* Logging (#1146)

* WIP:logging

* serialize request, response and client

* Fixed code formatting.

* Updated to use a global package, and added some test cases. Still very-much a draft.

* Update work in progress.

* adding cost

* log new agent

* update log_completion test in test_agent_telemetry

* tests

* fix formatting

* Added additional telemetry for wrappers and clients.

* WIP: add test for oai client and oai wrapper table

* update test_telemetry

* fix format

* More tests, update doc and clean up

* small fix for session id - moved to start_logging and return from start_logging

* update start_logging type to return str, add notebook to demonstrate use of telemetry

* add ability to get log dataframe

* precommit formatting fixes

* formatting fix

* Remove pandas dependency from telemetry and only use in notebook

* formatting fixes

* log query exceptions

* fix formatting

* fix ci

* fix comment - add notebook link in doc and fix groupchat serialization

* small fix

* do not serialize Agent

* formatting

* wip

* fix test

* serialization bug fix for soc moderator

* fix test and clean up

* wip: add version table

* fix test

* fix test

* fix test

* make the logging interface more general and fix client model logging

* fix format

* fix formatting and tests

* fix

* fix comment

* Renaming telemetry to logging

* update notebook

* update doc

* formatting

* formatting and clean up

* fix doc

* fix link and title

* fix notebook format and fix comment

* format

* try fixing agent test and update migration guide

* fix link

* debug print

* debug

* format

* add back tests

* fix tests

---------

Co-authored-by: Adam Fourney <adamfo@microsoft.com>
Co-authored-by: Victor Dibia <victordibia@microsoft.com>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* Validate llm_config passed to ConversableAgent (issue #1522) (#1654)

* Validate llm_config passed to ConversableAgent

Based on #1522, this commit implements the additional validation checks in
`ConversableAgent.`

Add the following validation and `raise ValueError` if:

 - The `llm_config` is `None`.
 - The `llm_config` is valid, but `config_list` is missing or lacks elements.
 - The `config_list` is valid, but no `model` is specified.

The rest of the changes are code churn to adjust or add the test cases.

* Validate llm_config passed to ConversableAgent

Based on #1522, this commit implements the additional validation checks in
`ConversableAgent.`

Add the following validation and `raise ValueError` if:

 - The `llm_config` is `None` (validated in `ConversableAgent`).
 - The `llm_config` has no `model` specified and `config_list` is empty
   (validated in `OpenAIWrapper`).
 - The `config_list` has at least one entry, but not all the entries have
   the `model` is specified (validated in `OpenAIWrapper`).

The rest of the changes are code churn to adjust or add the test cases.

* Validate llm_config passed to ConversableAgent

Based on #1522, this commit implements the additional validation checks in
`ConversableAgent.`

Add the following validation and `raise ValueError` if:

 - The `llm_config` is `None` (validated in `ConversableAgent`).
 - The `llm_config` has no `model` specified and `config_list` is empty
   (validated in `OpenAIWrapper`).
 - The `config_list` has at least one entry, but not all the entries have
   the `model` is specified (validated in `OpenAIWrapper`).

The rest of the changes are code churn to adjust or add the test cases.

* Validate llm_config passed to ConversableAgent

Based on #1522, this commit implements the additional validation checks in
`ConversableAgent.`

Add the following validation and `raise ValueError` if:

 - The `llm_config` is `None` (validated in `ConversableAgent`).
 - The `llm_config` has no `model` specified and `config_list` is empty
   (validated in `OpenAIWrapper`).
 - The `config_list` has at least one entry, but not all the entries have
   the `model` is specified (validated in `OpenAIWrapper`).

The rest of the changes are code churn to adjust or add the test cases.

* Validate llm_config passed to ConversableAgent

Based on #1522, this commit implements the additional validation checks in
`ConversableAgent.`

Add the following validation and `raise ValueError` if:

 - The `llm_config` is `None` (validated in `ConversableAgent`).
 - The `llm_config` has no `model` specified and `config_list` is empty
   (validated in `OpenAIWrapper`).
 - The `config_list` has at least one entry, but not all the entries have
   the `model` is specified (validated in `OpenAIWrapper`).

The rest of the changes are code churn to adjust or add the test cases.

* Fix the test_web_surfer issue

For anyone reading this: you need to `pip install markdownify` for the
`import WebSurferAgent` to succeed. That is needed to run the
`test_web_surfer.py` locally.

Test logic needs `llm_config` that is not `None` and that is not
`False`.

Let us pray that this works as part of GitHub actions ...

* One more fix for llm_config validation contract

* update test_utils

* remove stale files

---------

Co-authored-by: Adam Fourney <adamfo@microsoft.com>
Co-authored-by: Victor Dibia <victordibia@microsoft.com>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: Gunnar Kudrjavets <gunnarku@users.noreply.github.com>

* docs: split apart installation file into parts

* missing newline

* fix link

---------

Co-authored-by: Chi Wang <wang.chi@microsoft.com>