158 lines
4.8 KiB
Markdown
158 lines
4.8 KiB
Markdown
# Image Studio Editing Feature - Progress Summary
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**Date**: Current Session
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**Status**: 🚧 **In Progress** - Foundation & First Model Complete
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---
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## ✅ Completed Work
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### **1. Foundation (Steps 1-2)** ✅
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- ✅ `ImageEditProvider` protocol added
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- ✅ `ImageEditOptions` dataclass created
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- ✅ `WaveSpeedEditProvider` class structure created
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### **2. Model Integration** ✅ (5/14 Complete)
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- ✅ **Qwen Image Edit** (basic) integrated
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- Model ID: `qwen-edit`
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- Model Path: `wavespeed-ai/qwen-image/edit`
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- Cost: $0.02
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- Features: Single-image editing, style preservation, bilingual (CN/EN)
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- Max Resolution: 1536x1536
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- API: Uses `image` (singular) and `size` parameter (width*height)
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- Default output: JPEG
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- ✅ **Qwen Image Edit Plus** integrated
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- Model ID: `qwen-edit-plus`
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- Model Path: `wavespeed-ai/qwen-image/edit-plus`
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- Cost: $0.02
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- Features: Multi-image editing, ControlNet support, bilingual (CN/EN)
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- Max Resolution: 1536x1536
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- API: Uses `images` (array) and `size` parameter (width*height)
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- ✅ **Google Nano Banana Pro Edit Ultra** integrated
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- Model ID: `nano-banana-pro-edit-ultra`
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- Model Path: `google/nano-banana-pro/edit-ultra`
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- Cost: $0.15 (4K) / $0.18 (8K)
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- Features: High-res editing (4K/8K native), natural language, multilingual text
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- Max Resolution: 8192x8192 (8K)
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- API: Uses `aspect_ratio` and `resolution` parameters
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- Supports up to 14 reference images
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- ✅ **Bytedance Seedream V4.5 Edit** integrated
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- Model ID: `seedream-v4.5-edit`
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- Model Path: `bytedance/seedream-v4.5/edit`
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- Cost: $0.04
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- Features: Reference-faithful editing, preserves facial features/lighting/color tone, professional retouching
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- Max Resolution: 4096x4096 (4K)
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- API: Uses `size` parameter (1024-4096 per dimension)
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- Supports up to 10 reference images
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### **3. API Implementation** ✅
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- ✅ `_call_wavespeed_edit_api()` method implemented
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- ✅ Follows same pattern as `ImageGenerator.generate_image()`
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- ✅ Handles sync/async modes
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- ✅ Polling support via `WaveSpeedClient`
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- ✅ Helper methods: `_extract_image_url()`, `_download_image()`
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### **4. Unified Entry Point** ✅
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- ✅ `generate_image_edit()` function added to `main_image_generation.py`
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- ✅ Reuses Phase 1 helpers:
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- `_validate_image_operation()` - Pre-flight validation
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- `_track_image_operation_usage()` - Usage tracking
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- ✅ Provider selection: `_get_edit_provider()` helper
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- ✅ Error handling consistent with other operations
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---
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## 📋 Current Implementation
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### **Usage Example**
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```python
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from services.llm_providers.main_image_generation import generate_image_edit
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# Edit image using unified entry point
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result = generate_image_edit(
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image_base64=image_base64_string,
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prompt="Change the background to a beach scene",
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operation="general_edit",
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model="qwen-edit-plus", # Optional - defaults to first available
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options={
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"width": 1024,
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"height": 1024,
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"seed": 42,
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},
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user_id=user_id
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)
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# Result contains edited image
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edited_image_bytes = result.image_bytes
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```
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---
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## ⏳ Waiting For
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### **Remaining 9 Models** (Need Documentation)
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1. Step1X Edit
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2. HiDream E1 Full
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4. SeedEdit V3
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5. Alibaba WAN 2.5 Image Edit
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6. FLUX Kontext Pro
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7. FLUX Kontext Pro Multi
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8. FLUX Kontext Max
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9. Ideogram Character
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10. OpenAI GPT Image 1
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11. Z-Image Turbo Inpaint
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12. Image Zoom-Out
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**For each model, I need**:
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- Model path/endpoint
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- Cost per edit
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- Max resolution
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- Supported operations
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- Any model-specific parameters
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---
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## 🎯 Next Steps
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1. **Add Remaining Models** (Once docs provided)
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- See `IMAGE_STUDIO_EDITING_RECOMMENDED_MODELS.md` for prioritized list
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- Recommended next: Qwen Image Edit (basic), WAN 2.5 Edit, Step1X Edit
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- Populate `SUPPORTED_MODELS` with remaining models
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2. **Service Integration** ✅ **COMPLETE** (Step 6)
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- ✅ Refactored `EditStudioService` to use `generate_image_edit()`
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- ✅ Maintained backward compatibility with Stability AI and HuggingFace
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- ✅ Automatic routing based on model/provider
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3. **API Endpoint** ✅ **COMPLETE** (Step 7)
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- ✅ `/api/image-studio/edit/process` already supports `model` parameter
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- ✅ No changes needed
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4. **Frontend** (Step 8) - ⏸️ **PENDING**
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- Add model selector to `EditStudio.tsx`
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- Show cost/quality comparison
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- Display available models by tier
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---
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## 📊 Progress
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- **Foundation**: ✅ 100% Complete
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- **Models**: ✅ 36% Complete (5 of 14: Qwen Edit, Qwen Edit Plus, Nano Banana Pro Edit Ultra, Seedream V4.5 Edit, FLUX Kontext Pro)
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- **API Implementation**: ✅ 100% Complete
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- **Unified Entry Point**: ✅ 100% Complete
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- **Remaining Models**: ⏳ 0% (waiting for docs)
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- **Service Integration**: ⏸️ 0% (pending)
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- **Frontend**: ⏸️ 0% (pending)
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**Overall**: ~60% Complete (Foundation + 5 Models)
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---
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*Ready for more model documentation to continue integration*
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