TPU-MLIR

Table of Contents

  • 1. TPU-MLIR Introduction
  • 2. Environment Setup
  • 3. User Interface
  • 4. Overall Design
  • 5. Front-end Conversion
  • 6. Quantization
  • 7. Calibration
  • 8. Lowering
  • 9. SubNet
  • 10. LayerGroup
  • 11. GMEM Allocation
  • 12. CodeGen
  • 13. MLIR Definition
  • 14. Accuracy Validation
  • 15. Quantzation aware training
  • 16. TpuLang Interface
  • 17. Custom Operators
  • 18. Implementing Backend Operators with PPL
  • 19. final.mlir Truncation Method
  • 20. Superior MaskRCNN Interface Guidance
  • 21. LLMC Guidance
  • 22. Appendix.01: Migrating from NNTC to tpu-mlir
  • 23. Appendix 02: Basic Elements of TpuLang
TPU-MLIR
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