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@franciscojavierarceo franciscojavierarceo commented Dec 16, 2025

What this PR does / why we need it:

Adds a new Feast template for NLP sentiment analysis using PyTorch and Hugging Face transformers.

Features

  • feast init pytorch-nlp template initialization
  • --repo-path parameter for custom directory initialization
  • Real-time sentiment analysis with BERTweet model
  • On-demand feature views for ML inference
  • SQLite-only configuration (no external dependencies)
  • Complete documentation with HTTP API examples
feast init my-sentiment-project -t pytorch_nlp
cd my-sentiment-project
pip install feast[nlp]
cd feature_repo && feast apply && feast materialize-incremental $(date -u +"%Y-%m-%dT%H:%M:%S")
feast serve --host 0.0.0.0 --port 6566

Which issue(s) this PR fixes:

Misc

@franciscojavierarceo franciscojavierarceo requested a review from a team as a code owner December 16, 2025 16:47
@franciscojavierarceo franciscojavierarceo changed the title Pytorch template feat: Add Pytorch template Dec 16, 2025
Signed-off-by: Francisco Javier Arceo <farceo@redhat.com>
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@HaoXuAI HaoXuAI left a comment

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Lgtm

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@shuchu shuchu left a comment

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lgtm

@franciscojavierarceo franciscojavierarceo merged commit 6afd353 into master Dec 16, 2025
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franciscojavierarceo pushed a commit that referenced this pull request Dec 16, 2025
# [0.58.0](v0.57.0...v0.58.0) (2025-12-16)

### Bug Fixes

* Add java proto ([#5719](#5719)) ([fc3ea20](fc3ea20))
* Add possibility to force full features names for materialize ops ([#5728](#5728)) ([55c9c36](55c9c36))
* Fixed file registry cache sync ([09505d4](09505d4))
* Handle hyphon in sqlite project name ([#5575](#5575)) ([#5749](#5749)) ([b8346ff](b8346ff))
* Pinned substrait to fix protobuf issue ([d0ef4da](d0ef4da))
* Set TLS certificate annotation only on gRPC service ([#5715](#5715)) ([75d13db](75d13db))
* SQLite online store deletes tables from other projects in shared registry scenarios ([#5766](#5766)) ([fabce76](fabce76))
* Validate not existing entity join keys for preventing panic ([0b93559](0b93559))

### Features

* Add annotations for pod templates ([534e647](534e647))
* Add Pytorch template ([#5780](#5780)) ([6afd353](6afd353))
* Add support for extra options for stream source ([#5618](#5618)) ([18956c2](18956c2))
* Added matched_tag field search api results with fuzzy search capabilities ([#5769](#5769)) ([4a9ffae](4a9ffae))
* Added support for enabling metrics in Feast Operator ([#5317](#5317)) ([#5748](#5748)) ([a8498c2](a8498c2))
* Configure CacheTTLSecondscache,CacheMode for file-based registry in Feast Operator([#5708](#5708)) ([#5744](#5744)) ([f25f83b](f25f83b))
* Implemented Tiling Support for Time-Windowed Aggregations ([#5724](#5724)) ([7a99166](7a99166))
* Offline Store historical features retrieval based on datetime range for spark ([#5720](#5720)) ([27ec8ec](27ec8ec))
* Offline Store historical features retrieval based on datetime range in dask ([#5717](#5717)) ([a16582a](a16582a))
* Production ready feast operator with v1 apiversion ([#5771](#5771)) ([49359c6](49359c6))
* Support for Map value data type ([#5768](#5768)) ([#5772](#5772)) ([b99a8a9](b99a8a9))
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4 participants