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GeezerVison is showing github.com — feat(cassandra): Add multi-DC support via per-datacenter execution profiles by singhhimanshu0811 · Pull Request #6434 · feast-dev/feast Conversation
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| Item | Severity | Action needed |
|---|---|---|
| Mutable class-level list | Bug | Must fix |
| Missing mutual exclusivity check | Bug | Must fix |
| Profiles unused by Feast ops | Design gap | Document plan or implement |
| Informational-only fields | Design | Consider removing or add warning |
local_dc naming confusion |
Suggestion | Consider rename |
| Empty list edge case | Suggestion | Add validation |
| No tests | Required | Add unit tests |
Redundant if not self._session |
Minor | Cleanup |
The core idea is good and aligns with a real production need. Looking forward to the next iteration!
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Hey @ntkathole thanks for replying back. I'll revert back with updated pr in 1-2 days, meanwhile could you review these once |
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@ntkathole for solving issue 3, basically incorporating profiles in read and write, i am thinking something like this online_store: basically along with datacenters, adding a routing header, so user can decide at start time, that in this feature store session, which dc they would like to read from or which dc they would like to write from. does this work? and of course there would be validation that routing header params are legal, i.e in datacenter header params |
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@singhhimanshu0811 Please fix linting here as well |
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@codex review |
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hi @ntkathole @franciscojavierarceo could you kindly review this pr once , could this be merged if there are no pending issues? Thanks!!Please let me know in case of some issue! |
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@singhhimanshu0811 Need to regenerate pixi.lock file since pyproject.toml is changed, otherwise looks good to me |
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…ofiles Introduce a `datacenters` config list as an alternative to the flat `hosts` field. Each entry specifies the contact points, local_dc, and optional replication metadata for one datacenter. On connect, a named Cassandra execution profile is registered per DC (profile key = local_dc), enabling callers to route driver-level queries to a specific datacenter. The default profile is pinned to `load_balancing.local_dc`, or the first DC when load_balancing is absent. All existing `hosts` / `secure_bundle_path` configs are fully backward compatible — the original code path is untouched. Also updates docs/reference/online-stores/cassandra.md with a multi-DC feature_store.yaml example. Signed-off-by: singhhimanshu0811 email : [email protected] Signed-off-by: Himanshu Singh <[email protected]>
Signed-off-by: Himanshu Singh <[email protected]>
Signed-off-by: Himanshu Singh <[email protected]>
Signed-off-by: Himanshu Singh <[email protected]>
Signed-off-by: Himanshu Singh <[email protected]>
Signed-off-by: Himanshu Singh <[email protected]> Signed-off-by: Himanshu Singh <[email protected]>
Signed-off-by: Himanshu Singh <[email protected]>
Signed-off-by: Himanshu Singh <[email protected]>
…pport in execute_concurrent_with_args Signed-off-by: Himanshu Singh <[email protected]>
…kwargs Signed-off-by: Himanshu Singh <[email protected]>
…ef error Signed-off-by: Himanshu Singh <[email protected]>
Signed-off-by: Himanshu Singh <[email protected]>
Signed-off-by: Himanshu Singh <[email protected]>
Signed-off-by: Himanshu Singh <[email protected]>
Signed-off-by: Himanshu Singh <[email protected]>
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Hey @ntkathole i regenarted pixi, rebased and pushed again. can you review |
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# [0.65.0](v0.64.0...v0.65.0) (2026-07-20) ### Bug Fixes * add debug logging for FIPS mode detection fallback ([6c1b24e](6c1b24e)) * Build embedded UI from local source ([#6525](#6525)) ([3500349](3500349)) * Bump decommissioned Snowflake Python UDF runtime from 3.9 to 3.10 ([#6606](#6606)) ([#6608](#6608)) ([10341e4](10341e4)) * configure FIPS-compliant gRPC cipher suites for offline server ([6bc80a2](6bc80a2)) * Correct Flink PyArrow dependency constraints ([#6604](#6604)) ([70a9751](70a9751)) * Fix ValueError in signal handling for Trino worker threads ([#6428](#6428)) ([506d919](506d919)) * Fixed monitoring page issues ([7946018](7946018)) * Make pytest config compatible with newer pytest ([#5779](#5779)) ([a57ea33](a57ea33)) * Replace comma with space in DynamoDB-incompatible label tag value ([51e3a16](51e3a16)) * Resolve UI build warnings ([#6529](#6529)) ([abe92af](abe92af)) * Unblock nightly UI build ([#6570](#6570)) ([f296d4b](f296d4b)) * Use LONGBLOB for SQL registry proto columns on MySQL ([#6566](#6566)) ([7e4beb2](7e4beb2)) ### Features * Add click-to-zoom lightbox for blog post images ([#6575](#6575)) ([1cb23fd](1cb23fd)) * Add dark mode support to website and blog ([#6589](#6589)) ([7358fb8](7358fb8)) * Add OnlineStore for Aerospike ([#6532](#6532)) ([9cd35e1](9cd35e1)) * Add OpenLineage Consumer to Feast - receive, store, and visualize cross-producer lineage ([#6549](#6549)) ([a834126](a834126)) * Add registry list feature views by updated since ([#6092](#6092)) ([#6093](#6093)) ([006c606](006c606)) * Add ScyllaDB online store with vector search ([#6508](#6508)) ([1669661](1669661)) * Added compute and jobs UI ([ba2c05c](ba2c05c)) * Added Iceberg REST Catalog data source support ([e0a8573](e0a8573)) * Bring Your Own Spark - SparkApplication ([#6550](#6550)) ([dcd496f](dcd496f)) * **cassandra:** Add multi-DC support via per-datacenter execution profiles ([#6434](#6434)) ([0de9196](0de9196)) * Enhanced data source creation as a visual catalog with type-specific forms ([#6557](#6557)) ([d6acbba](d6acbba)) * Enhanced datasets UI functionality ([de11152](de11152)) * Implement RegistryServer.Proto RPC with RBAC-filtered response ([#6558](#6558)) ([#6552](#6552)) ([0d02614](0d02614)) * New zoned timestamp feature type ([#6536](#6536)) ([#6537](#6537)) ([eb042f0](eb042f0)) * **operator:** Auto-create RBAC for spark_application batch engine ([#6597](#6597)) ([f487b37](f487b37)) * **operator:** integrate cluster TLS profile for OCP 5.0 compliance ([43263a6](43263a6)) * Permissions CRUD UI and OIDC auth integration in UI ([6511da1](6511da1)) * Retrieve historical features from BigQuery without entity_df ([#6569](#6569)) ([cd5f6bb](cd5f6bb)), closes [#6558](#6558) [#6552](#6552) * **spark:** SparkSource query+path and pre-computed offline read for BatchFeatureView ([#6440](#6440)) ([4dc8757](4dc8757)) ### BREAKING CHANGES * total_timeout_ms is renamed to batch_total_timeout_ms. Config files using the old name must be updated. No default value change. Docs updated (reference + perf-tuning guide) with a short explainer on the per-attempt vs total deadline distinction. Two new unit tests pin the policy wiring: socket_timeout_ms propagates to all three scopes, and is omitted (not injected as None) when unset. Signed-off-by: Valentyn Kahamlyk <[email protected]> * refactor(aerospike): use MAP_KEY_ORDERED, KEY_DIGEST, and instance-scoped client Cheap-win cleanups flagged in review, all touching the same small patch of write-path and lifecycle code. * Map CDTs are now created with MAP_KEY_ORDERED. map_get_by_key / map_remove_by_key on an ordered map are O(log N) in the map size instead of O(N); matters on reads of wide feature views and on the update() background scan (which walks every record in the project's set). * Writes drop POLICY_KEY_SEND and rely on the client default (POLICY_KEY_DIGEST). The serialized entity key is no longer stored alongside each record, saving per-record storage the read path never consumes (batch_operate preserves request order; results are paired back by zip in online_read). * _client moves from a class attribute to an instance attribute (set in __init__). Previously two AerospikeOnlineStore instances could share the cached client through class state until one wrote self._client. With the instance attribute the state is always per-instance from construction. * Drop MongoDB references from class docstrings and comments (they referred to how the storage layout was derived rather than documenting current behavior). Also rewrite the _build_batch_writes docstring to describe the policies applied on the write path. Unit test assertions for the write-path record are updated: bw.policy is now None (client default applies) and map ops carry map_policy={'map_order': MAP_KEY_ORDERED}. All three docker-backed integration tests still pass end-to-end (cross-FV upsert, update() background scan, full feature-store round-trip), so the read/write shape survives the ordering and policy changes against a real server. Signed-off-by: Valentyn Kahamlyk <[email protected]> * feat(aerospike): add per-FV namespace/set overrides and prewriting hook Adds three configuration knobs to AerospikeOnlineStoreConfig: - namespace_overrides: pin individual feature views to a different Aerospike namespace (e.g. RAM-only vs. SSD-backed) without splitting the project across stores. - set_overrides: place a feature view in its own set so admin ops on it (truncate, scan-based deletes during `feast apply`) do not touch records of other views. - prewriting_hook: import-string-resolved callable invoked once per online_write_batch with the rows about to be written, returning the rows that actually go on the wire. Resolved and cached on first use; returning [] short-circuits the wire call. Read, write, update and teardown paths all honour the per-FV ns/set resolution. update() groups dropped feature views by their resolved (ns, set) pair and issues one background scan per group. teardown() truncates every unique (ns, set) pair the project may have written to, including the store-level default. Adds 22 unit tests for the new behaviour and updates 3 existing call sites of _build_batch_writes for the new namespace= parameter. Adds a sample hook module under examples/online_store/aerospike_overrides_and_hooks/ and corresponding sections in docs/reference/online-stores/aerospike.md. Signed-off-by: Valentyn Kahamlyk <[email protected]> * test: update aerospike image tag Signed-off-by: Valentyn Kahamlyk <[email protected]> * chore: sync README template and secrets baseline after master merge Signed-off-by: Valentyn Kahamlyk <[email protected]> * chore: fix secrets baseline line number for v1 operator types Adding aerospike to the feast-operator enum shifted the allowlisted SecretRef entry in api/v1/featurestore_types.go by one line. Signed-off-by: Valentyn Kahamlyk <[email protected]> * docs: update aerospike docs Signed-off-by: Valentyn Kahamlyk <[email protected]> * fix(aerospike): wire batch max_retries and fix empty projection handling Copilot review feedback on PR #6532: - Add max_retries to the batch client policy (batch_operate/batch_write path) - Treat empty projected feature maps as present FV slots (is not None) - Return {} from _normalize_projected_features([]) instead of None - Fix projection unit test mock/assertions - Correct prewriting_hook config docstring Co-authored-by: Copilot Autofix powered by AI <[email protected]> Signed-off-by: Valentyn Kahamlyk <[email protected]> * style(aerospike): format online_read docs assignment for ruff Signed-off-by: Valentyn Kahamlyk <[email protected]> * chore: update pixi.lock for aerospike optional extra Regenerate the v6 lockfile with Pixi v0.63.1 after adding the aerospike extra to pyproject.toml. Signed-off-by: Valentyn Kahamlyk <[email protected]> * fix(aerospike): add client init lock and batch chunking Guard lazy client creation with a lock to avoid connection leaks under concurrent first use, and chunk batch reads/writes by batch_max_records so large materializations stay under Aerospike server batch limits. Signed-off-by: Valentyn Kahamlyk <[email protected]>
# [0.65.0](feast-dev/feast@v0.64.0...v0.65.0) (2026-07-20) ### Bug Fixes * add debug logging for FIPS mode detection fallback ([6c1b24e](feast-dev@6c1b24e)) * Build embedded UI from local source ([feast-dev#6525](feast-dev#6525)) ([3500349](feast-dev@3500349)) * Bump decommissioned Snowflake Python UDF runtime from 3.9 to 3.10 ([feast-dev#6606](feast-dev#6606)) ([feast-dev#6608](feast-dev#6608)) ([10341e4](feast-dev@10341e4)) * configure FIPS-compliant gRPC cipher suites for offline server ([6bc80a2](feast-dev@6bc80a2)) * Correct Flink PyArrow dependency constraints ([feast-dev#6604](feast-dev#6604)) ([70a9751](feast-dev@70a9751)) * Fix ValueError in signal handling for Trino worker threads ([feast-dev#6428](feast-dev#6428)) ([506d919](feast-dev@506d919)) * Fixed monitoring page issues ([7946018](feast-dev@7946018)) * Make pytest config compatible with newer pytest ([feast-dev#5779](feast-dev#5779)) ([a57ea33](feast-dev@a57ea33)) * Replace comma with space in DynamoDB-incompatible label tag value ([51e3a16](feast-dev@51e3a16)) * Resolve UI build warnings ([feast-dev#6529](feast-dev#6529)) ([abe92af](feast-dev@abe92af)) * Unblock nightly UI build ([feast-dev#6570](feast-dev#6570)) ([f296d4b](feast-dev@f296d4b)) * Use LONGBLOB for SQL registry proto columns on MySQL ([feast-dev#6566](feast-dev#6566)) ([7e4beb2](feast-dev@7e4beb2)) ### Features * Add click-to-zoom lightbox for blog post images ([feast-dev#6575](feast-dev#6575)) ([1cb23fd](feast-dev@1cb23fd)) * Add dark mode support to website and blog ([feast-dev#6589](feast-dev#6589)) ([7358fb8](feast-dev@7358fb8)) * Add OnlineStore for Aerospike ([feast-dev#6532](feast-dev#6532)) ([9cd35e1](feast-dev@9cd35e1)) * Add OpenLineage Consumer to Feast - receive, store, and visualize cross-producer lineage ([feast-dev#6549](feast-dev#6549)) ([a834126](feast-dev@a834126)) * Add registry list feature views by updated since ([feast-dev#6092](feast-dev#6092)) ([feast-dev#6093](feast-dev#6093)) ([006c606](feast-dev@006c606)) * Add ScyllaDB online store with vector search ([feast-dev#6508](feast-dev#6508)) ([1669661](feast-dev@1669661)) * Added compute and jobs UI ([ba2c05c](feast-dev@ba2c05c)) * Added Iceberg REST Catalog data source support ([e0a8573](feast-dev@e0a8573)) * Bring Your Own Spark - SparkApplication ([feast-dev#6550](feast-dev#6550)) ([dcd496f](feast-dev@dcd496f)) * **cassandra:** Add multi-DC support via per-datacenter execution profiles ([feast-dev#6434](feast-dev#6434)) ([0de9196](feast-dev@0de9196)) * Enhanced data source creation as a visual catalog with type-specific forms ([feast-dev#6557](feast-dev#6557)) ([d6acbba](feast-dev@d6acbba)) * Enhanced datasets UI functionality ([de11152](feast-dev@de11152)) * Implement RegistryServer.Proto RPC with RBAC-filtered response ([feast-dev#6558](feast-dev#6558)) ([feast-dev#6552](feast-dev#6552)) ([0d02614](feast-dev@0d02614)) * New zoned timestamp feature type ([feast-dev#6536](feast-dev#6536)) ([feast-dev#6537](feast-dev#6537)) ([eb042f0](feast-dev@eb042f0)) * **operator:** Auto-create RBAC for spark_application batch engine ([feast-dev#6597](feast-dev#6597)) ([f487b37](feast-dev@f487b37)) * **operator:** integrate cluster TLS profile for OCP 5.0 compliance ([43263a6](feast-dev@43263a6)) * Permissions CRUD UI and OIDC auth integration in UI ([6511da1](feast-dev@6511da1)) * Retrieve historical features from BigQuery without entity_df ([feast-dev#6569](feast-dev#6569)) ([cd5f6bb](feast-dev@cd5f6bb)), closes [feast-dev#6558](feast-dev#6558) [feast-dev#6552](feast-dev#6552) * **spark:** SparkSource query+path and pre-computed offline read for BatchFeatureView ([feast-dev#6440](feast-dev#6440)) ([4dc8757](feast-dev@4dc8757)) ### BREAKING CHANGES * total_timeout_ms is renamed to batch_total_timeout_ms. Config files using the old name must be updated. No default value change. Docs updated (reference + perf-tuning guide) with a short explainer on the per-attempt vs total deadline distinction. Two new unit tests pin the policy wiring: socket_timeout_ms propagates to all three scopes, and is omitted (not injected as None) when unset. Signed-off-by: Valentyn Kahamlyk <[email protected]> * refactor(aerospike): use MAP_KEY_ORDERED, KEY_DIGEST, and instance-scoped client Cheap-win cleanups flagged in review, all touching the same small patch of write-path and lifecycle code. * Map CDTs are now created with MAP_KEY_ORDERED. map_get_by_key / map_remove_by_key on an ordered map are O(log N) in the map size instead of O(N); matters on reads of wide feature views and on the update() background scan (which walks every record in the project's set). * Writes drop POLICY_KEY_SEND and rely on the client default (POLICY_KEY_DIGEST). The serialized entity key is no longer stored alongside each record, saving per-record storage the read path never consumes (batch_operate preserves request order; results are paired back by zip in online_read). * _client moves from a class attribute to an instance attribute (set in __init__). Previously two AerospikeOnlineStore instances could share the cached client through class state until one wrote self._client. With the instance attribute the state is always per-instance from construction. * Drop MongoDB references from class docstrings and comments (they referred to how the storage layout was derived rather than documenting current behavior). Also rewrite the _build_batch_writes docstring to describe the policies applied on the write path. Unit test assertions for the write-path record are updated: bw.policy is now None (client default applies) and map ops carry map_policy={'map_order': MAP_KEY_ORDERED}. All three docker-backed integration tests still pass end-to-end (cross-FV upsert, update() background scan, full feature-store round-trip), so the read/write shape survives the ordering and policy changes against a real server. Signed-off-by: Valentyn Kahamlyk <[email protected]> * feat(aerospike): add per-FV namespace/set overrides and prewriting hook Adds three configuration knobs to AerospikeOnlineStoreConfig: - namespace_overrides: pin individual feature views to a different Aerospike namespace (e.g. RAM-only vs. SSD-backed) without splitting the project across stores. - set_overrides: place a feature view in its own set so admin ops on it (truncate, scan-based deletes during `feast apply`) do not touch records of other views. - prewriting_hook: import-string-resolved callable invoked once per online_write_batch with the rows about to be written, returning the rows that actually go on the wire. Resolved and cached on first use; returning [] short-circuits the wire call. Read, write, update and teardown paths all honour the per-FV ns/set resolution. update() groups dropped feature views by their resolved (ns, set) pair and issues one background scan per group. teardown() truncates every unique (ns, set) pair the project may have written to, including the store-level default. Adds 22 unit tests for the new behaviour and updates 3 existing call sites of _build_batch_writes for the new namespace= parameter. Adds a sample hook module under examples/online_store/aerospike_overrides_and_hooks/ and corresponding sections in docs/reference/online-stores/aerospike.md. Signed-off-by: Valentyn Kahamlyk <[email protected]> * test: update aerospike image tag Signed-off-by: Valentyn Kahamlyk <[email protected]> * chore: sync README template and secrets baseline after master merge Signed-off-by: Valentyn Kahamlyk <[email protected]> * chore: fix secrets baseline line number for v1 operator types Adding aerospike to the feast-operator enum shifted the allowlisted SecretRef entry in api/v1/featurestore_types.go by one line. Signed-off-by: Valentyn Kahamlyk <[email protected]> * docs: update aerospike docs Signed-off-by: Valentyn Kahamlyk <[email protected]> * fix(aerospike): wire batch max_retries and fix empty projection handling Copilot review feedback on PR feast-dev#6532: - Add max_retries to the batch client policy (batch_operate/batch_write path) - Treat empty projected feature maps as present FV slots (is not None) - Return {} from _normalize_projected_features([]) instead of None - Fix projection unit test mock/assertions - Correct prewriting_hook config docstring Co-authored-by: Copilot Autofix powered by AI <[email protected]> Signed-off-by: Valentyn Kahamlyk <[email protected]> * style(aerospike): format online_read docs assignment for ruff Signed-off-by: Valentyn Kahamlyk <[email protected]> * chore: update pixi.lock for aerospike optional extra Regenerate the v6 lockfile with Pixi v0.63.1 after adding the aerospike extra to pyproject.toml. Signed-off-by: Valentyn Kahamlyk <[email protected]> * fix(aerospike): add client init lock and batch chunking Guard lazy client creation with a lock to avoid connection leaks under concurrent first use, and chunk batch reads/writes by batch_max_records so large materializations stay under Aerospike server batch limits. Signed-off-by: Valentyn Kahamlyk <[email protected]>
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