docs: templates updated titles (#25646)

Updated titles into a consistent format. 
Fixed links to the diagrams.
Fixed typos.
Note: The Templates menu in the navbar is now sorted by the file names.
I'll try sorting the navbar menus by the page titles, not the page file
names.
This commit is contained in:
Leonid Ganeline
2024-08-23 01:19:38 -07:00
committed by GitHub
parent 1b2ae40d45
commit 163ef35dd1
106 changed files with 366 additions and 344 deletions

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@@ -1,9 +1,8 @@
# rag-elasticsearch
# RAG - Elasticsearch
This template performs RAG using [Elasticsearch](https://python.langchain.com/docs/integrations/vectorstores/elasticsearch).
It relies on sentence transformer `MiniLM-L6-v2` for embedding passages and questions.
It relies on `Hugging Face sentence transformer` `MiniLM-L6-v2` for embedding passages and questions.
## Environment Setup