feat: error parameterisation (and assignment) for geometric digitisation

[asalzburger]

The geometric digitisation so far did set the pitch size p/std::sqrt(12) as an estimated error, but this is not correct, in general, it overestimates the variances.

This PR introduces a python based script that runs on top of the Example/Digitization root output files and allows to parameterise the errors in given cluster sizes.

It will produce overview plots, a browsable HTML file and can be used to attach variance information to the GeoDigiConf which then are read in (json updated) and assigned (DigitizationAlgorithm) updated.

[codecov]

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 48.82%. Comparing base (bdf9ae1) to head (858d551).
Report is 32 commits behind head on main.

❗ Current head 858d551 differs from pull request most recent head 7d88d5c. Consider uploading reports for the commit 7d88d5c to get more accurate results

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@@            Coverage Diff             @@
##             main    #2815      +/-   ##
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- Coverage   49.10%   48.82%   -0.28%     
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  Files         501      491      -10     
  Lines       29295    28886     -409     
  Branches    13906    13705     -201     
==========================================
- Hits        14385    14104     -281     
+ Misses       4956     4954       -2     
+ Partials     9954     9828     -126     

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[github-actions]

📊: Physics performance monitoring for 7d88d5c

Full contents

physmon summary

• ✅ CKF truth_smeared
• ✅ IVF truth_smeared
• ✅ AMVF truth_smeared
• ✅ Track Summary CKF truth_smeared
• ✅ Seeding truth_estimated
• ✅ CKF truth_estimated
• ✅ IVF truth_estimated
• ✅ AMVF truth_estimated
• ✅ Track Summary CKF truth_estimated
• ✅ Seeding seeded
• ✅ CKF seeded
• ✅ IVF seeded
• ✅ AMVF seeded
• ✅ AMVF (+grid seeder) seeded
• ✅ Track Summary CKF seeded
• ✅ Seeding orthogonal
• ✅ CKF orthogonal
• ✅ IVF orthogonal
• ✅ AMVF orthogonal
• ✅ Track Summary CKF orthogonal
• ✅ Ambisolver seeded
• ✅ Ambisolver orthogonal
• ✅ Seeding ttbar
• ✅ CKF ttbar
• ✅ Ambisolver
• ✅ Track Summary CKF ttbar
• ✅ AMVF ttbar
• ✅ AMVF (+grid seeder) ttbar
• ✅ Truth tracking (GSF)
• ✅ Truth tracking
• ✅ Truth tracking (GX2F)
• ✅ Particles fatras
• ✅ Particles geant4

[gagnonlg]

Hi @asalzburger, I can review tomorrow most likely, fyi

[gagnonlg]

Nice one, @asalzburger! I have only minor comments. At some point this should be used for calibration as well, but ofc that can wait.

Invalidated by push of 821b3cc

[gagnonlg]

Thanks for taking my comments into account @asalzburger ! Looks good to go!

Invalidated by push of 2cfb7d6

[asalzburger]

Hey @gagnonlg - PR comments are addressed. Will ping you after python formatting is fixed.

[andiwand]

@asalzburger can you resolve the CI failures?

[asalzburger]

Hey @andiwand - I finally got around fixing this.

[acts-project-service]

✅ Athena integration test results [666d7aa]

✅ All tests successful

status	job	report
🟢	run_unit_tests
🟢	test_ActsEFTrackFit
🟢	test_ActsPersistifySeeds
🟢	test_ActsBenchmarkWithSpot
🟢	test_ActsAnalogueClustering
🟢	test_ActsConversionWorkflow
🟢	test_ActsWorkflowHeavyIons
🟢	test_ActsWorkflowFastTracking
🟢	test_ActsWorkflowCached
🟢	test_ActsWorkflow
🟢	test_ActsValidateAmbiguityResolution
🟢	test_ActsValidateResolvedTracks
🟢	test_ActsValidateTracks
🟢	test_ActsValidateActsCoreSpacePoints
🟢	test_ActsValidateActsSpacePoints
🟢	test_ActsValidateSeeds
🟢	test_ActsValidateOrthogonalSeeds
🟢	test_ActsValidateClusters
🟢	test_ActsPersistifyEDM
🟢	test_ActsGSFRefitting
🟢	test_ActsKfRefitting
🟢	test_ActsExtrapolationAlgTest
🟢	test_ActsITkTest
🟢	run_workflow_tests_run4_mc
🟢	run_workflow_tests_run2_mc
🟢	run_workflow_tests_run2_data
🟢	run_workflow_tests_run3_mc
🟢	run_workflow_tests_run3_data
🟢	run_art_test: test_data18_13TeV_1000evt
🟢	run_art_test: test_ttbarPU40_reco