* Fix MD duplicated Node id from multiple docs

* cr

* Bump version to 0.9.46

* cr

Update pooling strategy for embediing models

* 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

Co-authored-by: Haotian Zhang <socool.king@gmail.com>

Add Cohere section

* Fix MD parser for inconsistency tables

* cf

* cr

* comment

* unit tests

* fix

Update MetadataExtractionSEC.ipynb

fix ImportError: pypdf is required to read PDF files

* cr

* cr

refactor: add factory method to create agent by llm

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

* Support Gemini "transport" configuration

Added Gemini transportation method configuration support.

* Sync updates in multi_modal_llms\gemini

* Updated Dashscope qwen llm defaults

Setting qwen default num_outputs and temperature

* cr

---------

Co-authored-by: Haotian Zhang <socool.king@gmail.com>

Bumps [cryptography](https://github.com/pyca/cryptography) from 41.0.7 to 42.0.0.
- [Changelog](https://github.com/pyca/cryptography/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pyca/cryptography/compare/41.0.7...42.0.0

)

---
updated-dependencies:
- dependency-name: cryptography
  dependency-type: indirect
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* fix message passing

* add custom formatter to tests

* simplyfy and use base class functionality to acomplish formatting