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Summary

This PR introduces SIMD-optimized argmin/argmax operations for FIRST_VALUE and LAST_VALUE aggregate functions using the argminmax crate.

Changes

  • Added argminmax crate dependency for type-specialized min/max operations
  • Implemented argminmax_primitive helper for finding min/max indices in primitive arrays
  • Updated FIRST_VALUE/LAST_VALUE to use optimized path for single-value returns

Benchmark Results

Integer types (i64): ✅ 15-20% faster

Benchmark Improvement
i64 100K elements -16% faster
i64 1M elements (100x10K) -20% faster
i64 1M elements (10x100K) -15% faster

Float types (f64): ⚠️ 10-27% slower

Benchmark Regression
f64 100K elements +11% slower
f64 1M elements +12-27% slower

Multiple values (count=5): ✅ 28% faster

Known Issues

The optimization shows a type-specific bifurcation:

  • Integer types benefit significantly from SIMD optimizations
  • Float types regress likely due to NaN handling overhead in the argminmax crate

Next Steps

Consider:

  1. Type-conditional optimization (only use argminmax for integers)
  2. Investigate float path performance in argminmax crate
  3. Benchmark argminmax crate directly to isolate the issue

🐾 Generated with Bits CMD

sunng87 and others added 30 commits October 14, 2025 06:09
…#17985)

* refactor: rename macros full clear meaning

* refactor: cleanup and simplify regexp match macros

* refactor: update error messages
…he#18046)

* Impl gather_filters_for_pushdown for CoalescePartitionsExec

* add tests
* Add test

* Use ROWS instead of RANGE

* Fix a test

* progress

* window.slt like master

* passing existing tests

* Break out window limit tests

* LimitEffect

* fix a bug

* repartitions

* refactor

* refactor

* fmt

* remove casual

* two phased approach

* refactor into context

* refactor

* refactor

* refactor

* remove comments

* remove deps

* Fix NthValue

* aggregates

* ranking functions

* More tests

* Max lead test

* More tests, JIC

* More tests, JIC

* Notes

* Notes--
* update governance page

* prettier
* Feat: Make current_date aware of execution timezone.

* CI Fixes: Rectify assertion error of slt and update scalar_functions.md

* CI Fixes: Comment out flaky test involving now().

* CI Fixes: Resolve slt error.

* Feat: Add helper function to calculate current_date and fix tests.

* Chore: Refactor timezone conversion logic.
Bumps [actions/setup-node](https://github.com/actions/setup-node) from 5.0.0 to 6.0.0.
- [Release notes](https://github.com/actions/setup-node/releases)
- [Commits](actions/setup-node@a0853c2...2028fbc)

---
updated-dependencies:
- dependency-name: actions/setup-node
  dependency-version: 6.0.0
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <[email protected]>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Bumps [sysinfo](https://github.com/GuillaumeGomez/sysinfo) from 0.37.1 to 0.37.2.
- [Changelog](https://github.com/GuillaumeGomez/sysinfo/blob/master/CHANGELOG.md)
- [Commits](GuillaumeGomez/sysinfo@v0.37.1...v0.37.2)

---
updated-dependencies:
- dependency-name: sysinfo
  dependency-version: 0.37.2
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <[email protected]>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
* feat(spark): implement Spark elt function

* feat(spark): implement Spark elt function license

* feat(spark): implement Spark elt function license complettly

* test slt

* doc

* wip

* change error

* fmt

* some commts

* some changes

* coerce basic <- udf

* coerce basic drop 32

* change n,k,j names

* first value int64 or casteable

* change revision

* change revision test

* change revision test fmt
…he#17966)

* FileScanConfig: preserve schema metadata across serde boundary

* add roundtrip_physical_plan test with filescanconfig schema metadata

* lint
Filters are safe to be pushed down, so we can override the default behavior
here.

Signed-off-by: Alfonso Subiotto Marques <[email protected]>
* Adds summary output to CLI instrumented object stores
 - Adds a `RequestSummary` type for the instrumented object store to
   display summary statistics about instrumented requests
 - Adds a generic Stats type to track the statistics for the summary
 - Adds tests for the new code
 - Adds a basic summary output to the user-facing display when profiling
   is enabled
 - Adds docs for new and newly exported public items

* - Updates integration test and validation snapshot
* Impl spark bit not function

* Impl spark bit not function

* Fix format

* Fix format

* Fix Clippy warnings

* Rename func

* Add .slt tests

* Fix fmt

---------

Co-authored-by: Kazantsev Maksim <[email protected]>
* chore: revert tests

* chore: revert tests
…evaluation (apache#17973)

* apache#17972 Restore case expr/expr optimisation while ensuring lazy evaluation

* Avoid calling `PhysicalExpr::evaluate` from `PhysicalExpr::evaluate_selection` for empty selections.

* Make `PhysicalExpr::evaluate_selection` correctly handle empty input sets and all false filters

* Reoragnize code to avoid scatter codepath when using `evaluate` fast path.

* Clarify comments in case

* Move null handling after true count check.

* Tweaking comments

* Add unit tests to help define the boundary case behaviour of evaluate_selection

* Code polishing
- Add extra comments
- Use match for the scatter paragraph
- Validate that the size of selection and batch match

* Fix clippy errors

* Add additional case SLTs

---------

Co-authored-by: Andrew Lamb <[email protected]>
…n array (apache#18048)

* chore: Use an enum to express the different kinds of nullability in an array

Follow-up of apache#17726 (review)

* Use the Nulls enum also in .../multi_group_by/primitive.rs

* Use the Nulls enum in .../multi_group_by/bytes[_view].rs as well
…che#18069)

Bumps [taiki-e/install-action](https://github.com/taiki-e/install-action) from 2.62.28 to 2.62.29.
- [Release notes](https://github.com/taiki-e/install-action/releases)
- [Changelog](https://github.com/taiki-e/install-action/blob/main/CHANGELOG.md)
- [Commits](taiki-e/install-action@e7ef886...5b5de1b)

---
updated-dependencies:
- dependency-name: taiki-e/install-action
  dependency-version: 2.62.29
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <[email protected]>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
…sed (apache#17958)

* fix: Prune partitions when no filters are defined

* fix: Formatting

* chore: Cargo fmt

* chore: Clippy
…pache#17906)

* Check-in NestedLoopJoinProjectionPushDown

* Update Cargo.lock

* Add some comments

* Update slts that are affected by the nl-join-projection-push-down

* please lints

* Move code into projection_pushdown.rs

* Remove explicit coalesce batches

* Docs
* chore: Extend backtrace coverage

* fmt

* part2

* feedback

* clippy

* feat: support Spark `concat`

* clippy

* comments

* test

* doc
* Add independent configs for topk/join dynamic filter

* fix ci

* update doc

* fix typo
- Adds the ability for a user to choose a summary only output for an
   instrumented object store when using the CLI
 - The existing "enabled" setting that displays both a summary and a
   detailed usage for each object store call has been renamed to `Trace`
   to improve clarity
 - Adds additional test cases for summary only and modifies existing
   tests to use trace
 - Updates user guide docs to reflect the CLI flag and command line
   changes
* fix: Improve null handling in array_to_string function

* chore
## Which issue does this PR close?


- Closes apache#18084

## Rationale for this change
Some of the extended tests are failing because we have fixed case
conditional evaluation and queries that (incorrectly) previously did not
pass are now.

<!--
Why are you proposing this change? If this is already explained clearly
in the issue then this section is not needed.
Explaining clearly why changes are proposed helps reviewers understand
your changes and offer better suggestions for fixes.
-->

## What changes are included in this PR?

Update datafusion-testing pin

## Are these changes tested?

I tested locally with:

```shell
INCLUDE_SQLITE=true cargo test --profile release-nonlto --test sqllogictests
```

## Are there any user-facing changes?

No
…che#18094)

Bumps
[taiki-e/install-action](https://github.com/taiki-e/install-action) from
2.62.29 to 2.62.31.
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/taiki-e/install-action/releases">taiki-e/install-action's
releases</a>.</em></p>
<blockquote>
<h2>2.62.31</h2>
<ul>
<li>
<p>Update <code>protoc@latest</code> to 3.33.0.</p>
</li>
<li>
<p>Update <code>uv@latest</code> to 0.9.3.</p>
</li>
<li>
<p>Update <code>syft@latest</code> to 1.34.1.</p>
</li>
<li>
<p>Update <code>mise@latest</code> to 2025.10.9.</p>
</li>
<li>
<p>Update <code>cargo-shear@latest</code> to 1.6.0.</p>
</li>
</ul>
<h2>2.62.30</h2>
<ul>
<li>
<p>Update <code>vacuum@latest</code> to 0.18.6.</p>
</li>
<li>
<p>Update <code>zizmor@latest</code> to 1.15.2.</p>
</li>
</ul>
</blockquote>
</details>
<details>
<summary>Changelog</summary>
<p><em>Sourced from <a
href="https://github.com/taiki-e/install-action/blob/main/CHANGELOG.md">taiki-e/install-action's
changelog</a>.</em></p>
<blockquote>
<h1>Changelog</h1>
<p>All notable changes to this project will be documented in this
file.</p>
<p>This project adheres to <a href="https://semver.org">Semantic
Versioning</a>.</p>
<!-- raw HTML omitted -->
<h2>[Unreleased]</h2>
<h2>[2.62.31] - 2025-10-16</h2>
<ul>
<li>
<p>Update <code>protoc@latest</code> to 3.33.0.</p>
</li>
<li>
<p>Update <code>uv@latest</code> to 0.9.3.</p>
</li>
<li>
<p>Update <code>syft@latest</code> to 1.34.1.</p>
</li>
<li>
<p>Update <code>mise@latest</code> to 2025.10.9.</p>
</li>
<li>
<p>Update <code>cargo-shear@latest</code> to 1.6.0.</p>
</li>
</ul>
<h2>[2.62.30] - 2025-10-15</h2>
<ul>
<li>
<p>Update <code>vacuum@latest</code> to 0.18.6.</p>
</li>
<li>
<p>Update <code>zizmor@latest</code> to 1.15.2.</p>
</li>
</ul>
<h2>[2.62.29] - 2025-10-14</h2>
<ul>
<li>
<p>Update <code>zizmor@latest</code> to 1.15.1.</p>
</li>
<li>
<p>Update <code>cargo-nextest@latest</code> to 0.9.106.</p>
</li>
<li>
<p>Update <code>mise@latest</code> to 2025.10.8.</p>
</li>
<li>
<p>Update <code>ubi@latest</code> to 0.8.1.</p>
</li>
</ul>
<h2>[2.62.28] - 2025-10-11</h2>
<ul>
<li>
<p>Update <code>release-plz@latest</code> to 0.3.148.</p>
</li>
<li>
<p>Update <code>cargo-sort@latest</code> to 2.0.2.</p>
</li>
<li>
<p>Update <code>cargo-binstall@latest</code> to 1.15.7.</p>
</li>
<li>
<p>Update <code>uv@latest</code> to 0.9.2.</p>
</li>
</ul>
<!-- raw HTML omitted -->
</blockquote>
<p>... (truncated)</p>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="https://github.com/taiki-e/install-action/commit/0005e0116e92d8489d8d96fbff83f061c79ba95a"><code>0005e01</code></a>
Release 2.62.31</li>
<li><a
href="https://github.com/taiki-e/install-action/commit/6936d999d90424ed013e4f325d91e14d7ddba27f"><code>6936d99</code></a>
Update <code>protoc@latest</code> to 3.33.0</li>
<li><a
href="https://github.com/taiki-e/install-action/commit/ac7ad6efa1b1bb919bcaa357eb1873f328ee07f7"><code>ac7ad6e</code></a>
Update <code>uv@latest</code> to 0.9.3</li>
<li><a
href="https://github.com/taiki-e/install-action/commit/005833aaf18c1621513995406c3bc0397747afc2"><code>005833a</code></a>
Update <code>syft@latest</code> to 1.34.1</li>
<li><a
href="https://github.com/taiki-e/install-action/commit/2b32ff6f3dc99bc9fa6647cbc9f7da71cf979b65"><code>2b32ff6</code></a>
Update <code>mise@latest</code> to 2025.10.9</li>
<li><a
href="https://github.com/taiki-e/install-action/commit/74c0274864f156f487aee04623a20b315fb2125a"><code>74c0274</code></a>
Update <code>cargo-shear@latest</code> to 1.6.0</li>
<li><a
href="https://github.com/taiki-e/install-action/commit/f13d8e15c52b25c79b608d399cc802adc73d83da"><code>f13d8e1</code></a>
Release 2.62.30</li>
<li><a
href="https://github.com/taiki-e/install-action/commit/1034dc55996706645239db97d3ea04f42a708f22"><code>1034dc5</code></a>
Update <code>vacuum@latest</code> to 0.18.6</li>
<li><a
href="https://github.com/taiki-e/install-action/commit/55b5d509b8761e9696e1cfec0d6f66f0655e8fff"><code>55b5d50</code></a>
Update <code>zizmor@latest</code> to 1.15.2</li>
<li>See full diff in <a
href="https://github.com/taiki-e/install-action/compare/5b5de1b4da26ad411330c0454bdd72929bfcbeb2...0005e0116e92d8489d8d96fbff83f061c79ba95a">compare
view</a></li>
</ul>
</details>
<br />


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Signed-off-by: dependabot[bot] <[email protected]>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
## Which issue does this PR close?

<!--
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enhancements and this helps us generate change logs for our releases.
You can link an issue to this PR using the GitHub syntax. For example
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- Closes #.
Related to apache#18084

## Rationale for this change

Run extended suite on PRs for critical areas, to avoid post merge
bugfixing

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---------

Co-authored-by: Andrew Lamb <[email protected]>
Jefffrey and others added 16 commits November 8, 2025 05:37
## Which issue does this PR close?

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enhancements and this helps us generate change logs for our releases.
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Part of apache#14763 and apache#14760

## Rationale for this change

<!--
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in the issue then this section is not needed.
Explaining clearly why changes are proposed helps reviewers understand
your changes and offer better suggestions for fixes.
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Current `log()` signature has some drawbacks:


https://github.com/apache/datafusion/blob/a5eb9121ccf802dda547897155403b08a4fbf774/datafusion/functions/src/math/log.rs#L78-L105

- A bit nasty to look at: mixes numeric with exact float/int with exact
decimal (of exact precision and scale)
- Can't accommodate arbitrary decimals of any precision/scale (this is
true for other functions too)

Aim of this PR is to refactor it to use the coercion API, uplifting the
API where necessary to make this possible. This simplifies the signature
in code, whilst not losing flexibility.

Also other minor refactors are included to log.

## What changes are included in this PR?

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is sometimes worth providing a summary of the individual changes in this
PR.
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New `TypeSignatureClass` variants: Float, Decimal & Numeric

Refactor `log()` signature to be more in line with it's supported
implementations.

Fix issue in `log()` where `ColumnarValue::Scalar`s were being lost as
`ColumnarValue::Array`s for the base.

Support null propagation in `simplify()` for `log()`.

~~Fix issue with `calculate_binary_math` where it wasn't casting
scalars.~~

## Are these changes tested?

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Added new tests.

- Tests for float16, decimal32, decimal64, decimals with different
scales/precisions
- Test for null propagation (ensure use array input to avoid function
inlining)

## Are there any user-facing changes?

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updated before approving the PR.
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No.

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## Which issue does this PR close?

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- part of apache#17558 

## Rationale for this change

Let's update the version numbers!

## What changes are included in this PR?

Update numbers and add changelog. 

I plan to merge this PR now and I will make a follow on PR (and forward
port it to main) with final touchups

## Are these changes tested?

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…ion (apache#18567)

Note this targets the branch-51 release branch

## Which issue does this PR close?

- part of apache#17558
- resolves apache#17801 in the 51
release branch

## Rationale for this change

- We merged some clever rewrites for `coalesce` and `nvl2` to use `CASE`
which are faster and more correct (👏 @chenkovsky @kosiew )
- However, these rewrites cause subtle schema mismatches in some cases
planning (b/c the CASE simplification nullability logic can't determine
the correct nullability in some cases - see
apache#17801)
- @pepijnve has some heroic efforts to fix the schema mismatch in
apache#17813 (comment),
but it is non trivial and I am worried about merging it so close to the
51 release and introducing new edge cases

## What changes are included in this PR?

1. Revert apache#17357 /
e5dcc8c
3. Revert apache#17991 /
ea83c26
2. Revert apache#18191 /
22c4214
2. Cherry-pick 6202254, a test that
reproduces the schema mismatch issue (from
apache#18536)
3. Cherry-pick 735cacf, a fix for the
benchmarks that regressed due to the revert (from
apache#17833)
4. Update datafusion-testing (see separate PR here) for extended tests
(see apache/datafusion-testing#15)

## Are these changes tested?

Yes I added a new test

## Are there any user-facing changes?

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updated before approving the PR.
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## Which issue does this PR close?

- part of apache#17558

## Rationale for this change

Per @xudong963 in
apache#18567 (comment),
we should update the changelog on `branch-51` to incorporate
-  apache#18567

## What changes are included in this PR?

Ran
```shell
./dev/release/generate-changelog.py 50.3.0 branch-51 51.0.0 > dev/changelog/51.0.0.md
npx [email protected] --write             '{datafusion,datafusion-cli,datafusion-examples,dev,docs}/**/*.md'             '!datafusion/CHANGELOG.md'             README.md             CONTRIBUTING.md
```

And checked in the results
## Are these changes tested?

By CI
## Are there any user-facing changes?
New changelog content
…F51 (apache#18618)

This is the same as apache#18617 but
targeted at the DF-51 release branch
…che#18629)

## Which issue does this PR close?

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enhancements and this helps us generate change logs for our releases.
You can link an issue to this PR using the GitHub syntax. For example
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- Closes apache#18597

## Rationale for this change

<!--
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in the issue then this section is not needed.
Explaining clearly why changes are proposed helps reviewers understand
your changes and offer better suggestions for fixes. -->

A check is recently added to `invoke_with_args` that checks for the
output type of the result with the expected output type from the UDF -
apache#17515. Because the fast path
misses adding the timezone, the assertion added in this PR fails.

## What changes are included in this PR?

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is sometimes worth providing a summary of the individual changes in this
PR.
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Include timezone information in the fast path.

## Are these changes tested?

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Yes, added a unit test and SLT test

## Are there any user-facing changes?

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No

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## Which issue does this PR close?

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enhancements and this helps us generate change logs for our releases.
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- Closes #.

## Rationale for this change

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Why are you proposing this change? If this is already explained clearly
in the issue then this section is not needed.
Explaining clearly why changes are proposed helps reviewers understand
your changes and offer better suggestions for fixes.
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## What changes are included in this PR?

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is sometimes worth providing a summary of the individual changes in this
PR.
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## Are these changes tested?

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2. Serve as another way to document the expected behavior of the code

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## Are there any user-facing changes?

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…che#18624)

This is a duplicate of apache#18623
but targeting branch51

See that PR for details.
## Which issue does this PR close?

- part of
apache#17558 (comment)

## Rationale for this change

Per @xudong963
apache#17558 (comment)
we have backported stuff into the 51 branch, so we also need to update
the changelog

## What changes are included in this PR?


Ran
```shell
./dev/release/generate-changelog.py 50.3.0 branch-51 51.0.0 > dev/changelog/51.0.0.md
npx [email protected] --write             '{datafusion,datafusion-cli,datafusion-examples,dev,docs}/**/*.md'             '!datafusion/CHANGELOG.md'             README.md             CONTRIBUTING.md
```

And checked in the result

## Are these changes tested?

By CI
## Are there any user-facing changes?

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If there are user-facing changes then we may require documentation to be
updated before approving the PR.
-->

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If there are any breaking changes to public APIs, please add the `api
change` label.
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…ete or updated (apache#18799)

## Which issue does this PR close?

<!--
We generally require a GitHub issue to be filed for all bug fixes and
enhancements and this helps us generate change logs for our releases.
You can link an issue to this PR using the GitHub syntax. For example
`Closes apache#123` indicates that this PR will close issue apache#123.
-->

- Closes #.

## Rationale for this change

Dynamic filter pushdown in DataFusion currently lacks an API to
determine when filters are "complete" (all contributing partitions have
reported), this creates an ambiguity issue where it's impossible to
differentiate between:

1. **Complete filter with no data**: Build side produced 0 rows, filter
remains as placeholder `lit(true)`, no more updates coming
2. **Incomplete filter**: Filter is still being computed, updates are
pending

I think this could be especially useful when we want to make the filter
updates progressively in the future.

## What changes are included in this PR?

- Calls `mark_complete()` after barrier completes, regardless of whether
bounds exist.
- Exposes` is_complete() f`unction on the `DynamicFilterPhysicalExpr`.


## Are these changes tested?

I didn't add any tests because the change is minimal , and comprehensive
testing would require making the `DynamicFilterPhysicalExpr` public or
running through the full optimizer pipeline.

## Are there any user-facing changes?

Exposing is_complete() function.
…7509)

## Which issue does this PR close?

Closes apache#15342

## Rationale for this change

Reduces the duplicate dependencies.

We currently depend on bzip2 in two different ways. In attempting to
reduce this, I needed to update `async-compression` which caused two
different libraries to link to the system lzma library. This is not
allowed in rust.

This PR updates avro-rs, but we cannot merge this PR until that crate
merges apache/avro-rs#284 and we remove the
crates.io patch this PR contains.

## What changes are included in this PR?

Update avro-rs and switch from the unmaintained xz2 crate to liblzma.

## Are these changes tested?

Unit tests. 

## Are there any user-facing changes?

None. This is simply a dependency update to a more recent crate.
Add type-specialized index finding that bypasses LexicographicalComparator
for single-column numeric ordering, providing 2-3x speedup.

## Benchmark Results

| Size | Lexicographic | Typed | Speedup |
|------|---------------|-------|---------|
| 100K | 130 µs | 51 µs | 2.5x |
| 1M | 1.3 ms | 554 µs | 2.4x |
| 10M | 15.4 ms | 7.1 ms | 2.2x |

## Supported Types
Float64/32/16, Int64/32/16/8, UInt64/32/16/8, Date32/64, Decimal*, Timestamp*, Time*

🤖 Generated with [Letta Code](https://letta.com)

Co-Authored-By: Letta <[email protected]>
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