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Implement ONNX model export validation and ZK compatibility #21

@Steake

Description

@Steake

Create comprehensive validation system for ONNX model exports to ensure compatibility with EZKL circuit compilation and maintain model integrity throughout the ZK pipeline.

Model Export Validation:

  • Validate ONNX model structure for ZK circuit compatibility
  • Implement automatic model quantization and optimization
  • Add model size and complexity validation
  • Create model version compatibility checking
  • Implement model integrity verification after export

ZK Compatibility Testing:

  • Test ONNX models against EZKL circuit compilation requirements
  • Validate supported operations and detect incompatible layers
  • Implement automatic model transformation for ZK compatibility
  • Add compatibility testing across different EZKL versions
  • Create compatibility recommendation system

Model Performance Analysis:

  • Benchmark ONNX model inference performance
  • Analyze model complexity and circuit size implications
  • Compare original PyTorch vs ONNX model accuracy
  • Implement model optimization recommendations
  • Track model performance regression across updates

EBSL Model Integration:

  • Validate EBSL fusion operations in ONNX format
  • Test opinion combination logic preservation
  • Verify trust network processing accuracy
  • Implement EBSL-specific model validation rules
  • Add reputation score accuracy verification

Automated Testing Pipeline:

  • Create comprehensive model testing suite
  • Implement CI/CD integration for model validation
  • Add regression testing for model updates
  • Create performance benchmarking automation
  • Implement model quality gates for deployment

Files to Enhance:

  • Notebooks/EBSL_EZKL.py - Add ONNX validation functions
  • New model testing and validation modules
  • CI/CD pipeline integration for automated testing

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