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feat: Add Pytorch template by franciscojavierarceo · Pull Request #5780 · feast-dev/feast · GitHub
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feat: Add Pytorch template#5780

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franciscojavierarceo merged 3 commits into
masterfrom
pytorch-template
Dec 16, 2025
Merged

feat: Add Pytorch template#5780
franciscojavierarceo merged 3 commits into
masterfrom
pytorch-template

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franciscojavierarceo commented Dec 16, 2025
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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 requested a review from a team as a code owner December 16, 2025 16:47
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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Choose a reason Spam Abuse Off Topic Outdated Duplicate Resolved Low Quality Hide comment

Lgtm

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Choose a reason Spam Abuse Off Topic Outdated Duplicate Resolved Low Quality Hide comment

lgtm

Hide details View details 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))
antznette1 pushed a commit to antznette1/feast that referenced this pull request Jan 3, 2026
* feat: Add PyTorch NLP template with sentiment analysis and update CLI to support repo-path * feat: Add PyTorch NLP template with sentiment analysis and update CLI to support repo-path * fix linter Signed-off-by: Francisco Javier Arceo <farceo@redhat.com> --------- Signed-off-by: Francisco Javier Arceo <farceo@redhat.com> Signed-off-by: Anthonette Adanyin <106275232+antznette1@users.noreply.github.com>
antznette1 pushed a commit to antznette1/feast that referenced this pull request Jan 3, 2026
# [0.58.0](feast-dev/feast@v0.57.0...v0.58.0) (2025-12-16) ### Bug Fixes * Add java proto ([feast-dev#5719](feast-dev#5719)) ([fc3ea20](feast-dev@fc3ea20)) * Add possibility to force full features names for materialize ops ([feast-dev#5728](feast-dev#5728)) ([55c9c36](feast-dev@55c9c36)) * Fixed file registry cache sync ([09505d4](feast-dev@09505d4)) * Handle hyphon in sqlite project name ([feast-dev#5575](feast-dev#5575)) ([feast-dev#5749](feast-dev#5749)) ([b8346ff](feast-dev@b8346ff)) * Pinned substrait to fix protobuf issue ([d0ef4da](feast-dev@d0ef4da)) * Set TLS certificate annotation only on gRPC service ([feast-dev#5715](feast-dev#5715)) ([75d13db](feast-dev@75d13db)) * SQLite online store deletes tables from other projects in shared registry scenarios ([feast-dev#5766](feast-dev#5766)) ([fabce76](feast-dev@fabce76)) * Validate not existing entity join keys for preventing panic ([0b93559](feast-dev@0b93559)) ### Features * Add annotations for pod templates ([534e647](feast-dev@534e647)) * Add Pytorch template ([feast-dev#5780](feast-dev#5780)) ([6afd353](feast-dev@6afd353)) * Add support for extra options for stream source ([feast-dev#5618](feast-dev#5618)) ([18956c2](feast-dev@18956c2)) * Added matched_tag field search api results with fuzzy search capabilities ([feast-dev#5769](feast-dev#5769)) ([4a9ffae](feast-dev@4a9ffae)) * Added support for enabling metrics in Feast Operator ([feast-dev#5317](feast-dev#5317)) ([feast-dev#5748](feast-dev#5748)) ([a8498c2](feast-dev@a8498c2)) * Configure CacheTTLSecondscache,CacheMode for file-based registry in Feast Operator([feast-dev#5708](feast-dev#5708)) ([feast-dev#5744](feast-dev#5744)) ([f25f83b](feast-dev@f25f83b)) * Implemented Tiling Support for Time-Windowed Aggregations ([feast-dev#5724](feast-dev#5724)) ([7a99166](feast-dev@7a99166)) * Offline Store historical features retrieval based on datetime range for spark ([feast-dev#5720](feast-dev#5720)) ([27ec8ec](feast-dev@27ec8ec)) * Offline Store historical features retrieval based on datetime range in dask ([feast-dev#5717](feast-dev#5717)) ([a16582a](feast-dev@a16582a)) * Production ready feast operator with v1 apiversion ([feast-dev#5771](feast-dev#5771)) ([49359c6](feast-dev@49359c6)) * Support for Map value data type ([feast-dev#5768](feast-dev#5768)) ([feast-dev#5772](feast-dev#5772)) ([b99a8a9](feast-dev@b99a8a9)) Signed-off-by: Anthonette Adanyin <106275232+antznette1@users.noreply.github.com>
franciscojavierarceo added a commit that referenced this pull request Jan 5, 2026
* feat: Add PyTorch NLP template with sentiment analysis and update CLI to support repo-path * feat: Add PyTorch NLP template with sentiment analysis and update CLI to support repo-path * fix linter Signed-off-by: Francisco Javier Arceo <farceo@redhat.com> --------- Signed-off-by: Francisco Javier Arceo <farceo@redhat.com>
franciscojavierarceo pushed a commit that referenced this pull request Jan 5, 2026
# [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)) Signed-off-by: Francisco Javier Arceo <farceo@redhat.com>
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