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Belle II Software
release-05-02-19
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FastBDT as RelationsObject to make it storeable and accesible on/via the DataStore. More...
#include <FBDTClassifier.h>
Public Member Functions | |
FBDTClassifier (const FBDTForest &forest, const std::vector< FastBDT::FeatureBinning< double > > &fB, const Belle2::DecorrelationMatrix< 9 > &dM) | |
constructor from three main parts. More... | |
double | analyze (const std::array< double, Ndims > &hits) const |
calculate the output of the FastBDT. More... | |
void | train (const std::vector< Belle2::FBDTTrainSample< Ndims > > &samples, int nTree, int depth, double shrinkage=0.15, double ratio=0.5) |
train the BDT NOTE overwrites a currently existing classifier internally TODO does not work at the moment, look in FastBDT/src/main.cxx how to solve this in all generality | |
void | readFromStream (std::istream &is) |
read all the necessary data from stream and fill the Forest and the FeatureBinnings NOTE: uses FastBDTs IO stuff. More... | |
void | writeToStream (std::ostream &os) const |
write out the data from the Forest and the FeatureBinnings to a stream NOTE: uses FastBDTs IO stuff. More... | |
FBDTForest | getForest () const |
get the forest | |
std::vector< FastBDT::FeatureBinning< double > > | getFeatureBinnings () const |
get the feature binnings | |
Belle2::DecorrelationMatrix< 9 > | getDecorrelationMatrix () const |
get the decorrelation matrix | |
void | addRelationTo (const RelationsInterface< BASE > *object, float weight=1.0, const std::string &namedRelation="") const |
Add a relation from this object to another object (with caching). More... | |
void | addRelationTo (const TObject *object, float weight=1.0, const std::string &namedRelation="") const |
Add a relation from this object to another object (no caching, can be quite slow). More... | |
void | copyRelations (const RelationsInterface< BASE > *sourceObj) |
Copies all relations of sourceObj (pointing from or to sourceObj) to this object (including weights). More... | |
template<class TO > | |
RelationVector< TO > | getRelationsTo (const std::string &name="", const std::string &namedRelation="") const |
Get the relations that point from this object to another store array. More... | |
template<class FROM > | |
RelationVector< FROM > | getRelationsFrom (const std::string &name="", const std::string &namedRelation="") const |
Get the relations that point from another store array to this object. More... | |
template<class T > | |
RelationVector< T > | getRelationsWith (const std::string &name="", const std::string &namedRelation="") const |
Get the relations between this object and another store array. More... | |
template<class TO > | |
TO * | getRelatedTo (const std::string &name="", const std::string &namedRelation="") const |
Get the object to which this object has a relation. More... | |
template<class FROM > | |
FROM * | getRelatedFrom (const std::string &name="", const std::string &namedRelation="") const |
Get the object from which this object has a relation. More... | |
template<class T > | |
T * | getRelated (const std::string &name="", const std::string &namedRelation="") const |
Get the object to or from which this object has a relation. More... | |
template<class TO > | |
std::pair< TO *, float > | getRelatedToWithWeight (const std::string &name="", const std::string &namedRelation="") const |
Get first related object & weight of relation pointing to an array. More... | |
template<class FROM > | |
std::pair< FROM *, float > | getRelatedFromWithWeight (const std::string &name="", const std::string &namedRelation="") const |
Get first related object & weight of relation pointing from an array. More... | |
template<class T > | |
std::pair< T *, float > | getRelatedWithWeight (const std::string &name="", const std::string &namedRelation="") const |
Get first related object & weight of relation pointing from/to an array. More... | |
virtual std::string | getName () const |
Return a short name that describes this object, e.g. More... | |
virtual std::string | getInfoHTML () const |
Return a short summary of this object's contents in HTML format. More... | |
std::string | getInfo () const |
Return a short summary of this object's contents in raw text format. More... | |
std::string | getArrayName () const |
Get name of array this object is stored in, or "" if not found. | |
int | getArrayIndex () const |
Returns this object's array index (in StoreArray), or -1 if not found. | |
Protected Member Functions | |
TClonesArray * | getArrayPointer () const |
Returns the pointer to the raw DataStore array holding this object (protected since these arrays are easy to misuse). | |
Private Member Functions | |
ClassDef (FBDTClassifier, 2) | |
Making this Class a ROOT class. | |
Private Attributes | |
FBDTForest | m_forest {} |
the forest used for classification | |
std::vector< FastBDT::FeatureBinning< double > > | m_featBins {} |
the feature binnings corresponding to the BDT | |
Belle2::DecorrelationMatrix< Ndims > | m_decorrMat {} |
the decorrelation matrix used in this classifier | |
DataStore::StoreEntry * | m_cacheDataStoreEntry |
Cache of the data store entry to which this object belongs. | |
int | m_cacheArrayIndex |
Cache of the index in the TClonesArray to which this object belongs. | |
FastBDT as RelationsObject to make it storeable and accesible on/via the DataStore.
Ndims: number of inputs (dimension of input vector)
TODO-List:
Definition at line 43 of file FBDTClassifier.h.
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inline |
constructor from three main parts.
(for testing purposes mainly)
Definition at line 50 of file FBDTClassifier.h.
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inlineinherited |
Add a relation from this object to another object (with caching).
object | The object to which the relation should point. |
weight | The weight of the relation. |
namedRelation | Additional name for the relation, or "" for the default naming |
Definition at line 144 of file RelationsObject.h.
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inlineinherited |
Add a relation from this object to another object (no caching, can be quite slow).
object | The object to which the relation should point. |
weight | The weight of the relation. |
namedRelation | Additional name for the relation, or "" for the default naming |
Definition at line 157 of file RelationsObject.h.
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inlineinherited |
Copies all relations of sourceObj (pointing from or to sourceObj) to this object (including weights).
Useful if you want to make a complete copy of a StoreArray object to make modifications to it, but retain all information on linked objects.
Note: this only works if sourceObj inherits from the same base (e.g. RelationsObject), and only for related objects that also inherit from the same base.
Definition at line 172 of file RelationsObject.h.
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inlineinherited |
Return a short summary of this object's contents in raw text format.
Returns the contents of getInfoHTML() while translating line-breaks etc.
Definition at line 372 of file RelationsObject.h.
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inlinevirtualinherited |
Return a short summary of this object's contents in HTML format.
Reimplement this in your own class to provide useful output for display or debugging purposes. For example, you might do something like:
Reimplemented in TrackFitResult, TRGSummary, Track, SoftwareTriggerResult, Particle, RecoTrack, MCParticle, Cluster, and PIDLikelihood.
Definition at line 364 of file RelationsObject.h.
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inlinevirtualinherited |
Return a short name that describes this object, e.g.
pi+ for an MCParticle.
Reimplemented in SpacePoint, Particle, and MCParticle.
Definition at line 346 of file RelationsObject.h.
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inlineinherited |
Get the object to or from which this object has a relation.
T | The class of objects to or from which the relation points. |
name | The name of the store array to or from which the relation points. If empty the default store array name for class T will be used. If the special name "ALL" is given all store arrays containing objects of type T are considered. |
namedRelation | Additional name for the relation, or "" for the default naming |
Definition at line 280 of file RelationsObject.h.
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inlineinherited |
Get the object from which this object has a relation.
FROM | The class of objects from which the relation points. |
name | The name of the store array from which the relation points. If empty the default store array name for class FROM will be used. If the special name "ALL" is given all store arrays containing objects of type FROM are considered. |
namedRelation | Additional name for the relation, or "" for the default naming |
Definition at line 265 of file RelationsObject.h.
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inlineinherited |
Get first related object & weight of relation pointing from an array.
FROM | The class of objects from which the relation points. |
name | The name of the store array from which the relation points. If empty the default store array name for class FROM will be used. If the special name "ALL" is given all store arrays containing objects of type FROM are considered. |
namedRelation | Additional name for the relation, or "" for the default naming |
Definition at line 316 of file RelationsObject.h.
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inlineinherited |
Get the object to which this object has a relation.
TO | The class of objects to which the relation points. |
name | The name of the store array to which the relation points. If empty the default store array name for class TO will be used. If the special name "ALL" is given all store arrays containing objects of type TO are considered. |
namedRelation | Additional name for the relation, or "" for the default naming |
Definition at line 250 of file RelationsObject.h.
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inlineinherited |
Get first related object & weight of relation pointing to an array.
TO | The class of objects to which the relation points. |
name | The name of the store array to which the relation points. If empty the default store array name for class TO will be used. If the special name "ALL" is given all store arrays containing objects of type TO are considered. |
namedRelation | Additional name for the relation, or "" for the default naming |
Definition at line 299 of file RelationsObject.h.
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inlineinherited |
Get first related object & weight of relation pointing from/to an array.
T | The class of objects to or from which the relation points. |
name | The name of the store array to or from which the relation points. If empty the default store array name for class T will be used. If the special name "ALL" is given all store arrays containing objects of type T are considered. |
namedRelation | Additional name for the relation, or "" for the default naming |
Definition at line 333 of file RelationsObject.h.
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inlineinherited |
Get the relations that point from another store array to this object.
FROM | The class of objects from which the relations point. |
name | The name of the store array from which the relations point. If empty the default store array name for class FROM will be used. If the special name "ALL" is given all store arrays containing objects of type FROM are considered. |
namedRelation | Additional name for the relation, or "" for the default naming |
Definition at line 214 of file RelationsObject.h.
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inlineinherited |
Get the relations that point from this object to another store array.
TO | The class of objects to which the relations point. |
name | The name of the store array to which the relations point. If empty the default store array name for class TO will be used. If the special name "ALL" is given all store arrays containing objects of type TO are considered. |
namedRelation | Additional name for the relation, or "" for the default naming |
Definition at line 199 of file RelationsObject.h.
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inlineinherited |
Get the relations between this object and another store array.
Relations in both directions are returned.
T | The class of objects to or from which the relations point. |
name | The name of the store array to or from which the relations point. If empty the default store array name for class T will be used. If the special name "ALL" is given all store arrays containing objects of type T are considered. |
namedRelation | Additional name for the relation, or "" for the default naming |
Definition at line 232 of file RelationsObject.h.
void readFromStream | ( | std::istream & | is | ) |
read all the necessary data from stream and fill the Forest and the FeatureBinnings NOTE: uses FastBDTs IO stuff.
Not compatible with the .xml files that TMVA produces
Definition at line 24 of file FBDTClassifier.cc.
void writeToStream | ( | std::ostream & | os | ) | const |
write out the data from the Forest and the FeatureBinnings to a stream NOTE: uses FastBDTs IO stuff.
Not compatible with the .xml files that TMVA produces
Definition at line 43 of file FBDTClassifier.cc.