Refactor ML code and add support for multiple KMeans models (#14198)

* Add profile.plugin

Creates the specified number of charts/dimensions, and supports
backfilling with pseudo-historical data.

* Bump

* Remove wrongly merged line.

* Use the number of models specified from the config section.

* Add option to consult all ML models.

* Remove profiling option consuming all models.

* Add underscore after chart name prefix.

* prediction -> dimensions chart

* reorder funcs

* Split charts across types with correct priority

* Ignore training request when chart is under replication.

* Track global number of models consulted.

* Cleanup config.

* initial readme updates

* fix readme

* readme

* Fix function definition when ML is disabled.

* Add dummy ml_chart_update_{begin,end}

* Remove profile_plugin

* Define chart priorities under collectors/all.h

* s/curr_t/current_time/

* Use libnetdata's lock/thread wrappers.

* Fix autotools & cmake builds.

* Delete ML dimensions & charts.

* Let users of buffer preprocessing to handle memory.

* Add separate API calls to start/stop ML threads.

Co-authored-by: Andrew Maguire <andrewm4894@gmail.com>

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