Dhabaleswar K. Panda
4 papers in the PaperMetrix corpus
Papers by this author
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Performance characterization and acceleration of in-memory file systems for Hadoop and Spark applications on HPC clusters
2015
For data-intensive computing, the low throughput of the existing disk-bound storage systems is a major bottleneck. Recent emergence of the in-memory file systems with heterogeneous storage support mitigates this problem to a great extent. Parallel …
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Cutting the Tail: Designing High Performance Message Brokers to Reduce Tail Latencies in Stream Processing
2018
Over the last decade, organizations have become heavily reliant on providing near-instantaneous insights to the end user based on vast amounts of data collected from various sources in real-time. In order to accomplish this task, …
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MCR-DL: Mix-and-Match Communication Runtime for Deep Learning
2023
In recent years, the training requirements of many state-of-the-art Deep Learning (DL) models have scaled beyond the compute and memory capabilities of a single processor, and necessitated distribution among processors. Training such massive models necessitates …
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Flover: A Temporal Fusion Framework for Efficient Autoregressive Model Parallel Inference
2023
Autoregressive models, despite their commendable performance in a myriad of generative tasks, face challenges stemming from their inherently sequential structure. Inference on these models, by design, harnesses a temporal dependency, where the current token's probability …