University of Arizona Reconfigurable Computing Lab (UA-RCL)
We research ways to bridge the gap between application engineers, hardware architects, and system software developers towards making emerging heterogeneous computing and neuromorphic computing systems accessible. For this, we are actively working on two thrusts: a) building intelligent runtime systems for hardware-agnostic application development and deployment on SoC scale heterogeneous computing systems; b) designing reconfigurable architectures for neuromorphic computing to perform both training and high-throughput inference on resource constraint environments.
News
- Our paper titled A Runtime Manager Integrated Emulation Environment for Heterogeneous SoC Design with RISC-V Cores (IEEE Xplore) was published in Heterogeneity in Computing Workshop (HCW’24).
- Our paper titled Tutorial: A Novel Runtime Environment for Accelerator-Rich Heterogeneous Architectures (ACM) was published in ACM Transactions on Embedded Computing Systems.
- Joshua Mack has won Outstanding Graduate Student award and Dr. Akoglu has won Outstanding Faculty award. Congrats Dr. Mack and Dr. Akoglu! (Check out the link)
- Joshua Mack and Sahil Hassan have graduated from PhD program and received their degrees in Graduation Ceremony. Congrats Dr. Mack and Dr. Sahil! (Check out our blog post)
- Our paper titled PyTorch and CEDR: Enabling Deployment of Machine Learning Models on Heterogeneous Computing Systems (IEEE Xplore) was published in 2023 20th ACS/IEEE International Conference on Computer Systems and Applications (AICCSA).
- Mustafa Ghanim won Best Demonstration Award in ECE Graduate Student Research Poster & Demo Symposium held by ECE department. Congrats Mustafa! (Check out our blog post)
- Our paper titled GPU-RANC: A Cuda Accelerated Simulation Framework for Neuromorphic Architectures will be presented at the Neuro-Inspired Computational Elements (NICE’24) in April.
- Joshua Mack and Serhan Gener held a Tutorial Session CEDR: A Holistic Software and Hardware Design Environment for FPGA-Integrated Heterogeneous Systems in FPGA’24. (Check out our blog post)
- Joshua Mack has defended his PhD dissertation successfully. Congrats Dr. Mack! (Check out our blog post)
- Our paper titled Value-Based Resource Management at SoC Scale (ACM) was published in 3rd Workshop on Redefining Scalability for Diversely Heterogeneous Architectures (RSDHA)
- Joshua Mack held an Education Class CEDR: A Novel Runtime Environment for Accelerator-Rich Heterogeneous Architectures (YouTube) in ESWEEK’23.
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Highlights
Our Projects
Click the link below for our active and archived projects.
Our Team
Click the link below to meet our team members.