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@@ -0,0 +1,73 @@
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+[[release-notes-8.12.1]]
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+== {es} version 8.12.1
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+
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+Also see <<breaking-changes-8.12,Breaking changes in 8.12>>.
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+
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+[[bug-8.12.1]]
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+[float]
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+=== Bug fixes
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+
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+Allocation::
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+* Improve `CANNOT_REBALANCE_CAN_ALLOCATE` explanation {es-pull}104904[#104904]
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+
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+Application::
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+* [Connector API] Fix bug in configuration validation parser {es-pull}104198[#104198]
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+* [Connector API] Fix bug when triggering a sync job via API {es-pull}104802[#104802]
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+* [Profiling] Query in parallel on content nodes {es-pull}104600[#104600]
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+
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+Data streams::
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+* Data streams fix failure store delete {es-pull}104281[#104281]
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+* Fix _alias/<alias> returning non-matching data streams {es-pull}104145[#104145] (issue: {es-issue}96589[#96589])
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+
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+Downsampling::
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+* Downsampling supports `date_histogram` with tz {es-pull}103511[#103511] (issue: {es-issue}101309[#101309])
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+
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+ES|QL::
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+* Avoid execute ESQL planning on refresh thread {es-pull}104591[#104591]
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+* ESQL: Allow grouping by null blocks {es-pull}104523[#104523]
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+* ESQL: Fix `SearchStats#count(String)` to count values not rows {es-pull}104891[#104891] (issue: {es-issue}104795[#104795])
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+* Limit concurrent shards per node for ESQL {es-pull}104832[#104832] (issue: {es-issue}103666[#103666])
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+* Reduce the number of Evals `ReplaceMissingFieldWithNull` creates {es-pull}104586[#104586] (issue: {es-issue}104583[#104583])
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+
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+Infra/Resiliency::
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+* Limit nesting depth in Exception XContent {es-pull}103741[#103741]
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+
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+Ingest Node::
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+* Better handling of async processor failures {es-pull}104289[#104289] (issue: {es-issue}101921[#101921])
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+* Ingest correctly handle upsert operations and drop processors together {es-pull}104585[#104585] (issue: {es-issue}36746[#36746])
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+
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+Machine Learning::
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+* Add retry logic for 500 and 503 errors for OpenAI {es-pull}103819[#103819]
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+* Avoid possible datafeed infinite loop with filtering aggregations {es-pull}104722[#104722] (issue: {es-issue}104699[#104699])
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+* [LTR] `FieldValueExtrator` - Checking if fetched values is empty {es-pull}104314[#104314]
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+
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+Network::
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+* Fix lost headers with chunked responses {es-pull}104808[#104808]
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+
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+Search::
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+* Don't throw error for remote shards that open PIT filtered out {es-pull}104288[#104288] (issue: {es-issue}102596[#102596])
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+
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+Snapshot/Restore::
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+* Fix deleting index during snapshot finalization {es-pull}103817[#103817] (issue: {es-issue}101029[#101029])
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+
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+TSDB::
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+* Fix `routing_path` when template has multiple `path_match` and multi-fields {es-pull}104418[#104418] (issue: {es-issue}104400[#104400])
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+
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+Transform::
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+* Fix bug when `latest` transform is used together with `from` parameter {es-pull}104606[#104606] (issue: {es-issue}104543[#104543])
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+
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+[[deprecation-8.12.1]]
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+[float]
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+=== Deprecations
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+
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+Machine Learning::
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+* Deprecate machine learning on Intel macOS {es-pull}104087[#104087]
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+
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+[[upgrade-8.12.1]]
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+[float]
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+=== Upgrades
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+
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+Search::
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+* [8.12.1] Upgrade to Lucene 9.9.2 {es-pull}104761[#104761] (issue: {es-issue}104617[#104617])
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+
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+
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elasticsearchmachine