“Danny is a very dedicated and effective TA. Over the couple of years he has worked with me, he has consistently been an excellent mentor for his students, as well as providing intelligent and creative input in developing course material.”
About
Results driven engineering and science leader with successful track records of delivering…
Activity
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I am hiring for a critical and very impactful role in my team. Please reach out to me or Pradnya Goil if you are interested.
I am hiring for a critical and very impactful role in my team. Please reach out to me or Pradnya Goil if you are interested.
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🌟The 4th annual Uber Data Conference in Bengaluru exceeded all expectations! We brought together 250+ data professionals, engineers, and scientists…
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Last week, I had the opportunity to attend Uber's Data Con 2025, and the event was truly inspiring to say the least. It offered deep dives into Data…
Last week, I had the opportunity to attend Uber's Data Con 2025, and the event was truly inspiring to say the least. It offered deep dives into Data…
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Experience
Education
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University of California, Riverside
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- Server CPU architecture for fast network I/O processing, focusing on deep packet inspection
- OS scheduling for multi-core data centers
- Kernel virtualization for data center/server consolidation; cloud computing
- High performance computing; parallel processing -
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Activities and Societies: Vice president of Student Union, University Debate Team.
Publications
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A Scalable Multithreaded L7-filter Design for Multi-Core Servers
ACM/IEEE Symposium on Architectures for Networking & Communications Systems (ANCS)
L7-filter is a significant component in Linux's QoS framework that classifies network traffic based on application layer data. It enables subsequent distribution of network resources in respect to the priority of applications. Considerable research has been reported to deploy multi-core architectures for computationally intensive applications. Unfortunately, the proliferation of multi-core architectures has not helped fast packet processing due to: 1) the lack of efficient parallelism in legacy…
L7-filter is a significant component in Linux's QoS framework that classifies network traffic based on application layer data. It enables subsequent distribution of network resources in respect to the priority of applications. Considerable research has been reported to deploy multi-core architectures for computationally intensive applications. Unfortunately, the proliferation of multi-core architectures has not helped fast packet processing due to: 1) the lack of efficient parallelism in legacy network programs, and 2) the non-trivial configuration for scalable utilization on multi-core servers. In this paper, we propose a highly scalable parallelized L7-filter system architecture with affinity-based scheduling on a multi-core server. We start with an analytical study of the system architecture based on an offline design. Similar to Receive Side Scaling (RSS) in the NIC, we develop a model to explore the connection level parallelism in L7-filter and propose an affinity-based scheduler to optimize system scalability. Performance results show that our optimized L7-filter has superior scalability over the naive multithreaded version. It improves system performance by about 50% when all the cores are deployed.
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