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T3 DNN Draft PR Reference #144

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T3 DNN Draft PR Reference #144

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GNiendorf
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Unless I can fix the displaced track efficiency at a timing improvement, I will leave this PR as a draft reference.

@GNiendorf
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/run all

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The PR was built and ran successfully in standalone mode. Here are some of the comparison plots.

Efficiency vs pT comparison Efficiency vs eta comparison
Fake rate vs pT comparison Fake rate vs eta comparison
Duplicate rate vs pT comparison Duplicate rate vs eta comparison

The full set of validation and comparison plots can be found here.

Here is a timing comparison:

   Evt    Hits       MD       LS      T3       T5       pLS       pT5      pT3      TC       Reset    Event     Short             Rate
   avg     45.5    394.2    185.7    150.2    146.2    549.1    123.0    234.3    152.1      3.5    1983.9    1389.3+/- 383.1     525.2   explicit[s=4] (target branch)
   avg     45.4    396.6    186.2    183.8     33.4    545.1    120.8     83.5    148.2      3.0    1745.9    1155.4+/- 264.2     468.2   explicit[s=4] (this PR)

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The PR was built and ran successfully with CMSSW. Here are some plots.

OOTB All Tracks
Efficiency and fake rate vs pT, eta, and phi

The full set of validation and comparison plots can be found here.

@GNiendorf
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I think the underlying issue is network size again. I will see if I can go to a larger network without blowing up the timing.

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