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feat: Add Mlpack DBScan clustering to the ML Ambiguity solver #2005

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merged 32 commits into from
Apr 11, 2023

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Corentin-Allaire
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This PR allow us to use the mlpack library inside Acts. This is a cpp library implementing many different ML algorithm. After this change we now have two implementation of the ML Solver, one using the hit based clustering and one based on the DBScan+hit based

@Corentin-Allaire Corentin-Allaire added Component - Core Affects the Core module Impact - Minor Nuissance bug and/or affects only a single module Component - Examples Affects the Examples module Feature Development to integrate a new feature Component - Plugins Affects one or more Plugins labels Mar 30, 2023
@Corentin-Allaire Corentin-Allaire added this to the next milestone Mar 30, 2023
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codecov bot commented Mar 30, 2023

Codecov Report

Merging #2005 (c8d0c42) into main (4bccbe6) will decrease coverage by 0.04%.
The diff coverage is 0.00%.

❗ Current head c8d0c42 differs from pull request most recent head 8c1a266. Consider uploading reports for the commit 8c1a266 to get more accurate results

@@            Coverage Diff             @@
##             main    #2005      +/-   ##
==========================================
- Coverage   49.85%   49.81%   -0.04%     
==========================================
  Files         419      420       +1     
  Lines       23857    23874      +17     
  Branches    10824    10835      +11     
==========================================
  Hits        11894    11894              
- Misses       4349     4366      +17     
  Partials     7614     7614              
Impacted Files Coverage Δ
Core/src/TrackFinding/AmbiguityTrackClustering.cpp 0.00% <0.00%> (ø)

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github-actions bot commented Mar 30, 2023

📊 Physics performance monitoring for 8c1a266

Full report
Seeding: seeded, truth estimated, orthogonal
CKF: seeded, truth smeared, truth estimated, orthogonal
IVF: seeded, truth smeared, truth estimated, orthogonal
Ambiguity resolution: seeded, orthogonal
Truth tracking
Truth tracking (GSF)

Vertexing

Vertexing vs. mu
IVF seeded

IVF truth_smeared

IVF truth_estimated

IVF orthogonal

Seeding

Seeding seeded

Seeding truth_estimated

Seeding orthogonal

CKF

CKF seeded

CKF truth_smeared

CKF truth_estimated

CKF orthogonal

Ambiguity resolution

seeded

Truth tracking (Kalman Filter)

Truth tracking

Truth tracking (GSF)

Truth tracking

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looks good. just some cosmetics

@asalzburger
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Added automerge label.

@andiwand
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who is this alex 279111a 👀

@Corentin-Allaire
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who is this alex 279111a 👀

I leave one week and now I don't know who is who anymore :)

@kodiakhq kodiakhq bot merged commit 8bdd597 into acts-project:main Apr 11, 2023
@paulgessinger paulgessinger modified the milestones: next, v25.0.0 Apr 21, 2023
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4 participants