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Minor: Improve documentation for Filter Pushdown #8023

Merged
merged 4 commits into from
Nov 2, 2023
Merged

Minor: Improve documentation for Filter Pushdown #8023

merged 4 commits into from
Nov 2, 2023

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alamb
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@alamb alamb commented Nov 1, 2023 •
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Which issue does this PR close?

N/A

Rationale for this change

I was discussing Filter pushdown with @appletreeisyellow and I wanted a reference that explained what DataFusion was doing, but I couldn't find one on the appropriate terminology,

What changes are included in this PR?

Update the documentation that describes what Filter pushdown is and how it works

Screenshot 2023-11-01 at 6 05 38 PM

Are these changes tested?

Existing tests

Are there any user-facing changes?

Docs

@alamb alamb added the documentation Improvements or additions to documentation label Nov 1, 2023
@github-actions github-actions bot added optimizer Optimizer rules and removed documentation Improvements or additions to documentation labels Nov 1, 2023
jackwener
jackwener approved these changes Nov 2, 2023
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Thanks @alamb .

I've observed that the comments mention collaboration between rules, it is great.

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alamb
alamb commented Nov 2, 2023
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@alamb alamb merged commit b089137 into apache:main Nov 2, 2023
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@alamb alamb added devrel documentation Improvements or additions to documentation labels Nov 2, 2023
Dandandan added a commit to coralogix/arrow-datafusion that referenced this pull request Nov 9, 2023
@Dandandan @mustafasrepo
@berkaysynnada @ozankabak @devinjdangelo @hengfeiyang @alamb @haohuaijin @jonahgao @ongchi @Jefffrey @crepererum @comphead @Weijun-H @jayzhan211 @andygrove @my-vegetable-has-exploded @viirya @jackwener @lewiszlw @milenkovicm @smallzhongfeng @westonpace @tustvold @waynexia @metesynnada @2010YOUY01 @dependabot @msirek @edmondop @Syleechan @thinkharderdev
Upgrade DataFusion to latest, to include fixes for aggregation (#216)
ca4b6ee 
* Cleanup logical optimizer rules.  (apache#7919)

* Initial commit

* Address todos

* Update comments

* Simplifications

* Minor simplifications

* Address reviews

* Add TableScan constructor

* Minor changes

* make try_new_with_schema method of Aggregate private

* Use projection try_new instead of try_new_schema

* Simplifications, add comment

* Review changes

* Improve comments

* Move get_wider_type to type_coercion module

* Clean up type coercion file

---------

Co-authored-by: berkaysynnada <[email protected]>
Co-authored-by: Mehmet Ozan Kabak <[email protected]>

* Parallelize Serialization of Columns within Parquet RowGroups (apache#7655)

* merge main

* fixes and cmt

* review comments, tuning parameters, updating docs

* cargo fmt

* reduce default buffer size to 2 and update docs

* feat: Use bloom filter when reading parquet to skip row groups  (apache#7821)

* feat: implement read bloom filter support

* test: add unit test for read bloom filter

* Simplify bloom filter application

* test: add unit test for bloom filter with sql `in`

* fix: imrpove bloom filter match express

* fix: add more test for bloom filter

* ci: rollback dependences

* ci: merge main branch

* fix: unit tests for bloom filter

* ci: cargo clippy

* ci: cargo clippy

---------

Co-authored-by: Andrew Lamb <[email protected]>

* fix: don't push down volatile predicates in projection (apache#7909)

* fix: don't push down volatile predicates in projection

* Update datafusion/optimizer/src/push_down_filter.rs

Co-authored-by: Andrew Lamb <[email protected]>

* Update datafusion/optimizer/src/push_down_filter.rs

Co-authored-by: Andrew Lamb <[email protected]>

* Update datafusion/optimizer/src/push_down_filter.rs

Co-authored-by: Andrew Lamb <[email protected]>

* add suggestions

* fix

* fix doc

* Update datafusion/optimizer/src/push_down_filter.rs

Co-authored-by: Jonah Gao <[email protected]>

* Update datafusion/optimizer/src/push_down_filter.rs

Co-authored-by: Jonah Gao <[email protected]>

* Update datafusion/optimizer/src/push_down_filter.rs

Co-authored-by: Jonah Gao <[email protected]>

* Update datafusion/optimizer/src/push_down_filter.rs

Co-authored-by: Jonah Gao <[email protected]>

---------

Co-authored-by: Andrew Lamb <[email protected]>
Co-authored-by: Jonah Gao <[email protected]>

* Add `parquet` feature flag, enabled by default, and make parquet conditional  (apache#7745)

* Make parquet an option by adding multiple cfg attributes without significant code changes.

* Extract parquet logic into submodule from execution::context

* Extract parquet logic into submodule from datafusion_core::dataframe

* Extract more logic into submodule from execution::context

* Move tests from execution::context

* Rename submodules

* [MINOR]: Simplify enforce_distribution, minor changes (apache#7924)

* Initial commit

* Simplifications

* Cleanup imports

* Review

---------

Co-authored-by: Mehmet Ozan Kabak <[email protected]>

* Add simple window query to sqllogictest (apache#7928)

* ci: upgrade node to version 20 (apache#7918)

* Change input for `to_timestamp` function to be seconds rather than nanoseconds, add `to_timestamp_nanos` (apache#7844)

* Change input for `to_timestamp` function

* docs

* fix examples

* output `to_timestamp` signature as ns

* Minor: Document `parquet` crate feature (apache#7927)

* Minor: reduce some #cfg(feature = "parquet") (apache#7929)

* Minor: reduce use of cfg(parquet) in tests (apache#7930)

* Fix CI failures on `to_timestamp()` calls (apache#7941)

* Change input for `to_timestamp` function

* docs

* fix examples

* output `to_timestamp` signature as ns

* Fix CI `to_timestamp()` failed

* Update datafusion/expr/src/built_in_function.rs

Co-authored-by: Andrew Lamb <[email protected]>

* fix typo

* fix

---------

Co-authored-by: Andrew Lamb <[email protected]>

* minor: add a datatype casting for the updated value (apache#7922)

* minor: cast the updated value to the data type of target column

* Update datafusion/sqllogictest/test_files/update.slt

Co-authored-by: Alex Huang <[email protected]>

* Update datafusion/sqllogictest/test_files/update.slt

Co-authored-by: Alex Huang <[email protected]>

* Update datafusion/sqllogictest/test_files/update.slt

Co-authored-by: Alex Huang <[email protected]>

* fix tests

---------

Co-authored-by: Alex Huang <[email protected]>

* fix (apache#7946)

* Add simple exclude all columns test to sqllogictest (apache#7945)

* Add simple exclude all columns test to sqllogictest

* Add more exclude test cases

* Support Partitioning Data by Dictionary Encoded String Array Types (apache#7896)

* support dictionary encoded string columns for partition cols

* remove debug prints

* cargo fmt

* generic dictionary cast and dict encoded test

* updates from review

* force retry checks

* try checks again

* Minor: Remove array() in array_expression (apache#7961)

* remove array

Signed-off-by: jayzhan211 <[email protected]>

* cleanup others

Signed-off-by: jayzhan211 <[email protected]>

* clippy

Signed-off-by: jayzhan211 <[email protected]>

* cleanup cast

Signed-off-by: jayzhan211 <[email protected]>

* fmt

Signed-off-by: jayzhan211 <[email protected]>

* cleanup cast

Signed-off-by: jayzhan211 <[email protected]>

---------

Signed-off-by: jayzhan211 <[email protected]>

* Minor: simplify update code (apache#7943)

* Add some initial content about creating logical plans (apache#7952)

* Minor: Change from `&mut SessionContext` to `&SessionContext` in substrait (apache#7965)

* Lower &mut SessionContext in substrait

* rm mut ctx in tests

* Fix crate READMEs (apache#7964)

* Minor: Improve `HashJoinExec` documentation (apache#7953)

* Minor: Improve `HashJoinExec` documentation

* Apply suggestions from code review

Co-authored-by: Liang-Chi Hsieh <[email protected]>

---------

Co-authored-by: Liang-Chi Hsieh <[email protected]>

* chore: clean useless clone baesd on clippy (apache#7973)

* Add README.md to `core`, `execution` and `physical-plan` crates (apache#7970)

* Add README.md to `core`, `execution` and `physical-plan` crates

* prettier

* Update datafusion/physical-plan/README.md

* Update datafusion/wasmtest/README.md

---------

Co-authored-by: Daniël Heres <[email protected]>

* Move source repartitioning into `ExecutionPlan::repartition` (apache#7936)

* Move source repartitioning into ExecutionPlan::repartition

* cleanup

* update test

* update test

* refine docs

* fix merge

* minor: fix broken links in README.md (apache#7986)

* minor: fix broken links in README.md

* fix proto link

* Minor: Upate the `sqllogictest` crate README (apache#7971)

* Minor: Upate the sqllogictest crate README

* prettier

* Apply suggestions from code review

Co-authored-by: Jonah Gao <[email protected]>
Co-authored-by: jakevin <[email protected]>

---------

Co-authored-by: Jonah Gao <[email protected]>
Co-authored-by: jakevin <[email protected]>

* Improve MemoryCatalogProvider default impl block placement (apache#7975)

* Fix `ScalarValue` handling of NULL values for ListArray (apache#7969)

* Fix try_from_array data type for NULL value in ListArray

* Fix

* Explicitly assert the datatype

* For review

* Refactor of Ordering and Prunability Traversals and States (apache#7985)

* simplify ExprOrdering

* Comment improvements

* Move map/transform comment up

---------

Co-authored-by: Mehmet Ozan Kabak <[email protected]>

* Keep output as scalar for scalar function if all inputs are scalar (apache#7967)

* Keep output as scalar for scalar function if all inputs are scalar

* Add end-to-end tests

* Fix crate READMEs for core, execution, physical-plan (apache#7990)

* Update sqlparser requirement from 0.38.0 to 0.39.0 (apache#7983)

* chore: Update sqlparser requirement from 0.38.0 to 0.39.0

* support FILTER Aggregates

* Fix panic in multiple distinct aggregates by fixing `ScalarValue::new_list` (apache#7989)

* Fix panic in multiple distinct aggregates by fixing ScalarValue::new_list

* Update datafusion/common/src/scalar.rs

Co-authored-by: Daniël Heres <[email protected]>

---------

Co-authored-by: Daniël Heres <[email protected]>

* MemoryReservation exposes MemoryConsumer (apache#8000)

... as a getter method.

* fix: generate logical plan for `UPDATE SET FROM` statement (apache#7984)

* Create temporary files for reading or writing (apache#8005)

* Create temporary files for reading or writing

* nit

* addr comment

---------

Co-authored-by: zhongjingxiong <[email protected]>

* doc: minor fix to SortExec::with_fetch comment (apache#8011)

* Fix: dataframe_subquery example Optimizer rule `common_sub_expression_eliminate` failed (apache#8016)

* Fix: Optimizer rule 'common_sub_expression_eliminate' failed

* nit

* nit

* nit

---------

Co-authored-by: zhongjingxiong <[email protected]>

* Percent Decode URL Paths (apache#8009) (apache#8012)

* Treat ListingTableUrl as URL-encoded (apache#8009)

* Update lockfile

* Review feedback

* Minor: Extract common deps into workspace (apache#7982)

* Improve datafusion-*

* More common crates

* Extract async-trait

* Extract more

* Fix cli

---------

Co-authored-by: Andrew Lamb <[email protected]>

* minor: change some plan_err to exec_err (apache#7996)

* minor: change some plan_err to exec_err

Signed-off-by: Ruihang Xia <[email protected]>

* change unreachable code to internal error

Signed-off-by: Ruihang Xia <[email protected]>

---------

Signed-off-by: Ruihang Xia <[email protected]>

* Minor: error on unsupported RESPECT NULLs syntax (apache#7998)

* Minor: error on unsupported RESPECT NULLs syntax

* fix clippy

* Update datafusion/sql/tests/sql_integration.rs

Co-authored-by: Liang-Chi Hsieh <[email protected]>

---------

Co-authored-by: Liang-Chi Hsieh <[email protected]>

* GroupedHashAggregateStream breaks spill batch (apache#8004)

... into smaller chunks to decrease memory required for merging.

* Minor: Add implementation examples to ExecutionPlan::execute (apache#8013)

* Add implementation examples to ExecutionPlan::execute

* Review feedback

* address comment (apache#7993)

Signed-off-by: jayzhan211 <[email protected]>

* GroupedHashAggregateStream should register spillable consumer (apache#8002)

* fix: single_distinct_aggretation_to_group_by fail (apache#7997)

* fix: single_distinct_aggretation_to_group_by faile

* fix

* move test to groupby.slt

* Read only enough bytes to infer Arrow IPC file schema via stream (apache#7962)

* Read only enough bytes to infer Arrow IPC file schema via stream

* Error checking for collect bytes func

* Update datafusion/core/src/datasource/file_format/arrow.rs

Co-authored-by: Andrew Lamb <[email protected]>

---------

Co-authored-by: Andrew Lamb <[email protected]>

* Minor: remove a strange char (apache#8030)

* Minor: Improve documentation for Filter Pushdown (apache#8023)

* Minor: Improve documentation for Fulter Pushdown

* Update datafusion/optimizer/src/push_down_filter.rs

Co-authored-by: jakevin <[email protected]>

* Apply suggestions from code review

* Update datafusion/optimizer/src/push_down_filter.rs

Co-authored-by: Alex Huang <[email protected]>

---------

Co-authored-by: jakevin <[email protected]>
Co-authored-by: Alex Huang <[email protected]>

* Minor: Improve `ExecutionPlan` documentation (apache#8019)

* Minor: Improve `ExecutionPlan` documentation

* Add link to Partitioning

* fix: clippy warnings from nightly rust 1.75 (apache#8025)

Signed-off-by: Ruihang Xia <[email protected]>

* Minor: Avoid recomputing compute_array_ndims in align_array_dimensions (apache#7963)

* Refactor align_array_dimensions

Signed-off-by: jayzhan211 <[email protected]>

* address comment

Signed-off-by: jayzhan211 <[email protected]>

* remove unwrap

Signed-off-by: jayzhan211 <[email protected]>

* address comment

Signed-off-by: jayzhan211 <[email protected]>

* fix rebase

Signed-off-by: jayzhan211 <[email protected]>

---------

Signed-off-by: jayzhan211 <[email protected]>

* Minor: fix doc check (apache#8037)

* Minor: remove uncessary #cfg test (apache#8036)

* Minor: remove uncessary #cfg test

* fmt

* Update datafusion/core/src/datasource/file_format/arrow.rs

Co-authored-by: Ruihang Xia <[email protected]>

---------

Co-authored-by: Daniël Heres <[email protected]>
Co-authored-by: Ruihang Xia <[email protected]>

* Minor: Improve documentation for  `PartitionStream` and `StreamingTableExec` (apache#8035)

* Minor: Improve documentation for  `PartitionStream` and `StreamingTableExec`

* fmt

* fmt

* Combine Equivalence and Ordering equivalence to simplify state (apache#8006)

* combine equivalence and ordering equivalence

* Remove EquivalenceProperties struct

* Minor changes

* all tests pass

* Refactor oeq

* Simplifications

* Resolve linter errors

* Minor changes

* Minor changes

* Add new tests

* Simplifications window mode selection

* Simplifications

* Use set_satisfy api

* Use utils for aggregate

* Minor changes

* Minor changes

* Minor changes

* All tests pass

* Simplifications

* Simplifications

* Minor changes

* Simplifications

* All tests pass, fix bug

* Remove unnecessary code

* Simplifications

* Minor changes

* Simplifications

* Move oeq join to methods

* Simplifications

* Remove redundant code

* Minor changes

* Minor changes

* Simplifications

* Simplifications

* Simplifications

* Move window to util from method, simplifications

* Simplifications

* Propagate meet in the union

* Simplifications

* Minor changes, rename

* Address berkay reviews

* Simplifications

* Add new buggy test

* Add data test for sort requirement

* Add experimental check

* Add random test

* Minor changes

* Random test gives error

* Fix missing test case

* Minor changes

* Minor changes

* Simplifications

* Minor changes

* Add new test case

* Minor changes

* Address reviews

* Minor changes

* Increase coverage of random tests

* Remove redundant code

* Simplifications

* Simplifications

* Refactor on tests

* Solving clippy errors

* prune_lex improvements

* Fix failing tests

* Update get_finer and get_meet

* Fix window lex ordering implementation

* Buggy state

* Do not use output ordering in the aggregate

* Add union test

* Update comment

* Fix bug, when batch_size is small

* Review Part 1

* Review Part 2

* Change union meet implementation

* Update comments

* Remove redundant check

* Simplify project out_expr function

* Remove Option<Vec<_>> API.

* Do not use project_out_expr

* Simplifications

* Review Part 3

* Review Part 4

* Review Part 5

* Review Part 6

* Review Part 7

* Review Part 8

* Update comments

* Add new unit tests, simplifications

* Resolve linter errors

* Simplify test codes

* Review Part 9

* Add unit tests for remove_redundant entries

* Simplifications

* Review Part 10

* Fix test

* Add new test case, fix implementation

* Review Part 11

* Review Part 12

* Update comments

* Review Part 13

* Review Part 14

* Review Part 15

* Review Part 16

* Review Part 17

* Review Part 18

* Review Part 19

* Review Part 20

* Review Part 21

* Review Part 22

* Review Part 23

* Review Part 24

* Do not construct idx and sort_expr unnecessarily, Update comments, Union meet single entry

* Review Part 25

* Review Part 26

* Name Changes, comment updates

* Review Part 27

* Add issue links

* Address reviews

* Fix failing test

* Update comments

* SortPreservingMerge, SortPreservingRepartition only preserves given expression ordering among input ordering equivalences

---------

Co-authored-by: metesynnada <[email protected]>
Co-authored-by: Mehmet Ozan Kabak <[email protected]>

* Encapsulate `ProjectionMapping` as a struct (apache#8033)

* Minor: Fix bugs in docs for `to_timestamp`, `to_timestamp_seconds`, ... (apache#8040)

* Minor: Fix bugs in docs for `to_timestamp`, `to_timestamp_seconds`, etc

* prettier

* Update docs/source/user-guide/sql/scalar_functions.md

Co-authored-by: comphead <[email protected]>

* Update docs/source/user-guide/sql/scalar_functions.md

Co-authored-by: comphead <[email protected]>

---------

Co-authored-by: comphead <[email protected]>

* Improve comments for `PartitionSearchMode` struct (apache#8047)

* Improve comments

* Make comments partition/group agnostic

* General approach for Array replace (apache#8050)

* checkpoint

Signed-off-by: jayzhan211 <[email protected]>

* optimize non-list

Signed-off-by: jayzhan211 <[email protected]>

* replace list ver

Signed-off-by: jayzhan211 <[email protected]>

* cleanup

Signed-off-by: jayzhan211 <[email protected]>

* rename

Signed-off-by: jayzhan211 <[email protected]>

* cleanup

Signed-off-by: jayzhan211 <[email protected]>

---------

Signed-off-by: jayzhan211 <[email protected]>

* Minor: Remove the irrelevant note from the Expression API doc (apache#8053)

* Minor: Add more documentation about Partitioning (apache#8022)

* Minor: Add more documentation about Partitioning

* fix typo

* Apply suggestions from code review

Co-authored-by: comphead <[email protected]>

* Add more diagrams, improve text

* undo unintended changes

* undo unintended changes

* fix links

* Try and clarify

---------

Co-authored-by: comphead <[email protected]>

* Minor: improve documentation for IsNotNull, DISTINCT, etc (apache#8052)

* Minor: improve documentation for IsNotNull, DISTINCT, etc

* fix

* Prepare 33.0.0 Release (apache#8057)

* changelog

* update version

* update changelog

* Minor: improve error message by adding types to message (apache#8065)

* Minor: improve error message

* add test

* Minor: Remove redundant BuiltinScalarFunction::supports_zero_argument() (apache#8059)

* deprecate BuiltinScalarFunction::supports_zero_argument()

* unify old supports_zero_argument() impl

* Add example to ci (apache#8060)

* feat: add example to ci

* nit

* addr comments

---------

Co-authored-by: zhongjingxiong <[email protected]>

* Update substrait requirement from 0.18.0 to 0.19.0 (apache#8076)

Updates the requirements on [substrait](https://github.com/substrait-io/substrait-rs) to permit the latest version.
- [Release notes](https://github.com/substrait-io/substrait-rs/releases)
- [Changelog](https://github.com/substrait-io/substrait-rs/blob/main/CHANGELOG.md)
- [Commits](substrait-io/substrait-rs@v0.18.0...v0.19.0)

---
updated-dependencies:
- dependency-name: substrait
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <[email protected]>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Fix incorrect results in COUNT(*) queries with LIMIT (apache#8049)

Co-authored-by: Mark Sirek <[email protected]>

* feat: Support determining extensions from names like `foo.parquet.snappy` as well as `foo.parquet` (apache#7972)

* feat: read files based on the file extention

* fix: some the file extension might be started with . and some not

* fix: rename extention to extension

* chore: use exec_err

* chore: rename extention to extension

* chore: rename extention to extension

* chore: simplify the code

* fix: check table is empty

* ci: fix test

* fix: add err info

* refactor: extract the logic to infer_types

* fix: add tests for different extensions

* fix: ci clippy

* fix: add more tests

* fix: simplify the logic

* fix: ci

* Use FairSpillPool for TaskContext with spillable config (apache#8072)

* Minor: Improve HashJoinStream docstrings (apache#8070)

* Minor: Improve HashJoinStream docstrings

* fix comments

* Update datafusion/physical-plan/src/joins/hash_join.rs

Co-authored-by: comphead <[email protected]>

* Update datafusion/physical-plan/src/joins/hash_join.rs

Co-authored-by: comphead <[email protected]>

---------

Co-authored-by: Daniël Heres <[email protected]>
Co-authored-by: comphead <[email protected]>

* Fixing broken link (apache#8085)

* Fixing broken link

* Update docs/source/contributor-guide/index.md

Thanks for spotting this as well

Co-authored-by: Liang-Chi Hsieh <[email protected]>

---------

Co-authored-by: Liang-Chi Hsieh <[email protected]>

* fix: DataFusion suggests invalid functions (apache#8083)

* fix: DataFusion suggests invalid functions

* update test

* Add test for BuiltInWindowFunction

* Replace macro with function for  `array_repeat` (apache#8071)

* General array repeat

Signed-off-by: jayzhan211 <[email protected]>

* cleanup

Signed-off-by: jayzhan211 <[email protected]>

* cleanup

Signed-off-by: jayzhan211 <[email protected]>

* cleanup

Signed-off-by: jayzhan211 <[email protected]>

* add test

Signed-off-by: jayzhan211 <[email protected]>

* add test

Signed-off-by: jayzhan211 <[email protected]>

* done

Signed-off-by: jayzhan211 <[email protected]>

* remove test

Signed-off-by: jayzhan211 <[email protected]>

* add comment

Signed-off-by: jayzhan211 <[email protected]>

* fm

Signed-off-by: jayzhan211 <[email protected]>

---------

Signed-off-by: jayzhan211 <[email protected]>

* Minor: remove unnecessary projection in `single_distinct_to_group_by` rule (apache#8061)

* Minor: remove unnecessary projection

* fix ci

* minor: Remove duplicate version numbers for arrow, object_store, and parquet dependencies (apache#8095)

* remove duplicate version numbers for arrow, object_store, and parquet dependencies

* cargo update

* use default features in parquet crate

* disable default parquet features in wasmtest

* fix: add match encode/decode  scalar function type (apache#8089)

* feat: Protobuf serde for Json file sink (apache#8062)

* Protobuf serde for Json file sink

* Fix tests

* Fix test

* Minor: use `Expr::alias` in a few places to make the code more concise (apache#8097)

* Minor: Cleanup BuiltinScalarFunction::return_type() (apache#8088)

* Expose metrics from FileSinkExec impl of ExecutionPlan

---------

Signed-off-by: jayzhan211 <[email protected]>
Signed-off-by: Ruihang Xia <[email protected]>
Signed-off-by: dependabot[bot] <[email protected]>
Co-authored-by: Mustafa Akur <[email protected]>
Co-authored-by: berkaysynnada <[email protected]>
Co-authored-by: Mehmet Ozan Kabak <[email protected]>
Co-authored-by: Devin D'Angelo <[email protected]>
Co-authored-by: Hengfei Yang <[email protected]>
Co-authored-by: Andrew Lamb <[email protected]>
Co-authored-by: Huaijin <[email protected]>
Co-authored-by: Jonah Gao <[email protected]>
Co-authored-by: Chih Wang <[email protected]>
Co-authored-by: Jeffrey <[email protected]>
Co-authored-by: Marco Neumann <[email protected]>
Co-authored-by: comphead <[email protected]>
Co-authored-by: Alex Huang <[email protected]>
Co-authored-by: Jay Zhan <[email protected]>
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