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accelerator-wall

Repository for the tools and non-commercial data used for the "Accelerator wall" paper.

chimera

A tool for synthesizing Verilog programs

deep-learning-models

Keras code and weights files for popular deep learning models.

ml-inference-benchmarks

GPU and CPU measurements for ML inference workloads for power, latency and throughput

mlp_neurosim_v2.0

models

Models and examples built with TensorFlow

neural-networks-on-silicon

This is a collection of works on neural networks and neural accelerators.

puma-simulator

[ASPLOS 2019] PUMA-simulator provides a detailed simulation model of a dataflow architecture built with NVM (non-volatile memory), and runs ML models compiled using the puma compiler.

python

All Algorithms implemented in Python

seq2seq-signal-prediction

Signal forecasting with a Sequence-to-Sequence (seq2seq) Recurrent Neural Network (RNN) model in TensorFlow - Guillaume Chevalier

siam

Scalable In-Memory Acceleration With Mesh: Device, Circuits, Architecture, and Algorithm

siam-chiplet-based-scalable-in-memory-acceleration-with-mesh-for-deep-neural-networks

A comprehensive tool that allows for system-level performance estimation of chiplet-based In-Memory computing (IMC) architectures.

siliconcompiler

SiliconCompiler is an open source build system that automates translation from source code to silicon.

tinytpu

Implementation of a Tensor Processing Unit for embedded systems and the IoT.