← 输入框|github.com|刷新
Skip to content

fix: Map narrow and unsigned Arrow integer types to Feast value types - #6960

Merged
ntkathole merged 2 commits into
feast-dev:masterfrom
raashish1601:fix/pa-small-int-types
Oct 10, 2026
Merged

ntkathole merged 2 commits into
feast-dev:masterfrom
raashish1601:fix/pa-small-int-types

Conversation

@raashish1601

Copy link
Copy Markdown
Contributor

What this PR does / why we need it:

pa_to_feast_value_type only knows int32 and int64, so a Parquet file with a narrower or unsigned integer column breaks schema inference for a FileSource (and the other sources that use this decoder):

pd.DataFrame({"id": [1, 2], "rating": np.array([3, 4], dtype=np.int16), "ts": ...}).to_parquet(path)
src = FileSource(path=path, timestamp_field="ts")
src.source_datatype_to_feast_value_type()("int16")
# KeyError: 'int16'

python_type_to_feast_value_type already maps these numpy dtypes (int8, int16, uint8, uint16 to INT32), so the same data works from pandas but not from its Arrow schema.

This adds the Arrow names to the map: int8, int16, uint8 and uint16 decode to INT32, and uint32 and uint64 to INT64 (for uint32 I picked INT64 so every value fits). Lists of them decode to the matching _LIST type through the existing list handling.

Which issue(s) this PR fixes:

No issue, found while checking Arrow type decoding.

Checks

  • I've made sure the tests are passing.
  • My commits are signed off (git commit -s)
  • My PR title follows conventional commits format

Testing Strategy

  • Unit tests
  • Integration tests

Added test_pa_to_feast_value_type_small_and_unsigned_ints in sdk/python/tests/unit/test_type_map.py (8 cases, all fail on master). pytest tests/unit/test_type_map.py passes apart from the TestSparkNativeTypeValidation cases, which fail the same way on master here because pyspark isn't installed. ruff check and ruff format --check are clean on the changed files.

@raashish1601
raashish1601 requested a review from a team as a code owner October 7, 2026 07:38
@codecov-commenter

codecov-commenter commented Oct 7, 2026 •

Copy link
Copy Markdown

⚠️ Please install the 'codecov app svg image' to ensure uploads and comments are reliably processed by Codecov.

Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 50.59%. Comparing base (7b9fad2) to head (281c6e6).
⚠️ Report is 1 commits behind head on master.
❗ Your organization needs to install the Codecov GitHub app to enable full functionality.

Additional details and impacted files

Impacted file tree graph

@@            Coverage Diff             @@
##           master    #6960      +/-   ##
==========================================
+ Coverage   50.58%   50.59%   +0.01%     
==========================================
  Files         451      451              
  Lines       56447    56447              
  Branches     8227     8227              
==========================================
+ Hits        28554    28561       +7     
+ Misses      25931    25923       -8     
- Partials     1962     1963       +1     
Flag Coverage Δ
go-feature-server 30.58% <ø> (+0.20%) ⬆️
python-unit 52.04% <ø> (-0.01%) ⬇️
Files with missing lines Coverage Δ
sdk/python/feast/type_map.py 64.59% <ø> (ø)

... and 2 files with indirect coverage changes


Continue to review full report in Codecov by Harness.

Legend - Click here to learn more
Δ = absolute <relative> (impact), ø = not affected, ? = missing data
Powered by Codecov. Last update 7b9fad2...281c6e6. Read the comment docs.

🚀 New features to boost your workflow:
  • ❄️ Test Analytics: Detect flaky tests, report on failures, and find test suite problems.
  • 📦 JS Bundle Analysis: Save yourself from yourself by tracking and limiting bundle sizes in JS merges.

@ntkathole

Copy link
Copy Markdown
Member

One thing worth resolving before merge: uint32 now silently diverges from the pandas path.

python_type_to_feast_value_type maps uint32 -> INT32:

https://github.com/feast-dev/feast/blob/master/sdk/python/feast/type_map.py#L397

but this PR maps uint32 -> INT64. So the same uint32 column infers a different Feast value type depending on whether schema inference goes through the pandas dtype or the Arrow schema — which cuts against the parity motivation in the PR description ("the same data works from pandas but not from its Arrow schema").

To be clear, I think the INT64 choice here is the more correct one (uint32 max 4,294,967,295 doesn't fit in INT32), so the cleaner fix is probably to also update python_type_to_feast_value_type's uint32 -> INT32 to INT64 so both paths agree. If you'd rather keep them different on purpose, could you add a short code comment next to the Arrow mapping noting the intentional divergence? Otherwise a future reader comparing the two maps will see them disagree with no explanation.

@raashish1601

Copy link
Copy Markdown
Contributor Author

Agreed, thanks. I changed python_type_to_feast_value_type to map uint32 to INT64 as well (ec11d88), and added a test that checks the pandas dtype and Arrow paths infer the same type for each narrow and unsigned int.

@ntkathole

Copy link
Copy Markdown
Member

Please resolve conflicts

@raashish1601

Copy link
Copy Markdown
Contributor Author

Rebased on master and resolved the conflict in test_type_map.py (kept both the new Spark test and this one).

@raashish1601
raashish1601 force-pushed the fix/pa-small-int-types branch from ec11d88 to e6c9c93 Compare October 7, 2026 15:54
Signed-off-by: Raashish Aggarwal <94279692+raashish1601@users.noreply.github.com>
Signed-off-by: Raashish Aggarwal <94279692+raashish1601@users.noreply.github.com>
@ntkathole
ntkathole force-pushed the fix/pa-small-int-types branch from e6c9c93 to 281c6e6 Compare October 10, 2026 03:41
@ntkathole
ntkathole merged commit ae74360 into feast-dev:master Oct 10, 2026
21 of 23 checks passed
ntkathole pushed a commit that referenced this pull request Oct 13, 2026
# [0.67.0](v0.66.0...v0.67.0) (2026-10-13)

### Bug Fixes

* Allow dill 0.4 so UDF serialization works on Python 3.14 ([#6858](#6858)) ([139704f](139704f))
* Allow serving features while a feature view is MATERIALIZING ([#6789](#6789)) ([e2d7fe2](e2d7fe2)), closes [#6780](#6780)
* Allowlist the pinned commit SHA flagged by detect-secrets ([4b81d18](4b81d18))
* Apply point-in-time filter correctly with the Polars backend ([#6992](#6992)) ([01224d0](01224d0))
* Authorize registry server writes before deserializing UDFs ([e0ef16e](e0ef16e))
* Automate versioned documentation publication ([#6763](#6763)) ([5ad5592](5ad5592)), closes [#6762](#6762)
* Avoid NumPy generic-unit deprecation when importing feast.type_map ([5fea698](5fea698))
* Bind metrics, REST registry, ui, and lineage servers dual-stack ([#6886](#6886)) ([8d2773c](8d2773c))
* Bound Arrow Flight batch size in the offline server ([#6896](#6896)) ([d169238](d169238))
* Compute std and var correctly for tiled aggregations ([213a130](213a130))
* Convert PdfBytes values to protos like ImageBytes ([#6968](#6968)) ([af20fe4](af20fe4))
* Decode fixed_size_list as the matching Feast list value type ([#6944](#6944)) ([8cfe891](8cfe891))
* Do not log /metrics requests from the pre-fork metrics server thread ([7087f1f](7087f1f)), closes [#6928](#6928)
* Don't return from finally blocks in REST registry helpers ([d7cb4d0](d7cb4d0))
* Encode non-finite floats in feature server JSON responses ([#6930](#6930)) ([211ecb8](211ecb8))
* Feature freshness logic updated ([#6765](#6765)) ([f0bc070](f0bc070))
* Fix monitoring auth ([015cc84](015cc84))
* Handle non-nanosecond timestamps in tiled aggregations ([b8989cb](b8989cb))
* Improve feature list column sizing ([#6793](#6793)) ([2573693](2573693))
* Include vector attributes in Field equality ([#6934](#6934)) ([298c3f6](298c3f6))
* Increase feast container probe timeouts to avoid false restarts ([e8dbd50](e8dbd50))
* Infer the tensor type from retrieved values in to_tensor ([a03e323](a03e323))
* Infer timestamps for datetime columns in any unit or timezone ([810391f](810391f))
* Infer vector width when vector_length is undeclared ([0056565](0056565)), closes [#6907](#6907)
* Initialize auth managers in standalone lineage server ([#6873](#6873)) ([ecd0d38](ecd0d38))
* Keep a zero watermark delay threshold on a Kafka source ([e2e28c7](e2e28c7))
* Keep entity rows apart in the ibis point-in-time join ([a87c070](a87c070))
* Keep the BatchFeatureView type and settings when copying it ([#6989](#6989)) ([013fc57](013fc57))
* Keep tiling, offline and stream engine settings when copying a StreamFeatureView ([fac0f88](fac0f88))
* Limit tiled max and min aggregations to the window ([2583c45](2583c45))
* Load Milvus collections once instead of on every query ([#6882](#6882)) ([f9e91fa](f9e91fa))
* Make vector length validation reachable, schema-driven and vectorized ([#6909](#6909)) ([29af8c0](29af8c0)), closes [#6907](#6907)
* Map INT32_LIST, PDF_BYTES and IMAGE_BYTES type names to their ValueType ([8c1e825](8c1e825))
* Map narrow and unsigned Arrow integer types to Feast value types ([#6960](#6960)) ([ae74360](ae74360))
* Map Spark smallint and tinyint columns to INT32 ([9d42729](9d42729))
* Map SQL Server bigint to INT64 and float to DOUBLE ([6d15533](6d15533))
* Map Trino DECIMAL columns to pyarrow decimal128 ([155bc24](155bc24))
* Normalize Arrow-backed dtypes from Ray Dataset.to_pandas() for pyarrow >=25 compatibility ([#6916](#6916)) ([374f1d7](374f1d7))
* **operator:** Set grpc appProtocol on the offline Service port ([f9dcfb5](f9dcfb5))
* Pin expected tensor to same device in online retrieval test ([#6777](#6777)) ([1f2584d](1f2584d))
* Preserve an unset aggregation time window across a proto round-trip ([2000379](2000379))
* Preserve entity row order in precomputed reads ([ce37029](ce37029))
* Pull the MinIO test image from pgsty/minio ([fe27230](fe27230))
* Pull the MinIO test image from quay ([#6838](#6838)) ([367001b](367001b))
* Raise Trino monitoring query errors other than a missing table ([6161766](6161766))
* Read Kafka and Kinesis sources without a batch source from proto ([a620f5c](a620f5c))
* Read naive datetimes as UTC in UnixTimestamp values ([bc703d9](bc703d9))
* Record which storage class wrote a custom_storage payload ([#6988](#6988)) ([c0545f7](c0545f7))
* Refresh the SQL registry cache after deleting a data source ([66c55e3](66c55e3))
* Refresh the SQL registry cache after deleting a permission ([6b212f5](6b212f5))
* Reject unknown resource types and actions in the REST permission API ([a5eaa36](a5eaa36))
* Remove pip install command from Redis GLIDE docstring ([66ff990](66ff990))
* Remove runtime pip install hints from mlflow errors ([dd9f099](dd9f099))
* Remove unsupported vector_len from PostgreSQL tutorial config ([fcc9a85](fcc9a85))
* Repair Chronon operator validation and Pixi CI setup ([#6947](#6947)) ([3710f78](3710f78))
* Report Dask monitoring read errors instead of no data ([81673d9](81673d9))
* Resolve feature view batch source name against registry ([f8883d0](f8883d0))
* Restrict UI server CORS to trusted origins ([#6986](#6986)) ([5e7ef3e](5e7ef3e))
* Return feature_view_metadata from the REST feature server ([#6927](#6927)) ([bc5aeef](bc5aeef))
* Serve aliased on demand feature views in feature services ([823b92e](823b92e))
* Snapshot tag filters in registry cache keys ([81e1546](81e1546))
* Stabilize materialization checks across hour boundaries ([#6948](#6948)) ([acadb17](acadb17))
* Stop the Couchbase online store reporting failed writes as written ([b3f3c98](b3f3c98))
* Support SQL registry dump ([b60f9c7](b60f9c7))
* Treat datetimes with a None utcoffset as naive ([687bee8](687bee8))
* Unwrap SecretStr tokens when building Trino auth objects ([#6771](#6771)) ([922db5c](922db5c))
* Use a valid ShuffleStrategy for the Ray DatasetContext ([6259f5c](6259f5c))
* Use do_exchange for offline server reads to support HPA ([bae07fc](bae07fc))
* Use group_by in Polars backend aggregation ([#6965](#6965)) ([7b9fad2](7b9fad2))
* Use upstream kubectl image as feast-operator CronJob default ([d6cc1dc](d6cc1dc))
* Use UTC end bound and correct docs for disable_event_timestamp ([#6956](#6956)) ([cc07c82](cc07c82)), closes [#6936](#6936)

### Features

* Add a non-JVM read path for Lance data sources ([#6943](#6943)) ([e2a53bb](e2a53bb)), closes [#6925](#6925) [#5782](#5782) [#6909](#6909)
* Add a non-JVM write path for Lance data sources ([#6945](#6945)) ([f754323](f754323)), closes [#6943](#6943) [#6909](#6909)
* Add Chronon online and offline store integrations ([#6188](#6188)) ([dd059c6](dd059c6))
* Add consistency_level to the Milvus online store config ([97296c1](97296c1))
* Add dualStack server option to the Feast operator ([#6887](#6887)) ([725a147](725a147)), closes [#6977](#6977)
* Add Lance optional dependencies ([#6958](#6958)) ([20bc993](20bc993))
* Add LanceFormat table format with version/tag pinning ([1196e22](1196e22)), closes [#5650](#5650)
* Add MLflow as a first-class offline DataSource for Feast ([#6702](#6702)) ([3667772](3667772))
* Add optional GLIDE client for Redis online reads ([#6870](#6870)) ([6e9a532](6e9a532))
* Add quality monitoring features for Trino offline store ([#6779](#6779)) ([9340545](9340545))
* Add SavedDatasetLanceStorage ([1118d3e](1118d3e))
* Add standalone MCP server as a first-class component ([0efab5c](0efab5c)), closes [python-keycloak#623](https://github.com/python-keycloak/issues/623)
* Add structured audit logging for MCP feature server ([#6456](#6456)) ([640ac70](640ac70))
* Add Trino compute engine for batch retrieval and materialization ([#6898](#6898)) ([11a47b4](11a47b4))
* Batch Postgres online reads across feature views ([#6832](#6832)) ([514bee7](514bee7)), closes [#3259](#3259)
* **bigtable:** Make write batch size and concurrency configurable ([#6847](#6847)) ([5388522](5388522))
* Bucket feature count labels in latency metrics ([#6811](#6811)) ([d9ea120](d9ea120))
* Expose runtime version in Feast UI ([#6843](#6843)) ([fa8f06b](fa8f06b))
* Make Milvus index and search params configurable ([ef743ff](ef743ff))
* Offline write batch for IcebergSource ([5be5ed0](5be5ed0))
* OpenLineage consumer improvements - dataset versioning, column lineage, ownership ([69f294e](69f294e))
* **operator:** Add tolerations and nodeSelector to the FeatureStore CR ([#6741](#6741)) ([03dac6f](03dac6f))
* Serve the MCP server dual-stack on --host :: ([4fc9726](4fc9726))
* Support Milvus partition keys in the Milvus online store ([0ed3285](0ed3285))
* Support token, uri and db_name in the Milvus online store ([c5efecd](c5efecd))
* Version-pinning for FeatureService (online + offline) ([#6718](#6718)) ([787845a](787845a))

### Performance Improvements

* Avoid pandas copy in Spark reads ([#6878](#6878)) ([4771156](4771156))
* Decouple metrics HTTP server into a dedicated child process ([#6855](#6855)) ([0b621de](0b621de))
* Reduce online serving hot-path overhead from metrics and audit logging ([5ee7ee3](5ee7ee3))
ntkathole added a commit to opendatahub-io/feast that referenced this pull request Oct 14, 2026
* fix: Increase feast container probe timeouts to avoid false restarts

Signed-off-by: Srihari <svenkata@redhat.com>

* chore: Remove unused hermeto offline tree and sdist requirement locks (feast-dev#6987)

* chore: Remove unused multicloud hermeto offline build tree

Drop sdk/python/feast/infra/feature_servers/multicloud/offline/, which only
supported local hermeto/arrow-from-source and RPM lock offline image builds
and is unused by Makefile CI, GitHub Actions, or the standard feature-server
Dockerfiles. Also clear related .secrets.baseline entries.

Signed-off-by: ntkathole <nikhilkathole2683@gmail.com>
Co-authored-by: Cursor <cursoragent@cursor.com>

* chore: Drop unused minimal-sdist requirement locks

Remove py3.10–3.12 minimal-sdist(-build) lockfiles, stop generating them
in lock-python-dependencies-all, and delete the minimal-sdist-build extra.
They only supported hermeto build-from-sdist offline image builds.

Signed-off-by: ntkathole <nikhilkathole2683@gmail.com>
Co-authored-by: Cursor <cursoragent@cursor.com>

* chore: Refresh pixi.lock after removing minimal-sdist-build

Keep pixi install --locked in sync with the pyproject.toml optional
dependency change so ray/duckdb CI environments can install.

Signed-off-by: ntkathole <nikhilkathole2683@gmail.com>
Co-authored-by: Cursor <cursoragent@cursor.com>

---------

Signed-off-by: ntkathole <nikhilkathole2683@gmail.com>
Co-authored-by: Cursor <cursoragent@cursor.com>

* chore(release): release 0.67.0

# [0.67.0](feast-dev/feast@v0.66.0...v0.67.0) (2026-10-13)

### Bug Fixes

* Allow dill 0.4 so UDF serialization works on Python 3.14 ([feast-dev#6858](feast-dev#6858)) ([139704f](feast-dev@139704f))
* Allow serving features while a feature view is MATERIALIZING ([feast-dev#6789](feast-dev#6789)) ([e2d7fe2](feast-dev@e2d7fe2)), closes [feast-dev#6780](feast-dev#6780)
* Allowlist the pinned commit SHA flagged by detect-secrets ([4b81d18](feast-dev@4b81d18))
* Apply point-in-time filter correctly with the Polars backend ([feast-dev#6992](feast-dev#6992)) ([01224d0](feast-dev@01224d0))
* Authorize registry server writes before deserializing UDFs ([e0ef16e](feast-dev@e0ef16e))
* Automate versioned documentation publication ([feast-dev#6763](feast-dev#6763)) ([5ad5592](feast-dev@5ad5592)), closes [feast-dev#6762](feast-dev#6762)
* Avoid NumPy generic-unit deprecation when importing feast.type_map ([5fea698](feast-dev@5fea698))
* Bind metrics, REST registry, ui, and lineage servers dual-stack ([feast-dev#6886](feast-dev#6886)) ([8d2773c](feast-dev@8d2773c))
* Bound Arrow Flight batch size in the offline server ([feast-dev#6896](feast-dev#6896)) ([d169238](feast-dev@d169238))
* Compute std and var correctly for tiled aggregations ([213a130](feast-dev@213a130))
* Convert PdfBytes values to protos like ImageBytes ([feast-dev#6968](feast-dev#6968)) ([af20fe4](feast-dev@af20fe4))
* Decode fixed_size_list as the matching Feast list value type ([feast-dev#6944](feast-dev#6944)) ([8cfe891](feast-dev@8cfe891))
* Do not log /metrics requests from the pre-fork metrics server thread ([7087f1f](feast-dev@7087f1f)), closes [feast-dev#6928](feast-dev#6928)
* Don't return from finally blocks in REST registry helpers ([d7cb4d0](feast-dev@d7cb4d0))
* Encode non-finite floats in feature server JSON responses ([feast-dev#6930](feast-dev#6930)) ([211ecb8](feast-dev@211ecb8))
* Feature freshness logic updated ([feast-dev#6765](feast-dev#6765)) ([f0bc070](feast-dev@f0bc070))
* Fix monitoring auth ([015cc84](feast-dev@015cc84))
* Handle non-nanosecond timestamps in tiled aggregations ([b8989cb](feast-dev@b8989cb))
* Improve feature list column sizing ([feast-dev#6793](feast-dev#6793)) ([2573693](feast-dev@2573693))
* Include vector attributes in Field equality ([feast-dev#6934](feast-dev#6934)) ([298c3f6](feast-dev@298c3f6))
* Increase feast container probe timeouts to avoid false restarts ([e8dbd50](feast-dev@e8dbd50))
* Infer the tensor type from retrieved values in to_tensor ([a03e323](feast-dev@a03e323))
* Infer timestamps for datetime columns in any unit or timezone ([810391f](feast-dev@810391f))
* Infer vector width when vector_length is undeclared ([0056565](feast-dev@0056565)), closes [feast-dev#6907](feast-dev#6907)
* Initialize auth managers in standalone lineage server ([feast-dev#6873](feast-dev#6873)) ([ecd0d38](feast-dev@ecd0d38))
* Keep a zero watermark delay threshold on a Kafka source ([e2e28c7](feast-dev@e2e28c7))
* Keep entity rows apart in the ibis point-in-time join ([a87c070](feast-dev@a87c070))
* Keep the BatchFeatureView type and settings when copying it ([feast-dev#6989](feast-dev#6989)) ([013fc57](feast-dev@013fc57))
* Keep tiling, offline and stream engine settings when copying a StreamFeatureView ([fac0f88](feast-dev@fac0f88))
* Limit tiled max and min aggregations to the window ([2583c45](feast-dev@2583c45))
* Load Milvus collections once instead of on every query ([feast-dev#6882](feast-dev#6882)) ([f9e91fa](feast-dev@f9e91fa))
* Make vector length validation reachable, schema-driven and vectorized ([feast-dev#6909](feast-dev#6909)) ([29af8c0](feast-dev@29af8c0)), closes [feast-dev#6907](feast-dev#6907)
* Map INT32_LIST, PDF_BYTES and IMAGE_BYTES type names to their ValueType ([8c1e825](feast-dev@8c1e825))
* Map narrow and unsigned Arrow integer types to Feast value types ([feast-dev#6960](feast-dev#6960)) ([ae74360](feast-dev@ae74360))
* Map Spark smallint and tinyint columns to INT32 ([9d42729](feast-dev@9d42729))
* Map SQL Server bigint to INT64 and float to DOUBLE ([6d15533](feast-dev@6d15533))
* Map Trino DECIMAL columns to pyarrow decimal128 ([155bc24](feast-dev@155bc24))
* Normalize Arrow-backed dtypes from Ray Dataset.to_pandas() for pyarrow >=25 compatibility ([feast-dev#6916](feast-dev#6916)) ([374f1d7](feast-dev@374f1d7))
* **operator:** Set grpc appProtocol on the offline Service port ([f9dcfb5](feast-dev@f9dcfb5))
* Pin expected tensor to same device in online retrieval test ([feast-dev#6777](feast-dev#6777)) ([1f2584d](feast-dev@1f2584d))
* Preserve an unset aggregation time window across a proto round-trip ([2000379](feast-dev@2000379))
* Preserve entity row order in precomputed reads ([ce37029](feast-dev@ce37029))
* Pull the MinIO test image from pgsty/minio ([fe27230](feast-dev@fe27230))
* Pull the MinIO test image from quay ([feast-dev#6838](feast-dev#6838)) ([367001b](feast-dev@367001b))
* Raise Trino monitoring query errors other than a missing table ([6161766](feast-dev@6161766))
* Read Kafka and Kinesis sources without a batch source from proto ([a620f5c](feast-dev@a620f5c))
* Read naive datetimes as UTC in UnixTimestamp values ([bc703d9](feast-dev@bc703d9))
* Record which storage class wrote a custom_storage payload ([feast-dev#6988](feast-dev#6988)) ([c0545f7](feast-dev@c0545f7))
* Refresh the SQL registry cache after deleting a data source ([66c55e3](feast-dev@66c55e3))
* Refresh the SQL registry cache after deleting a permission ([6b212f5](feast-dev@6b212f5))
* Reject unknown resource types and actions in the REST permission API ([a5eaa36](feast-dev@a5eaa36))
* Remove pip install command from Redis GLIDE docstring ([66ff990](feast-dev@66ff990))
* Remove runtime pip install hints from mlflow errors ([dd9f099](feast-dev@dd9f099))
* Remove unsupported vector_len from PostgreSQL tutorial config ([fcc9a85](feast-dev@fcc9a85))
* Repair Chronon operator validation and Pixi CI setup ([feast-dev#6947](feast-dev#6947)) ([3710f78](feast-dev@3710f78))
* Report Dask monitoring read errors instead of no data ([81673d9](feast-dev@81673d9))
* Resolve feature view batch source name against registry ([f8883d0](feast-dev@f8883d0))
* Restrict UI server CORS to trusted origins ([feast-dev#6986](feast-dev#6986)) ([5e7ef3e](feast-dev@5e7ef3e))
* Return feature_view_metadata from the REST feature server ([feast-dev#6927](feast-dev#6927)) ([bc5aeef](feast-dev@bc5aeef))
* Serve aliased on demand feature views in feature services ([823b92e](feast-dev@823b92e))
* Snapshot tag filters in registry cache keys ([81e1546](feast-dev@81e1546))
* Stabilize materialization checks across hour boundaries ([feast-dev#6948](feast-dev#6948)) ([acadb17](feast-dev@acadb17))
* Stop the Couchbase online store reporting failed writes as written ([b3f3c98](feast-dev@b3f3c98))
* Support SQL registry dump ([b60f9c7](feast-dev@b60f9c7))
* Treat datetimes with a None utcoffset as naive ([687bee8](feast-dev@687bee8))
* Unwrap SecretStr tokens when building Trino auth objects ([feast-dev#6771](feast-dev#6771)) ([922db5c](feast-dev@922db5c))
* Use a valid ShuffleStrategy for the Ray DatasetContext ([6259f5c](feast-dev@6259f5c))
* Use do_exchange for offline server reads to support HPA ([bae07fc](feast-dev@bae07fc))
* Use group_by in Polars backend aggregation ([feast-dev#6965](feast-dev#6965)) ([7b9fad2](feast-dev@7b9fad2))
* Use upstream kubectl image as feast-operator CronJob default ([d6cc1dc](feast-dev@d6cc1dc))
* Use UTC end bound and correct docs for disable_event_timestamp ([feast-dev#6956](feast-dev#6956)) ([cc07c82](feast-dev@cc07c82)), closes [feast-dev#6936](feast-dev#6936)

### Features

* Add a non-JVM read path for Lance data sources ([feast-dev#6943](feast-dev#6943)) ([e2a53bb](feast-dev@e2a53bb)), closes [feast-dev#6925](feast-dev#6925) [feast-dev#5782](feast-dev#5782) [feast-dev#6909](feast-dev#6909)
* Add a non-JVM write path for Lance data sources ([feast-dev#6945](feast-dev#6945)) ([f754323](feast-dev@f754323)), closes [feast-dev#6943](feast-dev#6943) [feast-dev#6909](feast-dev#6909)
* Add Chronon online and offline store integrations ([feast-dev#6188](feast-dev#6188)) ([dd059c6](feast-dev@dd059c6))
* Add consistency_level to the Milvus online store config ([97296c1](feast-dev@97296c1))
* Add dualStack server option to the Feast operator ([feast-dev#6887](feast-dev#6887)) ([725a147](feast-dev@725a147)), closes [feast-dev#6977](feast-dev#6977)
* Add Lance optional dependencies ([feast-dev#6958](feast-dev#6958)) ([20bc993](feast-dev@20bc993))
* Add LanceFormat table format with version/tag pinning ([1196e22](feast-dev@1196e22)), closes [feast-dev#5650](feast-dev#5650)
* Add MLflow as a first-class offline DataSource for Feast ([feast-dev#6702](feast-dev#6702)) ([3667772](feast-dev@3667772))
* Add optional GLIDE client for Redis online reads ([feast-dev#6870](feast-dev#6870)) ([6e9a532](feast-dev@6e9a532))
* Add quality monitoring features for Trino offline store ([feast-dev#6779](feast-dev#6779)) ([9340545](feast-dev@9340545))
* Add SavedDatasetLanceStorage ([1118d3e](feast-dev@1118d3e))
* Add standalone MCP server as a first-class component ([0efab5c](feast-dev@0efab5c)), closes [python-keycloak#623](https://github.com/python-keycloak/issues/623)
* Add structured audit logging for MCP feature server ([feast-dev#6456](feast-dev#6456)) ([640ac70](feast-dev@640ac70))
* Add Trino compute engine for batch retrieval and materialization ([feast-dev#6898](feast-dev#6898)) ([11a47b4](feast-dev@11a47b4))
* Batch Postgres online reads across feature views ([feast-dev#6832](feast-dev#6832)) ([514bee7](feast-dev@514bee7)), closes [feast-dev#3259](feast-dev#3259)
* **bigtable:** Make write batch size and concurrency configurable ([feast-dev#6847](feast-dev#6847)) ([5388522](feast-dev@5388522))
* Bucket feature count labels in latency metrics ([feast-dev#6811](feast-dev#6811)) ([d9ea120](feast-dev@d9ea120))
* Expose runtime version in Feast UI ([feast-dev#6843](feast-dev#6843)) ([fa8f06b](feast-dev@fa8f06b))
* Make Milvus index and search params configurable ([ef743ff](feast-dev@ef743ff))
* Offline write batch for IcebergSource ([5be5ed0](feast-dev@5be5ed0))
* OpenLineage consumer improvements - dataset versioning, column lineage, ownership ([69f294e](feast-dev@69f294e))
* **operator:** Add tolerations and nodeSelector to the FeatureStore CR ([feast-dev#6741](feast-dev#6741)) ([03dac6f](feast-dev@03dac6f))
* Serve the MCP server dual-stack on --host :: ([4fc9726](feast-dev@4fc9726))
* Support Milvus partition keys in the Milvus online store ([0ed3285](feast-dev@0ed3285))
* Support token, uri and db_name in the Milvus online store ([c5efecd](feast-dev@c5efecd))
* Version-pinning for FeatureService (online + offline) ([feast-dev#6718](feast-dev#6718)) ([787845a](feast-dev@787845a))

### Performance Improvements

* Avoid pandas copy in Spark reads ([feast-dev#6878](feast-dev#6878)) ([4771156](feast-dev@4771156))
* Decouple metrics HTTP server into a dedicated child process ([feast-dev#6855](feast-dev#6855)) ([0b621de](feast-dev@0b621de))
* Reduce online serving hot-path overhead from metrics and audit logging ([5ee7ee3](feast-dev@5ee7ee3))

---------

Signed-off-by: Srihari <svenkata@redhat.com>
Signed-off-by: ntkathole <nikhilkathole2683@gmail.com>
Co-authored-by: Srihari <svenkata@redhat.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: feast-ci-bot <feast-ci-bot@willem.co>
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Projects

None yet

Development

Successfully merging this pull request may close these issues.

3 participants