Data-Intensive Systems and Computing Lab - BU
Data-Intensive Systems and Computing Lab - BU
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MiDAS Seminar Fall 2024 on "Recent Advances on In-Memory Cache-Friendly Data Structures" by Helen Xu
MiDAS-Data Systems Seminar Talk by Helen Xu on "Recent Advances on In-Memory Cache-Friendly Data Structures"
Abstract: This talk will discuss optimizing different types of parallel in-memory indexes for improved spatial locality. Specifically, it will overview 1) BP-tree [VLDB 23], a cache-optimized concurrent in-memory index that improves range query performance without giving up on point queries, and 2) CPMA [PPoPP 24], an in-memory batch-parallel data structure built on the Packed Memory Array (PMA) that overcomes the point-range tradeoff.
Bio: Helen Xu is an assistant professor at Georgia Tech in the School of Computational Science and Engineering. Previously, she was the Grace Hopper Postdoctoral Scholar. At Lawrence Berkeley National Laboratory. She completed her Ph.D. at MIT with Professor Charles E. Leiserson. Her main research interests are in parallel and cache-friendly algorithms and data structures.
มุมมอง: 116

วีดีโอ

MiDAS Seminar Fall 2024 on "Apache DataFusion" by Andrew Lamb
มุมมอง 5602 หลายเดือนก่อน
MiDAS-Data Systems Seminar Talk by Andrew Lamb on "Apache DataFusion: Design Choices when Building Modern Analytic Systems" Abstract: Andrew will discuss engineering choices made when building Apache DataFusion, an open source and extensible query engine used as the basis of many commercial and open source projects. He will cover rationale for decisions such as using Rust and building on standa...
On-the-fly Data Transformation in Action (VLDB 2023)
มุมมอง 190ปีที่แล้ว
Demo presentation by Ju Hyoung Mun on "On-the-fly Data Transformation in Action" at VLDB 2023 Authors: Ju Hyoung Mun, Konstantinos Karatsenidis, Tarikul Islam Papon, Shahin Roozkhosh, Denis Hoornaert, Ahmed Sanaullah, Ulrich Drepper, Renato Mancuso, Manos Athanassoulis
Acheron: Persisting Tombstones LSM Engines (SIGMOD 2023)
มุมมอง 199ปีที่แล้ว
Demo presentation by Zichen Zhu and Subhadeep Sarkar on "Acheron: Persisting Tombstones LSM Engines" at SIGMOD 2023 in Seattle, USA Authors: Zichen Zhu, Subhadeep Sarkar, Manos Athanassoulis
Deletion-Compliant Data systems - Subhadeep Sarkar - DiSC Lab
มุมมอง 552 ปีที่แล้ว
Lightning talk about Deletion-Compliant Data systems, summary of the HPTS 2022 talk. Find out more at: disc.bu.edu/persistent-deletes
Relational Memory - Manos Athanassoulis - DiSC Lab
มุมมอง 2092 ปีที่แล้ว
Lightning talk about Relational Memory, summary of the HPTS 2022 talk. Find out more about Relational Memory at: disc.bu.edu/relational-memory Read out EDBT 2023 paper: openproceedings.org/2023/conf/edbt/paper-177.pdf
Endure: A Robust Tuning Paradigm for LSM Trees Under Workload Uncertainty (VLDB 2022)
มุมมอง 1762 ปีที่แล้ว
Talk by Andy Huynh on "Endure: A Robust Tuning Paradigm for LSM Trees Under Workload Uncertainty" at VLDB 2022 in Sydney, Australia. Authors: Andy Huynh, Harshal Chaudhari, Evimaria Terzi, Manos Athanassoulis
LSM-Trees Under (Memory) Pressure (ADMS 2022)
มุมมอง 2052 ปีที่แล้ว
Talk by Ju Hyoung Mun on "LSM-Trees Under (Memory) Pressure" at the ADMS workshop at VLDB 2022 in Sydney, Australia. Authors: Ju Hyoung Mun, Zichen Zhu, Aneesh Raman, Manos Athanassoulis
BoDS: A Benchmark on Data Sortedness (TPCTC 2022)
มุมมอง 2232 ปีที่แล้ว
Talk by Aneesh Raman on The Benchmark on Data Sortedness at the TPCTC workshop at VLDB 2022 in Sydney, Australia. Authors: Aneesh Raman, Konstantinos Karatsenidis, Subhadeep Sarkar, Matthaios Olma, Manos Athanassoulis
Dissecting, Designing, and Optimizing LSM-based Data Stores (Tutorial at SIGMOD 2022)
มุมมอง 6K2 ปีที่แล้ว
Title: Dissecting, Designing, and Optimizing LSM-based Data Stores Slides: cs-people.bu.edu/mathan/publications/slides/sigmod2022-Tutorial.pdf presented by Subhadeep Sarkar and Manos Athanassoulis Abstract: Log-structured merge (LSM) trees have emerged as one of the most commonly used disk-based data structures in modern data systems. LSM-trees employ out-of-place ingestion to support high thro...
MiDAS Seminar Spring 2020 "Cosine: A Cloud-Cost Optimized NoSQL Storage Engine" - Subarna Chatterjee
มุมมอง 902 ปีที่แล้ว
Talk on "Cosine: A Cloud-Cost Optimized NoSQL Storage Engine" by Subarna Chatterjee at the MiDAS Seminar (April 24, 2020). Abstract: We present a key-value storage engine, Cosine, that guarantees an optimal cost- performance trade-off, given a workload and a budget. Cosine creates a massive search space comprising of the entire data structure design and hardware space of (LSM-tree/B-tree) key-v...
MiDAS Seminar Fall 2020 "Automating Distributed Tiered Storage Management in Cluster Computing"
มุมมอง 492 ปีที่แล้ว
Talk on "Automating Distributed Tiered Storage Management in Cluster Computing" by Herodotos Herodotou at the MiDAS Seminar (Dec 04, 2020). Abstract: Data-intensive platforms such as Hadoop and Spark are routinely used to process massive amounts of data residing on distributed file systems like HDFS. Increasing memory sizes and new hardware technologies (e.g., NVRAM, SSDs) have recently led to ...
MiDAS Seminar Spring 2022 "Reducing Space Amplification in Key-Value Stores" by Oana Balmau
มุมมอง 802 ปีที่แล้ว
Talk by Oana Balmau on "Reducing Space Amplification in Key-Value Stores" at the MiDAS Seminar @ BU (May 16, 2022). Abstract: As dataset sizes continue to grow, efficient storage use with low space amplification is increasingly important in production systems. In particular in key-value stores (KVs), space amplification is caused by storing multiple versions of the same item e.g., waiting to be...
MiDAS Seminar Spring 2022 "Microform and Macromolecules" by Raja Appuswamy
มุมมอง 372 ปีที่แล้ว
Talk by Raja Appuswamy on "Microform and Macromolecules: Archiving digital data on analog or biological storage media" in the MiDAS seminar @ BU (May 13, 2022). Abstract: Today, most, if not all, enterprises in our society are driven by data. For decades, we wanted fast storage devices that can quickly deliver data, and storage technologies evolved to meet this requirement. As data-driven decis...
Query Language Support for Timely Data Deletion (EDBT 2022)
มุมมอง 842 ปีที่แล้ว
A key driver of modern data systems is the requirement for fast ingestion while ensuring low-latency query processing. This has led to the birth of write-optimized data stores that realize ingestion (inserts, updates, and deletes) in an out-of-place manner. Deletes in such out-of-place data stores are performed logically via invalidation while retaining the invalidated data for arbitrarily long...
Constructing and Analyzing the LSM Compaction Design Space (VLDB 2021)
มุมมอง 4153 ปีที่แล้ว
Constructing and Analyzing the LSM Compaction Design Space (VLDB 2021)
A Parametric I/O Model for Modern Storage Devices (DAMON 2021)
มุมมอง 1743 ปีที่แล้ว
A Parametric I/O Model for Modern Storage Devices (DAMON 2021)
Reducing Bloom Filter CPU Overhead in LSM-Trees on Modern Storage Devices (DAMON 2021)
มุมมอง 2383 ปีที่แล้ว
Reducing Bloom Filter CPU Overhead in LSM-Trees on Modern Storage Devices (DAMON 2021)
MiDAS Seminar S2021 (Jan 22) "Any-k: Optimal Join Algorithms Meet Top-K" from Nikos Tziavells
มุมมอง 513 ปีที่แล้ว
MiDAS Seminar S2021 (Jan 22) "Any-k: Optimal Join Algorithms Meet Top-K" from Nikos Tziavells
Lethe: A Tunable Delete-Aware LSM Engine (SIGMOD 2020)
มุมมอง 2273 ปีที่แล้ว
Lethe: A Tunable Delete-Aware LSM Engine (SIGMOD 2020)
Optimal Column Layout for Hybrid Workloads (VLDB 2020)
มุมมอง 3903 ปีที่แล้ว
Optimal Column Layout for Hybrid Workloads (VLDB 2020)
The Need for a New I/O Model (CIDR 2021)
มุมมอง 3063 ปีที่แล้ว
The Need for a New I/O Model (CIDR 2021)

ความคิดเห็น

  • @shbakram
    @shbakram 9 หลายเดือนก่อน

    Great work! Great idea to reduce DRAM pressure due to the in-memory index in original KVell!

  • @dishantbatra992
    @dishantbatra992 10 หลายเดือนก่อน

    Best lecture on the LSM I have gone through till now :)

  • @noahgsolomon
    @noahgsolomon ปีที่แล้ว

    great listen. I wish there was more well rounded end to end learning material on LSM based stores. The Database Internals Book Ch. 7 has a really good insight too

  • @QuaChanh1202
    @QuaChanh1202 ปีที่แล้ว

    Great presentation on LSM.

  • @yongyang7631
    @yongyang7631 ปีที่แล้ว

    This is the most amazing talk on LSM I've ever watched.

  • @ArjunSK
    @ArjunSK 2 ปีที่แล้ว

    This is an amazing presentation!

  • @rasiawillmott9250
    @rasiawillmott9250 2 ปีที่แล้ว

    😠 ᵖʳᵒᵐᵒˢᵐ