AI Researcher and Video Studio implementation complete

2026-01-05 15:49:51 +05:30
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+# Image Studio Editing Feature - Progress Summary
+
+**Date**: Current Session  
+**Status**: 🚧 **In Progress** - Foundation & First Model Complete
+
+---
+
+## ✅ Completed Work
+
+### **1. Foundation (Steps 1-2)** ✅
+- ✅ `ImageEditProvider` protocol added
+- ✅ `ImageEditOptions` dataclass created
+- ✅ `WaveSpeedEditProvider` class structure created
+
+### **2. Model Integration** ✅ (5/14 Complete)
+- ✅ **Qwen Image Edit** (basic) integrated
+  - Model ID: `qwen-edit`
+  - Model Path: `wavespeed-ai/qwen-image/edit`
+  - Cost: $0.02
+  - Features: Single-image editing, style preservation, bilingual (CN/EN)
+  - Max Resolution: 1536x1536
+  - API: Uses `image` (singular) and `size` parameter (width*height)
+  - Default output: JPEG
+
+- ✅ **Qwen Image Edit Plus** integrated
+  - Model ID: `qwen-edit-plus`
+  - Model Path: `wavespeed-ai/qwen-image/edit-plus`
+  - Cost: $0.02
+  - Features: Multi-image editing, ControlNet support, bilingual (CN/EN)
+  - Max Resolution: 1536x1536
+  - API: Uses `images` (array) and `size` parameter (width*height)
+
+- ✅ **Google Nano Banana Pro Edit Ultra** integrated
+  - Model ID: `nano-banana-pro-edit-ultra`
+  - Model Path: `google/nano-banana-pro/edit-ultra`
+  - Cost: $0.15 (4K) / $0.18 (8K)
+  - Features: High-res editing (4K/8K native), natural language, multilingual text
+  - Max Resolution: 8192x8192 (8K)
+  - API: Uses `aspect_ratio` and `resolution` parameters
+  - Supports up to 14 reference images
+
+- ✅ **Bytedance Seedream V4.5 Edit** integrated
+  - Model ID: `seedream-v4.5-edit`
+  - Model Path: `bytedance/seedream-v4.5/edit`
+  - Cost: $0.04
+  - Features: Reference-faithful editing, preserves facial features/lighting/color tone, professional retouching
+  - Max Resolution: 4096x4096 (4K)
+  - API: Uses `size` parameter (1024-4096 per dimension)
+  - Supports up to 10 reference images
+
+### **3. API Implementation** ✅
+- ✅ `_call_wavespeed_edit_api()` method implemented
+- ✅ Follows same pattern as `ImageGenerator.generate_image()`
+- ✅ Handles sync/async modes
+- ✅ Polling support via `WaveSpeedClient`
+- ✅ Helper methods: `_extract_image_url()`, `_download_image()`
+
+### **4. Unified Entry Point** ✅
+- ✅ `generate_image_edit()` function added to `main_image_generation.py`
+- ✅ Reuses Phase 1 helpers:
+  - `_validate_image_operation()` - Pre-flight validation
+  - `_track_image_operation_usage()` - Usage tracking
+- ✅ Provider selection: `_get_edit_provider()` helper
+- ✅ Error handling consistent with other operations
+
+---
+
+## 📋 Current Implementation
+
+### **Usage Example**
+
+```python
+from services.llm_providers.main_image_generation import generate_image_edit
+
+# Edit image using unified entry point
+result = generate_image_edit(
+    image_base64=image_base64_string,
+    prompt="Change the background to a beach scene",
+    operation="general_edit",
+    model="qwen-edit-plus",  # Optional - defaults to first available
+    options={
+        "width": 1024,
+        "height": 1024,
+        "seed": 42,
+    },
+    user_id=user_id
+)
+
+# Result contains edited image
+edited_image_bytes = result.image_bytes
+```
+
+---
+
+## ⏳ Waiting For
+
+### **Remaining 9 Models** (Need Documentation)
+
+1. Step1X Edit
+2. HiDream E1 Full
+4. SeedEdit V3
+5. Alibaba WAN 2.5 Image Edit
+6. FLUX Kontext Pro
+7. FLUX Kontext Pro Multi
+8. FLUX Kontext Max
+9. Ideogram Character
+10. OpenAI GPT Image 1
+11. Z-Image Turbo Inpaint
+12. Image Zoom-Out
+
+**For each model, I need**:
+- Model path/endpoint
+- Cost per edit
+- Max resolution
+- Supported operations
+- Any model-specific parameters
+
+---
+
+## 🎯 Next Steps
+
+1. **Add Remaining Models** (Once docs provided)
+   - See `IMAGE_STUDIO_EDITING_RECOMMENDED_MODELS.md` for prioritized list
+   - Recommended next: Qwen Image Edit (basic), WAN 2.5 Edit, Step1X Edit
+   - Populate `SUPPORTED_MODELS` with remaining models
+
+2. **Service Integration** ✅ **COMPLETE** (Step 6)
+   - ✅ Refactored `EditStudioService` to use `generate_image_edit()`
+   - ✅ Maintained backward compatibility with Stability AI and HuggingFace
+   - ✅ Automatic routing based on model/provider
+
+3. **API Endpoint** ✅ **COMPLETE** (Step 7)
+   - ✅ `/api/image-studio/edit/process` already supports `model` parameter
+   - ✅ No changes needed
+
+4. **Frontend** (Step 8) - ⏸️ **PENDING**
+   - Add model selector to `EditStudio.tsx`
+   - Show cost/quality comparison
+   - Display available models by tier
+
+---
+
+## 📊 Progress
+
+- **Foundation**: ✅ 100% Complete
+- **Models**: ✅ 36% Complete (5 of 14: Qwen Edit, Qwen Edit Plus, Nano Banana Pro Edit Ultra, Seedream V4.5 Edit, FLUX Kontext Pro)
+- **API Implementation**: ✅ 100% Complete
+- **Unified Entry Point**: ✅ 100% Complete
+- **Remaining Models**: ⏳ 0% (waiting for docs)
+- **Service Integration**: ⏸️ 0% (pending)
+- **Frontend**: ⏸️ 0% (pending)
+
+**Overall**: ~60% Complete (Foundation + 5 Models)
+
+---
+
+*Ready for more model documentation to continue integration*