DNN-based optimization of OI seeding in Muon HLT

cleanup

remove unused parameters

update ESHandle implementation

add customizer for testing

optimize SF with DNN as well

bug fixes

add DNN regressor (by @ArnabPurohit)

code-checks & code-format

add method descriptions

update paths to files in example config

rename variables, remove endl from LogTrace, change TF logging level

range loops (+ code format fix)

drop types from consumes calls, dereference handles

unique_ptr and other type fixes

get rid of handles (except one)

reduce code duplication

const feature_map. 'session' parameter can't be constant because then tf::run() doesn't work

get rid of magfield handle

code format

std::clamp

update example customizer

typo

std::map -> std::unordered_map

pass by reference

reduce code duplication

bug fix (we verified that its effect was negligible)

put DNN outputs into a struct

merge header into .cc

final remarks

RecoMuon/TrackerSeedGenerator/plugins/BuildFile.xml

@@ -34,6 +34,7 @@
   <use name="TrackingTools/Records"/>
   <use name="TrackingTools/TrajectoryState"/>
   <use name="TrackingTools/TransientTrack"/>
+  <use name="PhysicsTools/TensorFlow" />
   <use name="roothistmatrix"/>
   <flags EDM_PLUGIN="1"/>
 </library>