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Hexcute: A Tile-based Programming Language with Automatic Layout and Task-Mapping Synthesis
- Hexcute is a tile-based programming language designed for deep learning workloads.
- It exposes shared memory and register abstractions to enable fine-grained optimization.
- Hexcute automates layout and task mapping synthesis with a type-inference-based algorithm.
- Evaluation shows that Hexcute achieves significant speedup over existing DL compilers.
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