What’s New
1. What’s New#
This page explains the new features in the current release. This cannot cover all the changes in all packages but should help users to find out what needs to be adapted when changing to the new release.
Table of Contents
1.1. Changes since release-07#
New and updated packages in externals
package |
old version |
new version |
---|---|---|
clhep |
2.4.1.3 |
2.4.6.2 |
Geant4 |
10.06.p03 |
11.1.1 |
Vc |
1.4.1 |
1.4.3 |
VecCore |
0.6.0 |
0.8.0 |
VecGeom |
1.1.5 |
1.2.1 |
VGM |
4.6 |
5.0 |
beautifulsoup4 |
4.11.1 |
|
pydata-sphinx-theme |
0.8.1 |
|
soupsieve |
2.3.2.post1 |
|
sphinx-codeautolink |
0.15.0 |
Authentication for Conditions Database using JWT
The authentication method that allows to upload payloads to the Conditions Database and to modify existing global tags has been updated. It now uses JSON web tokens that are created and verified based on the B2MMS username and the associated password. More information can be found in the section b2conditionsdb: Conditions DB interface.
1.1.1. Changes in the analysis package in light-2307-laperm#
Modules#
Added support of decay string functionality to
MVAExpert
module, so it can be used for daughter particles. The first MVA to support this feature isgetNbarIDMVA
.
Variables#
Added new variables
nKLMMultistripHitsFWDEndcap
,nKLMMultistripHitsBarrel
,nKLMMultistripHitsBWDEndcap
, andnKLMMultistripHits
for numbers of KLM multistrip hits in the event. 0 prior to mc16/proc16.Added new variables
nECLShowersFWDEndcap
,nECLShowersBarrel
,nECLShowersBWDEndcap
, andnECLShowers
for numbers of ECLShowers in the event. 0 prior to mc16/proc16.Added new variables
nECLLocalMaximumsFWDEndcap
,nECLLocalMaximumsBarrel
,nECLLocalMaximumsBWDEndcap
, andnECLLocalMaximums
for numbers of ECLShowers in the event. 0 prior to mc16/proc16.Added new variables
nECLTriggerCellsFWDEndcap
,nECLTriggerCellsBarrel
,nECLTriggerCellsBWDEndcap
, andnECLTriggerCells
for numbers of ECL trigger cells above 100 MeV in the event. 0 prior to mc16/proc16.Added new variable
isTrackFound
for particles created from MCParticles.
1.1.2. Changes in the analysis package in light-2305-korat#
Modules#
Added an option
selectedDaughters
to specify daughters to apply weightings inParticleWeighting
.
Geometric matching of KL and neutrons to ECL clusters#
Added a new module and a helper function
getNeutralHadronGeomMatches
to perform geometric match between generated neutral hadrons (KL and neutrons) and ECL clusters. The function optionally provides efficiency correction to the simulation to improve KL modelling in ECL. The function creates the additional variablesdistanceToMcKl
,mdstIndexMcKl
for KL anddistanceToMcNeutron
,mdstIndexMcNeutron
for neutrons, respectively.
Variables#
Added new variable
trackLength
that returns the arc length from the track origin to the last CDC layer associated to the track.A bug affecting the variables
flightTimeOfDaughter
,flightTimeOfDaughterErr
,flightDistanceOfDaughter
, andflightDistanceOfDaughterErr
has been fixed, which caused the return value to be NaN if the composite daughter particle was a V0 object.
Reconstruction of V0s#
stdKshorts
andstdLambdas
: removed a pre-vertex-fit cut on the invariant mass ofK_S0
/Lambda0
candidates found by theV0Finder
module. The cut was not useful, asV0Finder
already applies a cut on its candidates, and could discard signal candidates with very displaced vertex due to theK_S0
/Lambda0
vertex being assumed at the origin before the fit, affecting the invariant mass computation. The post-fit cut on the invariant mass is still present. Cuts onK_S0
/Lambda0
candidates found byreconstructDecay
are still the same as before.
Command line tools#
The command line tool b2help-variables is extended to get a description of specific variables and to display only their data.
FEI#
The gamma cuts for Belle II inside FEI are loosened (to match goodBelleGamma i.e., 0.09 –> 0.05 MeV in barrel and 0.16 –> 0.15 MeV in backward endcap) starting this release. Hence, the FEI calibration performed with MC15ri are not valid anymore if FEI is reconstructed with this release or later. So, either use FEI skims (recommended), or run FEI with an older releases until new FEI calibration with MC16 will be available.
1.1.3. Changes in the analysis package in light-2303-iriomote#
Modules#
Fixed a bug in the
EventShapeCalculator
module andmodularAnalysis.buildEventShape
that was introduced inlight-2302-genetta
. Meaningless values were provided for the event-shape variables.Fixed a bug on the
findMCDecay
that creates duplicated particles which differ only in the order of their daughters.Fixed a bug of the TreeFit that affected the initialization of vertex position that is calculated from two track helices. This bug mainly affected particles that decay far from the IP, specifically
V0
particles such asK_S0
. The bugfix recovers the inefficiency of those particles.
Variables#
Added new charged PID variables
kaonIDNN
andpionIDNN
representing the probability for the given hypothesis, calculated from a neural network that uses high-level information such as PID likelihoods, track momentum and charge. The probabilities are unaffected by momentum updates in vertex fits or the application of the track momentum scale correction.
1.1.4. Changes in the analysis package in light-2302-genetta#
Charm Flavor Tagger#
The Charm Flavor Tagger algorithm has been added in
analysis/scripts/charmFlavorTagger.py
. This allows for the determination of the signal flavor of neutral D mesons with information from the ROE. The CFT output, qr, is saved in the extraInfo field of the signal particle.
MCMatching of K_S0#
Modified the MCMatching algorithm for the
K_S0
particle. The MCError flags of missing daughters (e.g.c_MissMassiveParticle
. please see Error flags) was not assigned to theK_S0
. It was not a problem for the \(K_S^0 \to \pi^+ \pi^-\) process, becauseK_S0
fails to be matched to the MCParticle when one ofpi+
is missed. However, when theK_S0
decays interacting with the detector material, it can have many daughters. If theK_S0
is reconstructed from two pions of these daughters, it was considered as “signal” (i.e.isSignal==1
) even though its kinematics was wrongly reconstructed. We modified the MCMatching algorithm and assigned the MCError flags of missing daughters on theK_S0
properly. The most of “fake-signal”K_S0
candidates are now correctly identified as background (i.e.isSignal==0
).There remains a small fraction of “fake-signal” candidates that decay interacting with the detector material but having only two pions. The effect is expected to be small, for example, that is about
0.0005%
in the tau-LFV process, \(\tau^- \to \ell^- K_S^0 K_S^0\). You can identify such events with themcSecPhysProc
variable that returns the secondary process of the Geant4, namelycountFSPDaughters(mcPrimary==0 and mcSecPhysProc!=201)>0
.
Graph Neural Network based Flavor Tagger#
The Graph Neural Network based Flavor Tagger is available from the basf2. The new options
useGNN
andidentifierGNN
are added toflavorTagger.flavorTagger
. IfuseGNN
is set toTrue
andidentifierGNN
is set to the trained weight file name, the qr value is stored in the alias variableqrGNN
. One can find the information on the identifier and the global tag which includes the payload on the TDCPV WG Confluence Page.
Modules#
New function
modularAnalysis.estimateAndAttachTrackFitResult
and moduleTrackFitResultEstimator
are added. It creates aTrackFitResult
from the momentum of the Particle and creates a relation between them. The main use case is the tracking efficiency study by extrapolating the recoil particle to the detector surfaces.Removed the prepending of the analysis global tag inside the modularAnalysis functions,
lowEnergyPi0Identification
,getBeamBackgroundProbability
,getFakePhotonProbability
, andgetNbarIDMVA
, so that the priority of global tags gets clearer.Fixed a bug on the
findMCDecay
that the decay ofK_S0
cannot be specified.Added an option
usePhotonOnlyOnce
to the functionmodularAnalysis.correctBremsBelle()
. The default of the option isFalse
so the backward compatibility. If the option is set toTrue
, a photon is used for only the closest charged particle in the input ParticleLists.Modified parameters for the functions
modularAnalysis.fillParticleList()
andmodularAnalysis.fillParticleLists()
so that they no longer contain parameters that load the beam background or fake photon (formerly hadronic split-off) MVA.Parameters for
stdPhotons
,stdPi0s
andstdHyperons
have been changed in both name and type. The new parameters are calledbeamBackgroundMVAWeight
andfakePhotonMVAWeight
, and they are now strings to specify which weight files should be used. For run-independent training useMCri
while for run-dependent training useMCrd
. More information on the new weights can be found on the Neutrals Performance Confluence Page.Added an optional parameter
biasCorrectionTable
tostdHyperons
so that users can specify a table name with photon energy bias corrections for thestdXi0
particle list. The latest information on the bias correction can be found on the Neutrals Performance Confluence Page.Added a parameter
updateAllDaughters
tostdKshorts
andstdLambdas
so that users can instruct the vertex fitter to update the variables of the V0 daughters. The parameter isFalse
by default for backward compatibility.New function
modularAnalysis.fillParticleListFromChargedCluster
is added to load the neutral final-state-particles from the ECL and KLM clusters that are being matched with the Track of input ParticleList.Added the argument
ignoreFromVertexFit
invertex.treeFit()
to ignore particles to determine the vertex position. The kinematics of the particles are treated as constant. TheignoreFromVertexFit
option is expected to be used to perform fit withoutK_L0
or mimic aK_S0
or api0
with a control channel by ignoring a track for vertex fit. While,treatAsInvisible
will ignore both for vertex and kinematics. ThetreatAsInvisible
option is expected to recover an invisible particle’s kinematics from beam-constraint.Fixed a bug of the TreeFit with the Bremsstrahlung correction tools,
modularAnalysis.correctBrems
andmodularAnalysis.correctBremsBelle
. The position uncertainties of the brems-corrected particle were wrongly assigned. This bug does not affect the kinematics very much but induces a bias on the position and its uncertainty.Allowed
-o
argument of basf2 to override the output ROOT filename ofVariablesToNtuple
,VariablesToEventBasedTree
, andVariablesToHistogram
modules, e.g.basf2 script.py -o new.root
. If the modules are called more than once, the override will be applied to all output files. If you need to save multiple TTrees with the same name, please use the new argumentfilenameSuffix
ofmodularAnalysis.variablesToNtuple
to differentiate the output files. ThefilenameSuffix
is appended to the output ROOT file name even if the-o
argument is used.Fixed a bug on
NeutralHadron4MomentumCalculator
that misplaces the neutral hadron daughter’s index after calculating its momentum.New function
modularAnalysis.extractParticlesFromROE
and moduleParticleExtractorFromROE
are implemented. The function extracts Particle objects that belong to a ROE and fills them in ParticleLists. It is available both in thefor_each
loop over the ROEs (e.g.roe_path
) and the main path if the signal side ParticleList has only one candidate.Added a module
BelleNbarMVA
that applies nbarMVA for Belle, a DNN trained with ECLCluster variables for discrimination of anti-neutrons against photons. Anti-neutron-like particles have scores closer to 1; photon-like particles have scores closer to 0.New interface for module
TrackIsoCalculator
that allow creating a single module instance for multiple detectors. The module now also calculates an isolation score per particle according to a new definition (see Variables).Fixed a bug of the TreeFit with the particle loaded from the KLMCluster. The mass of the particle, which should have been fixed with the PDG value, was floated in the TreeFit. Now it is fixed and the fit results get more reasonable. However, since the covariance matrix of the KLMCluster is not properly set yet, the performance of the TreeFit with these particles is not guaranteed.
Added an option
overwriteRank
to themodularAnalysis.rankByHighest
andmodularAnalysis.rankByLowest
to overwrite the extraInfo of rank when the particle has already the extraInfo.
Variables#
New variable
momentaTripleProduct
is added for the searches for CP violation via T-odd correlations in multi-body decays.Added the variables
EcmsMC
andtotalEnergyMC
, which return the true value of \(\sqrt{s}\) and the true sum of the energies of all generated particles, respectively.Deprecated
hadronicSplitOffSuppression
which has been replaced withfakePhotonSuppression
New variables
countFSPDaughters
andcountDescendants
are added to get number of daughters which passes the given selection.New meta-variables
originalParticle
andoriginalDaughter
are added to get the variable of the original particle from which the given particle or the specified daughter. One can get the variables of the daughters particles before they are updated by the vertex fit, for example.New variables
helixExtThetaOnDet
andhelixExtPhiOnDet
are added. They returns theta and phi of extrapolated helix parameters on the detector surface given by the argument.New variable
clusterBestMatchedMCParticle
is added to access the MCParticle that is related to the ECLCluster but not to the Particle object.New variable
minET2ETIsoScoreAsWeightedAvg
that returns a particle’s isolation score based on a weighted average of inverse distances at each input detector layers.
1.1.5. Changes in the analysis package in light-2212-foldex#
ParticleList dataobject#
Added new member variable
isReserved
to prevent the reserved ParticleLists (:all
labeled final-state particles, and:V0
labeled V0-particles) from being changed. While some modules have already had protection not to edit the reserved lists, e.g.ParticleSelector
andParticleListManipulator
, the other modules editing the ParticleList had the potential to introduce critical bugs. If one’s script breaks due to the update since thelight-2212-foldex
, please modify the script not to edit the reserved ParticleLists by copying them with other names beforehand.
Signal embedding#
New modules
UdstListFilter
andPostMergeUpdater
for signal embedding which remove extramdst
objects and merge events together, respectively.New scripts
udst_purge_list
andembedding_merge
to enable signal embedding.A python script
analysis/examples/embedding/embedding.py
which illustrates the usage of the scripts.
Variables#
Extended the variable
useAlternativeDaughterHypothesis
to variables using daughters’ pdg codes, e.g.InvM
.New metavariable
useDaughterRestFrame
to calculate a variable in the rest frame of the given daughters is added.New variable
cosHelicityAngleForQuasiTwoBodyDecay
is added for the angular analysis on a quasi-two-body decay.Extended the variable
cosTPTO
to be available both in a main path and for_each loop over ROEs.
stdCharged#
Added working points for uniform pion-lepton fake rate.
stdPhoton and stdPi0#
Added an optional parameter
biasCorrectionTable
tostdPhotons
andstdPi0s
that allows the user to specify a table name for the photon energy bias correction. Providing a table name will automatically apply the bias correction to all particles in the particle lists. This is available for all list types. The latest information on the bias correction can be found on the Neutrals Performance Confluence Page.
Modules#
Added an option
signalSideParticleList
to the functionmodularAnalysis.variablesToNtuple()
to store the index of the signal-side particle. This option is only valid when one calls the function in afor_each
loop over the RestOfEvent. The branches__signalSideCandidate__
and__nSignalSideCandidates__
are added to the TTree by setting the option. An example of usage can be found inanalysis/examples/VariableManager/variablesToNtuple.py
.Fixed a bug on the
BestCandidateSelection
that keeps only less than the expected number of candidates whenallowMultiRank=True
andnumBest>0
. Now the module works as documented.Added an option
allowAnyParticleSource
to the functionmodularAnalysis.reconstructDecayWithNeutralHadron()
to let users apply the mother-mass constraint on a charged particle.The
findMCDecay
function is fixed so that all output particles haveisSignal==1
. New optionappendAllDaughters
is added so that one can append not only the daughters described in the decay string but all daughters of the matched MCParticle. Another new optionskipNonPrimaryDaughters
is added to skip secondary particles whenappendAllDaughters=True
.The ParticleLists labeled
:MC
, which were created by default when thefillParticleListFromMC
is called, are no longer created automatically by the function. Also, the protection that was previously applied to the list labeled “:MC” has been removed.
1.1.6. Changes in the analysis package in light-2210-devonrex#
Modules#
Fixed a bug in KFit when the daughters’ kinematics are updated (
daughtersUpdate=True
). The mother’s momentum was calculated at the updated vertex position, while the updated daughters’ momenta were calculated at the original position. This caused an inconsistency in the momentum between the mother and the sum of the daughters. Now the daughters’ momenta are also calculated at the updated vertex position and the inconsistency is resolved.Changed TreeFit and KFit to be compatible with the momentum scaling factor. The daughters’ kinematics as member variables of the Particle class are updated by being divided by the momentum scaling factor. However, the vertex fitters do not change the momentum scaling factor. So, the kinematics variables now return correct values.
1.1.7. Changes in the analysis package in light-2209-calico#
MVA-based pi0 identification#
New function
modularAnalysis.lowEnergyPi0Identification()
providing MVA-based pi0 identification is added.Example of its usage is added as
analysis/examples/PostMdstIdentification/LowEnergyPi0Identification.py
.
Variables#
Extended the variable
useAlternativeDaughterHypothesis
to variables calculated from daughters’ 4-momentum, e.g.cosHelicityAngleMomentum
.Added metavariable to retrieve the distance to the closest neighbour at a detector surface (based on track helix extrapolation):
minET2ETDist
.Added metavariable to retrieve any variable associated to the closest neighbour at a detector surface from the reference particle list:
minET2ETDistVar
.Added metavariable to retrieve the particle isolation score (based on
minET2ETDist
and, optionally, on PID detector weights):minET2ETIsoScore
.
Modules#
New modules
LowEnergyPi0VetoExpert
andLowEnergyPi0IdentificationExpert
for MVA-based pi0 identification are added.Added the new module
ParticleMomentumUpdater
which is also available via the functionmodularAnalysis.setBeamConstrainedMomentum()
. It lets you replace the momentum of one particle in your decay chain by p(beam)-p(selected particles).The module
ParticleLoader
has a new option to create particles which do not have a mdst source. It is also available via the convenience functionmodularAnalysis.fillParticleListFromDummy()
.New module
KlongMomentumUpdaterExpert
to calculate and update the two-body B-meson decay including a Klong is added. New functionmodularAnalysis.updateKlongKinematicsExpert()
is also added.In the module
TagVertex
an iterative version of the KFit vertex fitter is added. This fitter should substitute Rave vertex fitter for the tagged B meson. The default configuration of theTagVertex
has changed. The default algorithm changed fromRave
toKFit
and the default constraint fromIP
totube
. TheKFit
algorithm by default includes iterations, this can be changed by newly addedkFitReqReducedChi2
parameter.The new expert argument
expertBeamConstraintPDG
has been added to theTreeFitter
. It allows the user to constrain the four-momentum of a Particle to the four-momentum of the initial e+e- state.Updated
TrackIsoCalculator
to compute the particle isolation score.
Database Objects#
New database object class
PIDDetectorWeights
to store PID detector weights per standard charged particle, binned in p and theta.
Modular Analysis Function#
Added a check to the
applyEventCuts
function to make sure that only event-based variables are used in the selection. The decomposition of meta variables can be tricky, so a new argumentmetavariables
is added to extend the list of meta variables which should be decomposed and should themselves be ignored in the check.Added the argument
treatAsInvisible
invertex.treeFit()
to ignore particles in the fit.Updated the
calculateTrackIsolation
helper. Now, it returns a list of metavariables (minET2ETDist
,minET2ETIsoScore
, optionallyminET2ETDistVar
as well) correctly configured according to the helper input options. Users can then create aliases in their own steering script: seeanalysis/examples/VariableManager/trackIsolationVariables.py
for an example.The default argument of
flavorTagger.flavorTagger()
is updated so that the weight files trained with MC15ri will be used as default. If one wants to use the previous weight files, the arguments should be set as follows:maskName='all'
andprefix=''
.With the
vertex.kFit()
, the daughters’ kinematics are updated after the vertex fit, even when fit daughters are selected usingdecay_string
anddaughtersUpdate=True
.The new argument
ignoreMotherFlavor
has been added to the functionmergeListsWithBestDuplicate
. It allows to ignore the flavor of the mother particle when identifying duplicates.
Particle dataobject#
Added a
replaceDaughter
method to Particle. It allows you to replace the daughter of a Particle with another Particle while keeping the original order of the daughters. This is important to ensure the decay string will work correctly after replacing a daughter.Added a new Particle source
NoMDSTSource
to Particle. It can be used for Particles that do not come from any mdst source.
1.1.8. Changes in the analysis package in light-2207-bengal#
Variables#
Added the variables of the PID probability with the calibration weights,
weightedElectronID
,weightedMuonID
,weightedPionID
,weightedKaonID
,weightedProtonID
, andweightedDeuteronID
. Also, the expert PID variables were added,pidWeightedLogLikelihoodValueExpert
,pidWeightedPairProbabilityExpert
, andpidWeightedProbabilityExpert
.Added the variable
hasCorrectROECombination
to check if the correct combination of the particle that is the basis of the ROE object and the particle that is loaded from the ROE.Added the variable
nMCDaughters
which returns the number of daughters of the MC-matched MCParticle or a MCParticle obtained with e.g. thegenUpsilon4S
metavariable.
Modules#
Fixed a bug in the
modularAnalysis.fillParticleListFromROE()
. The relationship of the pdg code between the loaded particle and the source particle was inconsistent when the loaded particle was not a self-conjugated particle.
1.1.9. Changes in the b2bii package since release-07-00#
Conversion#
Added an option to copy
anti-n0:mdst` from ``gamma:mdst
1.1.10. Changes in the mva package since release-07-00#
Added support of decay string functionality to
MVAExpert
module, so it can be used for daughter particles.Updated the argument
overwriteExistingExtraInfo
ofMVAExpert
andMVAMultipleExperts
modules so that one can more flexibly choose to keep or overwrite existing information. Instead of a boolean users should now pass one of (-1/0/1/2). An existing extra info with the same name will be overwritten if the new value is lower / will never be overwritten / will be overwritten if the new value is higher / will always be overwritten (option = -1/0/1/2).
1.2. Changes since release-06#
New and updated packages in externals
package |
old version |
new version |
---|---|---|
astyle |
2.05.1 |
3.1 |
boost |
1.72 |
1.78 |
cmake |
3.19.7 |
3.22.2 |
curl |
7.75.0 |
7.77.0 |
eigen |
3.3.9 |
3.4.0 |
EOS |
0.3.3 |
removed |
Frugally-deep |
0.15.19-p0 |
|
FunctionalPlus |
0.2.18-p0 |
|
gcc |
10.2 |
11.2 |
GDB |
10.1 |
10.2 |
Hammer |
1.1.0 |
1.3.0 |
Libxml2 |
2.9.10 |
2.9.13 |
Libxslt |
1.1.34 |
1.1.35 |
Madgraph |
2.7.2 |
3.4.0 |
Millepede-II |
V04-09-00 |
V04-10-00 |
nlohmann/json |
3.9.1 |
3.10.5 |
ROOT |
6.24.0 |
6.24/06 |
RooUnfold |
3.0.0 |
|
XRootD |
5.1.1 |
5.4.3 |
zlib |
1.2.11 |
1.2.12 |
Integer Set Library |
0.21 |
0.24 |
cppcheck |
2.3 |
2.6 |
absl-py |
0.12.0 |
1.3.0 |
aiohttp |
3.8.1 |
|
aiosignal |
1.2.0 |
|
amply |
0.1.4 |
removed |
anyio |
3.3.0 |
removed |
argon2-cffi |
20.1.0 |
21.3.0 |
argon2-cffi-bindings |
21.2.0 |
|
async_generator |
1.10 |
removed |
async-timeout |
4.0.2 |
|
attrs |
21.2.0 |
21.4.0 |
autopep8 |
1.5.7 |
1.6.0 |
awkward |
1.2.2 |
1.7.0 |
bleach |
3.3.0 |
4.1.0 |
boost-histogram |
1.0.2 |
1.2.1 |
cachetools |
4.2.2 |
4.2.4 |
certifi |
2020.12.5 |
2021.10.8 |
cffi |
1.14.5 |
1.15.0 |
chardet |
4.0.0 |
removed |
charset-normalizer |
2.0.10 |
|
cheroot |
8.5.2 |
8.6.0 |
CherryPy |
18.6.0 |
18.6.1 |
cloudpickle |
1.6.0 |
2.0.0 |
ConfigArgParse |
1.4 |
1.5.3 |
connection_pool |
0.0.3 |
|
cryptography |
3.4.7 |
36.0.1 |
cycler |
0.10.0 |
0.11.0 |
Cython |
0.29.23 |
0.29.26 |
debugpy |
1.5.1 |
|
decorator |
5.0.7 |
5.1.1 |
dgl |
0.6.1 |
|
eoshep |
1.0.1 |
|
filelock |
3.0.12 |
3.4.2 |
flake8 |
3.9.2 |
4.0.1 |
flatbuffers |
1.12 |
22.9.24 |
fonttools |
4.28.5 |
|
frozenlist |
1.3.0 |
|
fsspec |
2022.5.0 |
|
gitdb |
4.0.7 |
4.0.9 |
GitPython |
3.1.14 |
3.1.26 |
google-auth |
1.30.0 |
2.3.3 |
google-auth-oauthlib |
0.4.4 |
0.4.6 |
idna |
2.10 |
3.3 |
imagesize |
1.2.0 |
1.3.0 |
importlib-metadata |
4.10.0 |
|
importlib-resources |
5.4.0 |
|
ipykernel |
5.5.4 |
6.6.1 |
ipython |
7.23.1 |
7.31.0 |
ipywidgets |
7.6.3 |
7.6.5 |
jaraco.collections |
3.3.0 |
3.5.1 |
jaraco.functools |
3.3.0 |
3.5.0 |
jaraco.text |
3.5.0 |
3.6.0 |
jedi |
0.18.0 |
0.18.1 |
jeepney |
0.7.1 |
|
Jinja2 |
2.11.3 |
3.0.3 |
jira |
2.0.0 |
3.1.1 |
joblib |
1.0.1 |
1.1.0 |
json5 |
0.9.6 |
removed |
jsonschema |
3.2.0 |
4.3.3 |
jupyter-client |
6.1.12 |
7.1.0 |
jupyter-core |
4.7.1 |
4.9.1 |
jupyter-server |
1.10.2 |
removed |
jupyterlab |
3.1.9 |
removed |
jupyterlab-server |
2.7.2 |
removed |
jupyterlab-widgets |
1.0.0 |
1.0.2 |
jupytext |
1.11.2 |
1.13.6 |
keras |
2.4.3 |
2.10.0 |
keyring |
23.5.0 |
|
kiwisolver |
1.3.1 |
1.3.2 |
libclang |
14.0.6 |
|
lightgbm |
3.3.2 |
|
lxml |
4.6.3 |
4.7.1 |
Markdown |
3.3.4 |
3.3.6 |
MarkupSafe |
1.1.1 |
2.0.1 |
matplotlib |
3.4.2 |
3.5.1 |
matplotlib-inline |
0.1.2 |
0.1.3 |
mdit-py-plugins |
0.2.8 |
0.3.0 |
metakernel |
0.27.5 |
0.28.2 |
more-itertools |
8.7.0 |
8.12.0 |
multidict |
6.0.2 |
|
mysql-connector-python |
8.0.24 |
8.0.27 |
nbclassic |
0.3.1 |
removed |
nbclient |
0.5.3 |
0.5.9 |
nbconvert |
6.0.7 |
6.4.0 |
nbsphinx |
0.8.4 |
0.8.8 |
nest-asyncio |
1.5.1 |
1.5.4 |
networkx |
2.7.1 |
|
notebook |
6.4.3 |
6.4.6 |
numexpr |
2.7.3 |
2.8.1 |
numpy |
1.19.5 |
1.20.1 |
oauthlib |
3.1.0 |
3.1.1 |
packaging |
20.9 |
21.3 |
pandas |
1.2.4 |
1.3.5 |
pandocfilters |
1.4.3 |
1.5.0 |
parso |
0.8.2 |
0.8.3 |
pbr |
5.6.0 |
removed |
Pillow |
8.2.0 |
9.0.0 |
pip |
21.1.1 |
21.3.1 |
pluggy |
0.13.1 |
1.0.0 |
portend |
2.7.1 |
3.1.0 |
prometheus-client |
0.10.1 |
0.12.0 |
prompt-toolkit |
3.0.18 |
3.0.24 |
protobuf |
3.16.0 |
3.19.3 |
psutil |
5.8.0 |
5.9.0 |
PuLP |
2.4 |
2.6.0 |
py |
1.10.0 |
1.11.0 |
pycodestyle |
2.7.0 |
2.8.0 |
pycparser |
2.20 |
2.21 |
pyDeprecate |
0.3.1 |
|
pydocstyle |
6.0.0 |
6.1.1 |
pyflakes |
2.3.1 |
2.4.0 |
Pygments |
2.9.0 |
2.11.2 |
PyJWT |
2.1.0 |
removed |
pylama |
7.7.1 |
8.3.7 |
pyparsing |
2.4.7 |
3.0.6 |
pypmc |
1.2 |
|
pyrsistent |
0.17.3 |
0.18.0 |
pytest |
6.2.4 |
6.2.5 |
python-dateutil |
2.8.1 |
2.8.2 |
python-gitlab |
3.9.0 |
|
pytorch-lightning |
1.5.6 |
|
pytz |
2021.1 |
2021.3 |
PyYAML |
5.4.1 |
6.0 |
pyzmq |
22.0.3 |
22.3.0 |
qtconsole |
5.1.0 |
5.2.2 |
QtPy |
1.9.0 |
2.0.0 |
requests |
2.25.1 |
2.27.1 |
requests-unixsocket |
0.2.0 |
removed |
rsa |
4.7.2 |
4.8 |
scikit-learn |
0.24.2 |
1.0.2 |
scipy |
1.6.3 |
1.7.3 |
SCons |
4.1.0post1 |
4.3.0 |
seaborn |
0.11.1 |
0.11.2 |
SecretStorage |
3.3.1 |
|
Send2Trash |
1.5.0 |
1.8.0 |
setuptools |
56.2.0 |
60.5.0 |
smart-open |
5.0.0 |
5.2.1 |
smmap |
4.0.0 |
5.0.0 |
snakemake |
6.3.0 |
6.13.1 |
sniffio |
1.2.0 |
removed |
snowballstemmer |
2.1.0 |
2.2.0 |
Sphinx |
4.0.0 |
4.3.2 |
sphinx-book-theme |
0.3.3 |
|
sphinxcontrib-htmlhelp |
1.0.3 |
2.0.0 |
sphinxcontrib-programoutput |
0.17 |
|
sphinxcontrib-serializinghtml |
1.1.4 |
1.1.5 |
sweights |
1.0.0 |
|
tables |
3.6.1 |
3.7.0 |
tempora |
4.0.2 |
5.0.0 |
tensorboard |
2.5.0 |
2.10.1 |
tensorboard-plugin-wit |
1.8.0 |
1.8.1 |
tensorflow |
2.4.1 |
2.10.0 |
tensorflow-estimator |
2.4.0 |
2.10.0 |
tensorflow-io-gcs-filesystem |
0.27.0 |
|
tensorflow-probability |
0.12.2 |
0.15.0 |
terminado |
0.9.4 |
0.12.1 |
testpath |
0.4.4 |
0.5.0 |
threadpoolctl |
2.1.0 |
3.0.0 |
toposort |
1.6 |
1.7 |
torch |
1.8.1 |
1.11.0 |
torch-geometric |
2.0.4 |
|
torch-scatter |
2.0.9 |
|
torch-sparse |
0.6.14 |
|
torchaudio |
0.8.1 |
0.11.0 |
torchmetrics |
0.9.3 |
|
torchvision |
0.9.1 |
0.12.0 |
tqdm |
4.60.0 |
4.62.3 |
traitlets |
5.0.5 |
5.1.1 |
uncertainties |
3.1.5 |
3.1.6 |
uproot |
4.0.7 |
4.1.9 |
urllib3 |
1.26.4 |
1.26.8 |
websocket-client |
1.2.1 |
removed |
Werkzeug |
1.0.1 |
2.0.2 |
wheel |
0.36.2 |
0.37.1 |
widgetsnbextension |
3.5.1 |
3.5.2 |
xgboost |
1.6.1 |
|
yarl |
1.7.2 |
|
zipp |
3.7.0 |
|
zstandard |
0.15.2 |
0.16.0 |
Simplified arguments to modularAnalysis.inputMdst()
and modularAnalysis.inputMdstList()
.
The arguments of modularAnalysis.inputMdst()
and modularAnalysis.inputMdstList()
have been changed a little.
You no longer need to specify “default”, it’s done automatically.
The following code lines need to be changed from:
# old
import modularAnalysis as ma
ma.inputMdst("default", "/path/to/your/file.root", path=mypath)
# or
ma.inputMdst("Belle", "/path/to/your/file.root", path=mypath)
To:
# new
import modularAnalysis as ma
ma.inputMdst("/path/to/your/file.root", path=mypath)
# or
ma.inputMdst("/path/to/your/file.root", path=mypath, environmentType="Belle")
And similarly for modularAnalysis.inputMdstList()
.
Warning
We no longer support MC5-10 files.
Breaking of backward compatibility for kinematic variables
The floating-point members of the Particle class (invariant mass, momentum and position components) are now stored as doubles and no longer as floats. Previously, in some edge cases like for ISR photons, in particular the energy calculation could suffer from a cancellation of significant digits. This change might slightly modify the values of (derived) kinematic variables, however it should be below most analysts sensitivity.
Track time
When reconstructing data with release-07 the new variable trackTime
becomes
available, which is computed by the TrackTimeEstimatorModule
. This track
time is the average time of the SVD clusters attached to the track minus the
SVDEventT0
.
1.2.1. Changes in the analysis package in light-2207-bengal#
PID Calibration Weight Tools#
Added the module
scripts/pidDataUtils.py
to provide a set of tools for preparing and analyzing data with weightsAdded the script
scripts/pidTrainWeights.py
to train a set of calibration weights on a datasetAdded an example for training a set of weights and using them in an analysis in
analysis/examples/PIDCalibration
Variables#
Added the variable
pionID_noARICHwoECL
which returns pionID without using ARICH likelihood for tracks without associated ECL cluster.Added the variable
kaonID_noARICHwoECL
which returns kaonID without using ARICH likelihood for tracks without associated ECL cluster.Added the metavariable
binaryPID_noARICHwoECL
which returns binary PID without using ARICH likelihood for tracks without associated ECL cluster.
1.2.2. Changes in the analysis package in light-2205-abys#
Variables#
Added the variable
nPrimaryMCParticles
which returns the number of primary MC particles.Added the variable
nVirtualPrimaryMCParticles
which returns the number of virtual primary MC particles.Added the variable
nInitialPrimaryMCParticles
which returns the number of initial primary MC particles.Changed the
nCompositeDaughters
so that one can specify the PDG code of composite daughters. If no argument is given, it works same as before. Please note that brackets have to appended even if no argument is given i.e.nCompositeDaughters()
.Added
nCompositeAllGenerationDaughters
which works similar withnCompositeDaughters
but it includes all generations of daughters.Added optional argument to
helixExtTheta
,helixExtPhi
to allow performing the extrapolation using the mass hypothesis that provides the best track fit result, regardless of the particle object’s PDG.Users can clear aliases by using
variables.clearAliases()
, which is useful when processing several independentPath
objects in a single basf2 session, e.g. b2luigi job submission.Added the variable
cosAngleBetweenMomentumAndBoostVector
which returns the cosine of angle between momentum and boost vector.
Modules#
Added an option
basketsize
tomodularAnalysis.variablesToNtuple()
to set the size of TBaskets in the output ntuple in bytes.Added an argument
reference_list_name
tomodularAnalysis.calculateTrackIsolation()
. The reference ParticleList is used as reference to calculate the distance for the input ParticleList given byinput_list
. By default, the:all
list of the same particle type as theinput_list
is used.The
TrackIsoCalculator
andChargedPidMVA
modules now support decay string grammar, which allows to run these modules on daughter or granddaughter particles.In the CDC volume, the calculation of track-to-closest-neighbour distance in the
TrackIsoCalculator
module now is done for 9 surface layers (was only at the entry surface). Also, the definition of distance has been changed to adapt to each sub-detector’s geometrical segmentation.In the
TrackIsoCalculator
module, added an option to calculate the distance using the track fit result of the most probable mass hypothesis for the particles in the reference list.
MC Truth Information#
The
PrintMCParticles
andVariablesToNtuple
(VariablesToEventBasedTree
) are extended. The MCParticles information printed by thePrintMCParticles
module can be stored in TTree viaVariablesToNtuple
andVariablesToEventBasedTree
. When thePrintMCParticles
is called, the branch__MCDecayString__
is automatically created and the same information that is printed by thePrintMCParticles
.An argument
suppressPrint
is added tomodularAnalysis.printMCParticles
to suppress printing the information on the log message. This option helps to reduce the size of the log message while keeping the branch__MCDecayString__
in a TTree.
MVA-based K_S0 Selector#
Added a new function
ksSelector.ksSelector()
, which applies MVA-based selection of K_S0 particleListAdded a example for usage and training of
ksSelector
atB2A910
,B2A911
, andB2A912
1.2.3. Changes in the analysis package in light-2203-zeus#
Lepton ID Analysis Helper#
Added
stdCharged.stdLep()
helper to build standard lepton lists for a number of supported working points and LID methods (Likelihood ratio or BDT, global or binary). The helper also decorates the particles with the recommended Data/MC corrections and associated uncertainties for efficiency and fake rates, based on the chosen GT.
Vertex Fitting#
Fixed the calculation of kinematics after vertex KFit with selected particles. Disabled the feature of selecting fit particles for KFit except for vertex fit.
Variables#
Removed
EventType
, which was deprecated for more than a year since light-2012-minos.Deprecated the variable
daughterInvariantMass
, which duplicatesdaughterInvM
.Added new Flavor Tagger related meta-variables to use ROE-mask correctly,
pMissTag
,cosTPTO
,ptTracksRoe
,pt2TracksRoe
,isMajorityInRestOfEventFromB0
,isMajorityInRestOfEventFromB0bar
,hasRestOfEventTracks
, andisRelatedRestOfEventMajorityB0Flavor
. Added an argumentmaskName
toBtagToWBosonVariables
.Added the variable
trackFitCovariance
, which returns the track fit covariance matrix element corresponding to the two provided indices.
Modules#
The
TrackingMomentum
module can now also smear track momenta based on phase-space dependent smearing factors which are read from payloads according to parameterspayloadName
andsmearingFactorName
. The corresponding wrapper functionsmearTrackMomenta
has been added. The argumenttableName
has been renamed aspayloadName
inscaleTrackMomenta
.Added an option
skipNonPrimary
tofillParticleListFromMC
andfillParticleListsFromMC
.Added an argument
prefix
toflavorTagger.flavorTagger()
so that one can choose the version of weight files.
1.2.4. Changes in the analysis package in light-2112-uranus#
Vertex Fitting#
Added a new fit-type option
recoilmass
to functionvertex.kFit()
. The kinematic fit is performed with a constraint of a recoil mass specified by the optionrecoilMass
.Fixed a bug in
fourC
andmassfourC
kfit. The mass of final-state particles were not fixed in old version.
Variables#
Added the variable
TracksLBoostChi2
, which returns the change of the track positions in the boost direction after a vertex KFit in terms of a \(\chi^2\) value.
Modules#
A cut provided to the
ParticleCombiner
was always applied to the daughter particle combination, even when choosing one of the two recoil options. Now it is applied to the created mother particle as written in the documentation. This changes the behavior ofreconstructRecoil
andreconstructRecoilDaughter
.The
ParticleKinematicFitter
module has been extended to support the fit in which an additional unmeasured photon is assumed along HER/LER. To use the feature, one has to setaddUnmeasuredPhoton
andfixUnmeasuredToHER
(fixUnmeasuredToLER
) totrue
.Added a
Pi0VetoEfficiencySystematics
module to obtain pi0 veto efficiency Data/MC weights, their statistical and systematic errors as extrainfo variables for a given hard photon and the veto threshold.addPi0VetoEfficiencySystematics
is a corresponding wrapper function. The allowed range of the veto threshold is extended to (0.10,0.99).
PID Priors#
Added
analysis-train-priors
tool that trains a pytorch model for calculating PID priors using an ntuple containing momentum and cos(\(\theta\)) information. It generates a second order combination of the previously mentioned variables along with transverse momentum giving a total of nine features and trains the model using a taylor series of cross entropy loss to reduce the effect of outliers on the training.For evaluating priors,
evalPriors
module containing thePriors
class has been added to calculate these using the trained model. Additionally, posteriors can also be obtained by providing PID’s from the detector signals.
1.2.5. Changes in the analysis package in light-2110-tartarus#
Variables#
The no ROE mask case in the ROE-related variables has now a different name:
"all"
instead of an empty string""
. Similarly to the ParticleLoader’sall
particle lists, this name is reserved, user cannot create a mask with this name. IfmaskName
argument is not specified in the ROE-related metavariables, it will default toall
automatically, but in case of metavariables with many arguments user will be required to call it explicitly, e.g.nROE_Charged(all, 321)
.Added
v0DaughterNRemovedHits
which returns the number of track hits removed in V0Finder.Added
hadronicSplitOffSuppression
which returns the output of an MVA that uses shower-related variables to distinguish between true photons and hadronic split-offs.The variable
beamBackgroundProbabilityMVA
now has a new name:beamBackgroundSuppression
. The weight files for this MVA have also been updated due to a change in training samples used.Added
mostcommonBTagIndex
which returns the B meson index from which most FSP from a given reconstructed B meson candidate originated. Use case would be e.g. the FEI.Added
percentageMissingParticlesBTag
which determines the percentage of FSP missed by using themostcommonBTagIndex
of the B meson.Added
percentageWrongParticlesBTag
which gives the percentage of FSP reconstructed not originating from themostcommonBTagIndex
.
Modules#
Variables
nRejectedECLShowersFWDEndcap
,nRejectedECLShowersBarrel
,nRejectedECLShowersBWDEndcap
: if the values of the counters exceed uint8_t maximum (255), it is set to 255.The invariant mass of the particles built from the missing momentum in the event (
fillParticleListFromROE
with optionuseMissing=True
) is no longer fixed to zero, but set based on the full missing 4-momentum.
1.2.6. Changes in the analysis package in light-2108-selene#
Neutral Hadron Analysis Tool#
Added a module that modifies 4-momentum of a neutral hadron in a given decay (e.g. \(B^0 \to J/\psi K_L^0\), \(B^0 \to p \bar{n} D^*(2010)^-\)).
Added a Python function
reconstructDecayWithNeutralHadron
, which merges the functionalities ofParticleCombiner
and the above module.
Variables#
Removed
R2EventLevel
(it has been officially deprecated since release-05).Modified
InvM
to be calculated at the decay vertex if the particle is V0 or decay at rho > 5 mm.Added
clusterTotalMCMatchWeight
which returns the sum of all deposited MC energies that can be used to identify beam background clusters.
Modules#
The
TrackingMomentum
module has been extended. Now the module can scale track momenta based on phase-space dependent scaling factors given which are read from payloads according to parameterstableName
andscalingFactorName
. The corresponding wrapper functionscaleTrackMomenta
has also been extended accordingly.The
HelixErrorScaler
has been extended to K_S0 that are reconstructed from V0. A new python functionstdV0s.scaleErrorKshorts
provides an alternative to the standard listK_S0:merged
with a correction applied to the uncertainties of the K_S0 daughter helix parameters.
1.2.7. Changes in the framework package since release-06-00#
Conditions Database#
b2conditionsdb-tag-publish
andb2conditionsdb-tag-invalidate
have been removed.b2conditionsdb-tag-state
must be used now for publishing or invalidating a globaltag.
GeneralCut rework#
Expanded the cut functionality by introducing a grammar based parser.
formula
keyword is no longer necessary for writing formulas in cuts and metavariable arguments
# old
variables.addAlias('medianDzFromPV', 'extraInfo(medianDZ)')
variables.addAlias('dzFromMedianDz', 'formula(dz - medianDzFromPV)')
ma.applyCuts('pi+:fromPV', 'abs(dzFromMedianDz) < 0.05', path=main)
# new, input formula directly as metavariable argument
ma.applyCuts('pi+:fromPV', 'abs(dz - extraInfo(medianDZ)) < 0.05', path=main)
# new, variable alias without formula metavariable
variables.addAlias('dzFromMedianDz', 'dz - extraInfo(medianDZ)')
ma.applyCuts('pi+:fromPV', 'abs(dzFromMedianDz) < 0.05', path=main)
More details can be found in the Cut strings and selections section.
1.2.8. Changes in the b2bii package since release-06-00#
Conversion#
Added
tof
,sigma_tof
,path_length
andquality
from theMdst_tof
table. They are stored inBelleTrkExtra
and are not converted by default.Added
dedx``and ``dedx_quality
from theMdst_trk
table. They are stored inBelleTrkExtra
and are not converted by default.Added
photo_electrons
andquality
fromMdst_acc
table. They are stored inBelleTrkExtra
and are not converted by default.
Variables#
Added
BelleTof
,BellePathLength
,BelleTofQuality
,BelleTofSigma
,BelledEdx
,BelledEdxQuality
,BelleACCnPe
, andBelleACCQuality
to store PID-related detector information.
1.2.9. Changes in the mva package since release-06-00#
Deprecated
basf2_mva_utils.calculate_roc_auc
as it calculated the efficiency-purity auc not the roc (efficiency-background retention) auc. Use insteadbasf2_mva_utils.calculate_auc_efficiency_vs_purity
orbasf2_mva_utils.calculate_auc_efficiency_vs_backround_retention
.Added an argument
overwriteExistingExtraInfo
toMVAExpert
andMVAMultipleExperts
modules so that one can choose to overwrite or keep the old value if the given extraInfo is already defined.Updated the
partial_fit(...)
function for python based methods. Previously theepoch
parameter was confusingly defined asiEpoch * nBatches + iBatch
. It now returns correctlyiEpoch
with a newbatch
argument giving the index of the current batch. Additionally added thenBatches
argument tobegin_fit(...)
to provide the number of batches per epoch to user methods. In combination the two additions can be used to for example run the validation set after the final batch of each epoch and return the accuracy for monitoring or early stopping. For an example of this uase case seemva/examples/tensorflow/simple.py
User scripts must be updated to overwritepartial_fit(state, X, S, y, w, epoch, batch)
andbegin_fit(state, Xtest, Stest, ytest, wtest, nBatches)
.
1.2.10. Changes in the tracking package since release-06-00#
Event Time#
the tracking estimation of the time of the event is now computed with SVD instead of with CDC
1.2.11. Changes in the svd package since release-06-00#
Beam-Background#
above-threshold strips due to cross-talk are added in the background overlay for simulated background
Reconstruction#
fudge factors are introduced in the reconstruction of the SVD cluster position and time of simulated events in order to match the resolution measured on data.
correction of the APV charge sharing is applied in the determination of the cluster position when reconstructing data
1.3. Changes since release-05#
New and updated packages in externals
package |
old version |
new version |
---|---|---|
GNU Binutils |
2.34 |
2.36.1 |
boost |
1.72 |
1.75 |
cmake |
3.16.5 |
3.19.7 |
cppzmq |
4.6.0 |
4.7.1 |
curl |
7.69.1 |
7.75.0 |
davix |
0.7.4 |
0.7.6 |
Eigen |
3.3.7 |
3.3.9 |
EOS |
0.3.2 |
0.3.3 |
EPICS |
7.0.3.1 |
7.0.5 |
EvtGen |
R01-04-00 |
R02-00-00 |
FastJet |
3.3.4 |
|
FFTW3 |
3.3.8 |
3.3.9 |
gcc |
9.3 |
10.2 |
GDB |
9.1 |
10.1 |
Geant4 |
10.06.p01 |
10.06.p03 |
git |
2.25.2 |
2.31.0 |
git-lfs |
2.10.0 |
2.13.2 |
Hammer |
1.0.0 |
1.1.0 |
HDF5 |
1.10.6 |
1.12.0 |
HepMC |
2.06.09 |
2.06.11 |
LZ4 |
1.9.2 |
1.9.3 |
Millepede |
V04-06-00 |
V04-09-00 |
Ninja |
1.10.2 |
|
nlohmann/json |
3.7.3 |
3.9.1 |
pandoc |
2.9.2.1 |
2.12 |
Photos |
3.56 |
3.64 |
PostgreSQL |
9.2.4 |
13.2 |
Python |
3.6.9 |
3.8.8 |
rclone |
v1.51.0 |
v1.54.1 |
ROOT |
6.20/04 |
6.24.0 |
SQLite |
3.31.1 |
3.35.1 |
Tauola |
1.1.4 |
1.1.8 |
XRootD |
4.11.2 |
5.1.1 |
zeromq |
4.3.2 |
4.3.4 |
Integer Set Library |
0.23 |
0.21 |
cppcheck |
1.90 |
2.3 |
Doxygen |
1.8.17 |
1.9.1 |
LLVM/Clang |
10.0.0 |
12.0.0 |
Valgrind |
3.15 |
3.17.0 |
absl-py |
0.9.0 |
0.12.0 |
amply |
0.1.4 |
|
anyio |
3.3.0 |
|
appdirs |
1.4.3 |
1.4.4 |
argon2-cffi |
20.1.0 |
|
astor |
0.8.1 |
removed |
astunparse |
1.6.3 |
|
async_generator |
1.10 |
|
attrs |
19.3.0 |
21.2.0 |
autopep8e |
1.5.2 |
1.5.7 |
awkward |
0.12.20 |
1.2.2 |
awkward0 |
0.15.5 |
|
b2luigi |
0.4.4 |
removed |
Babel |
2.9.1 |
|
backcall |
0.1.0 |
0.2.0 |
bleach |
3.1.4 |
3.3.0 |
boost-histogram |
0.7.0 |
1.0.2 |
cachetools |
4.1.0 |
4.2.2 |
certifi |
2020.4.5.1 |
2020.12.5 |
cffi |
1.14.0 |
1.14.5 |
chardet |
3.0.4 |
4.0.0 |
cheroot |
8.3.0 |
8.5.2 |
cloudpickle |
1.3.0 |
1.6.0 |
colorama |
0.4.3 |
removed |
ConfigArgParse |
1.2.3 |
1.4 |
cryptography |
2.9.2 |
3.4.7 |
cymove |
1.0.0 |
1.0.2 |
Cython |
0.29.15 |
0.29.23 |
decorator |
4.4.2 |
5.0.7 |
defusedxml |
0.6.0 |
0.7.1 |
dm-tree |
0.1.6 |
|
docutils |
0.15 |
0.17.1 |
filelock |
3.0.12 |
|
flake8 |
3.7.9 |
3.9.2 |
flatbuffers |
1.12 |
|
future |
0.18.2 |
|
gast |
0.2.2 |
0.3.3 |
gitdb |
4.0.4 |
4.0.7 |
GitPython |
3.1.1 |
3.1.14 |
google-auth |
1.30.0 |
|
google-auth-oauthlib |
0.4.4 |
|
grpcio |
1.28.1 |
1.32.0 |
idna |
2.9 |
2.10 |
importlib-metadata |
1.6.0 |
removed |
importlib-resources |
1.4.0 |
removed |
iniconfig |
1.1.1 |
|
ipykernel |
5.2.1 |
5.5.4 |
ipython |
7.13.0 |
7.23.1 |
ipywidgets |
7.5.1 |
7.6.3 |
jaraco.classes |
3.1.0 |
3.2.1 |
jaraco.collections |
3.0.0 |
3.3.0 |
jaraco.functools |
3.0.0 |
3.3.0 |
jaraco.text |
3.2.0 |
3.5.0 |
jedi |
0.17.0 |
0.18.0 |
Jinja2 |
2.11.2 |
2.11.3 |
joblib |
0.14.1 |
1.0.1 |
json5 |
0.9.6 |
|
jupyter-client |
6.1.3 |
6.1.12 |
jupyter-console |
6.1.0 |
6.4.0 |
jupyter-core |
4.6.3 |
4.7.1 |
jupyter-server |
1.10.2 |
|
jupyterlab |
3.1.9 |
|
jupyterlab-pygments |
0.1.2 |
|
jupyterlab-server |
2.7.2 |
|
jupyterlab-widgets |
1.0.0 |
|
jupytext |
1.4.2 |
1.11.2 |
keras |
2.3.1 |
2.4.3 |
Keras-Applications |
1.0.8 |
removed |
Keras-Preprocessing |
1.1.0 |
1.1.2 |
kiwisolver |
1.2.0 |
1.3.1 |
lockfile |
0.12.2 |
removed |
luigi |
2.7.7 |
removed |
lxml |
4.5.0 |
4.6.3 |
Markdown |
3.2.1 |
3.3.4 |
markdown-it-py |
1.1.0 |
|
matplotlib |
3.2.1 |
3.4.2 |
matplotlib-inline |
0.1.2 |
|
mdit-py-plugins |
0.2.8 |
|
metakernel |
0.24.4 |
0.27.5 |
more-itertools |
8.2.0 |
8.7.0 |
mysql-connector-python |
8.0.24 |
|
nbclassic |
0.3.1 |
|
nbclient |
0.5.3 |
|
nbconvert |
5.6.1 |
6.0.7 |
nbformat |
5.0.6 |
5.1.3 |
nbsphinx |
0.6.1 |
0.8.4 |
nest-asyncio |
1.5.1 |
|
notebook |
6.0.3 |
6.4.3 |
numexpr |
2.7.1 |
2.7.3 |
numpy |
1.18.3 |
1.19.5 |
opt-einsum |
3.2.1 |
3.3.0 |
packaging |
20.3 |
20.9 |
pandas |
1.0.3 |
1.2.4 |
pandocfilters |
1.4.2 |
1.4.3 |
parse |
1.15.0 |
removed |
parso |
0.7.0 |
0.8.2 |
pbr |
5.4.5 |
5.6.0 |
Pillow |
7.1.1 |
8.2.0 |
pip |
20.0.2 |
21.1.1 |
pluggy |
0.13.1 |
|
portend |
2.6 |
2.7.1 |
prometheus-client |
0.7.1 |
0.10.1 |
prompt-toolkit |
3.0.5 |
3.0.18 |
protobuf |
3.11.3 |
3.16.0 |
psutil |
5.7.0 |
5.8.0 |
ptyprocess |
0.6.0 |
0.7.0 |
PuLP |
2.4 |
|
py |
1.10.0 |
|
pyasn1 |
0.4.8 |
|
pyasn1-modules |
0.2.8 |
|
pycodestyle |
2.5.0 |
2.7.0 |
pydocstyle |
5.0.2 |
6.0.0 |
pyflakes |
2.1.1 |
2.3.1 |
Pygments |
2.6.1 |
2.9.0 |
PyJWT |
1.7.1 |
2.1.0 |
pyroofit |
0.9.4 |
0.9.6 |
pyrsistent |
0.16.0 |
0.17.3 |
pytest |
6.2.4 |
|
python-daemon |
2.2.4 |
removed |
pytz |
2019.3 |
2021.1 |
PyYAML |
5.3.1 |
5.4.1 |
pyzmq |
19.0.0 |
22.0.3 |
qtconsole |
4.7.3 |
5.1.0 |
requests |
2.23.0 |
2.25.1 |
requests-unixsocket |
0.2.0 |
|
rise |
5.6.1 |
5.7.1 |
rsa |
4.7.2 |
|
scikit-learn |
0.22.2.post1 |
0.24.2 |
scipy |
1.4.1 |
1.6.3 |
SCons |
3.1.2 |
4.1.0.post1 |
seaborn |
0.10.0 |
0.11.1 |
setuptools |
46.1.3 |
56.2.0 |
six |
1.14.0 |
1.15.0 |
sly |
0.4 |
|
smart-open |
5.0.0 |
|
smmap |
3.0.2 |
4.0.0 |
snakemake |
5.15.0 |
6.3.0 |
sniffio |
1.2.0 |
|
snowballstemmer |
2.0.0 |
2.1.0 |
Sphinx |
3.0.2 |
4.0.0 |
stopithread |
1.1.2 |
|
tabulate |
0.8.7 |
0.8.9 |
tempora |
3.0.0 |
4.0.2 |
tensorboard |
1.15.0 |
2.5.0 |
tensorboard-data-server |
0.6.1 |
|
tensorboard-plugin-wit |
1.8.0 |
|
tensorflow |
1.15.2 |
2.4.1 |
tensorflow-estimator |
1.15.1 |
2.4.0 |
tensorflow-probability |
0.9.0 |
0.12.2 |
terminado |
0.8.3 |
0.9.4 |
Theano |
1.0.4 |
1.0.5 |
threadpoolctl |
2.1.0 |
|
toml |
0.10.2 |
|
toposort |
1.5 |
1.6 |
torch |
1.4.0 |
1.8.1 |
torchaudio |
0.8.1 |
|
torchvision |
0.5.0 |
0.9.1 |
tornado |
5.1.1 |
6.1 |
tqdm |
4.60.0 |
|
traitlets |
4.3.3 |
5.0.5 |
typing-extensions |
3.7.4.3 |
|
uncertainties |
3.1.2 |
3.1.5 |
uproot |
4.0.7 |
|
uproot3 |
3.11.3 |
3.14.4 |
uproot3-methods |
0.7.3 |
0.10.1 |
urllib3 |
1.25.9 |
1.26.4 |
wcwidth |
0.1.9 |
0.2.5 |
websocket-client |
1.2.1 |
|
wheel |
0.34.2 |
0.36.2 |
zipp |
3.1.0 |
removed |
zstandard |
0.15.2 |
HepMCInput
, HepevtInput
and LHEInput
modules do not anymore boost the MCParticles
The modules HepMCInput
, HepevtInput
and LHEInput
do not anymore boost the MCParticles
, and the
parameter boost2Lab
is now removed from the modules. These modules can not read the BeamParameters
payloads from the conditions database, so having the particles boosted correctly and in a reproducible way was
non-trivial.
A new module, BoostMCParticles
, is added for boosting into the laboratory frame the MCParticles
using the
information stored in the conditions database. The module must be appended to the steering path just after the
HepMCInput
, HepevtInput
or LHEInput
module and before running the detector simulation.
The jitter of the L1 trigger is included in the standard simulation
The L1 trigger jitter is randomly extracted from a double gaussian whose parameters have been tuned with 2020 data. The machine filling pattern is taken into account in the simulation of the jitter.
The L1 trigger simulation is included in simulation.add_simulation()
The L1 trigger simulation (tsim
) is now executed in the standard simulation: before SVD and PXD simulation but
after the simulation of the rest of the subdetectors. For this reason, the python function add_tsim()
is
deprecated. If you already have a add_simulation
in your path, you already get L1 trigger simulation.
If you do not have add_simulation
, and you need the L1 trigger simulation, please use
L1trigger.add_trigger_simulation()
.
Discontinue the support of the old “fullFormat” for cDSTs and extend the “rawFormat” cDSTs to MC
The support of the fullFormat
cDSTs is discontinued. reconstruction.add_cdst_output()
does not store
anymore additional branches when the option rawFormat=False
is selected, being simply an alias of
mdst.add_mdst_output()
. The users have to explicitly define the additional branches they want to store
using the additionalBranches
parameter.
The only supported format is the rawFormat
, that is now extended to MC. If rawFormat=True
and mc=False
are
selected, the rawdata + tracking data objects are stored, while with rawFormat=True
and mc=True
the digits +
tracking data objects, including the MCParticles
and the relations between them and the digits, are stored.
Removal of old and deprecated database functions
Some functions used in the past to handle the conditions database (like basf2.use_local_database
or basf2.reset_database
) are removed, and any script using them does not work anymore.
This removal does not imply any functionality loss, since the users can use the basf2.conditions
object to properly configure the conditions database in their steering files (see also Configuring the Conditions Database).
Photons generated by PHOTOS in continuum events
Fixed the issue where PHOTOS photons were not correctly flagged in continuum events, e.g., charm decays (5828).
This was present in release-05-00-01
and earlier, including MC13 files.
Unification of B2BII settings
A single switch between Belle and Belle II settings has been implemented, which is automatically set when reading in a Belle type mdst. No individual options have to be set in modular analysis functions.
1.3.1. Changes in the analysis package since release-05-02#
Vertex Fitting#
KFit has been extended to be able to handle vertex fits (with and without mass constraint) that involve an eta particle reconstructed in
eta -> gamma gamma
.Added a method
scaleError
in order to scale up helix errors and avoid underestimation of vertex error.Added a new fit-type option
massfourC
to functionvertex.kFit()
. The kinematic fit is performed with the 4 momentum constraint of a mother particle and mass constraints of intermediate particles specified by the optionmassConstraint
, simultaneously.Changed the treatment of Bremsstrahlungs-corrected tracks in
vertex.treeFit
. The previous implementation exhibited bad performance when a Bremsstrahlungs-photon is applied. The new implementation fits the corrected Track as a single particle, analogous to, what KFit does.
Variables#
Variables
SoftwareTriggerResult
,SoftwareTriggerResultNonPrescaled
andSoftwareTriggerPrescaling
now silently return NAN if the trigger is not found.Warning
this no longer dumps all possible trigger names instead please see
b2hlt_triggers
for a list of all possible names.See also
b2hlt_triggers print --database online --format list
Variables
recQ2Bh
,recMissM2
,recQ2BhSimple
have been moved to a new variable groupSpecific kinematic variables
, andrecQ2Bh
is now using a diamond frame methodAdded the new variable
photonHasOverlap
, which determines whether a particle’s cluster is sharing its connected region with another cluster. A cut string can be provided to ignore cluster that do not satisfy the specified criteria.Variables
clusterThetaID
andclusterPhiID
have both been added as a new variableEvent-based variables from
cluster
collection have been moved into a newevent_level_cluster
collection, collections of ROE and recoil variables have been expandedA few binary PID variables have been added to the PID variable collection.
Added a new variable
nROE_Composites
to count V0 particles in ROE.Added meta variables corresponding to existing variables that access the MC matched particles of given daughters
mcDaughterDiffOf
,mcDaughterDiffOfPhi
,mcDaughterDiffOfPhiCMS
,mcDaughterAngle
.Added the new variable
mcCosThetaBetweenParticleAndNominalB
. This is an MC version ofcosThetaBetweenParticleAndNominalB
in which all descendant neutrino momenta are subtracted from the B momentum during the calculation.Reinstated SVD for standard PID variables
electronID
,muonID
,pionID
,kaonID
,protonID
. Temporarily, special ID variables that exclude the SVD information (pionID_noSVD
,kaonID_noSVD
, etc.) are kept so that analysts and performance experts can easily compare the effect.Added a new variable to clusters,
beamBackgroundProbabilityMVA
, which uses shower shape variables to separate between true photons and beam backgrounds.Added
b2help-variables
which behaves identical tobasf2 variables.py
but more in-keeping with theb2help-<something>
theme.The variables
EventType
andtrackMatchType
have been declared deprecated. Instead the variablesisMC
andclusterTrackMatch
should be used.New MCTruthVariable
isBBCrossfeed
checks for crossfeed in the reconstruction of the given B meson.Modified the
L1 Trigger
variables (L1PSNM
,L1PSNMBit
, etc.) to returnNAN
instead of0
in case the requested trigger bit or number does not exist. These variables now return0
only when the requested bit is not fired.Added new variables
L1TimeQuality
andisPoissonTriggerInInjectionVeto
for returning the L1 trigger time quality and the injection veto flag. Renamed the variableL1TimType
intoL1TimeType
.Added a new variable
minC2TDistID
and a metavariableminC2TDistVar
, which allow to call any variable for the nearest track to a given photon.New variables have been added to classify the true decay mode of an event (e.g.
BplusMode
andB0Mode
). They serve as an alternative to the Topology analysis. Further information about the meaning of the variable values can be found in Generated decay modes.Added new variables
useParticleRestFrame
anduseRecoilParticleRestFrame
for computing variables in the rest frame of a given Particle (or in the rest frame of the recoiling system of a given Particle). If the ParticleList passed to these variables contains more than one Particle, only the first one in the list will be considered.Added new variables that are derived from the TriggerTimeDistribution (TTD), i.e. variables related to trigger and injections. So far, only available for actual data or if BGOverlay from data was used. The variables related to triggering are
timeSincePrevTriggerClockTicks
(in 127MHz=RF/4) andtimeSincePrevTriggerMicroSeconds
,triggeredBunchNumberTTD
(bunch number as provided by TTD) andtriggeredBunchNumber
(‘global’ bunch number of SKB). The variables related to injections arehasRecentInjection
(to see if an injection actually happened recently),injectionInHER
(injection in HER/LER), andtimeSinceLastInjectionSignalClockTicks
(in 127MHz=RF/4) andtimeSinceLastInjectionSignalMicroSeconds
(please note, there is an offset between this time of the injection pre-kick signal and the actual injection, which is also different for HER/LER). ‘Corrected’ variables taking this offset into account aretimeSinceLastInjectionClockTicks
(in 127MHz=RF/4) andtimeSinceLastInjectionMicroSeconds
. Finally,revolutionCounter2
returns the lowest bit of the revolution counter (even or odd), which is mostly interesting for PXD (full read out of PXD takes about 2 revolutions).
Modules#
Added a module
TrackIsoCalculator
, which takes as input a standard charged particle list, and calculates for every particle’s track in the list the 3D distance to the closest track in the event. The distance is calculated as the 3D separation between the points where two extrapolated track helices cross a given detector’s inner surface, where the detector is an input parameter to the module. This variable can be used to parametrise charged particle identification efficiencies and mis-identification probabilities, as they can depend on the activity around each charged particle candidate.The
InclusiveDstarReconstruction
creates antiparticle lists correctly now. The module’s input changed to a DecayString of the formD* -> pi
and MC Matching is applicable (one can useisSignal
).In
BtubeCreator
module, functionality to apply a cut on the confidence level of the fit of fully reconstructed B to the beamspot is added.The
EventKinematics
module can now compute event kinematics using generated particles as an input.Arguments of
writePi0EtaVeto
have been updated.downloadFlag
andworkingDirectory
have been removed since the download processes can be skipped. New arguments have been added for several reasons.suffix
allows to calculate this veto for multiple photons.hardParticle
allows to call this function for a given particle other than a photon. Four new arguments have been added to override the payload names and soft photon selections,pi0PayloadNameOverride
,etaPayloadNameOverride
,pi0SoftPhotonCutOverride
, andetaSoftPhotonCutOverride
.A new helper method
updateROEUsingV0Lists
has been added to facilitate application of V0Finder results in Rest Of Event.Added a possibility to add a ROE mask for KLM-based particles and an experimental option of including KLM-based particles into ROE 4-vector computation.
Warning
The option
useKLMEnergy
ofRestOfEventBuilder
module is only meant for performance studies and NOT for a physics analysis.The
PrintMCParticles
module and thus also theprintMCParticles
function has a completely new layout that should be much easier to parse, especially for complicated events. By default it shows much less information but in an easier to parse tree representation. See the documentation ofprintMCParticles
for details.The
ParticleLoader
now creates photon candidates from KLMCluster if the parameterloadPhotonsFromKLM
is set to true. It is off by default.Warning
Photons from KLMCluster should only be used in specific use-cases and after a thorough study of their effect.
In
BtubeCreator
, new extrainfoTubeB_p_estimated
was added. This returns the magnitude of the estimated momentum of the B which should fly in the direction of the Btube.Added a module
HelixErrorScaler
, which multiplies constant scaling factors to helix errors of input charged particles and stores them in a new list.In
ParticleStats
add functionality to produce a json containing the information printed on stdout. Added also a tool b2plot-particleStats: Analyze a json produced by ParticleStats to produce plot of retention rate and pass matrix to analyze the json and produce some plots.The
TrackingMomentum
module has been extended. A ParticleList of composite particles can now be processed as well. In that case the momenta of all track-based daughter particles are scaled by the provided factor.The wrapper functions for the tracking systematics modules have been renamed from
trackingMomentum
toscaleTrackMomenta
and fromtrackingEfficiency
toremoveTracksForTrackingEfficiencyCalculation
.Added the
TauDecayMode
module, which is an actualization of theTauDecayMarker
module for the new TauolaBelle decays. Using a txt file, which defines the mapping between decay strings and decay numbers from TauolaBelle, the module assigns a decay number for each tau in the event. This decay number is stored in the variablestauMinusMCMode
andtauPlusMCMode
. It’s possible to provide the path of a different txt file for the mapping as a parameter to the module.Added a
EnergyBiasCorrection
module, sub-percent correction only applied to E of photons not on clusterE and should only be applied on data.correctEnergyBias
is a corresponding wrapper function.The
ChargedPidMVA
andChargedPidMVAMulticlass
modules now apply by default charge-dependent BDT training for particle identification. The charge-independent training can be used optionally.Added a
PhotonEfficiencySystematics
module which adds photon detection efficiency Data/MC ratios, systematic, statistical and total uncertainties as variables in extrainfo to a given photon list. Ratios can only added for particles in photon lists.addPhotonEfficiencyRatioVariables
is a corresponding wrapper function.Bug fixed in
FlavorTaggerInfoBuilder
andFlavorTaggerInfoFiller
: FlavorTaggerInfoMap is created now in the builder to make it accessible in main paths outside the ROE loops. This permits now to save the FT outputs for everyB
-meson candidate.
Full Event Interpretation#
Added option to reconstruct strange B mesons (at Y(5S)) in 51 decay channels. Can be switched on with the
strangeB
flag infei.get_default_channels()
.The FEI has been retrained with MC14 and release-05. The prefix
FEIv4_2021_MC14_release_05_01_12
has to be set in the FEI configuration.
Standard Particle Lists#
The selection criteria of the pi0 standard particle lists have been updated from the January 2020 to the May 2020 recommendations.
Defined new
stdCharged.stdE
andstdCharged.stdMu
lepton lists, based on uniform target efficiency selection working points. Available both for likelihood-ratio based PID selection and new BDT-based selection, both global and binary (\(\ell\) vs. \(\pi\)). These are recommended for analysis once correction factors payloads become available.
1.3.2. Changes in the analysis package since release-05-01#
Variables#
Added
b2help-variables
which behaves identical tobasf2 variables.py
but more in-keeping with theb2help-<something>
theme.
Full Event Interpretation#
Background sampling for \(B^{0} \rightarrow J/\psi K_{S}^{0}\) and \(B^{+} \rightarrow J/\psi K^{+}\) are deactivated.
The baryonic tagging modes are activated by default.
1.3.3. Changes in the analysis package since release-05-00#
Bremsstrahlung correction#
Fixed that the copies of particles to which Bremsstrahlung was applied (whether this resulted in a added photon or not) are considered as sources of tracks. This allows to update the daughters in vertex fits that involve brems-corrected particles.
Variables#
Variable
TagVmcLBoost
renamed tomcTagVLBoost
and variableTagVmcOBoost
renamed tomcTagVOBoost
Variable
mcDeltaL
renamed tomcDeltaBoost
as it represents mc-truth version ofDeltaBoost
variableAdded variables to get track information of V0 daughters from TrackFitResult in V0 objects:
v0DaughterNCDCHits
,v0DaughterNSVDHits
,v0DaughterNPXDHits
,v0DaughterNVXDHits
,v0DaughterFirstSVDLayer
,v0DaughterFirstPXDLayer
,v0DaughterFirstCDCLayer
,v0DaughterLastCDCLayer
,v0DaughterPValue
,v0DaughterD0
,v0DaughterPhi0
,v0DaughterOmega
,v0DaughterZ0
,v0DaughterTanLambda
,v0DaughterD0Error
,v0DaughterPhi0Error
,v0DaughterOmegaError
,v0DaughterZ0Error
,v0DaughterTanLambdaError
,v0DaughterD0PullWithTrueVertexAsPivot
,v0DaughterPhi0PullWithTrueVertexAsPivot
,v0DaughterOmegaPullWithTrueVertexAsPivot
,v0DaughterZ0PullWithTrueVertexAsPivot
,v0DaughterTanLambdaPullWithTrueVertexAsPivot
,v0DaughterD0PullWithOriginAsPivot
,v0DaughterPhi0PullWithOriginAsPivot
,v0DaughterOmegaPullWithOriginAsPivot
,v0DaughterZ0PullWithOriginAsPivot
,v0DaughterTanLambdaPullWithOriginAsPivot
,v0DaughterTau
,v0DaughterCov
in a new variable groupV0Daughter
. These variables can also be used for the V0s from reconstructDecay, but the information are taken from the TrackFitResult of daughters.Added new generated event kinematics variables
genMissingMass2OfEvent
,genMissingEnergyOfEventCMS
,genMissingMomentumOfEventCMS
,genTotalPhotonsEnergyOfEvent
,genVisibleEnergyOfEventCMS
and a corresponding collectionmc_event_kinematics
.Fixed the variable
isDescendantOfList
, which did not work if the ParticleLoader was used to fill a ParticleList with descendants of an existing list or exclude them.Added new B2BII variables for the first and last hit position in the tracking system
BelleFirstCDCHitX
,BelleLastCDCHitX
, etc. and a new variable collectionbelle_track_hit
.Added new variables
ndf
andchi2
to return track NDF and Chi2Added new variable
YAngle
containing value of the vertical beam crossing angle (in the y-z plane) in the MCAdded the variable
particleSource
, which returns the mdst source, i.e. whether the particle was created from a track, an ECL cluster, or a KLM cluster, is a V0 object, an MC particle, or a composite particle.Exclude SVD from definition of standard global and binary PID variables (like
electronID
,pionID
etc.). This change is introduced because physical SVD PDFs are available only for some particle hypotheses, but not for others yet.Added the variable
binaryPID
, which takes two PID codes as arguments and calculates the binary PID between them.Hint
The hadron PID group recommends to try out the binary PID in analyses and compare the performance with the global PID.
Modules#
Added the new wrapper function
applyRandomCandidateSelection
, which uses theBestCandidateSelection
module to reduce the number of candidates in the input particle list to one candidate per event based on a random value.In
TagVertex
, all charged particles from the ROE are loaded to be included in the tag vertex fit (and not only those with a pion hypothesis)The
ParticleCombinerFromMC
and thereconstructMCDecay
function can set decayModeID extraInfo with an argumentdmID
. One can decide whether charge conjugated mode should be reconstructed with new boolean argumentchargeConjugation
(true by default).The special treatment of MCMatching for the tau-decay is fixed. The treatment was working fine in release-04, but it was broken in the release-05.
1.3.4. Changes in the framework package since release-05-01#
Added
b2help-modules
which behaves identical tobasf2 -m
but more in-keeping with theb2help-<something>
theme.
Conditions Database#
The format in which local database payloads are created has changed slightly, see Creation of new payloads
b2conditionsdb-tag-merge
has been added to merge a number of globaltags into a single globaltag in the order they are given. The result is equivalent to having multiple globaltags setup in the conditions access for basf2.b2conditionsdb-tag-runningupdate
has been added to calculate and apply the necessary updates to a running globaltag with a given staging globaltag.b2conditionsdb-download
has learned a new argument to clean all payload files not mentioned in the database file from the download area.
Tools#
Added
b2rundb-query
to perform simple rundb queries from the command line.
Python Interface#
The
ANSIColors
class has been added to the moduleterminal_utils
to very easily add color output to the terminal.Added a
RunDB
class which makes writing scripts using the rundb more straightforward.
1.4. Changes since release-04#
Neutral hadrons from ECLClusters get momentum from the cluster energy
Since release-04
it has been possible to load ECLClusters under the neutral hadron hypothesis.
Previously we assumed a mass when calculating the particle momentum, however this leads to problems when, for example, a \(K_L^0\) deposits less than its mass energy in the ECL. This happens about 50% of the time.
The momentum of neutral hadrons from the ECL is now set to the clusterE
.
Bremsstrahlung correction
The BremsFinder
module has been developed to find relations between tracks
and photons that are likely to have been emitted by these tracks via
Bremsstrahlung. The matching quality figure of merit is based on the angular
distance between the photon ECL cluster and the extrapolated hit position of
the track at the ECL. The function correctBrems
performs the actual
correction. There is also a reimplementation of Belle’s Bremsstrahlung
correction approach of looking for photons in a cone around tracks
(correctBremsBelle
), which is recommended for b2bii
analyses.
Warning
While it is technically possible to perform a TreeFit after applying Bremsstrahlung correction, the fit performance is unfortunately quite bad. However, there is already an improvement in the pipeline that should fix this issue. It will probably be available in one of the next light releases.
MC reconstruction and MC matching
The ParticleCombinerFromMC
module and its corresponding wrapper
function reconstructMCDecay
should be used instead of findMCDecay
to
reconstruct decay modes based on MC information.
The DecayStringGrammar has been extended with new exception markers for Bremsstrahlung, decay in flight, and misidentification.
Exceptions for the MC matching of daughter particles with the DecayStringGrammar are propagated to the mother particle.
Redefinition of angle variables
The kinematic variables decayAngle
, daughterAngle
and
pointingAngle
now return the angle instead of its cosine.
Protection of ParticleLists and particle combinations
It is no longer allowed to use the label "all"
for a particle list if a
cut is applied. Reconstructed decays need to preserve electric charge.
However, this can be deactivated if you know what you are doing, e.g. in
searches for New Physics.
1.4.1. Changes in the analysis package since release-04-02#
Warning
Global includes like from basf2 import *
are almost completely removed from the analysis package.
Vertex Fitting#
Warning
The convenience function for the TreeFitter
module has
been renamed from vertexTree
to vertex.treeFit()
.
Warning
The KFit convenience functions have been merged to the new
function vertex.kFit()
. One of its input arguments is fit_type
,
which specifies whether you want to perform a mass fit
(fit_type=mass
), a vertex fit (fit_type=vertex
), a
mass-constrained vertex fit (fit_type=massvertex
), or a vertex fit
with the mother constrained to the beam four-momentum
(fit_type=fourC
).
Added
smearing
parameter tovertex.kFit
. When you perform a vertex fit with an IP tube constraint (fit_type=vertex
andconstraint=iptube
), the IP profile is smeared by the given value. The IP tube is defined by a neutral track pointing towards the boost direction starting from the smeared IP profile. Settingsmearing=0
gives the originaliptube
option, which is an elongated ellipsoid in boost direction.Fixed TreeFitter bias on V0s by propagating the correct TrackFitResult from V0 daughters (see 6220).
Added
FeedthroughParticle
andInternalTrack
tovertex.treeFit
. This now provides compatibility of TreeFitter with the bremsstrahlung recovery modules. In principle, TreeFitter can now be used for decays for which Bremsstrahlung correction has been applied. However, there are massive performance issues. Do not blindly use TreeFit but cross-check your results with KFit. Further improvements are planned.
Standard Particle Lists#
The list label
"all"
is now forbidden from use with cuts. This can introduce some very subtle bugs in user scripts. The following code will no longer work:fillParticleList("gamma:all", "clusterE > 0.02", path=mypath)
Instead you should replace it with a meaningful name of your choice. For example:
fillParticleList("gamma:myMinimumThresholdList", "clusterE > 0.02", path=mypath)
Added stdHyperons.py, this analysis script reconstructs the standard hyperons Xi-, Xi0, and Omega-.
The default vertex fitter for the V0 lists
stdKshorts
andstdLambdas
has been changed fromRave
toTreeFit
. However, a new option calledfitter
has been added that allows to change the vertex fitter back toraveFit
or tokFit
. This change is motivated by a much faster execution time (see 5606) and a compatible performance as summarized here.Added a new standard list
stdCharged.stdMostLikely
which creates 5 mutually-exclusive lists of track-based particles under their most likely hypothesis.Moved the KlId check from
ParticleLoader
tostdKlongs
. This modification does not change the definition of theK_L0:all
list and, in general, of the user-defined \(K_{L}^0\) lists.Removed the functions
mergedKshorts
andmergedLambdas
, which returned the standard V0 lists anyway.Removed the deprecated pi0 lists
pi0:loose
andpi0:veryloose
stdPi0s and stdPhotons updated to match Jan2020 recommendations. Naming scheme updated to indicate date of optimization.
Variables#
Note
All variables will return a quietNaN instead of -999 or other out-of-the-sky numbers in case of errors. To study the failures use the meta variable
ifNANgiveX
, which replaces nan with a value of your choice.
Warning
The variables decayAngle
, daughterAngle
and pointingAngle
now return an angle instead of a cosine.
Renamed
mcDX
,mcDY
,mcDZ
, andmcDRho
tomcDecayVertexFromIPX
,mcDecayVertexFromIPY
,mcDecayVertexFromIPZ
, andmcDecayVertexFromIPRho
.Renamed
mdstSource
touniqueParticleIdentifier
.Renamed
MCDeltaT
tomcDeltaT
Renamed
mcX
,mcY
,mcZ
, andmcRho
tomcDecayVertexX
,mcDecayVertexY
,mcDecayVertexZ
, andmcDecayVertexRho
.Renamed
mcProdVertexX
,mcProdVertexY
, andmcProdVertexZ
tomcProductionVertexX
,mcProductionVertexY
, andmcProductionVertexZ
.Renamed
mcProdVertexDX
,mcProdVertexDY
, andmcProdVertexDZ
tomcProductionVertexFromIPX
,mcProductionVertexFromIPY
, andmcProductionVertexFromIPZ
.Renamed
mcDistance
tomcDecayVertexFromIPDistance
.Added
varForFirstMCAncestorOfType
variable that returns requested variable of the first gen-level ancestor of the given type.Now vertex variables
dr, dx, dy, dz, dphi, dcosTheta...
take into account the nontrivial transformation of track parameters relative to IP when used for tracks.dr
did not center at zero before and now it does.Added
isDescendantOfList
andisMCDescendantOfList
meta variables that allow to check whether the particle is the descendant of the list (or if it is matched to the descendant of the list) at any generation. The variables have recursive search inside, they extendisDaughterOfList
andisGrandDaughterOfList
.Renamed some Rest Of Event variables for consistency across the
VariableManager
. Variables startingWE_XXX
,ROE_XXX
, andRec_XXX
are nowweXXX
,roeXXX
, andrecXXX
. For exampleROE_deltae
is nowroeDeltae
.Fixed calculation of
cosHelicityAngleMomentum
for decays with bremscorrected electronsFixed
clusterEoP
for particles with Bremsstrahlung correction by adding the energy of the added photon(s)Added
isSignalAcceptBremsPhotons
to ignore any reconstructed brems photons.
Note
This is not the generator-level match but simply ignores photons added by the
BremsFinder
.
Added
useTagSideRecoilRestFrame
, which allows variables to be calculated in the rest frame recoiling against the tag side B meson. This variable is intended to be used on Upsilon(4S) particle lists only. The variable gives access to the signal B rest frame in semi-leptonic decays, where the four momentum of the signal B can not be entirely reconstructed due to the presence of neutrinos in the decay.Added new variables for fully-inclusive analysis:
nDaughterPhotons
,nDaughterCharged
etc., which allow to count specific daughters easily, anddaughterAverageOf
, which is similar to thedaughterSumOf
, but outputs the mean value of a variable.Fixed
goodBelleKshort
, now it returnsextraInfo(goodKs)
if the variable exists.Added two new variables
pidMostLikelyPDG
which is the PDG code of the most likely hypothesis for this track, andpidIsMostLikely
which returns true if the particle is under its most likely hypothesis.Added PID prior hypothesis to the
pidMostLikelyPDG
and thepidIsMostLikely
variables.Added several variables that related to the quality of the tag B vertex fit and the tracks used in that fit:
TagVNFitTracks
,TagVDistanceToConstraint
,TagVDistanceToConstraintErr
,TagTrackMomentumX
,TagTrackMomentumX
,TagTrackMomentumZ
,TagTrackRaveWeight
,TagTrackDistanceToConstraint
,TagTrackDistanceToConstraintErr
,TagTrackDistanceToTagV
,TagTrackDistanceToTagVErr
,TagTrackTrueDistanceToTagV
. Meta-variables can be used to compute the average, weighted average, min or max of these variables, e.g. by doingTagTrackAverage(TagTrackTrueDistanceToTagV)
Added
mcDeltaL
describing the true distance between Sig and Tag vertices in the Y(4S) boost directionAdded
mcDeltaTapprox
to getmcDeltaT
in the kinematic approximation, i.e. based onmcDeltaL
variableAdded
pidChargedBDTScore
andpidPairChargedBDTScore
for global and binary BDT-based charged particle identification, respectively. Require booking theChargedPidMVAMulticlass
(ChargedPidMVA
) module in the path.Bug fix for the
isCloneTrack
variable. Antiparticles have been falsely classified which is now fixed (see 5863)Added
isChargedBEvent
andisUnmixedBEvent
variablesThe variables
daughterAngle
anddaughterAngleInBetween
have been merged using the name of the former but the extended functionality of the latter.Removed the variable
SigMBF
, which was supposed to return the mass significance before a vertex fit but was only a pseudo-significance.
Hint
It is recommended to use variablesToExtraInfo
prior to a vertex fit to access pre-fit values,
not only for mass significances but also for vertex positions, etc.
Fixed truth kinematic variables (
mcPX
,mcPY
, …) to respect the current reference frame, so that they can be accessed not only in the lab frame but for example as well in the CMS frame usinguseCMSFrame
.Extended functionality of recoil kinematics variables (
pxRecoil
,pyRecoil
, …) to be usable with any requested frame.Added
isFromV0
to identify particles that come from tracking-level V0’s (as opposed to those created at analysis-level usingmodularAnalysis.reconstructDecay
).Removed
isExtendedSignal
whose exact behavior is mirrored byisSignalAcceptWrongFSPs
.Added the new variable collection
event_kinematics
which contains all variables available after running theEventKinematics
module.Added
unmask
, which unmasks certain indicated bits in a variable (set certain bits in a variable to zero).Added a new variable util
create_isSignal_alias
which creates customizedisSignal
, accepting certain match errors.Removed the previously deprecated variable
clusterHypothesis
.Added
firstCDCLayer
, returns the ID of the CDC layer closest to the IP with a hit attributed to the particles trackAdded the new variable collection
cluster_average
. It contains the cluster variables that can only be executed for particles with daughters, currentlymaxWeightedDistanceFromAverageECLTime
andweightedAverageECLTime
.Added a variable for TDCPV resolution study
DeltaTRes
and legacy BelleDeltaTBelle
.Clarified the documentation of the measured interaction point variables (
IPX
ff).
Modules#
When merging ParticleLists using the
ParticleListManipulator
(modularAnalysis.copyLists
) duplicates (not multiple candidates) are removed on a first-come, first-served basis, i.e. the order of the input particles matters. Now, the new parametervariable
can be provided to determine which duplicate should be preferred. The logic is the same as for theBestCandidateSelection
module. Furthermore, duplicates, which differ only by the order of their daughter particles, are now identified.The
ParticleLoader
can create neutron particle lists now. ECL cluster with the hadron hypothesis as well as KLM cluster are used as source.Tweaks to the
ParticleLoader
for how it creates particles from V0s, it now preserves the link to the mdst object. These changes are all under-the-hood and require no actions by users.In
TreeFitter
bugfix in mass constraint: chi2 correctly calculated now.In
TreeFitter
change of initialisation values increases performance in all fits with tracks.In
TreeFitter
max iterations set to 100, increases efficiency slightly in many cases.Removed module
CreateBsigFromFullRecoBtag
In BtubeCreator module, functionality to associate Btube to user’s chosen B is added.
Removed module
FSRCorrection
in favour ofBremsFinder
andBelleBremRecovery
.In
ChargedPidMVA
module, remove handling of particle list modified by the removedFSRCorrection
module.In
ChargedPidMVA
module, apply MVA category cuts retrieved from the DB payload.Added
ChargedPidMVAMulticlass
module to allow performing global PID (one-vs-rest), using an MVA trained in multi-class mode.Added a
BremsFinder
to unpack the bremsstrahlung relations provided by tracking.
Hint
This tool is the recommended way to correct for bremsstrahlung photons in Belle II analyses.
Modified
writePi0EtaVeto
function and addedoldwritePi0EtaVeto
function. The weight files used in release-03 were not available in release-04. The latter uses old weight files optimized with MC9, while new weight files, which are optimized with MC12, are used inwritePi0EtaVeto
Enabled to select daughters which will be used to perform fitting with KFit. One can use the selector
^
to select daughters.KFit can be used to fit vertices of fully-inclusive particles, for which it ignores the daughters without defined p-value.
RestOfEventBuilder
,EventKinematics
andEventShapeCalculator
modules can use most likely charged particle hypothesis according to PID information.Added the
ParticleCombinerFromMC
module and thereconstructMCDecay
to find and createParticleList
from a given DecayString. They can be used instead of theMCDecayFinder
andfindMCDecay
which are not fully tested and maintained.In
TagVertex
added Btube as a possible constraint for the tag B vertex fit. TheuseFitAlgorithm
parameter in the module is replaced byconstraintType
(which can be set totube
) andtrackFindingType
. All computations done in the module are now using double precision. The module is also updated to allow for the computations of new variables related to the tracks used in the tag vertex fit.Added a
InclusiveDstarReconstruction
to inclusively reconstruct D* mesons by estimating the four vector using slow pions.In the
TagV
function, added the possibility to use KFit instead of Rave to perform the tag vertex fit.Both flavor taggers support ROE masks. Added new maskName argument.
Added new DecayString grammar for
c_AddedRecoBremsPhoton
,c_DecayInFlight
, andc_MisID
. If one uses?addbrems
in own DecayString,c_AddedRecoBremsPhoton
is ignored, thusisSignal
works asisSignalAcceptBremsPhotons
. One can add(decay)
and/or(misID)
to the beginning of the particle name to acceptc_DecayInFlight
and/orc_MisID
. The following is an example,'reconstructDecay('D0:sig -> (misID)K-:loose (decay)pi+:loose', '', path=mypath)'
Modified
modularAnalysis.matchMCTruth
to work always recursively. Once one callsmodularAnalysis.matchMCTruth
for a particle, the MC Matching is done for not only the particle but also all daughters of the particle correctly. This modification does not change the MC Matching of the particle for whichmodularAnalysis.matchMCTruth
is called.Added feature to add multiple TTrees to the same output file via the
VariablesToEventBasedTree
module.Rest Of Event can be created using MCParticles using
modularAnalysis.buildRestOfEventFromMC
Removed
-->
,=>
, and==>
from the list of allowed arrow types for the DecayString.In
TagVertex
module, added the possibility to use the truth information from the tag particles in the vertex fit. The optionuseTruthInFit = True
switches that on.In
TagVertex
module, implemented an internal change: tag particles are loaded asParticle
object from theROE
and not anymore asTrackFitResult
. This should have no effect to users.Added a warning to the
ParticleCombiner
module for decay strings violating electric charge conservation which can be turned off by settingallowChargeViolation=True
.In
TagVertex
module, added the possibility to perform vertex fit with the tag particle tracks rolled back to their primary vertex points. The optionuseRollBack = True
switches that on.Added an argument to the
ParticleCombiner
module that allows to deactivate the automatic reconstruction of the charge-conjugated mode. InreconstructDecay
the option is calledchargeConjugation
, which isTrue
by default.The MC matching with the DecayString properly works in hierarchical decay. For example,
from modularAnalysis import reconstructDecay, matchMCTruth reconstructDecay('B0:signal -> mu+ mu- ... ?gamma', '', path=mypath) reconstructDecay('B0:generic -> D*-:Dpi pi+:all', '', path=mypath) reconstructDecay('Upsilon(4S):BB -> B0:generic B0:signal', '', path=mypath) matchMCTruth('Upsilon(4S)', path=mypath)
In the above case, missing daughters (massive FSP and gamma) of
B0:signal
are accepted for not onlyB0:signal
but alsoUpsilon(4S)
, so thatisSignal
can be 1. Another example,reconstructDecay('D-:pipi0 -> pi-:all pi0:all', '', path=mypath) reconstructDecay('B0:Dpi -> D-:pipi0 pi+:all ...', '', path=mypath) matchMCTruth('B0:Dpi', path=mypath)
In this case, one wants to accept missing massive daughters in
B0:Dpi
decay but not inD-:pipi0
decay. So, if the decay ofD-:pipi0
in the MC truth level isD- -> pi+ pi- pi- pi0
,isSignal
ofD-:pipi0
andB0:Dpi
will be 0, since there are missing daughters inD-:pipi0
decay. If one wants to accept missing daughters inD-:pipi0
, please use the DecayString grammar in the reconstruction ofD-:pipi0
or useisSignalAcceptMissing
variable instead ofisSignal
.
Utilities and core objects#
A set of functions
DistanceTools
has been added to compute distances between (straight) tracks and vertices.Added a relation between Track-based Particles and TrackFitResults.
Added a
getTrackFitResult
method to Particle.Added a function to retrieve electric charge of a particle based on its pdg code.
Added a
RotationTools.h
file with few functions related to rotation
Tutorials and Examples#
Added a tutorial about creating aliases (
examples/VariableManager/variableAliases.py
)
1.4.2. Changes in the analysis package since release-04-00#
Variables#
Now vertex variables
dr, dx, dy, dz, dphi, dcosTheta...
take into account the nontrivial transformation of track parameters relative to IP when used for tracks.dr
did not center at zero before and now it does.Added
isDescendantOfList
andisMCDescendantOfList
meta variables that allow to check whether the particle is the descendant of the list (or if it is matched to the descendant of the list) at any generation. The variables have recursive search inside, they extendisDaughterOfList
andisGrandDaughterOfList
.Added
mcParticleIsInMCList
which checks the underlying MC particles (either matched or generator level).Fixed bug and renamed
mcFlavorOfOtherB0
variable tomcFlavorOfOtherB
, which accepts now neutral and charged B candidates.Removed
clusterCRID
which duplicatesclusterConnectedRegionID
.Fixed
goodBelleLambda
and now it returnsextraInfo(goodLambda)
on Belle data.Allow use of meta variables in creation of aliases by replacing non alphanumeric characters with underscores in the alias name
Modified
daughterAngle
to accept generalized variable indices instead of simple indices. A generalized index is a column-separated string of daughter indexes belonging to different generations, starting from the root particle. For example,0:2:1
indicates the second daughter (0) of the third daughter (2) of the first daughter (0) of the particle. Of course, conventional indexes are still working as expected:1
still indicates the second daughter of the particle.Added
daughterCombination
, that returns a variable calculated on the sum of an arbitrary number of daughters. Generalized indexes are supported. This variable is mostly intended to calculate the invariant mass or the recoil mass of any set of particles belonging to a decay tree.Fixed
isSignal
, which always acceptedc_MissingResonance
andc_MissFSR
/c_MissPHOTOS
even if one used=direct=>
,=norad=>
, or=exact=>
. Now it correctly respects the decay string grammar. The other isSignal* variables, such asisSignalAcceptMissing
, are also fixed.Added
useAlternativeDaughterHypothesis
, that returns a variable re-calculated using alternative mass assumptions for the particle’s daughters.Restructured the
mc_flight_info
collection by removing the non-sense error variables and replacingmc_flightTime
andmc_flightDistance
, which were aliases created usingmatchedMC
, with the dedicated variablesmcFlightTime
andmcFlightDistance
, respectively.Removed
output_variable
option in the Deep Flavor Tagger and introduced a standard variableDNN_qrCombined
for the output. The new variable returns the flavor times the dilution factor as the category-based Flavor Tagger output variablesFBDT_qrCombined
andFANN_qrCombined
do. Now we can evaluate the output of both taggers in the same way.Bug fix to guard against range exceptions in
KSFWVariables
(see 6026).
Modules#
In
TreeFitter
fixed a bug in life time calculation. A constant in the jacobian was missing. As a result the propagated error was slightly overestimated.Fix to nested RestOfEvent objects (see 5560)
Fixed bugs in
MCDecayFinder
andfindMCDecay
. Inefficiency and large background when one used=direct=>
or sub-decay such asD*+ -> [D0 -> pi+ pi- pi0] pi+
are fixed. But still the module has some bugs if one uses K_S0.
Conditions DB#
In
ChargedPidMVAWeights
payload class, added MVA category cut strings in basf2-compliant format.
Full Event Interpretation#
Addition of hadronic FEI channels involving baryons. This includes the addition to default channels the following particles: p, Lambda_c+, Sigma+ and Lambda0. Baryonic modes must be switched on when calling particles = fei.get_default_channels(baryonic = True) using a flag (baryonic = True).
1.4.3. Changes in the framework package since release-04-00-00#
Conditions Database#
b2conditionsdb: Conditions DB interface has been optimized to work with larger globaltags.
b2conditionsdb-diff
andb2conditionsdb-iov
by default don’t show any database internal ids anymore but those can be re-enabled with--show-ids
b2conditionsdb-dump
has learned a new argument to show the content of a payload valid for a given run in a given globaltagThere are new python classes to handle iovs, see
conditions_db.iov
Logging#
Added support to escape newlines in all log messages by setting
logging.enable_escape_newlines
.Added support to suppress messages if they repeated for a certain number of times. This is disabled by default but can be enabled with
logging.max_repetitions
.
Miscellaneous#
Added support for writing
udst
files as output from BGxN N>0 files in light releases (see BII-3622). This means skimming is fully supported with a light release.Added support for b2bii in light releases. However, this comes at the cost of no longer being able to convert ExtHits and ECLHits.
The
RootInput
will now by default skip events which have an error flag set. This can be changed with thediscardErrorEvents
parameter.Added the function
basf2.get_file_metadata
to quickly obtain the FileMetaData object of a given basf2 output file.Added the tools
b2code-sphinx-build
andb2code-sphinx-warnings
to build the sphinx documentation or check for warnings when building the documentation.
1.4.4. Changes in the decfiles package since release-04-02#
Note
The decfiles directory was part of the analysis package until release-03-02. For documentation on earlier changes, please refer to the comments at the top of DECAY_BELLE2.DEC.
Changes to DECAY_BELLE2.DEC#
Note
All changes listed below are documented in BELLE2-NOTE-PH-2020-008 - please refer to this note for a more detailed and specific description of updates.
Updates to charm hadron decays
Substantial changes to D0, anti-D0, D+, D-, D_s+, and D_s- decay tables
Changes to charm baryon decay tables
Other updates
Added decay table for sigma_0 particle, previously missing from decay file
1.4.5. Changes in the b2bii package since release-04-01#
Warning
b2biiConversion.setupB2BIIDatabase()
will be deprecated soon.
convertBelleMdstToBelleIIMdst#
Added a switch to deactivate
nisKsFinder
.Renamed
applyHadronBJSkim
toapplySkim
, and added switches to deactivateHadronA
andHadronB
skims.Added a switch to deactivate converting
RecTrg_Summary3
table.
Conversion#
Removed
convertECLCrystalEnergies()
andconvertExtHits()
in the conversion.Added mass-constraint fit information of
pi0:mdst
, including chiSquared, ndf and pValue asextraInfo()
.Added
m_final(3)
inRecTrg_Summary3
table aseventExtraInfo(rectrg_summary3_m_final)
.
1.5. Changes since release-03#
Removal of default analysis path and NtupleTools
Warning
The default path (”analysis_main
”) and the NtupleTools
are now removed.
This is a major backward-compatibility breaking change.
Please update your user scripts to create your own path (basf2.create_path
) and to use the variable manager tools (such as VariablesToNtuple).
If your previously working example script from release-03
looked something like this:
from basf2 import *
from stdCharged import stdPi
from modularAnalysis import *
stdPi("good")
ntupleFile("myFile.root") # <-- now removed
ntupleTree("pi+:good", ['pi+', 'Momentum']) # <-- now removed
process(analysis_main)
print(statistics)
You should update it to this:
import basf2 # better not to import all
from stdCharged import stdPi
from modularAnalysis import variablesToNtuple
mypath = basf2.Path() # create your own path (call it what you like)
stdPi("good", path=mypath)
variablesToNtuple("pi+:good", ['px', 'py', 'pz', 'E'], path=mypath)
basf2.process(mypath)
print(basf2.statistics)
See also
The example scripts available here:
$BELLE2_RELEASE_DIR/analysis/examples/VariableManager
Switch of beam spot information from nominal to measured values.
The interaction point position and its uncertainties are now taken from the database with values provided by the tracking group. All beam kinematics information is also moved to the database, which will eventually be measured on data. For now they are the values provided by the accelerator.
Warning
The previous definition of the boost included a small rotation to align it with the HER. This is no longer possible with the new structure. The definition of CMS is therefore slightly changed. The impact should be at the percent level.
If you have a physics analysis sensitive to this change: please discuss with the software / performance groups and add a comment to 4294.
Note
As a consequence of this, there is now a difference between the variables
( dx
, dy
, dz
) compared to ( x
, y
, z
);
and similarly for variables ( mcDecayVertexX
, mcDecayVertexY
, mcDecayVertexZ
) compared to ( mcDecayVertexFromIPX
, mcDecayVertexFromIPY
and mcDecayVertexFromIPZ
).
Redesign of the Conditions Database Interface
The configuration and handling of the connection to the conditions database has been completely rewritten in a more coherent and modular way. We now have a new and consistent configuration interface, global tag replay and advanced checks: If users specify a global tag to be used which is either marked as invalid in the database or which cannot be found in the database the processing is now aborted. See Conditions Database Overview for details.
Restrict usage of useDB=False
for Geometry creation
Creating the geometry from XML files instead of the configuration in the
Database may lead to wrong results. So while the option useDB=False
is
still necessary to debug changes to the geometry definitions it is now
restricted to only be used for exp, run = 0, 0
to protect users from
mistakes.
This also changes the behavior of add_simulation()
and add_reconstruction()
: If a list of components is provided this
will now only change the digitization or reconstruction setup but will always
use the full geometry from the database.
Loading ECLClusters under multiple hypotheses
It is now possible to load \(K_L^0\) particles from clusters in the ECL.
This has several important consequences for the creation of particles and using combinations containing \(K_L^0\) s or other neutral hadrons in the analysis package.
This is handled correctly by the ParticleLoader and ParticleCombiner (the corresponding convenience functions are modularAnalysis.fillParticleList
and modularAnalysis.reconstructDecay
).
Essentially: it is forbidden from now onwards for any other analysis modules to create particles.
Deprecated RAVE for analysis use
The (external) RAVE vertex fitter is not maintained. Its use in analysis is therefore deprecated. We do not expect to remove it, but do not recommend its use for any real physics analyses other than benchmarking or legacy studies.
Instead we recommend you use either KFit (vertex.kFit
) for fast/simple fits, or TreeFit (vertex.treeFit
) for more complex fits and fitting the full decay chain.
Please check the Tree Fitter pages for details about the constraints available.
If you are unable to use TreeFitter because of missing functionality, please submit a feature request!
Warning
The default fitter for vertex.fitVertex
has been changed to KFit.
Tidy up and rename of Helicity variables.
Renamed helicity variables in the VariableManager following consistent logic.
We added the new variable cosAcoplanarityAngle
.
Warning
cosHelicityAngle
is now cosHelicityAngleMomentum
, and cosHelicityAngle
has a new definition (as in the PDG 2018, p. 722).
Old name |
New name |
---|---|
|
|
|
|
|
New DecayStringGrammar for custom MCMatching
Users can use new DecayStringGrammar to set properties of the MCMatching. Then isSignal
, mcErrors
and other MCTruthVariables behave according to the property.
Once DecayStringGrammar is used with reconstructDecay
, users can use isSignal
instead of several specific variables such as isSignalAcceptMissingNeutrino
.
If one doesn’t use any new DecayStringGrammar, all MCTruthVariables work same as before.
The grammar is useful to analyze inclusive processes with both fully-inclusive-method and sum-of-exclusive-method.
There are also new helper functions genNMissingDaughter
and genNStepsToDaughter
to obtain the detailed MC information.
You can find examples of usage in Marker of unspecified particle, Grammar for custom MCMatching.
1.5.1. Changes in the analysis package#
TreeFitter#
Fix the \(\phi\)-dependent loss of performance for displaced vertices (4674).
Flavor Tagger#
Default Expert (testing mode) does not create repositories and does not save weight files locally. It only loads the payloads directly from the database using the database payload names as mva identifiers.
BtagToWBosonVariables adapted to work with the new ROE.
All release validation and performance evaluation scripts added to
$BELLE2_RELEASE_DIR/analysis/release-validation/CPVTools
.The flavor tagger creates and adds default aliases into the collection list
flavor_tagging
.
Vertex Fitting#
Added IP tube constraint to KFit.
The parameter confidenceLevel of the
ParticleVertexFitter
now always rejects the particle candidates with a p-value lower than the specified one. Specifically, setting confidenceLevel to 0 does not reject candidates with p-value equal to 0 anymore. Thus, the meaning of this parameter is now the same as for theTreeFitter
.
FEI#
Removed the backward compatibility layer (
pid_renaming_oktober_2017
). Only FEI trainings from release-02 are supported. Please update toFEIv4_2018_MC9_release_02_00_01
or newer.
Variables#
Warning
we overhauled the helicity variables and added new ones to replace the NtupleHelicityTool
.
We renamed cosHelicityAngle
to cosHelicityAngleMomentum
,
cosHelicityAnglePi0Dalitz
to cosHelicityAngleMomentumPi0Dalitz
, and
cosHelicityAngleIfCMSIsTheMother
to cosHelicityAngleBeamMomentum
.
We added the variables cosHelicityAngle
and cosAcoplanarityAngle
defining them as the PDG 2018, p. 722.
The function to create variable aliases for particles selected from a decay string has been fixed and extended to allow better customization (4368)
Added a variable that returns the distance between a KLMCluster and its associated Track
klmClusterTrackDistance
Access to tag vertexing quality indicators for resolution function study,
TagVNDF
,TagVChi2
, andTagVChi2IP
.Statistically correct combination of p-values
pValueCombination
Added the meta variable
clusterHasFailedTiming
to check if the ECL cluster’s timing fit failed.Added the meta variable
clusterHasFailedErrorTiming
to check if the calculation of the ECL cluster’s error on the timing failed.The chi2 and ndf from KFit vertices are stored as extraInfo for debugging.
Added
trackFitHypothesisPDG
which returns the PDG code of the successful track fit hypothesis that was used to create this particle (that might be different from the PDG code of the particle list)Added variables for 2D Armenteros-Podolanski plot,
ArmenterosLongitudinalMomentumAsymmetry
,ArmenterosDaughter1Qt
, andArmenterosDaughter2Qt
Fall-back value changed from zero to NaN for several track variables.
Added
sourceObjectIsInList
which checks whether there are particles from the same underlying track or cluster in a given particle list. Similar toisInList
but a tighter check.Added
isCloneOfSignalSide
andhasAncestorFromSignalSide
variables to monitor the clone particle contamination in ROE. These variables use generator information.The variables for the fast reco HLT trigger stage have been removed, as we are currently not planning to have it in the early data taking.
The event-based variable
KLMEnergy
is removed. It is completely meaningless (4919).The variables (
dx
,dy
,dz
,dr
,dphi
,dcosTheta
) are now with respect to the interaction point (as documented). This now makes them different with respect to the cartesian position (x
,y
,z
) with respect to the origin.. This is similarly true for (mcDecayVertexFromIPX
,mcDecayVertexFromIPY
,mcDecayVertexFromIPZ
) versus (mcDecayVertexX
,mcDecayVertexY
andmcDecayVertexZ
).Added the meta variable
eclClusterSpecialTrackMatched
to check if any track related to an ECL cluster satisfies certain criteria. It can be used to apply an individual track-cluster matching.Added missing error variables
DeltaZErr
andDeltaBoostErr
. Fixed bug in TagV error functions.Replaced
pValue
(tracking variable) withchiProb
(vertexing variable) in the collection of vertexing variables.Replaced
pValue
(always the track-fit pvalue) withchiProb
(context-dependent \(\chi^2\) probability variable) in the vertexing variable collection.Added the meta variables
averageValueInList
andmedianValueInList
which calculate the arithmetic mean and median of a given variable in a given particle list.Removed
nECLClusters
(4407). The number ofECLClusters
is not a good measure for anything except the age of the input mdst file. Recent changes to the handling of ECLClusters and their hypotheses have changed this (already arbitrary) number to another (equally arbitrary but different) number.Hint
For most common use cases, the recommended alternative is the total number of photons (unique photon hypothesis clusters) in the event:
from variables import variables from stdPhotons import stdPhotons stdPhotons("cdc", path=mypath) # creates the all and cdc lists variables.addAlias("nPhotonsAll", "nParticlesInList(gamma:all)") variables.addAlias("nPhotonsCDC", "nParticlesInList(gamma:cdc)") variables.addAlias("totalPhotonEECL", "totalEnergyOfParticlesInList(gamma:all)")
Deprecated
clusterHypothesis
following changes to the ECLCluster storage on mdst. Please useclusterHasNPhotons
andclusterHasNeutralHadron
.Removed
ClusterHadronIntensity
andclusterUniqueID
.Added helix extrapolation from charged tracks.
Added
clusterMdstIndex
variable to get ECLCluster mdst index for particles that do not originate from ECLCluster.Added a convenience
M2
, that returns the invariant mass squared of a given Particle (determined from the particle’s 4-momentum vector).Added
eclClusterOnlyInvariantMass
, that returns the invariant mass of the particles, computed with cluster informationAdded
grandDaughterDiffOf
,grandDaughterDiffOfPhi
, andgrandDaughterDiffOfClusterPhi
. They behave likedaughterDiffOf
, but use grandDaughters’ information rather than daughters’.Renamed
ClusterHasPulseShapeDiscrimination
toclusterHasPulseShapeDiscrimination
,PulseShapeDiscriminationMVA
toclusterPulseShapeDiscriminationMVA
, andClusterNumberOfHadronDigits
to :b2:var`clusterNumberOfHadronDigits`.Removed the misleading variable
McFlavorOfTagSide
.Added a variable
mcFlavorOfOtherB
which returns the tag-side flavor by checking the other Upsilon4S daughter without using the ROE. This variable is part of the defaultflavor_tagging
collection.The name of the variable
MCTagBFlavor
changed tointernalTagVMCFlavor
. It should be used only by experts for debugging.Added MC flight information variables,
mcFlightDistance
andmcFlightTime
Modules#
Added the new module
AllParticleCombiner
which is also available via the functionmodularAnalysis.combineAllParticles
. It creates a new Particle as the combination of all unique Particles from the passed input ParticleLists.The
ParticleLoader
can load Rest Of Event as a particle using a new functionmodularAnalysis.fillParticleListFromROE
. This ROE particle can be combined with any other particle or written down using usual variables.Another option is to load missing momentum as a particle by supplementing
useMissing = True
argument to the function, mentioned above.Fixed a bug in the
BestCandidateSelection
module: WhenallowMultiRank=True
there always at least two candidates with rank of one, even if they didn’t have the same variable value (4391)This affects all users of
modularAnalysis.rankByLowest()
andmodularAnalysis.rankByHighest()
if they passedallowMultiRank=True
Fixed a bug in the
BestCandidateSelection
module: now thenumBest
parameter works as expected.Removal of the unsupported ECLClusterInfoModule.
Added
vertex.fitPseudo
function and a pseudo vertex fitting module to add a covariance matrix when a vertex fit is not possible. E.g. for \(\pi^0\) decays.Added the new module
SignalSideVariablesToDaughterExtraInfo
. It adds ExtraInfo to a specified particle (typically a daughter on the signal side). The corresponding information is calculated in the RestOfEvent so it is supposed to be executed only in for_each ROE paths.Fixed a bug and extended the functionality of the
RestOfEventBuilder
module. When providing a ParticleList of composite particles as an additional source for building the ROE, the composite particles are now decomposed and their final state daughters are added to the ROE (unless they are part of the signal side or already present in the ROE). Previously, composite particles were not decomposed and the first composite particle of the first ParticleList of composite particles (and only this one) was always added to the ROE.The module
VertexFitUpdateDaughters
now always updates the daughters (as advertised).
Modular Analysis#
A new boolean argument has been added to the function
modularAnalysis.buildRestOfEvent
. It is calledbelle_sources
and should be switched to True (default is False) if you are analyzing converted Belle MC or data. It triggers the ROE to be constructed from all tracks and from Belle’s specific gamma:mdst list.Added signal region function
modularAnalysis.signalRegion
. By default, this function enables a new variableisSignalRegion
and excludes the defined area when processing is done on data.
Standard Particle Lists#
Updated V0 lists. The standard list became the merged list, a combined list of particles coming from V0 objects merged with a list of particles combined using the analysis
ParticleCombiner
module.stdV0s.stdKshorts
returns a Ks list calledK_S0:merged
stdV0s.stdLambdas
returns a Lambda list calledLambda0:merged
mergedKshorts() and mergedLambdas() are now deprecated, and return the standard lists.
The definition of the standard V0 lists slightly changed. For Lambdas, the modularAnalysis.markDuplicate() function is now used to detect duplicates among the same list (V0 and ReconstructDecay), rather than between different lists. For Ks, the modularAnalysis.markDuplicate() function is no longer used.
Updated V0 lists by making them explicitly call the appropriate vertex fit.
Fixed a bug in the merged Lambda list, which used an incorrect mass window.
Fix the
stdKlongs.stdKlongs
lists.Updated charged standard PID cut values to reflect the correct efficiencies. This recovers the efficiency loss reported in
BIIDP-1065
.
Tutorials#
Fix B2A202 to load Klongs as advertised.
Fix B2A801 to use JPsiKs as signal channel and to show how to run on Belle data/MC. Central database global tag updated.
1.5.2. Changes in the framework package#
Job Information File#
basf2 has a new command line parameter --job-information=<filename>
to
create a json file with some statistics on the processing and detailed
information on all created output files.
Python Interface#
Additional utility function
b2test_utils.check_error_free
used to automate a code quality (or indeed any) tool check. It requires execution without any output as part of the unit tests. For example the analysis package now requires no doxygen or cppcheck warnings.Additional utility function
b2test_utils.configure_logging_for_tests
to improve reproducibility of log output for testing purposes by replacing certain setup dependent names of directories with placeholders.The
Pager
class has been moved to a new moduleterminal_utils
which now also contains a new classInputEditor
to open a editor when asking the user for a long message similar togit commit
The compatibility imports of
sys
,os
and thefw
object have been removed frombasf2
. Every method which was previously part of thefw
object is now just a function in thebasf2
module.
Core Framework#
Addition of helpful
StoreArray::hasRelationTo
andStoreArray::hasRelationFrom
methods.Deprecated static methods to register
StoreArray
instances have been removed.
Command line Tools#
b2file-metadata-add will now only update the file in the FileCatalog if it is already registered. It will also now correctly remove the old LFN from the file catalog.
b2file-merge will by default no longer register files in the file catalog. You can either supply
--add-to-catalog
as argument or runb2file-catalog-add
on the output file. Use the latter if you want to write scripts which work also with older releases.b2file-normalize has been added to remove timestamps and similar non-reproducible features from ROOT files.
b2file-remove-branches has been added to remove obsolete branches from old files.
the commands of the b2conditionsdb tool are now also available with dashed version, e.g.
b2conditionsb-tag-show
A number of old tool names which were kept for compatibility have been removed. The old tool names still exist but raise an error pointing to the new name.
Modules#
b2:mod:
RootOutput
module: changed default value forupdateFileCatalog
to False. This will avoid creatingBelle2FileCatalog.xml
or warning about overwriting entries in the file catalog by default. The file catalog is only needed when loading parent files and can always be created later usingb2file-catalog-add
See also
1.5.3. Changes in the ecl package#
Modules#
Remove all getHypothesisId() calls and logic by a new logic that allows clusters to have multiple flags to indicate their hypothesis. This is used to remove duplicate clusters that are identical under different hypothesis.
1.6. Changes since release-02-01#
Moved to C++17
The whole software including the ROOT in the externals is now compiled using the C++17 standard. This should not affect many users but there are a few rare cases where this might lead to compilation problems of analysis code as some deprecated features have been removed. The most notable are
throw(TypeName)
exception specifiers, just remove them.
std::auto_ptr
which should be replaced bystd::unique_ptr
some older parts of the
<functional>
header.
In particular if you compile a standalone program that links against the ROOT
in the Belle2 externals this now also needs to be compiled in C++17 mode. You
can do this by adding -std=c++17
to the compiler arguments.
Note
It’s best to directly pass the output of root-config --cflags
to
the compiler. That way you always pass the correct flags needed for the
particular ROOT version setup.
Build system moved to Python3
This is a major update of SCons but most users should not notice any difference except for two instances:
If you update an existing working directory from an older release you might run into an error
scons: *** [...] TypeError : intern() argument 1 must be string, not unicode scons: building terminated because of errors. TypeError: intern() argument 1 must be string, not unicode: [...]
In this case please remove all
.scon*
files in the top level of your software directory and rerunscons
In the unlikely case that you have custom
SConscript
files which are not Python 3 compatible you will have to update them.
1.6.1. Changes in the analysis package#
Variables#
There have been improvements and additions to the variables available in the variable manager. Some older, unhelpful, or deprecated variables have been removed, but this should be less than previous major releases. As usual, please ask at https://questions.belle2.org if anything is unclear or your favourite variable seems to have been removed. There is likely a good reason.
Addition of vertex information, flight distance information, and MC hierarchy information (
mcMother
andmcDaughter
metavariables).Some variables that check lists (
isInList
andisDaughterOfList
).Additions and fixes to the RestOfEvent variables. Kinematics related to the Rest Of Event now obey the reference frame syntax (e.g.
useCMSFrame
).Bug-fixes to L1 trigger information (prescales are now available in
L1PSNMBitPrescale
), and event level tracking information.Special variables to return the \(\phi\) angle difference between two daughters (
daughterDiffOfPhi
c.f.daughterDiffOf
).Removal of the PhysicsTriggerVariables (all of which were experimental and only intended for use in the study of triggers).
See also
Pull request [PR#2581]
New Modular Analysis Tools#
Multiple particle lists may be written to the same file with VariablesToNtuple.
A new improved Rest Of Event which takes particle lists as input. The syntax is mostly backward-compatible, but please check the updated documentation if your analysis relies on this functionality. In addition some new features are added (such as nested Rest Of Event).
Separation of EventShape and EventKinematics and addition of many global event shape variables based on particle lists.
See also
This event shape / continuum suppression tutorial (October 2018) for more details.
Fitters#
Many improvements to TreeFitter, which is now the recommended vertex fitter almost all use cases, even for simple vertices with two tracks. Please refer to the TreeFitter documentation for full details.
See also
This TreeFitter tutorial (October 2018).
Bug fixes to OrcaKinFit.
KFit is now accessible from other
basf2
modules.
Loading V0 Particles#
When loading V0 particles (i.e. \(K_S^0\), \(\Lambda^0\), or converted photons) using the ParticleLoader (
fillParticleList
) you must now specify the daughters in a decay string. For example, to load \(\Lambda^0\to p^+\pi^-\) decays from V0s:from modularAnalysis import fillParticleList fillParticleList('Lambda0 -> p+ pi-', '0.9 < M < 1.3', path=mypath)
Tutorials and Examples#
The style of many of the tutorial scripts have been updated to assist with and provide examples of these new changes. See:
$BELLE2_RELEASE_DIR/analysis/examples/tutorials
1.6.2. Changes in the framework package#
Python Interface#
The basf2
python interface has been restructured into multiple files to ease
maintenance. For the user this should be transparent. Some changes the user
might notice are
There is now a new utility function
basf2.find_file
to allow looking for files in the release directory or separate examples or validation directories.There is now an automatic Jupyter integration: Calling
basf2.process
in a Jupyter notebook should now automatically run the processing in a separate process and show a nice progress bar.The obsolete “fw” object has been deprecated and all functionality which previously was accessed using
basf2.fw.*
is now directly accessible asbasf2.*
. If you usebasf2.fw
you will get a deprecation warning.When using
from basf2 import *
thesys
andos
packages were also silently imported and available in the current script. This has been deprecated. In general, usingimport *
is not recommended but if you have to use it and use thesys
oros
module in the script please make sure you import them yourself afterfrom basf2 import *
Display and colouring of log messages in Jupyter has been significantly improved and should now be much faster.
There’s a new implementation for
pager.Pager
which can also show output from C++ programs and will display the output incrementally instead of waiting for all output before showing everything.
Command Line Tools#
b2file-check now supports files with zero events correctly.
b2file-merge now checks that real/MC data flag is consistent for all input files and refuse to merge mixed real/MC files.
The subcommands
iov
anddiff
of b2conditionsdb have improved output and learned the new option--human-readable
to convert the IntervalOfValidity numbers to easier to read strings.There is a new sub command
dump
for b2conditionsdb to dump the contents of a payload file in a human readable form on the terminal for quick inspection.There is a new command b2conditionsdb-extract which allows to convert a payload to a TTree with one entry per requested run number. This allows to easily monitor how payloads change over the course of time.
There is a new command b2conditionsdb-recommend which will recommend users a global tag to use when processing a given input file.
There is a new command b2conditionsdb-request to allow requesting the inclusion of locally prepared database payload into the official global tags.
Core Framework#
Environment::isMC()
is now available to consistently distinguish between real and MC data. To use it in C++ please use#include <framework/core/Environment.h> bool isMC = Environment::Instance().isMC();
and for use in python
from ROOT import Belle2 isMC = Belle2.Environment.Instance().isMC();
We have now a new prototype for advanced multi processing using ZMQ. It is disabled by default but can be activated using
from ROOT import Belle2 env = Belle2.Environment.Instance().setUseZMQ(True)
See also
Pull request [PR#2790]
There is now support for named relations to allow multiple relations between the same pair of
StoreArray
.
Core Modules#
The
ProgressBar
module will now notice if the output is written to a log file instead of the terminal and behave accordingly which should clean up logfiles considerably when this module is used.The
RootOutput
module now allows to split output files after a certain file size is reached using theoutputSplitSize
parameter.Warning
This will set the amount of generated events stored in the file metadata to zero as it is not possible to determine which fraction ends up in which output file.
Also the user can now choose the compression algorithm to choose either no compression, zlib, LZMA or LZ4 compression. LZ4 is a newer compression standard with slightly worse compression than zlib but much faster decompression speed.
removed
CrashHandler
moduleremoved
FileLogger
module
Conditions Database:
Database objects are now immutable (
const
) to prevent accidental modification of conditions data.The old and outdated fallback database in
framework/data/database.txt
has been removed. If you still set this by hand in your steering file your script will fail. Please use/cvmfs/belle.cern.ch/conditions
if you really have to set a fallback database manually.The
RunInfo
database object which is supposed to contain all necessary information about each run now has support to contain the trigger pre-scale information.
Logging System#
We now have “Log message variables” which allow to send the same log message with varying content. This greatly helps with filtering log messages as it allows to group messages which have the same content and just differ in their variables. In C++ they can be used by adding a
LogVar
instance to the output,B2INFO("This is a log message" << LogVar("number", 3.14) << LogVar("text", "some text"));
while in python the variables can be given as additional keyword arguments,
basf2.B2INFO("This is a log message", number=3.14, text="some text")
In both cases the names of the variables can be chosen feely and the output should be something like
[INFO] This is a log message number = 3.14 text = some text
See also
The logging system is now able to send its message to python
sys.stdout
objects to allow intercepting log messages in python. To enable please setbasf2.logging.enable_python_logging
toTrue
. This is automatically enabled when running inside of a jupyter notebook.Log messages can also be formatted as json objects where each log message will be printed as a one line json object to allow parsing of logfiles using scripts.
See also
Utilities#
We have a new and advanced formula parser implementation in the framework package. It manages to handle
**
correctly as in python and now allows using normal parenthesis for grouping operations in addition to square brackets.See also
formula
variableWe now provide a variety of RAII scope guards to free or restore a resource or value when the guard object goes out of scope. For example to make sure a variable is reset to is original value one could use
#include <framework/utilities/ScopeGuard.h> int main() { int myValue{5}; { auto guard = Belle2::ScopeGuard::guardValue(myValue, 32); // now myValue is 32 } // now myValue is reverted to 5 independently of how the scope // is left (normal, return statement, exception) }
We provide convenience functions to guard simple values, pointer deletion, output stream flags and the current working directory but the interface is general enough that almost anything can be guarded by this
ScopeGuard
object.There is now
RootFileManager
to allow multiple modules to write to the same root output file. It will take care to open the file when the first module requests it and close it when the last module is finished with the root file. The primary use case is for theVariablesToNtuple
and similar modules to allow having multiple ntuples or trees in the same root file.We now have a implementation of the c++17 std::visit overloaded pattern in
framework/utils/Utils.h
calledBelle2::Utils::VisitOverload
.