Desenvolvimento de Kernels de Alta Performance com TileLang
O que é O Tile Language (tile-lang) é uma linguagem de domínio específico (DSL) projetada para simplificar a criação de kernels de alto desempenho para GPU, CPU e aceleradores. Utilizando uma sintaxe baseada em Python integrada a uma infraestrutura de compilador desenvolvida sobre o TVM, o tile-lang permite que você se concentre na produtividade sem perder o controle das otimizações de baixo…
The Tile Language (tile-lang) is a domain-specific language (DSL) designed to simplify the creation of high-performance kernels for GPUs, CPUs, and accelerators. It utilizes a Python-based syntax integrated with a compiler infrastructure developed on the TVM platform. This allows developers to focus on productivity without sacrificing control over low-level optimizations crucial for hardware performance.
The tool is targeted towards developers and engineers who create or optimize high-performance kernels, such as GEMM, Dequant GEMM, FlashAttention, and LinearAttention. The ecosystem supports multi-platform architectures, including compatibility with NVIDIA hardware paths (CUDA), AMD (ROCm), Apple (Metal with cooperative tensor support), traditional processors (via LLVM backend), and NPUs like Huawei Ascend 950.
To start developing with TileLang, follow these steps: access the documentation for official installation guides, study example codes covering basic to complex operations, practice with challenges provided in TileLang Puzzles, and configure your development environment by installing the TileLang LSP (Language Server Protocol) in your code editor for accurate diagnostics, layout information, and visual buffer format tips.
The installation can be done via pip with the command "pip install tilelang". For more information, visit the official repository at https://github.com/tile-ai/tilelang.
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