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Track finding based on idealised seeding should be implemented #847

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stephenswat opened this issue Feb 9, 2025 · 3 comments
Open

Track finding based on idealised seeding should be implemented #847

stephenswat opened this issue Feb 9, 2025 · 3 comments
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feature New feature or request help wanted Extra attention is needed performance Performance-relevant changes

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@stephenswat
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In order to better understand the performance of traccc, we need to disentangle the performance issues related to 1) the number of seeds produced in the seed finding stage; and 2) the performance of the track finding stage. An important step in this disentanglement process is the construction of an idealised seeder, i.e. a seeder that employs truth information to provide the smallest possible number of the highest quality track. A brief overview of the algorithm of such a seeder is as follows: for each particle in the truth data, find the first three measurements. Then convert those measurements to spacepoints and form a seed from them.

The idealised seeder will always return one and only one seed for each charged truth particle with non-trivial lifetime.

@stephenswat stephenswat added feature New feature or request performance Performance-relevant changes help wanted Extra attention is needed labels Feb 9, 2025
@beomki-yeo
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If I understand correctly, Track_finding_based_on_idealised_seeding will collect the truth triplets by combining the first three measurements of all truth particles and run track parameter estimation on them. is that correct?

truth_track_finding collects the seeds (bound track parameter) from the truth trajectory information at the first measurement of all truth particles. So I think it already does what you need 🤔

@stephenswat
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Fabulous! We can use that then! 😄

@stephenswat
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Okay - it seems that the truth tracking examples currently don't work on Geant4 simulated data, but I think that can be fixed easily enough.

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