TA5-WP2/WP5: Working meeting - neural networks on FPGAs

Name: TA5-WP2/WP5: Working meeting - neural networks on FPGAs
Start: 2024-03-01T09:30:00+01:00
End: 2024-03-01T10:30:00+01:00
Location: No location set

Friday 1 Mar 2024, 09:30 → 10:30 Europe/Berlin

Description

https://cern.zoom.us/j/63229680038?pwd=Y3VzTDZaUys5cmFnRExzS2V4bUx6QT09

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CERN FPGA Developers' Forum

ideas for hands-on:

ANN models for FPGA: frameworks (Tensor Flow, ...), ...
- pipeline from idea to realisation in firmware
- quantization aware training
OneAPI (replacement of HLS for Intel)
generic tool for FPGA machine learning: simple accelerator PC card (Alveo, ...)
- ATLAS tracking
- large data I/O possible between FPGAs
- experience FPGA farm?
- hls4ml: from compiled network to FPGA implementation, data access, ...
Versal AI engines

There are minutes attached to this event. Show them.

- 09:30 → 09:35
  
  Introduction 5m
  
  CERN FPGA developers forum - June 2024
- 09:35 → 09:45
  
  Collecting ideas for hands-on workshop 10m
- 09:45 → 09:55
  
  Update on CNNs for ATLAS LAr Readout (TU Dresden) 10m
  
  Speaker: Johann Christoph Voigt
  
  2024_03_01_ML_ATLAS_LAr_Johann_Voigt.pdf

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TA5-WP2/WP5: Working meeting - neural networks on FPGAs