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ROLLER - Fast and Efficient Tensor Compilation for Deep Learning

ROLLER - Fast and Efficient Tensor Compilation for Deep Learning

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Abstracted GPU (V100 Example)

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Abstracted GPU (V100 Example)

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ROLLER - Fast and Efficient Tensor Compilation for Deep Learning

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  1. 1 Intro
  2. 2 Excessive Compilation Time
  3. 3 Black-Box Compiler
  4. 4 Motivating Example: 8k^3 matmul
  5. 5 Roller: A White-Box Solution
  6. 6 Improving Pipeline Throughput
  7. 7 Abstracted GPU (V100 Example)
  8. 8 Small & Irregular Shapes
  9. 9 Evaluations - V100 Performance
  10. 10 Evaluation Compilation Time
  11. 11 Summary

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