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GeezerVison is showing github.com — feat: Adding blog on RAG with Milvus by franciscojavierarceo · Pull Request #5161 · feast-dev/feast

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franciscojavierarceo commented Mar 17, 2025 •

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What this PR does / why we need it:

Blog post on Milvus, RAG, and Feast.

Which issue(s) this PR fixes:

N/A

Misc

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franciscojavierarceo added 2 commits

March 17, 2025 13:25


          feat: Adding blog on RAG with Milvus

946ffa3

Signed-off-by: Francisco Javier Arceo <[email protected]>


          minor changes

13e4330

Signed-off-by: Francisco Javier Arceo <[email protected]>

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		citizen so that you can rely on Feast to customize your AI applications. If you have thoughts or ideas
		feel free to reach out!

		# What is Retrieval Augmented Generation (RAG)?

woop Mar 17, 2025

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This section is fine, but can probably be simplified. We can assume readers know what RAG is and dont need to be educated on it.

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		only retrieval pattern that can be useful. In fact, standard entity-based retrieval can be very powerful for
		applications where relevant user-context is necessary.

		# How does that relate to Feast?

woop Mar 17, 2025

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I'd add a section on how RAG falls apart today with only a vector store and no feature store.

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franciscojavierarceo Mar 17, 2025

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Good call.

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		# How does that relate to Feast?
		Feast is focused on supporting the lifecycle of data for AI/ML applications. Feast was built to support the
		offline training, online serving, and metadata management so that users can successfully scale their production AI

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very hand wavy "scale" -> I'd make it more clear what Feast helps with specifically.

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franciscojavierarceo Mar 17, 2025

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I kind of want to balance brevity and Feast semantics (it's not always obvious to non-Feast users what an offline vs online store is). I'll try to clarify.

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		- Reranking mechanisms
		- Fine Tuning embedding, retrieval, and generative models

		# Feast Powered by Milvus

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I'd spell out what the user should be getting. "Here's an example of using Feast to do X Y and Z. Milvus provides B, while Feast makes it easier to do A"

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franciscojavierarceo and others added 3 commits

March 25, 2025 20:24


          Adding diagram

65211f5


          Rename image.png to milvus-rag.png

a9b2a1a


          Update retrieval-augmentation-with-feast.md

027cb4b

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Some comments to help with the flow of the blog.

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franciscojavierarceo added 6 commits

April 2, 2025 09:32


          Merge branch 'feast-dev:master' into milvus-blog-post

6d7e1ac


          incorporating Willem's feedback

Signed-off-by: Francisco Javier Arceo <[email protected]>


          adjust blog and image

ee53d42

Signed-off-by: Francisco Javier Arceo <[email protected]>


          updated copy

7e1e3d2

Signed-off-by: Francisco Javier Arceo <[email protected]>


          adding github link

ce1b114

Signed-off-by: Francisco Javier Arceo <[email protected]>


          finished blog post, good enough

5de9019

Signed-off-by: Francisco Javier Arceo <[email protected]>

franciscojavierarceo marked this pull request as ready for review

April 3, 2025 01:42

franciscojavierarceo requested a review from a team as a code owner

April 3, 2025 01:42

haoxu0 approved these changes

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infra/website/docs/blog/rag-with-feast.md

		* Monitoring features in production

		And Feast was specifically designed to address these challenges.

haoxu0 Apr 3, 2025

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lgtm！

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franciscojavierarceo enabled auto-merge (squash)

April 3, 2025 02:57

franciscojavierarceo disabled auto-merge

April 3, 2025 02:57

franciscojavierarceo merged commit b9e2e6c into feast-dev:master

Apr 3, 2025

franciscojavierarceo pushed a commit that referenced this pull request

Apr 7, 2025


          chore(release): release 0.48.0

# [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


          feat: Adding blog on RAG with Milvus (feast-dev#5161)

325eab3

* feat: Adding blog on RAG with Milvus

Signed-off-by: Francisco Javier Arceo <[email protected]>

* minor changes

Signed-off-by: Francisco Javier Arceo <[email protected]>

* Adding diagram

* Rename image.png to milvus-rag.png

* Update retrieval-augmentation-with-feast.md

* incorporating Willem's feedback

Signed-off-by: Francisco Javier Arceo <[email protected]>

* adjust blog and image

Signed-off-by: Francisco Javier Arceo <[email protected]>

* updated copy

Signed-off-by: Francisco Javier Arceo <[email protected]>

* adding github link

Signed-off-by: Francisco Javier Arceo <[email protected]>

* finished blog post, good enough

Signed-off-by: Francisco Javier Arceo <[email protected]>

---------

Signed-off-by: Francisco Javier Arceo <[email protected]>
Signed-off-by: Francisco Javier Arceo <[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


          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]>

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franciscojavierarceo commented Mar 17, 2025 • edited Loading Uh oh! There was an error while loading. Please reload this page.

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What this PR does / why we need it:

Which issue(s) this PR fixes:

Misc

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franciscojavierarceo commented Mar 17, 2025 •

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