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HPI Data Engineering Systems's Projects

autovec-db icon autovec-db

Code for our paper "Evaluating SIMD Compiler-Intrinsics for Database Systems"

bdl icon bdl

Code and Tutorials for Big Data Lab

disco icon disco

Stream processing engine for distributed window aggregation (EDBT '20)

end-to-end-ml-system-benchmark icon end-to-end-ml-system-benchmark

A modular suite for benchmarking all stages of Machine Learning pipelines. To find bottlenecks in such pipelines and compare different ML tools, this framework can calculate and visualize several metrics in the data preparation, model training, model validation and inference stages.

hdp-code-examples icon hdp-code-examples

Repository for code examples of the Hardware-Conscious Data Processing lecture

inferdb icon inferdb

Code for "InferDB: InferDB: In-Database Machine Learning Inference Using Indexes"

mmlib icon mmlib

Efficiently Managing Deep Learning Models in a Distributed Environment (Awarded as best paper @ EDBT 2022)

multi-gpu-sorting icon multi-gpu-sorting

This repository contains the source code for our ACM SIGMOD '22 paper (Evaluating Multi-GPU Sorting with Modern Interconnects)

perma-bench icon perma-bench

A benchmarking suite to evaluate the performance of persistent memory access (PerMA-Bench @ VLDB '22)

pmem-olap icon pmem-olap

This repository contains the source code for our ACM SIGMOD '21 paper (Maximizing Persistent Memory Bandwidth Utilization for OLAP Workloads)

request-generator icon request-generator

Component responsible for generation, sending and performance evaluation of requests.

rmg-sort icon rmg-sort

RMG Sort: Radix-Partitioning-Based Multi-GPU Sorting (BTW '23)

thesis-template icon thesis-template

This is a Latex template for theses at the Data Engineering Systems Group.

vectorized-hash-tables icon vectorized-hash-tables

Code and results for our paper "Analyzing Vectorized Hash Tables Across CPU Architectures" @ VLDB '23.

viper icon viper

Viper: A hybrid PMem-DRAM Key-Value Store for Persistent Memory (VLDB '21)

walt icon walt

A realistic and efficient load generator for web applications, developed during a Bachelor's project at the DES chair, Hasso-Plattner-Institute.

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