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GeezerVison is showing github.com — feat: Spark Transformation by haoxu0 · Pull Request #5185 · feast-dev/feast

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@haoxu0

@haoxu0 haoxu0 commented Mar 25, 2025 •
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What this PR does / why we need it:

Spark Transformation with udf:

spark_transformation = Transformation(
    mode=TransformationMode.SPARK,
    udf=remove_extra_spaces,
    udf_string="remove extra spaces",
)

Or

spark_transformation = SparkTransformation(
    mode=TransformationMode.SPARK,
    udf=remove_extra_spaces,
    udf_string="remove extra spaces",
)

Spark Transformation with Spark SQL:

spark_transformation = SparkTransformation(
    mode=TransformationMode.SPARK_SQL,
    udf=remove_extra_spaces_sql,
    udf_string="remove extra spaces sql",
)

Can also pass in a spark_config parameter:

spark_transformation = SparkTransformation(
    mode=TransformationMode.SPARK_SQL,
    spark_config={"driver.memory": "2G"},
    ...
)

The spark_config can be refactored to be consistent with offline spark store in the future.

Which issue(s) this PR fixes:

Misc

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haoxu0 added 4 commits March 24, 2025 20:28
@haoxu0
add spark transformation
df993df
Signed-off-by: HaoXuAI <[email protected]>
@haoxu0
fix lint
da67d7d
Signed-off-by: HaoXuAI <[email protected]>
@haoxu0
Merge branch 'master' into transformation-spark
08c3493
@haoxu0
fix lint issue
0992fb2
Signed-off-by: HaoXuAI <[email protected]>
@haoxu0
haoxu0 requested a review from a team as a code owner March 25, 2025 03:39
@haoxu0 haoxu0 added the ok-to-test label Mar 25, 2025
@haoxu0
fix unit test
2577fd3
Signed-off-by: HaoXuAI <[email protected]>
haoxu0
haoxu0 commented Mar 25, 2025
View reviewed changes
Comment thread sdk/python/tests/utils/ssl_certifcates_util.py
@@ -8,7 +8,7 @@
from cryptography import x509

@haoxu0 haoxu0 Mar 25, 2025

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Have to update this to pass mypy check. probably because of some mypy version change.

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@haoxu0 haoxu0 changed the title [DRAFT] Spark Transformation feat: [DRAFT] Spark Transformation Mar 25, 2025
@haoxu0 haoxu0 changed the title feat: [DRAFT] Spark Transformation feat: Spark Transformation Mar 25, 2025
haoxu0 added 2 commits March 24, 2025 21:49
@haoxu0
add doc
a92da11
Signed-off-by: HaoXuAI <[email protected]>
@haoxu0
add doc
d8b7732
Signed-off-by: HaoXuAI <[email protected]>
franciscojavierarceo
franciscojavierarceo approved these changes Mar 26, 2025
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@franciscojavierarceo franciscojavierarceo left a comment

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lgtm!

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@franciscojavierarceo
franciscojavierarceo merged commit be3d85c into master Mar 26, 2025
franciscojavierarceo pushed a commit that referenced this pull request Apr 7, 2025
@feast-ci-bot
chore(release): release 0.48.0
8838320
# [0.48.0](v0.47.0...v0.48.0) (2025-04-07)

### Bug Fixes

* Enhance integration logos display and styling in the UI ([#5221](#5221)) ([5799257](5799257))
* Fix space typo in push.md docs ([#5184](#5184)) ([81677b2](81677b2))
* Fixed integration tests for qdrant and milvus ([#5224](#5224)) ([d6b080d](d6b080d))
* Formatting trino ([760ec0e](760ec0e))
* Multiple fixes in retrieval of online documents ([#5168](#5168)) ([66ddd3e](66ddd3e))
* Operator route creation for Feast UI in OpenShift ([e3946b4](e3946b4))
* Remove entity_rows parameter from retrieve_online_documents_v2 call ([#5225](#5225)) ([2a2e304](2a2e304))
* Styling ([#5222](#5222)) ([34c393c](34c393c))
* typo in the chart ([bd3448b](bd3448b))
* Update milvus-quickstart and feature_store.yaml with correct Milvus Config ([#5200](#5200)) ([306acca](306acca))
* Update Qdrant online store paths in repo_config.py ([#5207](#5207)) ([ab35b0b](ab35b0b)), closes [#5206](#5206)
* Update the doc ([#5194](#5194)) ([726464e](726464e))
* Updated the operator-rabc example to test RBAC from a Kubernete pod ([#5147](#5147)) ([d23a1a5](d23a1a5))

### Features

* add `real`(float32) type for trino offline store ([#4749](#4749)) ([0947f96](0947f96))
* Add async DynamoDB timeout and retry configuration ([#5178](#5178)) ([2f3bcf5](2f3bcf5))
* Add CronJob capability to the Operator (feast apply & materialize-incremental) ([#5217](#5217)) ([285c0dc](285c0dc))
* Add RAG tutorial and Use Cases documentation ([#5226](#5226)) ([99f4004](99f4004))
* Added CLI for features, get historical and online features ([#5197](#5197)) ([4ab9f74](4ab9f74))
* Added export support in feast UI ([#5198](#5198)) ([b079553](b079553))
* Added global registry search support in Feast UI ([#5195](#5195)) ([f09ea49](f09ea49))
* Added UI for Features list ([#5192](#5192)) ([cc7fd47](cc7fd47))
* Adding blog on RAG with Milvus ([#5161](#5161)) ([b9e2e6c](b9e2e6c))
* Adding Docling RAG demo ([#5109](#5109)) ([569404b](569404b))
* Allow transformations on writes to output list of entities ([#5209](#5209)) ([955521a](955521a))
* Cache get_any_feature_view results ([#5175](#5175)) ([924b8a3](924b8a3))
* Clickhouse offline store ([#4725](#4725)) ([86794c2](86794c2))
* Enable keyword search for Milvus ([#5199](#5199)) ([ac44967](ac44967))
* Enable transformations on PDFs ([#5172](#5172)) ([3674971](3674971))
* Enable users to use Entity Query as CTE during historical retrieval ([#5202](#5202)) ([fe69eaf](fe69eaf))
* helm support more deployment config ([d575372](d575372))
* Improved CLI file structuring ([#5201](#5201)) ([972ed34](972ed34))
* Kickoff Transformation implementationtransformation code base ([#5181](#5181)) ([0083303](0083303))
* Make keep-alive timeout configurable for async DynamoDB connections ([#5167](#5167)) ([7f3e528](7f3e528))
* Operator mounts the odh-trusted-ca-bundle configmap when deployed on RHOAI or ODH ([d4d7b0d](d4d7b0d))
* Spark Transformation ([#5185](#5185)) ([be3d85c](be3d85c))
jfw-ppi pushed a commit to jfw-ppi/feast that referenced this pull request Jun 7, 2025
@haoxu0 @jfw-ppi
feat: Spark Transformation (feast-dev#5185)
7c8397b
* add spark transformation

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

* fix lint

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

* fix lint issue

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

* fix unit test

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

* add doc

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

* add doc

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

---------

Signed-off-by: HaoXuAI <[email protected]>
Signed-off-by: Jacob Weinhold <[email protected]>
jfw-ppi pushed a commit to jfw-ppi/feast that referenced this pull request Jun 7, 2025
@feast-ci-bot @jfw-ppi
chore(release): release 0.48.0
cc36081
# [0.48.0](feast-dev/feast@v0.47.0...v0.48.0) (2025-04-07)

### Bug Fixes

* Enhance integration logos display and styling in the UI ([feast-dev#5221](feast-dev#5221)) ([5799257](feast-dev@5799257))
* Fix space typo in push.md docs ([feast-dev#5184](feast-dev#5184)) ([81677b2](feast-dev@81677b2))
* Fixed integration tests for qdrant and milvus ([feast-dev#5224](feast-dev#5224)) ([d6b080d](feast-dev@d6b080d))
* Formatting trino ([760ec0e](feast-dev@760ec0e))
* Multiple fixes in retrieval of online documents ([feast-dev#5168](feast-dev#5168)) ([66ddd3e](feast-dev@66ddd3e))
* Operator route creation for Feast UI in OpenShift ([e3946b4](feast-dev@e3946b4))
* Remove entity_rows parameter from retrieve_online_documents_v2 call ([feast-dev#5225](feast-dev#5225)) ([2a2e304](feast-dev@2a2e304))
* Styling ([feast-dev#5222](feast-dev#5222)) ([34c393c](feast-dev@34c393c))
* typo in the chart ([bd3448b](feast-dev@bd3448b))
* Update milvus-quickstart and feature_store.yaml with correct Milvus Config ([feast-dev#5200](feast-dev#5200)) ([306acca](feast-dev@306acca))
* Update Qdrant online store paths in repo_config.py ([feast-dev#5207](feast-dev#5207)) ([ab35b0b](feast-dev@ab35b0b)), closes [feast-dev#5206](feast-dev#5206)
* Update the doc ([feast-dev#5194](feast-dev#5194)) ([726464e](feast-dev@726464e))
* Updated the operator-rabc example to test RBAC from a Kubernete pod ([feast-dev#5147](feast-dev#5147)) ([d23a1a5](feast-dev@d23a1a5))

### Features

* add `real`(float32) type for trino offline store ([feast-dev#4749](feast-dev#4749)) ([0947f96](feast-dev@0947f96))
* Add async DynamoDB timeout and retry configuration ([feast-dev#5178](feast-dev#5178)) ([2f3bcf5](feast-dev@2f3bcf5))
* Add CronJob capability to the Operator (feast apply & materialize-incremental) ([feast-dev#5217](feast-dev#5217)) ([285c0dc](feast-dev@285c0dc))
* Add RAG tutorial and Use Cases documentation ([feast-dev#5226](feast-dev#5226)) ([99f4004](feast-dev@99f4004))
* Added CLI for features, get historical and online features ([feast-dev#5197](feast-dev#5197)) ([4ab9f74](feast-dev@4ab9f74))
* Added export support in feast UI ([feast-dev#5198](feast-dev#5198)) ([b079553](feast-dev@b079553))
* Added global registry search support in Feast UI ([feast-dev#5195](feast-dev#5195)) ([f09ea49](feast-dev@f09ea49))
* Added UI for Features list ([feast-dev#5192](feast-dev#5192)) ([cc7fd47](feast-dev@cc7fd47))
* Adding blog on RAG with Milvus ([feast-dev#5161](feast-dev#5161)) ([b9e2e6c](feast-dev@b9e2e6c))
* Adding Docling RAG demo ([feast-dev#5109](feast-dev#5109)) ([569404b](feast-dev@569404b))
* Allow transformations on writes to output list of entities ([feast-dev#5209](feast-dev#5209)) ([955521a](feast-dev@955521a))
* Cache get_any_feature_view results ([feast-dev#5175](feast-dev#5175)) ([924b8a3](feast-dev@924b8a3))
* Clickhouse offline store ([feast-dev#4725](feast-dev#4725)) ([86794c2](feast-dev@86794c2))
* Enable keyword search for Milvus ([feast-dev#5199](feast-dev#5199)) ([ac44967](feast-dev@ac44967))
* Enable transformations on PDFs ([feast-dev#5172](feast-dev#5172)) ([3674971](feast-dev@3674971))
* Enable users to use Entity Query as CTE during historical retrieval ([feast-dev#5202](feast-dev#5202)) ([fe69eaf](feast-dev@fe69eaf))
* helm support more deployment config ([d575372](feast-dev@d575372))
* Improved CLI file structuring ([feast-dev#5201](feast-dev#5201)) ([972ed34](feast-dev@972ed34))
* Kickoff Transformation implementationtransformation code base ([feast-dev#5181](feast-dev#5181)) ([0083303](feast-dev@0083303))
* Make keep-alive timeout configurable for async DynamoDB connections ([feast-dev#5167](feast-dev#5167)) ([7f3e528](feast-dev@7f3e528))
* Operator mounts the odh-trusted-ca-bundle configmap when deployed on RHOAI or ODH ([d4d7b0d](feast-dev@d4d7b0d))
* Spark Transformation ([feast-dev#5185](feast-dev#5185)) ([be3d85c](feast-dev@be3d85c))

Signed-off-by: Jacob Weinhold <[email protected]>
@franciscojavierarceo franciscojavierarceo mentioned this pull request Jan 14, 2026
Add blog post on new transformation framework #5856
Open
Copilot AI mentioned this pull request Jan 14, 2026
docs: Add blog post on unified transformation framework #5858
Draft
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@haoxu0 @franciscojavierarceo
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