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Amit Samanta's Projects

adaptdl icon adaptdl

Resource-adaptive cluster scheduler for deep learning training.

ant-vlab icon ant-vlab

Advanced Network Technologies Virtual Lab

byteps icon byteps

A high performance and generic framework for distributed DNN training

clusterdata icon clusterdata

cluster data collected from production clusters in Alibaba for cluster management research

decima-sim icon decima-sim

Learning Scheduling Algorithms for Data Processing Clusters

deeplearningexamples icon deeplearningexamples

State-of-the-Art Deep Learning scripts organized by models - easy to train and deploy with reproducible accuracy and performance on enterprise-grade infrastructure.

faster icon faster

Fast persistent recoverable log and key-value store, in C# and C++, from Microsoft Research.

ftkvs icon ftkvs

Fault-tolerant key-value store

kernel-utils icon kernel-utils

Scripts for kernel hacking, development and testing on qemu

likwid icon likwid

Performance monitoring and benchmarking suite

megatron-deepspeed icon megatron-deepspeed

Ongoing research training transformer language models at scale, including: BERT & GPT-2

mind icon mind

MIND: In-Network Memory Management for Disaggregated Data Centers

mxnet-lambda icon mxnet-lambda

Reference Lambda function that predicts image labels for a image using an MXNet-built deep learning model. The repo also has pre-built MXNet, OpenCV libraries for use with AWS Lambda.

openwhisk icon openwhisk

Apache OpenWhisk is an open source serverless cloud platform

openwhisk-deploy-kube icon openwhisk-deploy-kube

The Apache OpenWhisk Kubernetes Deployment repository supports deploying the Apache OpenWhisk system on Kubernetes and OpenShift clusters.

pmbw icon pmbw

Parallel Memory Bandwidth Measurement / Benchmark Tool

pmem-csi icon pmem-csi

Persistent Memory Container Storage Interface Driver

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