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README.md

Classes for Vertexing

DCAFitterN

Was moved to Common/DCAFitte.

Primary Vertexing

The workflow is o2-primary-vertexing-workflow, the vertexing parameters are provided via configurable param pvertexer... of PVertexerParams class. The vertexing first runs an improvized version of DBSCan to group tracks losely converging to MeanVertex into time-Z clusters, then finds for each such a cluster vertices using as a seed the peaks from histogrammed tracks time-Z values.

Lot of numerical values in the params must be fine-tuned when the tracking performance will be close to final, particularly the fake ITS-TPC matches (which are prone to create fake vertices). By default the vertices will be fitted using the MeanVertex as an extra measured point.

Two groups of parameters need particular attention:

  1. Debris (split vertices) reduction: after finding the vertices it tries to suppress low-multiplicity vertices in a close proximity (in Z and in time) of high-multiplicity ones. See PVertexerParams.*Debris parameters comments and PVertexer::reduceDebris method.
  2. Tracks re-attachment: after finding the vertices and optionally reducing debris, it finds for each track closest vertex (in time and in Z) and refits these groups of tracks using corresponding vertices as seeds. The reason to apply this procedure is the bad time resolution of ITS standalone tracks (=ROF duration): high multiplicity vertex has high chances to steal such tracks belonging to nearby low-multiplicity ones (since it is found first). The reattachment allows to eliminate this effect of particular order of vertex finding. It should be applied only in case the debris reduction was performed, otherwise the low-multiplicity split vertices will steal tracks from high-multiplicity ones. The tracks are tested for belonging to given vertex only if they are in certain time-range from the fitted vertex time. This time-range is defined as PVertexerParams.timeMarginReattach + half of DBSCan time difference cut value PVertexerParams.dbscanDeltaT or half ITS strobe length (ROF), whichever larger.

In order to tune the parameters, a special debug output file is written when the code is compiled with _PV_DEBUG_TREE_ uncommented in PVertexer.h. It contains the (i) tree of time-Z clusters found by DBSCan (pvtxDBScan), the seeding histograms for every time-Z cluster after every vertexing iteration; (ii) the pvtxComp tree containing the pairs of vertices which were considered as close by the reduceDebris routine, their mutual chi2 in Z and time, as well as the decision to reject the vertex with lower multiplicity (2nd one); (iii) the pvtx tree with final vertices and their belonging tracks.

To see the effect of running with and w/o re-attachment, one can compare the outputs of 2 tests, e.g.

o2-primary-vertexing-workflow --run --configKeyValues "pvertexer.useMeanVertexConstraint=true;pvertexer.applyDebrisReduction=true;pvertexer.applyReattachment=false"

and

o2-primary-vertexing-workflow --run --configKeyValues "pvertexer.useMeanVertexConstraint=true;pvertexer.applyDebrisReduction=true;pvertexer.applyReattachment=true"

Secondary Vertexing

The workflow is o2-secondary-vertexing-workflow. At the moment the TPC tracks are not involved in secondary vertex search. The available options are:

--vertexing-sources arg (=all)        comma-separated list of sources to use in vertexing
--disable-cascade-finder              do not run cascade finder

Plenty of options can be provided via --configKeyValues "svertexer.<key>=<value>, see SVertexerParams class for details. Note the parameter maxPVContributors which tells how many primary vertex contributors can be used in V0 (in case of 0 the PV contributors are not included into the tracks pool). If minDCAToPV is positive, then only tracks having their DCA to MeanVertex (not the PV!) above this value will be used.