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MLPerf Tiny developments

Javier Duarte requested to merge github/fork/hls4ml-finn-mlperftiny/fifo_depth_opt into main

Not to be merged but simply to open discussion about which developments we should cherry-pick and rebase to hls4ml main branch. Based on a quick look, I can imagine a few separate PRs:

  • FIFO depth profiling @nicologhielmetti #509
  • ReLU merge optimizer @anmeza @oliviaweng #586
  • QDenseBatchnorm support @julesmuhizi #718 (requires the corresponding QKeras PR to be merged google/qkeras#74)
  • Arty support for VivadoAccelerator backend @GiuseppeDiGuglielmo
  • Ultra96 support for VivadoAccelerator backend @GiuseppeDiGuglielmo #646 (to be split up)
  • AXI Master interface for VivadoAccelerator backend @GiuseppeDiGuglielmo #646 (to be split up)
  • Reprogrammable weights for VivadoAccelerator backend @GiuseppeDiGuglielmo #646 (to be split up)

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