Refactor: done phase 2
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- ✅ **Backward Compatibility**: All existing endpoints preserved
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- ✅ **Modern FastAPI**: Lifespan events, Pydantic v2 compatibility
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## 📋 Phase 2: Pipeline Configuration & Model Management
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## ✅ Phase 2: Pipeline Configuration & Model Management - COMPLETED
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### 2.1 Models Module (`core/models/`)
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- [ ] **Create `pipeline.py`** - Pipeline.json parser
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- [ ] Extract pipeline configuration parsing from `pympta.py`
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- [ ] Implement pipeline validation
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- [ ] Add configuration schema validation
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- [ ] Handle Redis and PostgreSQL configuration parsing
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- ✅ **Create `pipeline.py`** - Pipeline.json parser
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- ✅ Extract pipeline configuration parsing from `pympta.py`
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- ✅ Implement pipeline validation
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- ✅ Add configuration schema validation
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- ✅ Handle Redis and PostgreSQL configuration parsing
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- [ ] **Create `manager.py`** - MPTA download and model loading
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- [ ] Extract MPTA download logic from `pympta.py`
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- [ ] Implement ZIP extraction and validation
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- [ ] Add model file management and caching
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- [ ] Handle model loading with GPU optimization
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- [ ] Implement model dependency resolution
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- ✅ **Create `manager.py`** - MPTA download and model loading
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- ✅ Extract MPTA download logic from `pympta.py`
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- ✅ Implement ZIP extraction and validation
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- ✅ Add model file management and caching
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- ✅ Handle model loading with GPU optimization
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- ✅ Implement model dependency resolution
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- [ ] **Create `inference.py`** - YOLO model wrapper
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- [ ] Create unified YOLO model interface
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- [ ] Add inference optimization and caching
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- [ ] Implement batch processing capabilities
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- [ ] Handle model switching and memory management
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- ✅ **Create `inference.py`** - YOLO model wrapper
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- ✅ Create unified YOLO model interface
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- ✅ Add inference optimization and caching
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- ✅ Implement batch processing capabilities
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- ✅ Handle model switching and memory management
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### 2.2 Testing Phase 2
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- [ ] Test MPTA file download and extraction
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- [ ] Test pipeline.json parsing and validation
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- [ ] Test model loading with different configurations
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- [ ] Verify GPU optimization works correctly
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- ✅ Test MPTA file download and extraction
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- ✅ Test pipeline.json parsing and validation
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- ✅ Test model loading with different configurations
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- ✅ Verify GPU optimization works correctly
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### 2.3 Phase 2 Results
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- ✅ **ModelManager**: Downloads, extracts, and manages MPTA files with model ID-based directory structure
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- ✅ **PipelineParser**: Parses and validates pipeline.json with full support for Redis, PostgreSQL, tracking, and branches
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- ✅ **YOLOWrapper**: Unified interface for YOLO models with caching, tracking, and classification support
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- ✅ **Model Caching**: Shared model cache across instances to optimize memory usage
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- ✅ **Dependency Resolution**: Automatically identifies and tracks all model file dependencies
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## 📋 Phase 3: Streaming System
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