-
Notifications
You must be signed in to change notification settings - Fork 64
New issue
Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.
By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.
Already on GitHub? Sign in to your account
Use Flechette for Apache Arrow processing #362
Merged
Merged
Conversation
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
jheer
changed the title
Use Flechette as the default Arrow decoder
Use Flechette for Apache Arrow data processing
Sep 13, 2024
jheer
changed the title
Use Flechette for Apache Arrow data processing
Use Flechette for Apache Arrow processing
Sep 13, 2024
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
This PR changes the default handler of Apache Arrow data from the
apache-arrow
JS reference implementation to the smaller, faster, and more flexible@uwdata/flechette
. The change improves performance a bit and simplifies Arquero internals, as it obviates the need for internal custom Arrow data conversion steps and a variety of earlier performance and correctness workarounds. Arrow IPC binary decoding (infromArrow
) and building/encoding (intoArrow
andtoArrowIPC
) now use Flechette.If passing an already instantiated Arrow table to
fromArrow
, Arquero supports bothapache-arrow
and@uwdata/flechette
tables, including optimizations for groupby and filter operations over dictionary types. However, special extraction of decimals, dates, and nested types (lists, structs) is no longer provided by Arquero; instead we default to whatever the Arrow implementation provides. For Flechette, this includes customizable extraction options and efficient serialization to native JS array and object types. For Arrow-JS, decimals are not well-supported and lists are returned as Arrow Vector types and structs as slow Proxy row objects.This PR makes breaking changes. If loading data directly from IPC bytes, Arquero results should be consistent. Moreover, as Flechette is small, it is bundled directly with Arquero, so no additional imports are needed. However, when passing-in already-parsed
apache-arrow
tables, results will differ for some data types.