Accelerated Metadata Fetching in Ray Data up to 4.5x Faster on Anyscale
Ray, a popular framework for large-scale data processing workloads, is being improved by Anyscale to enhance performance and reliability. The new accelerated metadata fetching feature in Anyscale can reduce start-up time by up to 4.5 times compared to open-source Ray for a 1 TiB test dataset containing 128 MiB files. This enhancement leads to faster development cycles, more efficient use of compute resources, and reduced wasted cycles. Anyscale's optimized version of Ray, RayTurbo, demonstrates significant speed improvements in start-up time and overall data processing efficiency when compared with open-source Ray. These enhancements are available on the Anyscale platform for all users without additional configuration requirements.
Company
Anyscale
Date published
Oct. 1, 2024
Author(s)
Balaji Veeramani, Hao Chen, Richard Liaw, Matthew Connor and Praveen Gorthy
Word count
607
Hacker News points
None found.
Language
English