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L1TLevel One Trigger
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The team set out to develop and benchmark a tool flow, based around Xilinx Vivado HLS, that would shorten the time needed to create machine learning algorithms for the CMS level one trigger. The hls4ml tool has a number of configurable parameters that enable users to customise the space of latency, initiation interval, and resource usage tradeoffs for their application.
Tran said: 'We envisioned at a very high level putting neural networks into the level one trigger. Nobody had really considered the possibility of generically putting neural networks of all different types there.