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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: CANN-ATC Model Conversion | 12% | - Conversion from mainstream frameworks to Ascend OM model - Troubleshooting conversion errors - ATC tool functions and parameters - CANN platform overview |
| Topic 2: Atlas AI Computing Solutions | 13% | - Application scenarios and deployment modes - Atlas series hardware products - System software and toolchain overview |
| Topic 3: MindSpore Full-Process Development | 15% | - Model building, training and validation - MindSpore framework architecture - Model saving, exporting and deployment |
| Topic 4: CANN Inference Performance Tuning | 5% | - Common tuning strategies - Performance analysis tools - Memory and computing optimization |
| Topic 5: Ascend AI Processor | 8% | - Core components and computing units - Memory and storage system - Architecture and features of Ascend AI processor |
| Topic 6: Neural Network Fundamentals | 25% | - Model compression and quantization basics - Common neural network structures - Basic deep learning theory - Model training and optimization methods |
| Topic 7: CANN Custom Operator Development | 7% | - Operator development specification - Operator implementation and compilation - Operator verification and integration |
| Topic 8: CANN Inference Application Development | 15% | - Data preprocessing and postprocessing - Multi-thread and multi-device inference - AscendCL API and development flow |
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