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Future Data Systems's Projects

loa icon loa

Public code for LOA

megatron-lm icon megatron-lm

Ongoing research training transformer models at scale

noscope icon noscope

Accelerating network inference over video

offload-annotations icon offload-annotations

A new approach for bringing heterogeneous computing to existing libraries and workloads.

optimus-maximus icon optimus-maximus

To Index or Not to Index: Optimizing Exact Maximum Inner Product Search

pop icon pop

Code for "Solving Large-Scale Granular Resource Allocation Problems Efficiently with POP", which appeared at SOSP 2021

pop-ncflow icon pop-ncflow

Code for POP (SOSP 2021) and NCFlow (NSDI 2021)

sinkhorn-label-allocation icon sinkhorn-label-allocation

Sinkhorn Label Allocation is a label assignment method for semi-supervised self-training algorithms. The SLA algorithm is described in full in this ICML 2021 paper: https://arxiv.org/abs/2102.08622.

sketchstore icon sketchstore

Algorithms for compressing and merging large collections of sketches

sparsejointshift icon sparsejointshift

Model Performance Estimation and Explanation When Labels and A Few Features Shifts

sparser icon sparser

Sparser: Raw Filtering for Faster Analytics over Raw Data

tasti icon tasti

Semantic Indexes for Machine Learning-based Queries over Unstructured Data (SIGMOD 2022)

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