feat: Implemented Tiling Support for Time-Windowed Aggregations by ntkathole · Pull Request #5724 · feast-dev/feast · GitHub

What this PR does / why we need it:

This PR implements tiling for computing time-windowed aggregations efficiently by pre-aggregating data into small, time-bucketed units (tiles) that can be reused across multiple queries. Instead of scanning all raw events for each window, it:

Pre-aggregates data into small time buckets (tiles)
Computes windowed aggregations by subtracting tiles: window_at_T = tile_at_T - tile_at_(T-window_size)
Stores intermediate representations (IRs) for holistic aggregations (avg, std, var) to enable correct merging
Integrates tiling into Spark and Ray compute engines for StreamFeatureView

Sawtooth Window Tiling

Tile Generation: Events bucketed into hop-sized intervals (e.g., 1-minute tiles)
Cumulative Aggregation: Each tile contains cumulative sum/count from start
Window Computation: Windowed aggregation = tile_at_T - tile_at_(T-window_size)
IR Handling: For holistic aggs, IRs subtracted separately, then final value recomputed

Enable Tiling in StreamFeatureView

sales_features = StreamFeatureView(
    name="sales_features",
    entities=[customer],
    source=kafka_source,
    aggregations=[
        Aggregation(
            column="amount",
            function="avg",
            time_window=timedelta(minutes=5),
        ),
        Aggregation(
            column="amount",
            function="sum",
            time_window=timedelta(minutes=5),
        ),
    ],
    timestamp_field="event_timestamp",
    enable_tiling=True,                      # Enable tiling optimization
    tiling_hop_size=timedelta(minutes=1),    # Generate tiles every 1 minute
)

Architecture

┌─────────────────────────────────────────────────────────────┐
│  StreamFeatureView (enable_tiling=True)                     │
└────────────────────────┬────────────────────────────────────┘
                         │
         ┌───────────────┴───────────────┐
         │                               │
    ┌────▼────┐                    ┌────▼────┐
    │  Spark  │                    │   Ray   │
    │  Node   │                    │  Node   │
    └────┬────┘                    └────┬────┘
         │                               │
         │  Convert to pandas            │
         ▼                               ▼
┌─────────────────────────────────────────────────────────────┐
│  Tiling Logic.                                                        │
│  ┌──────────────────────────────────────────────────────┐   │
│  │  orchestrator.apply_sawtooth_window_tiling()         │   │
│  │  - Group by entity + hop interval                    │   │
│  │  - Compute cumulative aggregations (tiles)           │   │
│  │  - Output: Cumulative tiles at each hop              │   │
│  └──────────────────────┬───────────────────────────────┘   │
│                         │                                    │
│  ┌──────────────────────▼───────────────────────────────┐   │
│  │  tile_subtraction.convert_cumulative_to_windowed()   │   │
│  │  - Subtract tiles: window = tile_T - tile_(T-W)      │   │
│  │  - Recompute holistic aggs from IRs                  │   │
│  │  - Output: Windowed aggregations                     │   │
│  └──────────────────────┬───────────────────────────────┘   │
│                         │                                    │
│  ┌──────────────────────▼───────────────────────────────┐   │
│  │  tile_subtraction.deduplicate_keep_latest()          │   │
│  │  - Keep latest window per entity                     │   │
│  └──────────────────────────────────────────────────────┘   │
└─────────────────────────┬───────────────────────────────────┘
                          │  Convert back to engine format
                          ▼
                  ┌───────────────┐
                  │ Online Store  │
                  │               │
                  └───────────────┘

Pull Request Overview

This PR implements tiling support for efficient time-windowed aggregations in Feast's streaming feature views. The implementation uses a sawtooth window tiling algorithm with intermediate representations (IRs) to enable correct merging of holistic aggregations (avg, std, var) while providing performance benefits for streaming scenarios.

Key Changes:

Adds core tiling logic with IR-based aggregation in new infra/tiling/ module
Extends StreamFeatureView with enable_tiling and tiling_hop_size configuration options
Integrates tiling into Spark and Ray compute engines with pandas-based processing
Updates protobuf definitions and documentation

Reviewed Changes

Copilot reviewed 17 out of 17 changed files in this pull request and generated 23 comments.

Show a summary per file

File	Description
sdk/python/feast/infra/tiling/base.py	Defines IR metadata structures for algebraic and holistic aggregations
sdk/python/feast/infra/tiling/orchestrator.py	Implements cumulative tile generation using sawtooth window algorithm
sdk/python/feast/infra/tiling/tile_subtraction.py	Converts cumulative tiles to windowed aggregations via tile subtraction
sdk/python/feast/infra/tiling/__init__.py	Exports tiling module public API
sdk/python/feast/stream_feature_view.py	Adds tiling configuration to StreamFeatureView class
protos/feast/core/StreamFeatureView.proto	Adds protobuf fields for tiling configuration
sdk/python/feast/protos/feast/core/StreamFeatureView_pb2.py	Generated protobuf Python code for tiling fields
sdk/python/feast/protos/feast/core/StreamFeatureView_pb2.pyi	Generated protobuf type stubs for tiling fields
sdk/python/feast/infra/compute_engines/spark/nodes.py	Implements tiling execution path for Spark engine
sdk/python/feast/infra/compute_engines/spark/feature_builder.py	Passes tiling config to Spark aggregation nodes
sdk/python/feast/infra/compute_engines/ray/nodes.py	Implements tiling execution path for Ray engine
sdk/python/feast/infra/compute_engines/ray/feature_builder.py	Passes tiling config to Ray aggregation nodes
sdk/python/feast/utils.py	Extracts input columns from aggregations for feature views
sdk/python/tests/unit/infra/compute_engines/spark/test_nodes.py	Updates test to pass required spark_session parameter
docs/getting-started/concepts/tiling.md	Comprehensive documentation on tiling concepts and usage
docs/getting-started/concepts/stream-feature-view.md	Adds reference to tiling documentation
docs/getting-started/concepts/README.md	Adds tiling.md to concepts index

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Really cool. Is there a way to merge with the Aggregation interface? Or something like
aggregation/

Aggregation -- Base aggregation interface
tiling/

yea, this make sense. Changed now to:

feast/
  - aggregation/
    - __init__.py (Aggregation class)
    - tiling/

Signed-off-by: ntkathole <nikhilkathole2683@gmail.com>

Happy Thanksgiving! 🚀🚀🚀

…t-dev#5724)

…t-dev#5724) Signed-off-by: Jacob Weinhold <29459386+jfw-ppi@users.noreply.github.com>

# [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))

# [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>

# [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>

ntkathole requested a review from a team as a code owner November 16, 2025 11:17

ntkathole force-pushed the aggregation_tiling branch from 6b05deb to 570debe Compare November 16, 2025 11:33

franciscojavierarceo requested a review from Copilot November 17, 2025 15:34

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ntkathole force-pushed the aggregation_tiling branch from 570debe to dd83c13 Compare November 17, 2025 15:41

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ntkathole force-pushed the aggregation_tiling branch 2 times, most recently from 7189d22 to 839c7a4 Compare November 21, 2025 15:51

ntkathole added 2 commits November 21, 2025 21:24

feat: Implemented tiling support

0df22f3

Signed-off-by: ntkathole <nikhilkathole2683@gmail.com>

chore: Created Aggregation interface

712d5f9

Signed-off-by: ntkathole <nikhilkathole2683@gmail.com>

ntkathole force-pushed the aggregation_tiling branch from 839c7a4 to 712d5f9 Compare November 21, 2025 15:55

ntkathole added the ok-to-test label Nov 23, 2025

ntkathole requested review from HaoXuAI and franciscojavierarceo November 24, 2025 12:53

franciscojavierarceo approved these changes Nov 28, 2025

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Merge branch 'master' into aggregation_tiling

49c2792

franciscojavierarceo merged commit 7a99166 into feast-dev:master Nov 28, 2025
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jfw-ppi pushed a commit to jfw-ppi/feast that referenced this pull request Nov 30, 2025

feat: Implemented Tiling Support for Time-Windowed Aggregations (feas…

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…t-dev#5724)

jfw-ppi pushed a commit to jfw-ppi/feast that referenced this pull request Nov 30, 2025

feat: Implemented Tiling Support for Time-Windowed Aggregations (feas…

04dc34f

…t-dev#5724) Signed-off-by: Jacob Weinhold <29459386+jfw-ppi@users.noreply.github.com>

feat: Implemented Tiling Support for Time-Windowed Aggregations by ntkathole · Pull Request #5724 · feast-dev/feast · GitHub

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feat: Implemented Tiling Support for Time-Windowed Aggregations - #5724

feat: Implemented Tiling Support for Time-Windowed Aggregations#5724
franciscojavierarceo merged 3 commits into
feast-dev:masterfrom
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		@@ -0,0 +1,27 @@
		"""
		Tiling for efficient time-windowed aggregations.

feat: Implemented Tiling Support for Time-Windowed Aggregations by ntkathole · Pull Request #5724 · feast-dev/feast · GitHub

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feat: Implemented Tiling Support for Time-Windowed Aggregations - #5724

feat: Implemented Tiling Support for Time-Windowed Aggregations#5724franciscojavierarceo merged 3 commits intofeast-dev:masterfeast-dev/feast:masterfrom ntkathole:aggregation_tilingntkathole/feast:aggregation_tilingCopy head branch name to clipboard

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ntkathole commented Nov 16, 2025

What this PR does / why we need it:

Sawtooth Window Tiling

Enable Tiling in StreamFeatureView

Architecture

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feat: Implemented Tiling Support for Time-Windowed Aggregations#5724
franciscojavierarceo merged 3 commits into
feast-dev:masterfrom
ntkathole:aggregation_tiling