103 citations · 108 across the 5 of their papers we have counts for
5 papers
NotebookOS: A Replicated Notebook Platform for Interactive Training with On-Demand GPUs
Benjamin Carver, Jingyuan Zhang, Haoliang Wang +2
Interactive notebook programming is universal in modern ML and AI workflows, with interactive deep learning training (IDLT) emerging as a dominant use case. To ensure responsivenes…
FS: A Scalable and Elastic Distributed File System Metadata Service using Serverless Functions
Benjamin Carver, Runzhou Han, Jingyaun Zhang +2
The metadata service (MDS) sits on the critical path for distributed file system (DFS) operations, and therefore it is key to the overall performance of a large-scale DFS. Common "…
InfiniStore: Elastic Serverless Cloud Storage
Jingyuan Zhang, Ao Wang, Xiaolong Ma +8
Cloud object storage such as AWS S3 is cost-effective and highly elastic but relatively slow, while high-performance cloud storage such as AWS ElastiCache is expensive and provides…
Wukong: A Scalable and Locality-Enhanced Framework for Serverless Parallel Computing
Benjamin Carver, Jingyuan Zhang, Ao Wang +3
Serverless computing is increasingly being used for parallel computing, which have traditionally been implemented as stateful applications. Executing complex, burst-parallel, direc…
In Search of a Fast and Efficient Serverless DAG Engine
Benjamin Carver, Jingyuan Zhang, Ao Wang +1
Python-written data analytics applications can be modeled as and compiled into a directed acyclic graph (DAG) based workflow, where the nodes are fine-grained tasks and the edges a…