In this paper, we present the Carbon Explorer framework to analyze the solution space. We use Carbon Explorer to balance tradeoffs between operational and embodied carbon...
To fill the gap, this paper presents the first set of soft-error detection methods for low-precision quantized-arithmetic operators in DLRM including general matrix multiplication...
We show that our general performance model not only achieves low prediction error on DLRM, which has highly customized configurations and is dominated by multiple factors but also...
In this paper, we focus on two key problems impacting deployment of distributed inference (DI) models on SC: resource allocation and cold start latency. To address the two...
This month, we’re spotlighting Yufei Ding, an assistant professor in computer science at the University of California, Santa Barbara (UCSB)
We present LoopStack, a domain-specific compiler stack for tensor operations, composed of a front-end, LoopTool, and an efficient optimizing code generator, LoopNest.
In a paper published in October 2022 — “DreamShard: Generalizable embedding table placement for recommender systems” — we focus on embedding table sharding, or how to place the...
We describe descriptive statistics related to how long engineers are able to focus. We find that at Meta, Engineers have a total of 14.25 hours of personal-focus time per week.
In our study, we show that the learned model is able to capture the sentiment of developers and reflect a correlation of test plan quality with review engagement and...
