Upload README.md
Browse files
README.md
CHANGED
|
@@ -1,13 +1,267 @@
|
|
| 1 |
-
--
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 11 |
---
|
| 12 |
|
| 13 |
-
|
|
|
|
| 1 |
+
# Emoji Character Generator - Multi-Agent AI Project
|
| 2 |
+
|
| 3 |
+
## Overview
|
| 4 |
+
Professional multi-agent orchestration system for generating 100 or 1000 emoji-style variations from any uploaded character image. Built for deployment on Hugging Face Spaces with Gradio interface.
|
| 5 |
+
|
| 6 |
+
## Features
|
| 7 |
+
|
| 8 |
+
### Core Capabilities
|
| 9 |
+
- πΌοΈ **Universal Character Support**: Works with any character type (person, vegetable, flower, cartoon, etc.)
|
| 10 |
+
- π **100/1000 Emoji Modes**: Automatic generation of emotional variations with standardized labels
|
| 11 |
+
- π¨ **AI-Powered Generation**: Stable Diffusion img2img with intelligent fallback strategies
|
| 12 |
+
- π¬ **Telegram Ready**: Optional Telegram sticker pack preparation
|
| 13 |
+
- π¦ **Professional Output**: ZIP archive with metadata and organized structure
|
| 14 |
+
|
| 15 |
+
### UI Features
|
| 16 |
+
- Image upload with validation
|
| 17 |
+
- Quality modes: Fast / Balanced / High
|
| 18 |
+
- Resolution options: 512px or 768px
|
| 19 |
+
- Transparency control: auto/on/off
|
| 20 |
+
- Seed mode: fixed/random for reproducibility
|
| 21 |
+
- Real-time progress tracking
|
| 22 |
+
- Sample gallery during generation
|
| 23 |
+
- One-click ZIP download
|
| 24 |
+
|
| 25 |
+
## Installation
|
| 26 |
+
|
| 27 |
+
### Requirements
|
| 28 |
+
```bash
|
| 29 |
+
pip install -r requirements.txt
|
| 30 |
+
```
|
| 31 |
+
|
| 32 |
+
### Local Development
|
| 33 |
+
```bash
|
| 34 |
+
cd project
|
| 35 |
+
python app.py
|
| 36 |
+
```
|
| 37 |
+
|
| 38 |
+
The app will start on `http://localhost:7860`
|
| 39 |
+
|
| 40 |
+
### Hugging Face Spaces Deployment
|
| 41 |
+
|
| 42 |
+
1. Create a new Space on Hugging Face
|
| 43 |
+
2. Select "Gradio" as SDK
|
| 44 |
+
3. Choose GPU tier (recommended for 1000 emoji generation)
|
| 45 |
+
4. Upload all project files
|
| 46 |
+
5. Space will automatically deploy
|
| 47 |
+
|
| 48 |
+
**Note**: For 1000 emoji generation, use at least A10G Small tier for reasonable performance.
|
| 49 |
+
|
| 50 |
+
## Usage
|
| 51 |
+
|
| 52 |
+
### Basic Workflow
|
| 53 |
+
1. Upload a character image (PNG/JPG)
|
| 54 |
+
2. Select number of emojis (3/10/100/1000)
|
| 55 |
+
3. Choose quality mode
|
| 56 |
+
4. Configure optional settings (transparency, seed, etc.)
|
| 57 |
+
5. Click "Generate Emojis"
|
| 58 |
+
6. Monitor progress and view samples
|
| 59 |
+
7. Download ZIP when complete
|
| 60 |
+
|
| 61 |
+
### Output Structure
|
| 62 |
+
```
|
| 63 |
+
emoji_generation_YYYYMMDD_HHMMSS.zip
|
| 64 |
+
βββ images/
|
| 65 |
+
β βββ emoji_0001_happy_s0.png
|
| 66 |
+
β βββ emoji_0002_happy_s1.png
|
| 67 |
+
β βββ ...
|
| 68 |
+
βββ metadata/
|
| 69 |
+
β βββ generation_metadata.json
|
| 70 |
+
β βββ modes.json
|
| 71 |
+
βββ logs/
|
| 72 |
+
β βββ generation.log
|
| 73 |
+
βββ README_Telegram.txt (if telegram_ready enabled)
|
| 74 |
+
```
|
| 75 |
+
|
| 76 |
+
### Metadata Format
|
| 77 |
+
```json
|
| 78 |
+
{
|
| 79 |
+
"settings": {
|
| 80 |
+
"mode_count": 100,
|
| 81 |
+
"quality": "Balanced",
|
| 82 |
+
"resolution": 512,
|
| 83 |
+
"timestamp": "2024-01-01T12:00:00"
|
| 84 |
+
},
|
| 85 |
+
"modes": [
|
| 86 |
+
{
|
| 87 |
+
"label": "happy_s0",
|
| 88 |
+
"prompt": "emoji style character, happy expression...",
|
| 89 |
+
"index": 0,
|
| 90 |
+
"seed": 12345,
|
| 91 |
+
"status": "success"
|
| 92 |
+
}
|
| 93 |
+
],
|
| 94 |
+
"successful": 100,
|
| 95 |
+
"failed": 0
|
| 96 |
+
}
|
| 97 |
+
```
|
| 98 |
+
|
| 99 |
+
## Architecture
|
| 100 |
+
|
| 101 |
+
### Multi-Agent Design
|
| 102 |
+
|
| 103 |
+
#### Agent 1: UI/UX + Project Structure
|
| 104 |
+
- **Files**: `app.py`, `core/agent1_ui_utils.py`
|
| 105 |
+
- **Responsibilities**: Gradio interface, input validation, progress tracking
|
| 106 |
+
|
| 107 |
+
#### Agent 2: Image Processing + File Management
|
| 108 |
+
- **Files**: `core/image_preprocess.py`, `core/file_management.py`, `core/telegram_prep.py`
|
| 109 |
+
- **Responsibilities**: Image validation, background removal, ZIP creation, Telegram prep
|
| 110 |
+
|
| 111 |
+
#### Agent 3: AI Pipeline + Mode Generation
|
| 112 |
+
- **Files**: `core/modes.py`, `core/prompts.py`, `core/generation_pipeline.py`
|
| 113 |
+
- **Responsibilities**: Mode definitions, prompt templates, image generation
|
| 114 |
+
|
| 115 |
+
#### Agent 4: Review & Quality Gate
|
| 116 |
+
- **Files**: `tests/test_smoke.py`
|
| 117 |
+
- **Responsibilities**: Testing, validation, quality assurance
|
| 118 |
+
|
| 119 |
+
### Generation Pipeline
|
| 120 |
+
|
| 121 |
+
1. **Preprocessing**
|
| 122 |
+
- Image validation
|
| 123 |
+
- Resize to target resolution
|
| 124 |
+
- Background removal (optional)
|
| 125 |
+
|
| 126 |
+
2. **Mode Selection**
|
| 127 |
+
- 100 modes: 10 emotions Γ 10 intensities
|
| 128 |
+
- 1000 modes: + compound emotions, actions, contexts
|
| 129 |
+
|
| 130 |
+
3. **Generation**
|
| 131 |
+
- Primary: Stable Diffusion img2img
|
| 132 |
+
- Fallback: PIL-based stylization
|
| 133 |
+
- Automatic failure recovery
|
| 134 |
+
|
| 135 |
+
4. **Post-processing**
|
| 136 |
+
- Resize for Telegram (if enabled)
|
| 137 |
+
- Metadata generation
|
| 138 |
+
- ZIP packaging
|
| 139 |
+
|
| 140 |
+
## Configuration
|
| 141 |
+
|
| 142 |
+
### Quality Presets
|
| 143 |
+
| Quality | Steps | Guidance Scale | Est. Time/Emoji |
|
| 144 |
+
|---------|-------|----------------|-----------------|
|
| 145 |
+
| Fast | 20 | 7.0 | ~3 seconds |
|
| 146 |
+
| Balanced| 30 | 7.5 | ~5 seconds |
|
| 147 |
+
| High | 50 | 8.0 | ~8 seconds |
|
| 148 |
+
|
| 149 |
+
### Mode Categories (1000 mode set)
|
| 150 |
+
- **Basic** (100): 10 emotions Γ 10 intensities
|
| 151 |
+
- **Compound** (300): Emotion combinations
|
| 152 |
+
- **Action** (300): Facial expressions/actions
|
| 153 |
+
- **Context** (300): Situational variations
|
| 154 |
+
|
| 155 |
+
## Error Handling
|
| 156 |
+
|
| 157 |
+
### Graceful Degradation
|
| 158 |
+
- If face detection fails β continue without landmarks
|
| 159 |
+
- If background removal fails β use original with alpha
|
| 160 |
+
- If SD model unavailable β use PIL fallback
|
| 161 |
+
- If individual generation fails β skip and continue
|
| 162 |
+
|
| 163 |
+
### Partial Output
|
| 164 |
+
- Timeout protection with partial ZIP
|
| 165 |
+
- Failed generations logged in metadata
|
| 166 |
+
- Minimum viable output guaranteed
|
| 167 |
+
|
| 168 |
+
## Performance
|
| 169 |
+
|
| 170 |
+
### Estimated Generation Times
|
| 171 |
+
| Modes | Quality | CPU Time | GPU Time |
|
| 172 |
+
|-------|---------|----------|----------|
|
| 173 |
+
| 3 | Fast | ~10s | ~3s |
|
| 174 |
+
| 10 | Fast | ~30s | ~10s |
|
| 175 |
+
| 100 | Balanced| ~8min | ~2min |
|
| 176 |
+
| 1000 | Balanced| ~80min | ~20min |
|
| 177 |
+
|
| 178 |
+
**Recommendations**:
|
| 179 |
+
- Use GPU for 100+ modes
|
| 180 |
+
- Start with "Quick Test" (3 modes) to verify
|
| 181 |
+
- Use "Fast" quality for testing
|
| 182 |
+
|
| 183 |
+
## Telegram Integration
|
| 184 |
+
|
| 185 |
+
When "Telegram-ready naming" is enabled:
|
| 186 |
+
- All images resized to 512Γ512
|
| 187 |
+
- Sequential naming: `sticker_001.png`, `sticker_002.png`, etc.
|
| 188 |
+
- Includes `telegram_metadata.json` with emoji suggestions
|
| 189 |
+
- Includes upload instructions
|
| 190 |
+
|
| 191 |
+
### Creating Telegram Sticker Pack
|
| 192 |
+
1. Open Telegram, chat with @Stickers bot
|
| 193 |
+
2. Send `/newpack` command
|
| 194 |
+
3. Follow bot instructions
|
| 195 |
+
4. Upload generated stickers
|
| 196 |
+
5. Assign emojis (use suggestions from metadata)
|
| 197 |
+
6. Publish pack
|
| 198 |
+
|
| 199 |
+
## Troubleshooting
|
| 200 |
+
|
| 201 |
+
### Common Issues
|
| 202 |
+
|
| 203 |
+
**"No image uploaded"**
|
| 204 |
+
- Ensure file is valid PNG/JPG
|
| 205 |
+
- Check minimum size (64Γ64 pixels)
|
| 206 |
+
|
| 207 |
+
**Generation very slow**
|
| 208 |
+
- Switch to "Fast" quality mode
|
| 209 |
+
- Reduce mode count for testing
|
| 210 |
+
- Use GPU-enabled Space
|
| 211 |
+
|
| 212 |
+
**Some emojis failed**
|
| 213 |
+
- Check metadata for failure reasons
|
| 214 |
+
- Partial ZIP still contains successful generations
|
| 215 |
+
- Try with different seed
|
| 216 |
+
|
| 217 |
+
**Background not removed**
|
| 218 |
+
- Some images difficult to segment automatically
|
| 219 |
+
- Try with clearer subject/background separation
|
| 220 |
+
- Or use transparency="off" mode
|
| 221 |
+
|
| 222 |
+
## Development
|
| 223 |
+
|
| 224 |
+
### Running Tests
|
| 225 |
+
```bash
|
| 226 |
+
cd project
|
| 227 |
+
python -m pytest tests/
|
| 228 |
+
```
|
| 229 |
+
|
| 230 |
+
### Code Structure
|
| 231 |
+
```
|
| 232 |
+
project/
|
| 233 |
+
βββ app.py # Main Gradio app
|
| 234 |
+
βββ requirements.txt # Dependencies
|
| 235 |
+
βββ README.md # This file
|
| 236 |
+
βββ configs/
|
| 237 |
+
β βββ settings.yaml # Configuration
|
| 238 |
+
βββ core/
|
| 239 |
+
β βββ agent1_ui_utils.py # UI helpers
|
| 240 |
+
β βββ image_preprocess.py # Image processing
|
| 241 |
+
β βββ file_management.py # File/ZIP handling
|
| 242 |
+
β βββ modes.py # Mode definitions
|
| 243 |
+
β βββ prompts.py # Prompt templates
|
| 244 |
+
β βββ generation_pipeline.py # AI generation
|
| 245 |
+
β βββ telegram_prep.py # Telegram prep
|
| 246 |
+
βββ tests/
|
| 247 |
+
β βββ test_smoke.py # Smoke tests
|
| 248 |
+
βββ assets/ # Static files
|
| 249 |
+
βββ outputs/ # Generated content
|
| 250 |
+
```
|
| 251 |
+
|
| 252 |
+
## License
|
| 253 |
+
|
| 254 |
+
MIT License - See LICENSE file for details
|
| 255 |
+
|
| 256 |
+
## Credits
|
| 257 |
+
|
| 258 |
+
Built with:
|
| 259 |
+
- Gradio for UI
|
| 260 |
+
- Stable Diffusion for generation
|
| 261 |
+
- rembg for background removal
|
| 262 |
+
- MediaPipe for face detection
|
| 263 |
+
- Pillow for image processing
|
| 264 |
+
|
| 265 |
---
|
| 266 |
|
| 267 |
+
**Ready to create your emoji pack? Upload a character and start generating! π**
|