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Deep Learning System Stack
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Classroom Contents
Ansor - Generating High-Performance Tensor Programs for Deep Learning
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- 1 Intro
- 2 Deep Learning System Stack
- 3 Introducing Compiler
- 4 TVM's Approach
- 5 Halide's Auto-scheduler
- 6 Challenges and our approach
- 7 Program Sampling
- 8 Sketch Generation Examples 1/2
- 9 Random Annotation Examples
- 10 Evolutionary Search
- 11 Learned Cost Model
- 12 Task Scheduler
- 13 Single Operator
- 14 Subgraph
- 15 Network
- 16 Ablation Study
- 17 Summary
