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Edition 088 · work · Mo; Zhiwen; Cheng; Yu; Wang; Lei; Tang; Zhengju; Xu; Li; Guoyu; Dong; Ma; Xia; Jilong; Yang; Fan; Luo; Zhi; Luk; Wayne; Hongxiang

Tile-centric GPU programming lacks decent tooling

New GPU programming models are tile-centric but performance analysis tools are lagging, forcing developers to rely on crude methods.

Tile-centric GPU programming lacks decent tooling
FO Take · Score 76

The advent of tile-centric GPU programming promised heightened efficiency, yet the tooling remains stuck in the dark ages. Developers, burdened by coarse-grained analysis, are flying blind. This isn't innovation; it's an impediment. When will we demand tools that match the sophistication of our ambition?

The strongest counter

While current tools are imperfect, frameworks like Triton are young. The community is rapidly innovating, and advanced performance analysis will inevitably catch up. Rome wasn't built in a day, nor will next-gen tooling be.

Audit trail
  • ·New programming models
  • ·Outdated performance tools
  • ·Developer pain points
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