A Triton backend is the implementation that executes a model. A backend can be a wrapper around a deep-learning framework, like PyTorch, TensorFlow, TensorRT or ONNX Runtime.

NVIDIA Triton Triton HTTP/gRPC Triton.

Triton 3D grid, 3D , d1 x d2 x d3. , , triton grid dimension , 1D grid, .

Understanding the Context

Triton Python C/C++ Python Triton .

Triton OpenAI Triton Triton is a language and compiler for parallel programming. It aims to provide a Python-based programming environment for productively writing.

MLIRAffineMemrefdialectPytorchAITriton.

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Key Insights

Triton Kernelpidblock Line 38 & Line 43 GridTensor0Line 44 load.

Triton BLOCK_SIZE num_warps GPU BLOCK_SIZE num_warps * WARP_SIZE BLOCK_SIZE =.

Triton X-100 0.5Triton X-100 Triton X-100 100.