean and English interface
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3. **Custom Models**: Import and use your own trained LoRAs
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4. **Quality Output**: High-resolution images with style fidelity
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5. **Organized Storage**: Never lose your creations with database backup
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6. **User-Friendly**: Intuitive interface for all skill levels
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### Best Practices
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- **Trigger Words**: Include model-specific trigger words for best results
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- **Aspect Ratios**: Some LoRAs work better with specific dimensions
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- **Scale Balance**: Adjust LoRA scale for style intensity
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- **Prompt Clarity**: Clear, descriptive prompts yield better results
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- **Model Selection**: Choose LoRAs that match your creative vision
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- **Experimentation**: Try different seeds and settings for variations
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### Custom LoRA Integration
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Import any FLUX-compatible LoRA by:
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1. Entering the Hugging Face repository path
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2. Automatic validation and metadata extraction
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3. Instant availability in your gallery
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4. Trigger word detection and integration
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### Start Creating Today
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Transform your ideas into stunning artwork with the power of specialized LoRA models. Whether using curated styles or your own custom models, FLUX LoRA Gallery provides the tools for limitless creative expression.
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**Community**: [Discord - Openfree AI](https://discord.gg/openfreeai) | **More AI Tools**: [OpenFree Best AI Services](https://huggingface.co/spaces/openfree/Best-AI)
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---
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## ๐จ FLUX LoRA ๊ฐค๋ฌ๋ฆฌ: AI ์ด๋ฏธ์ง ์์ฑ์ ํตํ ๋ง์ถคํ ์คํ์ผ ์ ํ
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### ํนํ๋ LoRA ๋ชจ๋ธ๋ก ๋๋ผ์ด ์ด๋ฏธ์ง ์์ฑ
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**FLUX LoRA ๊ฐค๋ฌ๋ฆฌ**์ ์ค์ ๊ฒ์ ํ์ํฉ๋๋ค. FLUX.1-dev์ ๊ฐ๋ ฅํ ์ฑ๋ฅ๊ณผ ์ฌ์ฉ์ ์ ์ ๊ฐ๋ฅํ LoRA(Low-Rank Adaptation) ๋ชจ๋ธ์ ๊ฒฐํฉํ ๊ณ ๊ธ AI ์ด๋ฏธ์ง ์์ฑ ํ๋ซํผ์
๋๋ค. ์ด ๋๊ตฌ๋ฅผ ์ฌ์ฉํ๋ฉด ์์ ๋ LoRA ๋ชจ๋ธ ๊ฐค๋ฌ๋ฆฌ์์ ์ ํํ๊ฑฐ๋ Hugging Face์์ ์์ ๋ง์ ์ปค์คํ
๋ชจ๋ธ์ ๋ก๋ํ์ฌ ๋ค์ํ ์์ ์ ์คํ์ผ์ ๊ณ ํ์ง ์ด๋ฏธ์ง๋ฅผ ์์ฑํ ์ ์์ต๋๋ค.
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### FLUX LoRA ๊ฐค๋ฌ๋ฆฌ๋?
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FLUX LoRA ๊ฐค๋ฌ๋ฆฌ๋ ๋ฏธ์ธ ์กฐ์ ๋ LoRA ๋ชจ๋ธ์ ํ์ฉํ์ฌ ํ
์คํธ ํ๋กฌํํธ์ ํน์ ์์ ์ ์คํ์ผ, ์บ๋ฆญํฐ ๋์์ธ ๋๋ ์๊ฐ์ ํ
๋ง๋ฅผ ์ ์ฉํ๋ **์ข
ํฉ์ ์ธ AI ์ํธ ์์ฑ ์์คํ
**์
๋๋ค. ํ๊ตญ์ด์ ์์ด ์ด์ค ์ธ์ด๋ฅผ ์ง์ํ์ฌ ์ฌ์ ๊ตฌ์ฑ๋ ์คํ์ผ์ ํ์ํ๊ณ ๊ฐ์ธํ๋ ์ด๋ฏธ์ง ์์ฑ์ ์ํ ์ปค์คํ
LoRA ๋ชจ๋ธ์ ๊ฐ์ ธ์ฌ ์ ์๋ ์ง๊ด์ ์ธ ์ธํฐํ์ด์ค๋ฅผ ์ ๊ณตํฉ๋๋ค.
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### ์ฐฝ์์ ํํ์ ์ํ ์ฃผ์ ๊ธฐ๋ฅ
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- **๐จ LoRA ๋ชจ๋ธ ๊ฐค๋ฌ๋ฆฌ**: ์์ ๋ ์์ ์ ์คํ์ผ ํ์ ๋ฐ ์ ํ
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- **๐ง ์ปค์คํ
LoRA ์ง์**: Hugging Face์์ FLUX ํธํ LoRA ๊ฐ์ ธ์ค๊ธฐ
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- **๐ ์ด์ค ์ธ์ด ์ธํฐํ์ด์ค**: ์์ ํ ํ๊ตญ์ด ๋ฐ ์์ด ์ง์
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- **๐พ ์๊ตฌ ๊ฐค๋ฌ๋ฆฌ**: ๋ฉํ๋ฐ์ดํฐ์ ํจ๊ป ์์ฑ๋ ๋ชจ๋ ์ด๋ฏธ์ง ์๋ ์ ์ฅ
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- **โก ์ต์ ํ๋ ํ์ดํ๋ผ์ธ**: AutoencoderTiny ๋ฐ VAE ์ ํ์ผ๋ก ๋น ๋ฅธ ์์ฑ
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- **๐ฏ ์ค๋งํธ ํธ๋ฆฌ๊ฑฐ ๋จ์ด**: ์ต์ ์ ๊ฒฐ๊ณผ๋ฅผ ์ํ ์๋ ํธ๋ฆฌ๊ฑฐ ๋จ์ด ํตํฉ
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- **๐ ๊ณ ๊ธ ์ ์ด**: ์ด๋ฏธ์ง ์์ฑ์ ๋ชจ๋ ์ธก๋ฉด ๋ฏธ์ธ ์กฐ์
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- **๐๏ธ SQLite ๋ฐ์ดํฐ๋ฒ ์ด์ค**: ์์ฑ๋ ์ํธ์ํฌ์ ์ฒด๊ณ์ ์ธ ์ ์ฅ ๋ฐ ๊ฒ์
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### ์๋ ๋ฐฉ์
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#### **๊ฐ๋จํ ์์ฑ ํ๋ก์ธ์ค**
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1. **LoRA ์ ํ**: ๊ฐค๋ฌ๋ฆฌ์์ ์ ํํ๊ฑฐ๋ ์ปค์คํ
๋ชจ๋ธ ๋ก๋
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2. **ํ๋กฌํํธ ์
๋ ฅ**: ํ๊ตญ์ด ๋๋ ์์ด๋ก ์ด๋ฏธ์ง ์ค๋ช
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3. **์์ฑ**: AI๊ฐ ์ ํ๋ LoRA๋ก ์คํ์ผ์ด ์ ์ฉ๋ ์ด๋ฏธ์ง ์์ฑ
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4. **์ ์ฅ ๋ฐ ํ์**: ๋ชจ๋ ์ด๋ฏธ์ง๊ฐ ๊ฐค๋ฌ๋ฆฌ์ ์๋ ์ ์ฅ
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#### **๊ธฐ์ ํ์ดํ๋ผ์ธ**
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- **๊ธฐ๋ณธ ๋ชจ๋ธ**: bfloat16 ์ ๋ฐ๋์ black-forest-labs/FLUX.1-dev
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- **VAE ์ต์
**: ๋ฏธ๋ฆฌ๋ณด๊ธฐ์ฉ AutoencoderTiny, ์ต์ข
์ถ๋ ฅ์ฉ AutoencoderKL
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- **๋์ ๋ก๋ฉ**: ํจ์จ์ฑ์ ์ํ ์จ๋๋งจ๋ LoRA ๊ฐ์ค์น ๋ก๋ฉ
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- **์งํ๋ฅ ์ถ์ **: ์ค์๊ฐ ์์ฑ ์งํ๋ฅ ์๊ฐํ
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### ์ฃผ์ LoRA ์นดํ
๊ณ ๋ฆฌ
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- **์์ ์ ์คํ์ผ**: ์ ํ, ์์ฑํ, ์ ๋๋ฉ์ด์
, ๋นํฐ์ง ๋ฏธํ
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- **์บ๋ฆญํฐ ๋ชจ๋ธ**: ํน์ ์บ๋ฆญํฐ ๋์์ธ ๋ฐ ๊ฐ์ฑ
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- **์ฌ์ง์ **: ์ ๋ฌธ ์ฌ์ง ์คํ์ผ ๋ฐ ๊ธฐ๋ฒ
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- **์ถ์ ์์ **: ๊ธฐํํ์ ํจํด, ์ดํ์ค์ ๊ตฌ์ฑ
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- **๋ฌธํ ํ
๋ง**: ๋ค์ํ ๋ฌธํ์ ์ ํต ์์ ์คํ์ผ
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- **์ปค์คํ
๋ชจ๋ธ**: Hugging Face์์ ํธํ ๊ฐ๋ฅํ LoRA ๊ฐ์ ธ์ค๊ธฐ
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### ๊ณ ๊ธ ์์ฑ ์ ์ด
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- **CFG ์ค์ผ์ผ**: ํ๋กฌํํธ ์ค์ ๊ฐ๋ (1-20)
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- **์คํ
**: ์์ฑ ํ์ง ๊ฐ์ (1-50)
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- **์น์**: ์ฌ์ฉ์ ์ ์ ๋๋น/๋์ด (256-1536px)
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- **์๋ ์ ์ด**: ์ฌํ ๊ฐ๋ฅํ ๊ฒฐ๊ณผ ๋๋ ๋ฌด์์ํ
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- **LoRA ์ค์ผ์ผ**: ์คํ์ผ ์ ์ฉ ๊ฐ๋ (0-3)
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- **ํธ๋ฆฌ๊ฑฐ ์์น**: ํธ๋ฆฌ๊ฑฐ ๋จ์ด ์ ๋๋ ๋ค์ ์ถ๊ฐ
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### ๋ฐ์ดํฐ๋ฒ ์ด์ค ๊ธฐ๋ฅ
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- **์๋ ์ ์ฅ**: ๋ฉํ๋ฐ์ดํฐ์ ํจ๊ป ์์ฑ๋ ๋ชจ๋ ์ด๋ฏธ์ง ์ ์ฅ
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- **๊ฒ์ ๋ฐ ํํฐ**: ๋ชจ๋ธ, ํ๋กฌํํธ ๋๋ ๋ ์ง๋ณ๋ก ์ด๋ฏธ์ง ์ฐพ๊ธฐ
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- **๊ฐค๋ฌ๋ฆฌ ๋ณด๊ธฐ**: ๋ชจ๋ ๊ณผ๊ฑฐ ์์ฑ๋ฌผ ํ์
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- **๋ด๋ณด๋ด๊ธฐ ์ต์
**: ๊ฐ๋ณ ๋๋ ์ผ๊ด ์ด๋ฏธ์ง ๋ค์ด๋ก๋
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- **๋ฉํ๋ฐ์ดํฐ ์ถ์ **: ์ฌ์ฉ๋ ๋ชจ๋ธ, ํ๋กฌํํธ, ํ์์คํฌํ
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### ๊ธฐ์ ์ฌ์
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- **ํ๋ ์์ํฌ**: Gradio, Diffusers, PyTorch
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- **๋ฐ์ดํฐ๋ฒ ์ด์ค**: ์ด๋ฏธ์ง ๋ฉํ๋ฐ์ดํฐ ์ ์ฅ์ ์ํ SQLite
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- **์ต์ ํ**: ZeroGPU ์ง์์ ํตํ CUDA GPU ๊ฐ์
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- **๋ฉ๋ชจ๋ฆฌ ๊ด๋ฆฌ**: ํจ์จ์ ์ธ LoRA ๋ก๋ฉ/์ธ๋ก๋ฉ
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- **ํ์ผ ์ง์**: ์ ์ฒด ํ์ง ๋ณด์กด์ ์ํ PNG ์ถ๋ ฅ
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- **์ปค์คํ
LoRA**: ์๋ ๊ฒ์ฆ ๋ฐ ํตํฉ
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### FLUX LoRA ๊ฐค๋ฌ๋ฆฌ๋ฅผ ์ ํํด์ผ ํ๋ ์ด์
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1. **๋ค์ํ ์คํ์ผ**: LoRA๋ฅผ ํตํ ๋ค์ํ ์์ ์ ์คํ์ผ ์ ๊ทผ
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2. **์ด์ค ์ธ์ด ์ง์**: ๋ค์ดํฐ๋ธ ํ๊ตญ์ด ๋ฐ ์์ด ์ธํฐํ์ด์ค
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3. **์ปค์คํ
๋ชจ๋ธ**: ์์ ์ด ํ๋ จํ LoRA ๊ฐ์ ธ์ค๊ธฐ ๋ฐ ์ฌ์ฉ
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4. **ํ์ง ์ถ๋ ฅ**: ์คํ์ผ ์ถฉ์ค๋๊ฐ ๋์ ๊ณ ํด์๋ ์ด๋ฏธ์ง
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5. **์ฒด๊ณ์ ์ธ ์ ์ฅ**: ๋ฐ์ดํฐ๋ฒ ์ด์ค ๋ฐฑ์
์ผ๋ก ์ฐฝ์๋ฌผ์ ์์ง ์์
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6. **์ฌ์ฉ์ ์นํ์ **: ๋ชจ๋ ๊ธฐ์ ์์ค์ ์ํ ์ง๊ด์ ์ธ ์ธํฐํ์ด์ค
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### ๋ชจ๋ฒ ์ฌ๋ก
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- **ํธ๋ฆฌ๊ฑฐ ๋จ์ด**: ์ต์์ ๊ฒฐ๊ณผ๋ฅผ ์ํด ๋ชจ๋ธ๋ณ ํธ๋ฆฌ๊ฑฐ ๋จ์ด ํฌํจ
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- **์ข
ํก๋น**: ์ผ๋ถ LoRA๋ ํน์ ์น์์์ ๋ ์ ์๋
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- **์ค์ผ์ผ ๊ท ํ**: ์คํ์ผ ๊ฐ๋๋ฅผ ์ํ LoRA ์ค์ผ์ผ ์กฐ์
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- **ํ๋กฌํํธ ๋ช
ํ์ฑ**: ๋ช
ํํ๊ณ ์ค๋ช
์ ์ธ ํ๋กฌํํธ๊ฐ ๋ ๋์ ๊ฒฐ๊ณผ ์์ฑ
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- **๋ชจ๋ธ ์ ํ**: ์ฐฝ์์ ๋น์ ๊ณผ ์ผ์นํ๋ LoRA ์ ํ
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- **์คํ**: ๋ณํ์ ์ํด ๋ค๋ฅธ ์๋์ ์ค์ ์๋
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### ์ปค์คํ
LoRA ํตํฉ
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๋ค์์ ํตํด FLUX ํธํ LoRA ๊ฐ์ ธ์ค๊ธฐ:
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1. Hugging Face ์ ์ฅ์ ๊ฒฝ๋ก ์
๋ ฅ
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2. ์๋ ๊ฒ์ฆ ๋ฐ ๋ฉํ๋ฐ์ดํฐ ์ถ์ถ
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3. ๊ฐค๋ฌ๋ฆฌ์์ ์ฆ์ ์ฌ์ฉ ๊ฐ๋ฅ
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4. ํธ๋ฆฌ๊ฑฐ ๋จ์ด ๊ฐ์ง ๋ฐ ํตํฉ
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### ์ค๋ ์ฐฝ์ ์์ํ๊ธฐ
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ํนํ๋ LoRA ๋ชจ๋ธ์ ํ์ผ๋ก ์์ด๋์ด๋ฅผ ๋๋ผ์ด ์์ ์ํ์ผ๋ก ๋ณํํ์ธ์. ์์ ๋ ์คํ์ผ์ ์ฌ์ฉํ๋ ์์ ๋ง์ ์ปค์คํ
๋ชจ๋ธ์ ์ฌ์ฉํ๋ , FLUX LoRA ๊ฐค๋ฌ๋ฆฌ๋ ๋ฌดํํ ์ฐฝ์์ ํํ์ ์ํ ๋๊ตฌ๋ฅผ ์ ๊ณตํฉ๋๋ค.
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**์ปค๋ฎค๋ํฐ**: [Discord - Openfree AI](https://discord.gg/openfreeai) | **๋ ๋ง์ AI ๋๊ตฌ**: [OpenFree Best AI Services](https://huggingface.co/spaces/openfree/Best-AI)
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