MXNet Extensions
Since I joined Amazon and started working on the Apache (incubating) MXNet open source deep learning framework I kept looking for ways to integrate hardware acceleration. The main problem is […]
Since I joined Amazon and started working on the Apache (incubating) MXNet open source deep learning framework I kept looking for ways to integrate hardware acceleration. The main problem is […]
This paper is a new direction looking at how we can take advantage of the C-based HLS tools that are currently available by translating Python functions to C so that […]
At the 2017 Reconfig conference I presented some work-in-progress on a set of Python tools that ive been developing to help with implementing Python Applications with FPGAs. A PDF version […]
This paper is sort of an offshoot of our previous work on estimating the performance of computations using scheduling. To get a better understanding of the performance we started looking […]
Continuing with our previous work on heterogeneous systems, in this paper we describe the compilation framework to take an initial sequential Matlab program and parallelize it automatically across a CPU+GPU+FPGA system. […]
Continuing with our previous work on Redsharc, in this paper we detail the system construction and run-time framework to actually produce the functional systems. With the continual enhancement of heterogeneous […]
Previously, we’ve worked on implementing applications in heterogeneous CPU+GPU+FPGA systems. But one of the most difficult problems is figuring out how to integrate FPGAs both into the system, and to […]
When we initially started researching this particular area, were trying to estimate the performance of some algorithm without having any source code implementation. The idea was to take the dataflow […]
Embedded systems are now being designed with a complex combination of processor cores (CPUs), hardware cores (coprocessors/accelerators), on-chip and off-chip memories, etc. Implementing an application in such systems is a […]
This is the first presentation of the main topic of my PhD Dissertation topic. Ive prepared a poster and had the chance to get some great feedback and make some […]