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[Feature ] Support TileLang #4919

@cisen

Description

@cisen

Feature description

Add TileLang + TVM Backend Support for High-Performance Tensor Core/Kernel Optimization

Feature motivation

TileLang is a state-of-the-art tile-based DSL built on TVM that provides:

  • Cross-hardware kernel generation (NVIDIA / AMD / Ascend / CPU)
  • Explicit tile abstraction
  • Shared memory / pipelining / tensor core support
  • Automatic performance tuning via TVM
  • Near-CUDA performance with Python/Rust-like syntax

By integrating TileLang + TVM, Burn could:

  1. Significantly improve compute-bound kernel performance (GEMM, Attention, Conv)
  2. Gain cross-hardware portability beyond native backends
  3. Support user-defined high-performance custom kernels
  4. Complement existing backends without breaking changes

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