+1 I'm delighted that it will be open-sourced, enabling greater integration with Iceberg/Delta to unlock more value.
Jungtaek Lim <kabhwan.opensou...@gmail.com> 于2025年4月9日周三 10:47写道: > > +1 looking forward to seeing this make progress! > > On Wed, Apr 9, 2025 at 11:32 AM Yang Jie <yangji...@apache.org> wrote: >> >> +1 >> >> On 2025/04/09 01:07:57 Hyukjin Kwon wrote: >> > +1 >> > >> > I am actually pretty excited to have this. Happy to see this being >> > proposed. >> > >> > On Wed, 9 Apr 2025 at 01:55, Chao Sun <sunc...@apache.org> wrote: >> > >> > > +1. Super excited about this effort! >> > > >> > > On Tue, Apr 8, 2025 at 9:47 AM huaxin gao <huaxin.ga...@gmail.com> wrote: >> > > >> > >> +1 I support this SPIP because it simplifies data pipeline management >> > >> and >> > >> enhances error detection. >> > >> >> > >> >> > >> On Tue, Apr 8, 2025 at 9:33 AM Dilip Biswal <dkbis...@gmail.com> wrote: >> > >> >> > >>> Excited to see this heading toward open source — materialized views and >> > >>> other features will bring a lot of value. >> > >>> +1 (non-binding) >> > >>> >> > >>> On Mon, Apr 7, 2025 at 10:37 AM Sandy Ryza <sa...@apache.org> wrote: >> > >>> >> > >>>> Hi Khalid – the CLI in the current proposal will need to be built on >> > >>>> top of internal APIs for constructing and launching pipeline >> > >>>> executions. >> > >>>> We'll have the option to expose these in the future. >> > >>>> >> > >>>> It would be worthwhile to understand the use cases in more depth >> > >>>> before >> > >>>> exposing these, because APIs are one-way doors and can be costly to >> > >>>> maintain. >> > >>>> >> > >>>> On Sat, Apr 5, 2025 at 11:59 PM Khalid Mammadov < >> > >>>> khalidmammad...@gmail.com> wrote: >> > >>>> >> > >>>>> Looks great! >> > >>>>> QQ: will user able to run this pipeline from normal code? I.e. can I >> > >>>>> trigger a pipeline from *driver* code based on some condition etc. or >> > >>>>> it must be executed via separate shell command ? >> > >>>>> As a background Databricks imposes similar limitation where as you >> > >>>>> cannot run normal Spark code and DLT on the same cluster for some >> > >>>>> reason >> > >>>>> and forces to use two clusters increasing the cost and latency. >> > >>>>> >> > >>>>> On Sat, 5 Apr 2025 at 23:03, Sandy Ryza <sa...@apache.org> wrote: >> > >>>>> >> > >>>>>> Hi all – starting a discussion thread for a SPIP that I've been >> > >>>>>> working on with Chao Sun, Kent Yao, Yuming Wang, and Jie Yang: [JIRA >> > >>>>>> <https://issues.apache.org/jira/browse/SPARK-51727>] [Doc >> > >>>>>> <https://docs.google.com/document/d/1PsSTngFuRVEOvUGzp_25CQL1yfzFHFr02XdMfQ7jOM4/edit?tab=t.0> >> > >>>>>> ]. >> > >>>>>> >> > >>>>>> The SPIP proposes extending Spark's lazy, declarative execution >> > >>>>>> model >> > >>>>>> beyond single queries, to pipelines that keep multiple datasets up >> > >>>>>> to date. >> > >>>>>> It introduces the ability to compose multiple transformations into >> > >>>>>> a single >> > >>>>>> declarative dataflow graph. >> > >>>>>> >> > >>>>>> Declarative pipelines aim to simplify the development and management >> > >>>>>> of data pipelines, by removing the need for manual orchestration of >> > >>>>>> dependencies and making it possible to catch many errors before any >> > >>>>>> execution steps are launched. >> > >>>>>> >> > >>>>>> Declarative pipelines can include both batch and streaming >> > >>>>>> computations, leveraging Structured Streaming for stream processing >> > >>>>>> and new >> > >>>>>> materialized view syntax for batch processing. Tight integration >> > >>>>>> with Spark >> > >>>>>> SQL's analyzer enables deeper analysis and earlier error detection >> > >>>>>> than is >> > >>>>>> achievable with more generic frameworks. >> > >>>>>> >> > >>>>>> Let us know what you think! >> > >>>>>> >> > >>>>>> >> > >> >> --------------------------------------------------------------------- >> To unsubscribe e-mail: dev-unsubscr...@spark.apache.org >> --------------------------------------------------------------------- To unsubscribe e-mail: dev-unsubscr...@spark.apache.org