Diary/2019-6-6

HEART(2)

Keynote: Beringing FPGAs to Production HPC Systems and Codes - Christian Plessl

FPGA: Heterogeneous Resource-Elastic Scheduling for CPU+FPGA Architectures - Anuj Vaishnav, Khoa Pham and Dirk Koch

• dynamically allocate CPUs and Reconfigurable resources to multiple tasks based on runtime conditions
• FPGA Shell: ZUCL "ZUCL: A zynq ultrascale+ framework for opencl hls applications" - <<< ReadItLater
• Spector benhmarkで評価 https://ieeexplore.ieee.org/document/7929519 https://github.com/KastnerRG/spector
  • SDSoC-likeなstatic schedulingとくらべて2x speed up

FPGA: Physical Design Considerations for Synthesizable Standard-Cell-Based FPGAs

Scalable Filtering Modules for Database Acceleration on FPGAs - Kristiyan Manev, Anuj Vaishnav, Charalampos Kritikakis and Dirk Koch

• Database queris on FPGAs
  • convert query to static hardare <-> sysnthesis time is slow (unable to use at runtime for any query)
  • convert query to static hardare <-> limited programmability
  • -> partial runtime reconfiguration
• FPGA-Based Dynamically Reconfigurable SQL Query Processing と 比較．https://dl.acm.org/citation.cfm?id=2845087 <<< ReadItLater

Deep Learning Accelerator for an Intelligent Camera

• Optimization Techniques with Case studies
  • light-weight approach
  • probabilistic approach
  • systematic approach

• What's next
  • time sequence estimation
    • recurrent neural network
  • dataset generator
  • multi-task learning
    • taskonomy [Zamir, CVPR2018] https://arxiv.org/abs/1804.08328 <<< ReadItLater