Triton

Triton-Viz
Triton-Viz is an interactive visualization tool for understanding Triton programs, including execution structure, memory behavior, and GPU programming concepts in AI systems courses.
Code Demo
Linear Layouts: Robust Code Generation of Efficient Tensor Computation Using F_2
Conference talk at ASPLOS'26 on Linear Layouts.
Mar 25, 2026 12:00 AM — 12:00 AM Pittsburgh, USA
Project Slides
Linear Layouts: Robust Code Generation of Efficient Tensor Computation Using F_2
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Triton-Sanitizer: A Fast and Device-Agnostic Memory Sanitizer for Triton with Rich Diagnostic Context
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Triton, Gluon, and the Future of Tile-Based Programming Models
Invited talk for UCSD CSE 291P on tile-based programming models.
Mar 1, 2026 12:00 AM — 12:00 AM UC San Diego
Project Slides
Proton: Towards Multi-level, Adaptive Profiling for Triton
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Tile-based Programming Models for AI
Introduction to Triton Programming Language for graduate students.
Apr 1, 2025 9:34 PM — 9:34 PM Cambridge, MA
Project Slides
Proton: Adaptive and Lightweight Profiling for Deep Learning Workloads
A gentle introduction to the Proton profiler and its updates.
Mar 1, 2025 9:34 PM — 9:34 PM Las Vegas, NV
Project Slides
The Proton Dialect: An MLIR Dialect For AI Compiler GPU Kernel Profiling
Presented our work on multi-level instrumentation-based profiling for Triton kernels.
Mar 1, 2025 9:34 PM — 9:34 PM Las Vegas, NV
Project Slides
SS1: Accelerating Inference with Fast and Expressive Sketch Structured Transform
Tensor multiplication with learned weight matrices is the fundamental building block in deep learning models. These matrices can often …
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