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Alexander Montgomerie-Corcoran's Projects

cacti icon cacti

An integrated cache and memory access time, cycle time, area, leakage, and dynamic power model

def icon def

DEF: Differential Encoding of Featuremaps for Low Power Convolutional Neural Network Accelerators

drampower icon drampower

Fast and accurate DRAM power and energy estimation tool

dsam icon dsam

Scripts to obtain bit-level switching activity of CNNs. Requires Caffe.

extendedbitplanecompression icon extendedbitplanecompression

Provides the code for the paper "EBPC: Extended Bit-Plane Compression for Deep Neural Network Inference and Training Accelerators" by Lukas Cavigelli, Georg Rutishauser, Luca Benini.

finn icon finn

Dataflow compiler for QNN inference on FPGAs

fpgaconvnet-model icon fpgaconvnet-model

Performance and resource models for fpgaConvNet: a Streaming-Architecture-based CNN Accelerator.

fpgaconvnet-website icon fpgaconvnet-website

The work done at the Intelligent Digital Systems Lab at Imperial College London aims to address this demand with fpgaConvNet: a toolflow for designing Convolutional Neural Network (CNN) accelerators for FPGAs with state-of-the-art performance and efficiency.

graffitist icon graffitist

Graph Transforms to Quantize and Retrain Deep Neural Nets in TensorFlow.

huffman-chisel icon huffman-chisel

A Chisel implementation of Huffman coding for a static code table

pommel icon pommel

Analysing power consumption of the memory subsystem for machine learning applications

ramulator icon ramulator

A Fast and Extensible DRAM Simulator, with built-in support for modeling many different DRAM technologies including DDRx, LPDDRx, GDDRx, WIOx, HBMx, and various academic proposals. Described in the IEEE CAL 2015 paper by Kim et al. at http://users.ece.cmu.edu/~omutlu/pub/ramulator_dram_simulator-ieee-cal15.pdf

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