VeloxCon 2024, the premier developer convention that’s devoted to the Velox open-source undertaking, introduced collectively business leaders, engineers, and fanatics to discover the newest developments and collaborative efforts shaping the way forward for knowledge administration. Hosted by IBM® in partnership with Meta, VeloxCon showcased the newest innovation in Velox together with undertaking roadmap, Prestissimo (Presto-on-Velox), Gluten (Spark-on-Velox), {hardware} acceleration, and far more.
An summary of Velox
Velox is a unified execution engine that’s constructed and open-sourced by Meta, geared toward accelerating knowledge administration programs and streamlining their improvement. One of many largest advantages of Velox is that it consolidates and unifies knowledge administration programs so that you don’t have to preserve rewriting the engine. At this time Velox is in varied phases of integration with a number of knowledge programs together with Presto (Prestissimo), Spark (Gluten), PyTorch (TorchArrow), and Apache Arrow. You may learn extra about why Velox was inbuilt Meta’s engineering weblog.
Velox at IBM
Presto is the engine for watsonx.knowledge, IBM’s open knowledge lakehouse platform. Over the past yr, we’ve been working onerous on advancing Velox for Presto – Prestissimo – at IBM. Presto Java employees are being changed by a C++ course of primarily based on Velox. We now have a number of committers to the Prestissimo undertaking and proceed to accomplice carefully with Meta as we work on constructing Presto 2.0.
A number of the key advantages of Prestissimo embody:
Hugh efficiency increase: question processing might be carried out with a lot smaller clusters
No efficiency cliffs: no Java processes, JVM, or rubbish collections, as reminiscence arbitration improves effectivity
Simpler to construct and function at scale: Velox provides you reusable and extensible primitives throughout knowledge engines (like Spark)
This yr, we plan to do much more with Prestissimo together with:
The Iceberg reader
Manufacturing readiness (metrics assortment with Prometheus)
New Velox system implementation
TPC-DS benchmark runs
VeloxCon 2024
We labored carefully with Meta to prepare VeloxCon 2024, and it was a implausible group occasion. We heard audio system from Meta, IBM, Pinterest, Intel, Microsoft, and others share what they’re engaged on and their imaginative and prescient for Velox over two dynamic days.
Day 1 highlights
The convention kicked off with periods from Meta together with Amit Purohit reaffirming Meta’s dedication to open supply and group collaboration. Pedro Pedreira, alongside Manos Karpathiotakis and Deblina Gupta, delved into the idea of composability in knowledge administration, showcasing Velox’s versatility and its alignment with Arrow.
Amit Dutta of Meta explored Prestissimo’s batch effectivity at Meta, shedding mild on the developments made in optimizing knowledge processing workflows. Remus Lazar, VP Knowledge & AI Software program at IBM offered Velox’s journey inside IBM and imaginative and prescient for its future. Aditi Pandit of IBM adopted with insights into Prestissimo’s integration at IBM, highlighting characteristic enhancements and future plans.
The afternoon periods have been equally insightful, with Jimmy Lu of Meta unveiling the newest optimizations and options in Velox. Whereas Binwei Yang of Intel mentioned the mixing of Velox with the Apache Gluten undertaking, emphasizing its world affect. Engineers from Pinterest and Microsoft shared their experiences of unlocking knowledge question efficiency by utilizing Velox and Gluten, showcasing tangible efficiency positive factors.
The day concluded with periods from Meta on Velox’s reminiscence administration by Xiaoxuan Meng and a glimpse into the brand new easy aggregation operate interface that was offered by Wei He.
Day 2 highlights
The second day started with a keynote from Orri Erling, co-creator of Velox. He shared insights into Velox Wave and Accelerators, showcasing its potential for acceleration. Krishna Maheshwari from NeuroBlade highlighted their collaboration with the Velox group, introducing NeuroBlade’s SPU (SQL Processing Unit) and its transformative affect on Velox’s computational velocity and effectivity.
Sergei Lewis from Rivos explored the potential of offloading work to accelerators to reinforce Velox’s pipeline efficiency. William Malpica and Amin Aramoon from Voltron Knowledge launched Theseus, a composable, scalable, distributed knowledge analytics engine, utilizing Velox as a CPU backend.
Yoav Helfman from Meta unveiled Nimble, a cutting-edge columnar file format that’s designed to reinforce knowledge storage and retrieval. Pedro Pedreira and Sridhar Anumandla from Meta elaborated on Velox’s new technical governance mannequin, emphasizing its significance in guiding the undertaking’s improvement sustainability.
The day additionally featured periods on Velox’s I/O optimizations by Deepak Majeti from IBM, methods for safeguarding towards Out-Of-Reminiscence (OOM) kills by Vikram Joshi from ComputeAI, and a hands-on demo on debugging Velox purposes by Deepak Majeti.
What’s subsequent with Velox
VeloxCon 2024 was a testomony to the colourful ecosystem surrounding the Velox undertaking, showcasing groundbreaking improvements and fostering collaboration amongst business leaders and builders alike. The convention supplied attendees with priceless insights, sensible data, and networking alternatives, solidifying Velox’s place as a number one open supply undertaking within the knowledge administration ecosystem.
If you happen to’re considering studying extra and becoming a member of the Velox group, listed below are some assets to get began:
Keep tuned for extra updates and developments from the Velox group, as we proceed to push the boundaries of knowledge administration and speed up innovation collectively.
Attempt Presto with a free trial of watsonx.knowledge
Was this text useful?
SureNo
