* bug fix

* bug fixed and updated example

* make builds done, committing minor changes

* key removal

* removed unwanted args

* bug fix,examples added

* remove secrets

* revert original example

* cr changes

* multimodal recipe code

* formating

* video rag example

* formatting

* updated docs

Update MetadataExtractionSEC.ipynb

fix ImportError: pypdf is required to read PDF files

Update Azure AI Search (fka Azure Cognitive Search) vector store integration to latest client SDK 11.4.0 stable + updating jupyter notebook sample  (#10416)

* Add persist and load method for Colbert Index

* Remove notebook output

Updating konko doc

Co-authored-by: Shivani Modi <shivanimodi@Shivanis-MacBook-Pro.local>

* add DashScope qwen llms and multi modal llm qwen-vl

* fix review issues

* Init Table QA with MarkDown

* cr

* cr

* cr

* cr

* cr

* cr

* Add uptrain integration

* Update uptrain.md

* Update uptrain.md

* Add uptrain

* Add uptrain to list of integrations

* Run formatters and linters

* Fix typos

* Add colab link to notebook

* Add links to uptrain.md

Fix import typo

* OpenAI new embedding models

* cr

* cr

* cr

* cr

* cr

* Lantern Auto Retriever Docs

* Copy edit

* Remove unneeded dependency

Remove keys

---------

Co-authored-by: Di Qi <di@lantern.dev>

Signed-off-by: Jael Gu <mengjia.gu@zilliz.com>

odc→doc

Cleanup and small fixes

Added lantern to sidebar

Added to community integrations

Rename notebook

Lint fix

* jaguar vector store

* fixed embedding None non-iterable issue

* Fixed test_jaguar.py with mock client and added documentation.

* Fixed format and added separate sections and outputs in JaguarIndexDemo.ipynb

* added an example of query filter to jaguar vector store

* Feature #10056: add feature "text_tag" to add_text() jaguar vector store

* update jaguar vector store documentation

---------

Co-authored-by: JY <jyjy@jaguardb>

* feat: JSONalyze Query Engine

Perform stats with in-memory SQLite on retrieved JSON list.

* chore: beautify print_text and notebook docs

* fix: wrong argument names and doc string

* chore: add more comments

* fix: address Logan's review comments for improvement

* docs: address Haotian's review comments for improvement