Add Replicate provider, model selection, and Patch Library features

Major additions: 1. Replicate AI Provider - Support for multiple models (SDXL, LaMa, Realistic Vision) - Auto-model selection based on prompt keywords - Best for human features: realistic-vision (~$0.020/image) - Best for removal: lama (~$0.002/image) - Best general purpose: sdxl-inpaint (~$0.025/image) - Smart keyword detection for automatic model selection 2. Enhanced Stability AI Provider - Optimized parameters for better quality - Support for multiple engines (SDXL, SD 1.5, SD 2.1) - Increased steps and CFG scale for improved results 3. Model Selection System - Per-edit model override capability - Global default model configuration - Provider-specific model options - Auto-selection based on prompt analysis 4. Patch Library Feature - Save AI-generated patches for reuse - Save manually selected regions - Import external images as patches - Organize with categories and tags - Browse and filter patch library - Apply saved patches to new images - Thumbnail generation for quick preview - Cost savings by reusing good results 5. Comprehensive Documentation - MODEL_SELECTION_GUIDE.md: Detailed guide for choosing models * Best models for hands, faces, bodies * Quality comparison table * Cost optimization strategies * Troubleshooting common issues - QUICK_START.md: How-to guide for new features * Model selection examples * Patch library workflow * API reference * Pro tips and cost comparisons 6. Configuration Updates - Added Replicate API key support - Model selection settings - Per-edit override toggle - Updated .env.example with all options Benefits: - Better quality for human features (hands, faces) - 90% cost reduction using lama for removals - Reusable patch library saves money and ensures consistency - Auto-model selection optimizes quality and cost - Flexibility to choose provider and model per edit All backend changes are fully functional and ready for use. Frontend UI for patch library pending.
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+# Model Selection Guide for Body Parts and Editing Tasks
+
+## Quick Reference: Best Models by Use Case
+
+### Human Features (Faces, Hands, Bodies)
+
+**Best Choice: `realistic-vision` (Replicate)**
+
+```env
+AI_PROVIDER=replicate
+REPLICATE_API_KEY=your-key
+REPLICATE_MODEL=realistic-vision
+```
+
+**Why:** Trained specifically on human anatomy and realistic photos. Handles difficult features like:
+- ✅ Hands (notoriously hard for AI)
+- ✅ Faces and facial features
+- ✅ Skin textures and tones
+- ✅ Body proportions
+- ✅ Portraits
+
+**Examples:**
+- "Fix the hand position"
+- "Remove red eye"
+- "Smooth skin blemishes"
+- "Adjust facial expression"
+- "Fix fingers"
+
+**Cost:** ~$0.020/image
+**Quality:** ⭐⭐⭐⭐⭐
+
+---
+
+### Object Removal
+
+**Best Choice: `lama` (Replicate)**
+
+```env
+AI_PROVIDER=replicate
+REPLICATE_MODEL=lama
+```
+
+**Why:** Specifically designed for inpainting and object removal. Excellent at:
+- ✅ Removing objects cleanly
+- ✅ Filling in backgrounds naturally
+- ✅ Maintaining surrounding context
+- ✅ Fast and cheap
+
+**Examples:**
+- "Remove the person"
+- "Delete the watermark"
+- "Erase the object"
+- "Clean up the background"
+
+**Cost:** ~$0.002/image (cheapest!)
+**Quality:** ⭐⭐⭐⭐
+
+---
+
+### General Purpose Editing
+
+**Best Choice: `sdxl-inpaint` (Replicate or Stability AI)**
+
+```env
+# Option 1: Replicate
+AI_PROVIDER=replicate
+REPLICATE_MODEL=sdxl-inpaint
+
+# Option 2: Stability AI Direct
+AI_PROVIDER=stability
+STABILITY_MODEL=sdxl
+```
+
+**Why:** SDXL (Stable Diffusion XL) is the best all-around model for:
+- ✅ Landscapes and scenery
+- ✅ Objects and textures
+- ✅ Creative edits
+- ✅ Style changes
+- ✅ Adding elements
+
+**Examples:**
+- "Change sky to sunset"
+- "Add flowers"
+- "Make it autumn"
+- "Replace with grass"
+
+**Cost:**
+- Replicate: ~$0.025/image
+- Stability AI: ~$0.040/image
+
+**Quality:** ⭐⭐⭐⭐⭐
+
+---
+
+## Detailed Comparison by Body Part
+
+### Hands ✋
+
+**Challenge:** Hands are the hardest thing for AI to generate correctly. Common issues:
+- Wrong number of fingers
+- Unnatural finger positions
+- Distorted proportions
+- Weird joints
+
+**Best Models (in order):**
+
+1. **Realistic Vision** (Replicate) - ⭐⭐⭐⭐⭐
+   - Best overall for hands
+   - Understands hand anatomy
+   - Cost: ~$0.020/image
+
+2. **SDXL Inpainting** (Replicate/Stability) - ⭐⭐⭐
+   - Decent but less consistent
+   - Cost: ~$0.025-0.040/image
+
+3. **DALL-E 2** (OpenAI) - ⭐⭐
+   - Often struggles with hands
+   - Not recommended
+
+**Tips for Better Hand Edits:**
+- Use detailed prompts: "realistic human hand with five fingers"
+- Add negative prompts if provider supports: "deformed, extra fingers, missing fingers"
+- Use Mode B (full image context) for better results
+- Consider editing in multiple passes if needed
+
+---
+
+### Faces 😊
+
+**Challenge:** Faces need to look natural and maintain proper proportions
+
+**Best Models:**
+
+1. **Realistic Vision** (Replicate) - ⭐⭐⭐⭐⭐
+   - Excellent for facial features
+   - Natural skin textures
+   - Good expression handling
+
+2. **SDXL Inpainting** - ⭐⭐⭐⭐
+   - Good for general facial edits
+   - Better for style than realism
+
+**Use Cases:**
+- Remove blemishes
+- Fix red eye
+- Adjust expressions
+- Change hair
+- Smooth wrinkles
+
+---
+
+### Full Body / Torso 🧍
+
+**Best Model:** Realistic Vision
+
+**Why:** Maintains body proportions and realistic anatomy
+
+**Examples:**
+- "Fix the clothing wrinkles"
+- "Change shirt color to blue"
+- "Remove the stain"
+
+---
+
+### Hearts ♥️ (Decorative Elements)
+
+**Best Model:** SDXL Inpainting
+
+**Why:** Great for creative and decorative elements
+
+**Examples:**
+- "Add heart shape"
+- "Draw a heart pattern"
+- "Replace with hearts"
+
+---
+
+## Auto-Selection Feature
+
+The system automatically selects the best model based on your prompt:
+
+### Keywords that trigger `realistic-vision`:
+- hand, hands, finger, fingers
+- face, facial, portrait, eyes, nose, mouth
+- body, person, human, skin, people
+- realistic, photo, photograph
+
+### Keywords that trigger `lama` (removal):
+- remove, delete, erase, cleanup
+- disappear, hide, clear
+
+### Default: `sdxl-inpaint`
+- Everything else uses SDXL for best general quality
+
+**Example Auto-Selection:**
+```python
+# User prompt: "Fix the hand" → auto-selects realistic-vision
+# User prompt: "Remove the person" → auto-selects lama
+# User prompt: "Change to sunset" → auto-selects sdxl-inpaint
+```
+
+---
+
+## Manual Model Override
+
+### Via Environment Variable
+Set default model in `.env`:
+```env
+REPLICATE_MODEL=realistic-vision
+```
+
+### Via API Request
+Override per-edit in the API:
+```json
+{
+  "prompt": "Fix the hand",
+  "ai_provider": "replicate",
+  "ai_model": "realistic-vision",
+  "mode": "A",
+  ...
+}
+```
+
+### Via Frontend (Future Feature)
+Model selector dropdown in the UI.
+
+---
+
+## Cost Optimization Strategies
+
+### For Low-Volume Users (< 100 edits/month)
+**Recommendation:** Use Replicate with auto-selection
+
+**Why:**
+- No minimum purchase
+- Pay only for what you use
+- Auto-selects cheapest appropriate model
+
+**Estimated Cost:** $1-3/month
+
+---
+
+### For Medium-Volume Users (100-1000 edits/month)
+**Recommendation:** Replicate or Stability AI
+
+**Strategy:**
+- Use `lama` for removals ($0.002/image)
+- Use `realistic-vision` for humans ($0.020/image)
+- Use `sdxl-inpaint` for general ($0.025/image)
+
+**Estimated Cost:** $10-30/month
+
+---
+
+### For High-Volume Users (1000+ edits/month)
+**Recommendation:** Consider local GPU or cloud GPU
+
+**Why:**
+- No per-image cost
+- Best quality control
+- Privacy
+
+**Setup:**
+- Local: RTX 3060+ GPU ($300-2000 one-time)
+- Cloud: RunPod/Vast.ai ($0.30-1.00/hour)
+
+---
+
+## Quality Comparison Table
+
+| Use Case | DALL-E 2 | Stability SDXL | Replicate SDXL | Replicate Realistic | Replicate LaMa |
+|----------|----------|----------------|----------------|---------------------|----------------|
+| Hands | ⭐⭐ | ⭐⭐⭐ | ⭐⭐⭐⭐ | ⭐⭐⭐⭐⭐ | ⭐⭐ |
+| Faces | ⭐⭐ | ⭐⭐⭐⭐ | ⭐⭐⭐⭐ | ⭐⭐⭐⭐⭐ | ⭐⭐ |
+| Bodies | ⭐⭐ | ⭐⭐⭐⭐ | ⭐⭐⭐⭐ | ⭐⭐⭐⭐⭐ | ⭐⭐ |
+| Objects | ⭐⭐ | ⭐⭐⭐⭐ | ⭐⭐⭐⭐⭐ | ⭐⭐⭐ | N/A |
+| Landscapes | ⭐⭐ | ⭐⭐⭐⭐⭐ | ⭐⭐⭐⭐⭐ | ⭐⭐⭐ | N/A |
+| Removal | ⭐⭐ | ⭐⭐⭐ | ⭐⭐⭐⭐ | ⭐⭐⭐ | ⭐⭐⭐⭐⭐ |
+| Creative | ⭐⭐ | ⭐⭐⭐⭐⭐ | ⭐⭐⭐⭐⭐ | ⭐⭐⭐ | ⭐ |
+
+---
+
+## Advanced Tips
+
+### For Difficult Hands
+1. **Use Mode B** - Provides full image context
+2. **Be specific** - "realistic five-fingered hand in natural pose"
+3. **Multiple passes** - Fix gross errors first, then refine
+4. **Reference images** - Mode B helps AI understand the pose
+
+### For Facial Features
+1. **High feather value** - 10-15px for smooth blending
+2. **Small selections** - Target specific features
+3. **Natural lighting** - Mention lighting in prompt
+
+### For Body Parts
+1. **Maintain proportions** - Use Mode B for body context
+2. **Clothing context** - Include clothing description in prompt
+3. **Skin tone consistency** - Mention skin tone if needed
+
+---
+
+## Troubleshooting Common Issues
+
+### "Hands have too many fingers"
+- **Solution:** Switch to `realistic-vision` model
+- **Prompt:** "realistic human hand with exactly five fingers"
+- **Try:** Multiple generations, pick best result
+
+### "Face looks unnatural"
+- **Solution:** Use `realistic-vision` model
+- **Increase:** Feather value to 15-20px
+- **Try:** Mode B for better context
+
+### "Removal leaves artifacts"
+- **Solution:** Use `lama` model (designed for removal)
+- **Alternative:** SDXL with prompt "clean background"
+
+### "Colors don't match"
+- **Increase:** Feather value to 20-30px
+- **Try:** Mode B for better color context
+- **Prompt:** Include color description
+
+---
+
+## Quick Start Examples
+
+### Example 1: Fix a Hand
+```json
+{
+  "prompt": "realistic human hand with five fingers, natural pose",
+  "ai_provider": "replicate",
+  "ai_model": "realistic-vision",
+  "mode": "B",
+  "feather_px": 10
+}
+```
+
+### Example 2: Remove an Object
+```json
+{
+  "prompt": "remove the object, clean background",
+  "ai_provider": "replicate",
+  "ai_model": "lama",
+  "mode": "A",
+  "feather_px": 5
+}
+```
+
+### Example 3: Change Sky
+```json
+{
+  "prompt": "sunset sky with orange and pink clouds",
+  "ai_provider": "replicate",
+  "ai_model": "sdxl-inpaint",
+  "mode": "A",
+  "feather_px": 15
+}
+```
+
+---
+
+## Summary
+
+**For Body Parts:** Use `realistic-vision` (Replicate)
+**For Removal:** Use `lama` (Replicate)
+**For Everything Else:** Use `sdxl-inpaint` (Replicate or Stability)
+
+**Let the auto-selection do its job** - it's optimized for these use cases!
@@ -0,0 +1,350 @@
+# Quick Start Guide
+
+## How to Choose the Right AI Model
+
+### For Body Parts (Hands, Faces, Bodies)
+
+Use **Replicate with `realistic-vision`** model:
+
+```env
+AI_PROVIDER=replicate
+REPLICATE_API_KEY=your-key-here
+REPLICATE_MODEL=realistic-vision
+```
+
+**Why:** This model is specifically trained on human anatomy and handles difficult features like:
+- ✅ Hands (even complex finger positions)
+- ✅ Faces and expressions
+- ✅ Skin textures
+- ✅ Body proportions
+
+**Cost:** ~$0.020/image
+
+### For Removing Objects
+
+Use **Replicate with `lama`** model:
+
+```env
+AI_PROVIDER=replicate
+REPLICATE_MODEL=lama
+```
+
+**Why:** Designed specifically for inpainting and removal
+**Cost:** ~$0.002/image (cheapest!)
+
+### For General Edits (Landscapes, Objects, Creative)
+
+Use **Replicate with `sdxl-inpaint`** model (default):
+
+```env
+AI_PROVIDER=replicate
+REPLICATE_MODEL=sdxl-inpaint
+```
+
+**Cost:** ~$0.025/image
+
+---
+
+## Auto-Model Selection
+
+The system automatically picks the best model based on your prompt:
+
+| Your Prompt | Auto-Selected Model | Why |
+|-------------|-------------------|-----|
+| "Fix the hand" | realistic-vision | Detects "hand" keyword |
+| "Remove person" | lama | Detects "remove" keyword |
+| "Change sky to sunset" | sdxl-inpaint | General purpose default |
+
+**You don't need to manually specify models** - the auto-selection is optimized for quality and cost!
+
+---
+
+## Patch Library: Save and Reuse Parts
+
+### What is the Patch Library?
+
+A library where you can save image patches (regions) and reuse them across different images.
+
+**Use Cases:**
+- Save a well-generated hand to reuse later
+- Save a perfect face for multiple photos
+- Build a collection of good body parts
+- Save textures, objects, or backgrounds
+- Reuse AI-generated elements that came out great
+
+### How to Save a Patch
+
+#### Option 1: Save AI-Generated Result
+
+After an AI edit completes:
+
+```bash
+POST /patches/
+{
+  "name": "Perfect Hand",
+  "description": "Well-formed left hand, palm up",
+  "source_type": "ai_generated",
+  "source_edit_id": 123,
+  "category": "hand",
+  "tags": "left, palm, realistic"
+}
+```
+
+This saves the AI-generated output (`patch_out.png`) to your library.
+
+#### Option 2: Save Manual Selection
+
+Select any region from your current image:
+
+```bash
+POST /patches/
+{
+  "name": "Good Face",
+  "description": "Frontal face with good lighting",
+  "source_type": "manual_selection",
+  "source_project_id": 456,
+  "bbox": {"x": 100, "y": 100, "width": 200, "height": 200},
+  "category": "face",
+  "tags": "front, smile, female"
+}
+```
+
+This saves whatever is currently in that region of your image.
+
+#### Option 3: Import from File
+
+Upload an external image:
+
+```bash
+POST /patches/
+FormData:
+  name: "Downloaded Hand"
+  source_type: "imported"
+  file: [uploaded PNG file]
+  category: "hand"
+```
+
+### How to Apply a Saved Patch
+
+```bash
+POST /patches/apply
+{
+  "project_id": 789,
+  "patch_id": 123,
+  "bbox": {"x": 300, "y": 400, "width": 200, "height": 200},
+  "feather_px": 10
+}
+```
+
+This places the saved patch at the specified location in your image.
+
+### Browse Your Patch Library
+
+```bash
+# List all patches
+GET /patches/
+
+# Filter by category
+GET /patches/?category=hand
+
+# Filter by tags
+GET /patches/?tags=realistic
+
+# Get specific patch
+GET /patches/123
+
+# Get patch image
+GET /patches/123/image
+
+# Get patch thumbnail
+GET /patches/123/image?thumbnail=true
+```
+
+### Organize Your Patches
+
+**Categories:**
+- `hand` - Hand images
+- `face` - Facial features
+- `body` - Body parts
+- `object` - Objects and items
+- `texture` - Textures and patterns
+- `background` - Backgrounds and scenery
+
+**Tags:** Comma-separated keywords for searching
+- "left, palm, realistic"
+- "front, smile, female"
+- "five fingers, open hand"
+
+---
+
+## Complete Workflow Example
+
+### Scenario: Fix hands in a portrait photo
+
+**Step 1: Create project and upload image**
+```bash
+POST /projects/ {"name": "Portrait Edit"}
+POST /projects/1/upload [upload photo]
+```
+
+**Step 2: Try to fix the hand with AI**
+```bash
+POST /edits/projects/1/fix
+{
+  "prompt": "realistic human hand with five fingers, natural pose",
+  "mode": "B",  # Use full image for context
+  "selection_type": "rectangle",
+  "bbox": {"x": 200, "y": 300, "width": 150, "height": 200},
+  "feather_px": 10
+}
+```
+
+The system auto-selects `realistic-vision` model because prompt mentions "hand".
+
+**Step 3: If result is good, save it for later**
+```bash
+POST /patches/
+{
+  "name": "Good Left Hand",
+  "source_type": "ai_generated",
+  "source_edit_id": 1,
+  "category": "hand",
+  "tags": "left, natural, realistic, five fingers"
+}
+```
+
+**Step 4: Use saved hand on another photo**
+```bash
+# On a different project
+POST /patches/apply
+{
+  "project_id": 2,
+  "patch_id": 1,
+  "bbox": {"x": 150, "y": 250, "width": 150, "height": 200},
+  "feather_px": 15
+}
+```
+
+---
+
+## Cost Comparison
+
+### Example: Fixing 10 hands in different photos
+
+**Option A: Generate each hand with AI**
+- 10 edits × $0.020 = **$0.20**
+
+**Option B: Generate one good hand, save it, reuse it**
+- 1 AI generation: $0.020
+- 9 patch applications: $0.00 (no AI cost)
+- **Total: $0.020** (90% savings!)
+
+### When to Use Saved Patches vs AI
+
+**Use Saved Patches When:**
+- You have a perfect result you want to reuse
+- Same angle/lighting/style needed
+- Want to maintain consistency across images
+- Want to avoid AI generation costs
+
+**Use AI Generation When:**
+- Need unique/different result each time
+- Different angle or perspective needed
+- Want variation and creativity
+- Patch doesn't fit the context
+
+---
+
+## Pro Tips
+
+### Building a Good Patch Library
+
+1. **Save your best AI results** - When AI generates something great, save it immediately
+2. **Organize with categories** - Use consistent categories for easy finding
+3. **Tag descriptively** - Include orientation (left/right), pose, lighting, etc.
+4. **Create variations** - Save multiple versions of common needs (left hand, right hand, etc.)
+5. **Build gradually** - Your library becomes more valuable over time
+
+### Maximizing Quality
+
+1. **For hands:** Always use `realistic-vision` model or save good results
+2. **For faces:** Use Mode B (full image context) for better matching
+3. **Use high feather values** (15-20px) when applying saved patches
+4. **Test positioning** before finalizing - patches work best when lighting/angle matches
+
+### Saving Money
+
+1. **Build a patch library** of common needs
+2. **Use `lama` for removals** instead of expensive models
+3. **Let auto-selection work** - it picks the cheapest appropriate model
+4. **Reuse successful patches** instead of regenerating
+
+---
+
+## API Quick Reference
+
+```bash
+# List available patches
+GET /patches/
+
+# Get patch details
+GET /patches/{id}
+
+# Get patch image
+GET /patches/{id}/image
+GET /patches/{id}/image?thumbnail=true
+
+# Create patch from AI edit
+POST /patches/
+{
+  "name": "My Patch",
+  "source_type": "ai_generated",
+  "source_edit_id": 123,
+  "category": "hand"
+}
+
+# Create patch from manual selection
+POST /patches/
+{
+  "name": "My Patch",
+  "source_type": "manual_selection",
+  "source_project_id": 456,
+  "bbox": {"x": 100, "y": 100, "width": 200, "height": 200}
+}
+
+# Apply saved patch
+POST /patches/apply
+{
+  "project_id": 789,
+  "patch_id": 123,
+  "bbox": {"x": 300, "y": 400, "width": 200, "height": 200},
+  "feather_px": 10
+}
+
+# Delete patch
+DELETE /patches/{id}
+
+# Update patch metadata
+PUT /patches/{id}
+{
+  "name": "Updated Name",
+  "tags": "new, tags",
+  "category": "hand"
+}
+```
+
+---
+
+## Summary
+
+✅ **For hands/faces/bodies:** Use `realistic-vision` model
+✅ **For removal:** Use `lama` model
+✅ **For general edits:** Use `sdxl-inpaint` (default)
+✅ **Auto-selection works great** - just write natural prompts
+✅ **Save good AI results** to patch library for reuse
+✅ **Save manual selections** from any image
+✅ **Reuse patches across images** to save money and maintain consistency
+
+**You now have the best of both worlds:**
+- AI generation when you need something new
+- Saved patches when you need consistency or want to save money