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- ---
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- title: Instagram Image Prep
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- emoji: 😻
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- colorFrom: pink
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- colorTo: yellow
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- sdk: gradio
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- sdk_version: 6.22.0
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- python_version: '3.12'
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- app_file: app.py
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- pinned: false
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
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+ # Emoji Character Generator - Multi-Agent AI Project
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+
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+ ## Overview
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+ 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.
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+
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+ ## Features
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+
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+ ### Core Capabilities
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+ - πŸ–ΌοΈ **Universal Character Support**: Works with any character type (person, vegetable, flower, cartoon, etc.)
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+ - 😊 **100/1000 Emoji Modes**: Automatic generation of emotional variations with standardized labels
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+ - 🎨 **AI-Powered Generation**: Stable Diffusion img2img with intelligent fallback strategies
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+ - πŸ’¬ **Telegram Ready**: Optional Telegram sticker pack preparation
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+ - πŸ“¦ **Professional Output**: ZIP archive with metadata and organized structure
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+
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+ ### UI Features
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+ - Image upload with validation
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+ - Quality modes: Fast / Balanced / High
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+ - Resolution options: 512px or 768px
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+ - Transparency control: auto/on/off
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+ - Seed mode: fixed/random for reproducibility
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+ - Real-time progress tracking
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+ - Sample gallery during generation
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+ - One-click ZIP download
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+
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+ ## Installation
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+
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+ ### Requirements
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+ ```bash
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+ pip install -r requirements.txt
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+ ```
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+
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+ ### Local Development
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+ ```bash
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+ cd project
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+ python app.py
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+ ```
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+
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+ The app will start on `http://localhost:7860`
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+
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+ ### Hugging Face Spaces Deployment
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+
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+ 1. Create a new Space on Hugging Face
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+ 2. Select "Gradio" as SDK
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+ 3. Choose GPU tier (recommended for 1000 emoji generation)
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+ 4. Upload all project files
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+ 5. Space will automatically deploy
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+
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+ **Note**: For 1000 emoji generation, use at least A10G Small tier for reasonable performance.
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+
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+ ## Usage
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+
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+ ### Basic Workflow
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+ 1. Upload a character image (PNG/JPG)
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+ 2. Select number of emojis (3/10/100/1000)
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+ 3. Choose quality mode
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+ 4. Configure optional settings (transparency, seed, etc.)
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+ 5. Click "Generate Emojis"
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+ 6. Monitor progress and view samples
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+ 7. Download ZIP when complete
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+
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+ ### Output Structure
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+ ```
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+ emoji_generation_YYYYMMDD_HHMMSS.zip
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+ β”œβ”€β”€ images/
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+ β”‚ β”œβ”€β”€ emoji_0001_happy_s0.png
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+ β”‚ β”œβ”€β”€ emoji_0002_happy_s1.png
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+ β”‚ └── ...
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+ β”œβ”€β”€ metadata/
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+ β”‚ β”œβ”€β”€ generation_metadata.json
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+ β”‚ └── modes.json
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+ β”œβ”€β”€ logs/
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+ β”‚ └── generation.log
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+ └── README_Telegram.txt (if telegram_ready enabled)
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+ ```
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+
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+ ### Metadata Format
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+ ```json
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+ {
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+ "settings": {
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+ "mode_count": 100,
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+ "quality": "Balanced",
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+ "resolution": 512,
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+ "timestamp": "2024-01-01T12:00:00"
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+ },
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+ "modes": [
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+ {
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+ "label": "happy_s0",
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+ "prompt": "emoji style character, happy expression...",
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+ "index": 0,
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+ "seed": 12345,
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+ "status": "success"
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+ }
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+ ],
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+ "successful": 100,
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+ "failed": 0
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+ }
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+ ```
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+
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+ ## Architecture
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+
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+ ### Multi-Agent Design
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+
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+ #### Agent 1: UI/UX + Project Structure
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+ - **Files**: `app.py`, `core/agent1_ui_utils.py`
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+ - **Responsibilities**: Gradio interface, input validation, progress tracking
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+
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+ #### Agent 2: Image Processing + File Management
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+ - **Files**: `core/image_preprocess.py`, `core/file_management.py`, `core/telegram_prep.py`
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+ - **Responsibilities**: Image validation, background removal, ZIP creation, Telegram prep
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+
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+ #### Agent 3: AI Pipeline + Mode Generation
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+ - **Files**: `core/modes.py`, `core/prompts.py`, `core/generation_pipeline.py`
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+ - **Responsibilities**: Mode definitions, prompt templates, image generation
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+
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+ #### Agent 4: Review & Quality Gate
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+ - **Files**: `tests/test_smoke.py`
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+ - **Responsibilities**: Testing, validation, quality assurance
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+
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+ ### Generation Pipeline
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+
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+ 1. **Preprocessing**
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+ - Image validation
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+ - Resize to target resolution
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+ - Background removal (optional)
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+
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+ 2. **Mode Selection**
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+ - 100 modes: 10 emotions Γ— 10 intensities
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+ - 1000 modes: + compound emotions, actions, contexts
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+
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+ 3. **Generation**
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+ - Primary: Stable Diffusion img2img
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+ - Fallback: PIL-based stylization
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+ - Automatic failure recovery
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+
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+ 4. **Post-processing**
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+ - Resize for Telegram (if enabled)
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+ - Metadata generation
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+ - ZIP packaging
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+
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+ ## Configuration
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+
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+ ### Quality Presets
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+ | Quality | Steps | Guidance Scale | Est. Time/Emoji |
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+ |---------|-------|----------------|-----------------|
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+ | Fast | 20 | 7.0 | ~3 seconds |
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+ | Balanced| 30 | 7.5 | ~5 seconds |
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+ | High | 50 | 8.0 | ~8 seconds |
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+
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+ ### Mode Categories (1000 mode set)
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+ - **Basic** (100): 10 emotions Γ— 10 intensities
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+ - **Compound** (300): Emotion combinations
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+ - **Action** (300): Facial expressions/actions
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+ - **Context** (300): Situational variations
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+
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+ ## Error Handling
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+
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+ ### Graceful Degradation
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+ - If face detection fails β†’ continue without landmarks
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+ - If background removal fails β†’ use original with alpha
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+ - If SD model unavailable β†’ use PIL fallback
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+ - If individual generation fails β†’ skip and continue
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+
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+ ### Partial Output
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+ - Timeout protection with partial ZIP
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+ - Failed generations logged in metadata
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+ - Minimum viable output guaranteed
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+
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+ ## Performance
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+
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+ ### Estimated Generation Times
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+ | Modes | Quality | CPU Time | GPU Time |
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+ |-------|---------|----------|----------|
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+ | 3 | Fast | ~10s | ~3s |
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+ | 10 | Fast | ~30s | ~10s |
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+ | 100 | Balanced| ~8min | ~2min |
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+ | 1000 | Balanced| ~80min | ~20min |
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+
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+ **Recommendations**:
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+ - Use GPU for 100+ modes
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+ - Start with "Quick Test" (3 modes) to verify
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+ - Use "Fast" quality for testing
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+
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+ ## Telegram Integration
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+
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+ When "Telegram-ready naming" is enabled:
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+ - All images resized to 512Γ—512
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+ - Sequential naming: `sticker_001.png`, `sticker_002.png`, etc.
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+ - Includes `telegram_metadata.json` with emoji suggestions
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+ - Includes upload instructions
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+
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+ ### Creating Telegram Sticker Pack
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+ 1. Open Telegram, chat with @Stickers bot
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+ 2. Send `/newpack` command
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+ 3. Follow bot instructions
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+ 4. Upload generated stickers
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+ 5. Assign emojis (use suggestions from metadata)
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+ 6. Publish pack
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+
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+ ## Troubleshooting
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+
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+ ### Common Issues
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+
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+ **"No image uploaded"**
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+ - Ensure file is valid PNG/JPG
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+ - Check minimum size (64Γ—64 pixels)
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+
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+ **Generation very slow**
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+ - Switch to "Fast" quality mode
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+ - Reduce mode count for testing
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+ - Use GPU-enabled Space
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+
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+ **Some emojis failed**
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+ - Check metadata for failure reasons
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+ - Partial ZIP still contains successful generations
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+ - Try with different seed
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+
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+ **Background not removed**
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+ - Some images difficult to segment automatically
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+ - Try with clearer subject/background separation
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+ - Or use transparency="off" mode
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+
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+ ## Development
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+
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+ ### Running Tests
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+ ```bash
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+ cd project
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+ python -m pytest tests/
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+ ```
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+
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+ ### Code Structure
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+ ```
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+ project/
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+ β”œβ”€β”€ app.py # Main Gradio app
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+ β”œβ”€β”€ requirements.txt # Dependencies
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+ β”œβ”€β”€ README.md # This file
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+ β”œβ”€β”€ configs/
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+ β”‚ └── settings.yaml # Configuration
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+ β”œβ”€β”€ core/
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+ β”‚ β”œβ”€β”€ agent1_ui_utils.py # UI helpers
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+ β”‚ β”œβ”€β”€ image_preprocess.py # Image processing
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+ β”‚ β”œβ”€β”€ file_management.py # File/ZIP handling
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+ β”‚ β”œβ”€β”€ modes.py # Mode definitions
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+ β”‚ β”œβ”€β”€ prompts.py # Prompt templates
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+ β”‚ β”œβ”€β”€ generation_pipeline.py # AI generation
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+ β”‚ └── telegram_prep.py # Telegram prep
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+ β”œβ”€β”€ tests/
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+ β”‚ └── test_smoke.py # Smoke tests
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+ β”œβ”€β”€ assets/ # Static files
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+ └── outputs/ # Generated content
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+ ```
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+
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+ ## License
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+
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+ MIT License - See LICENSE file for details
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+
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+ ## Credits
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+
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+ Built with:
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+ - Gradio for UI
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+ - Stable Diffusion for generation
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+ - rembg for background removal
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+ - MediaPipe for face detection
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+ - Pillow for image processing
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+
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  ---
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+ **Ready to create your emoji pack? Upload a character and start generating! πŸŽ‰**