AXera Pulsar2 Toolchain Instructions Manual

copyright

• 1. Copyright Notice

Pulsar2 Toolchain

• 1. Documentation modifications and release notes
  • 1.1. Modify history
• 2. Pulsar2 Toolchain overview
  • 2.1. Introduction
  • 2.2. Introduction to Virtual NPU
  • 2.3. Guide to the content of subsequent chapters
• 3. Development environment preparation
  • 3.1. Install the Docker development environment
  • 3.2. Install Pulsar2 toolchain
• 4. Quick Start(AX650)
  • 4.1. Pulsar2 toolchain command description
  • 4.2. Model compilation configuration file description
  • 4.3. Compile and execute
  • 4.4. Simulation Run
  • 4.5. Development board running
• 5. Quick Start(AX620E)
  • 5.1. Pulsar2 toolchain command description
  • 5.2. Model compilation configuration file description
  • 5.3. Compile and execute
  • 5.4. Simulation Run
  • 5.5. Development board running
• 6. Advanced Guide to Model Conversion
  • 6.1. Overview
  • 6.2. Detailed explanation of model compilation
  • 6.3. Detailed explanation of multi-core compilation
  • 6.4. Detailed explanation of multi-batch compilation
  • 6.5. Detailed explanation layer by layer
  • 6.6. Detailed explanation of loading custom data sets
  • 6.7. Multi-input model configuration quantitative data set
  • 6.8. Multi-input model configuration quantization data set (NumpyObject)
  • 6.9. Detailed explanation of mixed precision quantization
  • 6.10. Enter size modification
  • 6.11. Configure model additional input dimensions
  • 6.12. Operator attribute modification
  • 6.13. Constant data modification
  • 6.14. Transformer model configuration details
  • 6.15. Quantized ONNX model import
  • 6.16. Color space conversion configuration
• 7. Advanced Guide to Simulation Running
  • 7.1. Overview
  • 7.2. Detailed explanation of simulation operation
  • 7.3. Simulation run example
• 8. Advanced Guide to Model Deployment
  • 8.1. Overview
  • 8.2. Other Examples
• 9. Configuration file details
  • 9.1. Profile overview
  • 9.2. Complete json configuration reference
  • 9.3. Quantitative parameter description
  • 9.4. Quantitative precision analysis parameter description
  • 9.5. Preprocessing and postprocessing parameter description
  • 9.6. proto configuration definition
• 10. Tool usage instructions of caffe2onnx
  • 10.1. Convert Caffe model to ONNX model
  • 10.2. Validate the converted ONNX model
• 11. Instructions for using model evaluation tools
  • 11.1. Parameter Description
  • 11.2. Usage example

appendix

• 1. NPU Operators support list (AX650)
• 2. NPU Operators support list(AX620E)
• 3. Accuracy Tuning Suggestions
• 4. Large Model Compilation (Experimental Stage)