Tutorial for LLM as a Judge, and documenting the apis in SRW pages. (#12083) (#12479)

* Add RomanianAnalyzer to 3.x breaking changes (#12008)

* Add RomanianAnalyzer to 3.x breaking changes



* Improve Romanian analyzer breaking change wording




---------





* first pass of tutorial



* add reference docs.



* Fix up vale violations



* Standarize on the name wikipedia uses for this technique



* Clarify the effect of bulk operations on ingest pipelines (#11978)




* Add warning about truncation to ML documentation (#11981)

* Add warning about truncation to ML documentation



* Apply suggestions from code review



* Apply suggestion from @kolchfa-aws



---------





* Fix create sparse vector index error (#12066)





* Fix formatting for Boolean AND examples in dql.md (#12065)




* Add restoring snapshot from a remote-backed cluster docs (#12020)

* Add restoring snapshot from a remote-backed cluster docs



* Formatting



* Link fix and reword



---------




* Change copy curl buttons to copy only in workspace docs (#12071)




* Add 2.19.5 to version history (#12078)

* Add 2.19.5 to version history



* Updated release description



---------




* Add additional details to search backpressure stats (#11982)




* Create index with explicit mapping for sort by geo distance example (#12089)

* Fix create sparse vector index error



* Create index with explicit mapping for sort by geo distance example



* Add copy buttons and intro sentence to mapping



---------







* Adding rerank documentation for agentic search (#12081)

* Adding rerank documentation for agentic search



* Doc review



* Reformat requests and clarify steps



* Apply suggestion from @kolchfa-aws



---------








* fix up links



* prune back extra verbiage and ideas that arent going to land



* Backout local only change



* Refinig text and links



* Refining text



* Try to be clearer in Step 6



* Responding to vale feedback



* Ensure standard naming patterns followed



* use ALL CAPS format for variables



* Rework the order of the descriptions of the types of judgments to be ordered with the top level descirpiton, and rewrite a lot of passive language to make ti punchier



* Move the advanced feature text to the ref page, they arent part of the tutorial



* Doc review



* Apply suggestion from @kolchfa-aws



---------

Signed-off-by: Gabriel Weyer <159976942+gweyeratlassian@users.noreply.github.com>
Signed-off-by: Eric Pugh <epugh@opensourceconnections.com>
Signed-off-by: Fanit Kolchina <kolchfa@amazon.com>
Signed-off-by: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com>
Signed-off-by: xiaoyuan0821 <yuan13215@163.com>
Signed-off-by: Mykola Shestopal <nick4eva@users.noreply.github.com>
Signed-off-by: Joshua Palis <jpalis@amazon.com>
Co-authored-by: Eric Pugh <epugh@opensourceconnections.com>
Co-authored-by: Gabriel Weyer <159976942+gweyeratlassian@users.noreply.github.com>
Co-authored-by: Yuan <yuan13215@163.com>
Co-authored-by: x00815292 <niklaus.xiao@huawei.com>
Co-authored-by: Mykola Shestopal <nick4eva@users.noreply.github.com>
Co-authored-by: Joshua Palis <jpalis@amazon.com>

Author: 7 people

.github/vale/styles/OpenSearch/SubstitutionsBritish.yml

@@ -0,0 +1,33 @@
+extends: substitution
+message: "Use the American English spelling '%s' instead of '%s'."
+ignorecase: true
+level: error
+action:
+  name: replace
+swap:
+  'acknowledgement': acknowledgment
+  'analyse': analyze
+  'authorise': authorize
+  'behaviour': behavior
+  'cancelled': canceled
+  'cancelling': canceling
+  'categorise': categorize
+  'colour': color
+  'customise': customize
+  'favour': favor
+  'finalise': finalize
+  'initialise': initialize
+  'judgement': judgment
+  'labelled': labeled
+  'labelling': labeling
+  'maximise': maximize
+  'minimise': minimize
+  'modelled': modeled
+  'modelling': modeling
+  'normalise': normalize
+  'optimise': optimize
+  'recognise': recognize
+  'serialise': serialize
+  'summarise': summarize
+  'synchronise': synchronize
+  'visualise': visualize