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knagrecha's Projects

adaptdl icon adaptdl

Resource-adaptive cluster scheduler for deep learning training.

analytics-zoo icon analytics-zoo

Distributed Tensorflow, Keras and PyTorch on Apache Spark/Flink & Ray

deepspeed-pipeline icon deepspeed-pipeline

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

flexflow icon flexflow

A distributed deep learning framework that supports flexible parallelization strategies.

hydra icon hydra

Execution framework for multi-task model parallelism. Enables the training of arbitrarily large models with a single GPU, with linear speedups for multi-gpu multi-task execution.

knagrecha.github.io icon knagrecha.github.io

Github Pages template for academic personal websites, forked from mmistakes/minimal-mistakes

mask_rcnn icon mask_rcnn

Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow

mesh icon mesh

Mesh TensorFlow: Model Parallelism Made Easier

plumbertensorflow icon plumbertensorflow

Tensorflow Fork to go along with the paper "Plumber: Diagnosing and Removing Performance Bottlenecks in Machine Learning Data Pipelines". See https://github.com/mkuchnik/PlumberApp for directions.

pytorch_mp_fix icon pytorch_mp_fix

Tensors and Dynamic neural networks in Python with strong GPU acceleration

saturn icon saturn

Saturn accelerates the training of large-scale deep learning models with a novel joint optimization approach.

st-moe-pytorch-horovod icon st-moe-pytorch-horovod

Implementation of ST-Moe, the latest incarnation of MoE after years of research at Brain, in Pytorch

stb icon stb

stb single-file public domain libraries for C/C++

streaming icon streaming

A Data Streaming Library for Efficient Neural Network Training

vit-pytorch icon vit-pytorch

Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch

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