+1, I also think the improved cache might be useful in accelerators too.
Twitter: https://twitter.com/holdenkarau Fight Health Insurance: https://www.fighthealthinsurance.com/ <https://www.fighthealthinsurance.com/?q=hk_email> Books (Learning Spark, High Performance Spark, etc.): https://amzn.to/2MaRAG9 <https://amzn.to/2MaRAG9> YouTube Live Streams: https://www.youtube.com/user/holdenkarau Pronouns: she/her On Thu, May 14, 2026 at 1:12 PM Allison Wang <[email protected]> wrote: > +1 > > On Thu, May 14, 2026 at 1:02 PM karuppayya <[email protected]> > wrote: > >> +1 >> >> On Thu, May 14, 2026 at 1:01 PM Chao Sun <[email protected]> wrote: >> >>> +1 (binding) >>> >>> On Thu, May 14, 2026 at 12:50 PM DB Tsai <[email protected]> wrote: >>> >>>> +1 >>>> >>>> DB Tsai | https://www.dbtsai.com/ | PGP 0x9FB9FAA3 >>>> >>>> On Thursday, May 14th, 2026 at 12:45 PM, Kousuke Saruta < >>>> [email protected]> wrote: >>>> >>>> +1 >>>> >>>> >>>> 2026年5月15日(金) 4:28 Xiao Li <[email protected]>: >>>> >>>>> +1 >>>>> >>>>> Rishab Joshi <[email protected]> 于2026年5月14日周四 11:50写道： >>>>> >>>>>> (+1) non binding >>>>>> >>>>>> Rishab Joshi >>>>>> >>>>>> On Thu, May 14, 2026, 11:39 AM Gengliang Wang <[email protected]> >>>>>> wrote: >>>>>> >>>>>>> +1 >>>>>>> >>>>>>> On Thu, May 14, 2026 at 11:23 AM Daniel Tenedorio < >>>>>>> [email protected]> wrote: >>>>>>> >>>>>>>> Greetings fellow practitioners of the art, >>>>>>>> >>>>>>>> We believe we are ready to call a vote on the *Faster queries in >>>>>>>> local laptop mode for Apache Spark*. >>>>>>>> >>>>>>>> Motivation: >>>>>>>> We want to enhance Spark's usability and interactivity for >>>>>>>> small-data queries, specifically on laptops. This can make it more >>>>>>>> useful >>>>>>>> for individual users and beginners prototyping. >>>>>>>> >>>>>>>> Proposal: >>>>>>>> This SPIP includes three specific categories of performance >>>>>>>> improvements, including optimization improvements for single-file >>>>>>>> scans, an >>>>>>>> Arrow-based df.cache reimplementation, and shuffle-free local >>>>>>>> execution for >>>>>>>> small queries. The community has also suggested a couple other ideas >>>>>>>> in a >>>>>>>> similar spirit on the document, and a couple members have volunteered >>>>>>>> to >>>>>>>> help with the implementation. >>>>>>>> >>>>>>>> SPIP Document: >>>>>>>> >>>>>>>> https://docs.google.com/document/d/1Nphejrf_vh4YRECn0JPgKClqxDS_lB6wufZFJQxyY98/edit?tab=t.0#heading=h.hj76akdx5ul >>>>>>>> >>>>>>>> The vote will be open for at least 72 hours, and passes if a >>>>>>>> majority +1 PMC >>>>>>>> votes are cast, with a minimum of 3 +1 votes. >>>>>>>> Please vote: >>>>>>>> [ ] +1: Accept the proposal as an official SPIP >>>>>>>> [ ] +0 >>>>>>>> [ ] -1: I don't think this is a good idea because ... >>>>>>>> >>>>>>>> Best, >>>>>>>> Daniel Tenedorio and Liang-Chi Hsieh >>>>>>>> >>>>>>> >>>>
