Demystifying Datapath Accelerator Enhanced Off-path SmartNIC [ICNP24]

Large Scale Failure recovery algorithms

Example of multi-process, multi-GPU training using Torch-parallel, nVidia-nccl, and nVidia-MPS

DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.

PEAKS: Power Efficiency Aware Kubernetes Scheduler

GTNS is a discrete-event network simulator targeted primarily for research and educational use. GTNS is written in Visual C++ programming language and supports different network topologies. This si…

Kubernetes training from basics to advanced

Locust load-testing tool on OpenFaaS

FEDML - The unified and scalable ML library for large-scale distributed training, model serving, and federated learning. FEDML Launch, a cross-cloud scheduler, further enables running any AI jobs o…

A library for Partially Homomorphic Encryption in Python

Declarative cluster management using constraint programming, where constraints are described using SQL.

AWS virtual gpu device plugin provides capability to use smaller virtual gpus for your machine learning inference workloads

Reference implementations of MLPerf® training benchmarks

Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow.

Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.

YOLO3D: End-to-end real-time 3D Oriented Object Bounding Box Detection from LiDAR Point Cloud (ECCV 2018)

Kubernetes networking based on Open vSwitch

Borg cluster traces from Google

Microsoft Azure Traces

P4_16 reference compiler

Sources and examples for ASPLOS20 paper

Set of Experiments for Lambda NIC project

Open API for IP Applications to Offload TCP/UDP Session Packet Processing to Hardware