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RooProduct.cxx
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1/*****************************************************************************
2 * Project: RooFit *
3 * Package: RooFitCore *
4 * @(#)root/roofitcore:$Id$
5 * Authors: *
6 * WV, Wouter Verkerke, UC Santa Barbara, verkerke@slac.stanford.edu *
7 * GR, Gerhard Raven, VU Amsterdan, graven@nikhef.nl *
8 * *
9 * Copyright (c) 2000-2007, Regents of the University of California *
10 * and Stanford University. All rights reserved. *
11 * *
12 * Redistribution and use in source and binary forms, *
13 * with or without modification, are permitted according to the terms *
14 * listed in LICENSE (http://roofit.sourceforge.net/license.txt) *
15 *****************************************************************************/
16
17/**
18\file RooProduct.cxx
19\class RooProduct
20\ingroup Roofitcore
21
22A RooProduct represents the product of a given set of RooAbsReal objects.
23
24**/
25
26
27#include <cmath>
28#include <memory>
29
30#include "RooProduct.h"
31#include "RooNameReg.h"
32#include "RooAbsReal.h"
33#include "RooAbsCategory.h"
34#include "RooErrorHandler.h"
35#include "RooMsgService.h"
36#include "RooTrace.h"
37
38using namespace std ;
39
41;
42
43class RooProduct::ProdMap : public std::vector<std::pair<RooArgSet*,RooArgList*> > {} ;
44
45// Namespace with helper functions that have STL stuff that we don't want to expose to CINT
46namespace {
47 typedef RooProduct::ProdMap::iterator RPPMIter ;
48 std::pair<RPPMIter,RPPMIter> findOverlap2nd(RPPMIter i, RPPMIter end) ;
49 void dump_map(ostream& os, RPPMIter i, RPPMIter end) ;
50}
51
52
53
54////////////////////////////////////////////////////////////////////////////////
55/// Default constructor
56
58{
60}
61
62
63
64////////////////////////////////////////////////////////////////////////////////
65/// Destructor
66
68{
70}
71
72
73
74////////////////////////////////////////////////////////////////////////////////
75/// Construct function representing the product of functions in prodSet
76
77RooProduct::RooProduct(const char* name, const char* title, const RooArgList& prodSet) :
78 RooAbsReal(name, title),
79 _compRSet("!compRSet","Set of real product components",this),
80 _compCSet("!compCSet","Set of category product components",this),
81 _cacheMgr(this,10)
82{
83 RooAbsArg* comp ;
84 RooFIter compIter = prodSet.fwdIterator();
85 while((comp = (RooAbsArg*)compIter.next())) {
86 if (dynamic_cast<RooAbsReal*>(comp)) {
87 _compRSet.add(*comp) ;
88 } else if (dynamic_cast<RooAbsCategory*>(comp)) {
89 _compCSet.add(*comp) ;
90 } else {
91 coutE(InputArguments) << "RooProduct::ctor(" << GetName() << ") ERROR: component " << comp->GetName()
92 << " is not of type RooAbsReal or RooAbsCategory" << endl ;
94 }
95 }
97}
98
99
100
101////////////////////////////////////////////////////////////////////////////////
102/// Copy constructor
103
104RooProduct::RooProduct(const RooProduct& other, const char* name) :
105 RooAbsReal(other, name),
106 _compRSet("!compRSet",this,other._compRSet),
107 _compCSet("!compCSet",this,other._compCSet),
108 _cacheMgr(other._cacheMgr,this)
109{
111}
112
113
114
115////////////////////////////////////////////////////////////////////////////////
116/// Force internal handling of integration of given observable if any
117/// of the product terms depend on it.
118
120{
121 // Force internal handling of integration of given observable if any
122 // of the product terms depend on it.
123
124 RooFIter compRIter = _compRSet.fwdIterator() ;
125 RooAbsReal* rcomp ;
126 Bool_t depends(kFALSE);
127 while((rcomp=(RooAbsReal*)compRIter.next())&&!depends) {
128 depends = rcomp->dependsOn(dep);
129 }
130 return depends ;
131}
132
133
134
135////////////////////////////////////////////////////////////////////////////////
136/// Group observables into subsets in which the product factorizes
137/// and that can thus be integrated separately
138
139RooProduct::ProdMap* RooProduct::groupProductTerms(const RooArgSet& allVars) const
140{
141 ProdMap* map = new ProdMap ;
142
143 // Do we have any terms which do not depend on the
144 // on the variables we integrate over?
145 RooAbsReal* rcomp ;
146 RooFIter compRIter = _compRSet.fwdIterator() ;
147 RooArgList *indep = new RooArgList();
148 while((rcomp=(RooAbsReal*) compRIter.next())) {
149 if( !rcomp->dependsOn(allVars) ) indep->add(*rcomp);
150 }
151 if (indep->getSize()!=0) {
152 map->push_back( std::make_pair(new RooArgSet(),indep) );
153 }
154
155 // Map observables -> functions ; start with individual observables
156 RooFIter allVarsIter = allVars.fwdIterator() ;
157 RooAbsReal* var ;
158 while((var=(RooAbsReal*)allVarsIter.next())) {
159 RooArgSet *vars = new RooArgSet(); vars->add(*var);
160 RooArgList *comps = new RooArgList();
161 RooAbsReal* rcomp2 ;
162
163 compRIter = _compRSet.fwdIterator() ;
164 while((rcomp2=(RooAbsReal*) compRIter.next())) {
165 if( rcomp2->dependsOn(*var) ) comps->add(*rcomp2);
166 }
167 map->push_back( std::make_pair(vars,comps) );
168 }
169
170 // Merge groups with overlapping dependents
171 Bool_t overlap;
172 do {
173 std::pair<ProdMap::iterator,ProdMap::iterator> i = findOverlap2nd(map->begin(),map->end());
174 overlap = (i.first!=i.second);
175 if (overlap) {
176 i.first->first->add(*i.second->first);
177
178 // In the merging step, make sure not to duplicate
179 RooFIter it = i.second->second->fwdIterator() ;
180 RooAbsArg* targ ;
181 while ((targ = it.next())) {
182 if (!i.first->second->find(*targ)) {
183 i.first->second->add(*targ) ;
184 }
185 }
186 //i.first->second->add(*i.second->second);
187
188 delete i.second->first;
189 delete i.second->second;
190 map->erase(i.second);
191 }
192 } while (overlap);
193
194 // check that we have all variables to be integrated over on the LHS
195 // of the map, and all terms in the product do appear on the RHS
196 int nVar=0; int nFunc=0;
197 for (ProdMap::iterator i = map->begin();i!=map->end();++i) {
198 nVar+=i->first->getSize();
199 nFunc+=i->second->getSize();
200 }
201 assert(nVar==allVars.getSize());
202 assert(nFunc==_compRSet.getSize());
203 return map;
204}
205
206
207
208////////////////////////////////////////////////////////////////////////////////
209/// Return list of (partial) integrals whose product defines the integral of this
210/// RooProduct over the observables in iset in range isetRange. If no such list
211/// exists, create it now and store it in the cache for future use.
212
213Int_t RooProduct::getPartIntList(const RooArgSet* iset, const char *isetRange) const
214{
215
216 // check if we already have integrals for this combination of factors
217 Int_t sterileIndex(-1);
218 CacheElem* cache = (CacheElem*) _cacheMgr.getObj(iset,iset,&sterileIndex,RooNameReg::ptr(isetRange));
219 if (cache!=0) {
220 Int_t code = _cacheMgr.lastIndex();
221 return code;
222 }
223
224 ProdMap* map = groupProductTerms(*iset);
225
226 cxcoutD(Integration) << "RooProduct::getPartIntList(" << GetName() << ") groupProductTerms returned map" ;
227 if (dologD(Integration)) {
228 dump_map(ccoutD(Integration),map->begin(),map->end());
229 ccoutD(Integration) << endl;
230 }
231
232 // did we find any factorizable terms?
233 if (map->size()<2) {
234
235 for (ProdMap::iterator iter = map->begin() ; iter != map->end() ; ++iter) {
236 delete iter->first ;
237 delete iter->second ;
238 }
239
240 delete map ;
241 return -1; // RRI caller will zero analVars if return code = 0....
242 }
243 cache = new CacheElem();
244
245 for (ProdMap::const_iterator i = map->begin();i!=map->end();++i) {
246 RooAbsReal *term(0);
247 if (i->second->getSize()>1) { // create a RooProd for this subexpression
248 const char *name = makeFPName("SUBPROD_",*i->second);
249 term = new RooProduct(name,name,*i->second);
250 cache->_ownedList.addOwned(*term);
251 cxcoutD(Integration) << "RooProduct::getPartIntList(" << GetName() << ") created subexpression " << term->GetName() << endl;
252 } else {
253 assert(i->second->getSize()==1);
254 RooFIter j = i->second->fwdIterator();
255 term = (RooAbsReal*)j.next();
256 }
257 assert(term!=0);
258 if (i->first->getSize()==0) { // check whether we need to integrate over this term or not...
259 cache->_prodList.add(*term);
260 cxcoutD(Integration) << "RooProduct::getPartIntList(" << GetName() << ") adding simple factor " << term->GetName() << endl;
261 } else {
262 RooAbsReal *integral = term->createIntegral(*i->first,isetRange);
263 cache->_prodList.add(*integral);
264 cache->_ownedList.addOwned(*integral);
265 cxcoutD(Integration) << "RooProduct::getPartIntList(" << GetName() << ") adding integral for " << term->GetName() << " : " << integral->GetName() << endl;
266 }
267 }
268 // add current set-up to cache, and return index..
269 Int_t code = _cacheMgr.setObj(iset,iset,(RooAbsCacheElement*)cache,RooNameReg::ptr(isetRange));
270
271 cxcoutD(Integration) << "RooProduct::getPartIntList(" << GetName() << ") created list " << cache->_prodList << " with code " << code+1 << endl
272 << " for iset=" << *iset << " @" << iset << " range: " << (isetRange?isetRange:"<none>") << endl ;
273
274 for (ProdMap::iterator iter = map->begin() ; iter != map->end() ; ++iter) {
275 delete iter->first ;
276 delete iter->second ;
277 }
278 delete map ;
279 return code;
280}
281
282
283////////////////////////////////////////////////////////////////////////////////
284/// Declare that we handle all integrations internally
285
287 const RooArgSet* /*normSet*/,
288 const char* rangeName) const
289{
290 if (_forceNumInt) return 0 ;
291
292 // Declare that we can analytically integrate all requested observables
293 // (basically, we will take care of the problem, and delegate where required)
294 //assert(normSet==0);
295 assert(analVars.getSize()==0);
296 analVars.add(allVars) ;
297 Int_t code = getPartIntList(&analVars,rangeName)+1;
298 return code ;
299}
300
301
302////////////////////////////////////////////////////////////////////////////////
303/// Calculate integral internally from appropriate partial integral cache
304
305Double_t RooProduct::analyticalIntegral(Int_t code, const char* rangeName) const
306{
307 // note: rangeName implicit encoded in code: see _cacheMgr.setObj in getPartIntList...
308 CacheElem *cache = (CacheElem*) _cacheMgr.getObjByIndex(code-1);
309 if (cache==0) {
310 // cache got sterilized, trigger repopulation of this slot, then try again...
311 std::unique_ptr<RooArgSet> vars( getParameters(RooArgSet()) );
312 std::unique_ptr<RooArgSet> iset( _cacheMgr.nameSet2ByIndex(code-1)->select(*vars) );
313 Int_t code2 = getPartIntList(iset.get(),rangeName)+1;
314 assert(code==code2); // must have revived the right (sterilized) slot...
315 return analyticalIntegral(code2,rangeName);
316 }
317 assert(cache!=0);
318
319 return calculate(cache->_prodList);
320}
321
322
323////////////////////////////////////////////////////////////////////////////////
324/// Calculate and return product of partial terms in partIntList
325
327{
328 RooAbsReal *term(0);
329 Double_t val=1;
330 RooFIter i = partIntList.fwdIterator() ;
331 while((term=(RooAbsReal*)i.next())) {
332 double x = term->getVal();
333 val*= x;
334 }
335 return val;
336}
337
338
339////////////////////////////////////////////////////////////////////////////////
340/// Construct automatic name for internal product terms
341
342const char* RooProduct::makeFPName(const char *pfx,const RooArgSet& terms) const
343{
344 static TString pname;
345 pname = pfx;
346 RooFIter i = terms.fwdIterator();
347 RooAbsArg *arg;
349 while((arg=(RooAbsArg*)i.next())) {
350 if (first) { first=kFALSE;}
351 else pname.Append("_X_");
352 pname.Append(arg->GetName());
353 }
354 return pname.Data();
355}
356
357
358
359////////////////////////////////////////////////////////////////////////////////
360/// Evaluate product of input functions
361
363{
364 Double_t prod(1) ;
365
366 const RooArgSet* nset = _compRSet.nset() ;
367 for (const auto item : _compRSet) {
368 auto rcomp = static_cast<const RooAbsReal*>(item);
369
370 prod *= rcomp->getVal(nset) ;
371 }
372
373 for (const auto item : _compCSet) {
374 auto ccomp = static_cast<const RooAbsCategory*>(item);
375
376 prod *= ccomp->getIndex() ;
377 }
378
379 return prod ;
380}
381
382
383
384////////////////////////////////////////////////////////////////////////////////
385/// Forward the plot sampling hint from the p.d.f. that defines the observable obs
386
387std::list<Double_t>* RooProduct::binBoundaries(RooAbsRealLValue& obs, Double_t xlo, Double_t xhi) const
388{
389 for (const auto item : _compRSet) {
390 auto func = static_cast<const RooAbsReal*>(item);
391
392 list<Double_t>* binb = func->binBoundaries(obs,xlo,xhi) ;
393 if (binb) {
394 return binb ;
395 }
396 }
397
398 return 0 ;
399}
400
401
402//_____________________________________________________________________________B
404{
405 // If all components that depend on obs are binned that so is the product
406
407 for (const auto item : _compRSet) {
408 auto func = static_cast<const RooAbsReal*>(item);
409
410 if (func->dependsOn(obs) && !func->isBinnedDistribution(obs)) {
411 return kFALSE ;
412 }
413 }
414
415 return kTRUE ;
416}
417
418
419
420////////////////////////////////////////////////////////////////////////////////
421/// Forward the plot sampling hint from the p.d.f. that defines the observable obs
422
423std::list<Double_t>* RooProduct::plotSamplingHint(RooAbsRealLValue& obs, Double_t xlo, Double_t xhi) const
424{
425 for (const auto item : _compRSet) {
426 auto func = static_cast<const RooAbsReal*>(item);
427
428 list<Double_t>* hint = func->plotSamplingHint(obs,xlo,xhi) ;
429 if (hint) {
430 return hint ;
431 }
432 }
433
434 return 0 ;
435}
436
437
438
439////////////////////////////////////////////////////////////////////////////////
440/// Destructor
441
443{
444}
445
446
447////////////////////////////////////////////////////////////////////////////////
448/// Return list of all RooAbsArgs in cache element
449
451{
452 RooArgList ret(_ownedList) ;
453 return ret ;
454}
455
456
457
458
459////////////////////////////////////////////////////////////////////////////////
460/// Label OK'ed components of a RooProduct with cache-and-track
461
463{
464 RooArgSet comp(components()) ;
465 for (const auto parg : comp) {
466 if (parg->isDerived()) {
467 if (parg->canNodeBeCached()==Always) {
468 trackNodes.add(*parg) ;
469 //cout << "tracking node RooProduct component " << parg->IsA()->GetName() << "::" << parg->GetName() << endl ;
470 }
471 }
472 }
473}
474
475
476
477
478
479////////////////////////////////////////////////////////////////////////////////
480/// Customized printing of arguments of a RooProduct to more intuitively reflect the contents of the
481/// product operator construction
482
483void RooProduct::printMetaArgs(ostream& os) const
484{
486
487 for (const auto rcomp : _compRSet) {
488 if (!first) { os << " * " ; } else { first = kFALSE ; }
489 os << rcomp->GetName() ;
490 }
491
492 for (const auto item : _compCSet) {
493 auto ccomp = static_cast<const RooAbsCategory*>(item);
494
495 if (!first) { os << " * " ; } else { first = kFALSE ; }
496 os << ccomp->GetName() ;
497 }
498
499 os << " " ;
500}
501
502
503
504
505
506namespace {
507
508std::pair<RPPMIter,RPPMIter> findOverlap2nd(RPPMIter i, RPPMIter end)
509{
510 // Utility function finding pairs of overlapping input functions
511 for (; i!=end; ++i) for ( RPPMIter j(i+1); j!=end; ++j) {
512 if (i->second->overlaps(*j->second)) {
513 return std::make_pair(i,j);
514 }
515 }
516 return std::make_pair(end,end);
517}
518
519
520void dump_map(ostream& os, RPPMIter i, RPPMIter end)
521{
522 // Utility dump function for debugging
524 os << " [ " ;
525 for(; i!=end;++i) {
526 if (first) { first=kFALSE; }
527 else { os << " , " ; }
528 os << *(i->first) << " -> " << *(i->second) ;
529 }
530 os << " ] " ;
531}
532
533}
534
535
536
537
#define cxcoutD(a)
Definition: RooMsgService.h:79
#define dologD(a)
Definition: RooMsgService.h:63
#define coutE(a)
Definition: RooMsgService.h:34
#define ccoutD(a)
Definition: RooMsgService.h:37
#define TRACE_DESTROY
Definition: RooTrace.h:23
#define TRACE_CREATE
Definition: RooTrace.h:22
int Int_t
Definition: RtypesCore.h:41
const Bool_t kFALSE
Definition: RtypesCore.h:88
bool Bool_t
Definition: RtypesCore.h:59
double Double_t
Definition: RtypesCore.h:55
const Bool_t kTRUE
Definition: RtypesCore.h:87
#define ClassImp(name)
Definition: Rtypes.h:365
char name[80]
Definition: TGX11.cxx:109
RooAbsArg is the common abstract base class for objects that represent a value (of arbitrary type) an...
Definition: RooAbsArg.h:70
Bool_t dependsOn(const RooAbsCollection &serverList, const RooAbsArg *ignoreArg=0, Bool_t valueOnly=kFALSE) const
Test whether we depend on (ie, are served by) any object in the specified collection.
Definition: RooAbsArg.cxx:729
friend class RooArgSet
Definition: RooAbsArg.h:516
TIterator end() or range-based loops.")
Definition: RooAbsArg.h:112
RooArgSet * getParameters(const RooAbsData *data, Bool_t stripDisconnected=kTRUE) const
Create a list of leaf nodes in the arg tree starting with ourself as top node that don't match any of...
Definition: RooAbsArg.cxx:543
RooAbsCacheElement is the abstract base class for objects to be stored in RooAbsCache cache manager o...
RooAbsCategory is the common abstract base class for objects that represent a discrete value with a f...
virtual Int_t getIndex() const
Return index number of current state.
RooFIter fwdIterator() const R__SUGGEST_ALTERNATIVE("begin()
One-time forward iterator.
Int_t getSize() const
virtual Bool_t addOwned(RooAbsArg &var, Bool_t silent=kFALSE)
Add the specified argument to list.
virtual Bool_t add(const RooAbsArg &var, Bool_t silent=kFALSE)
Add the specified argument to list.
RooAbsArg * first() const
const RooArgSet * nset() const
Definition: RooAbsProxy.h:46
RooAbsRealLValue is the common abstract base class for objects that represent a real value that may a...
RooAbsReal is the common abstract base class for objects that represent a real value and implements f...
Definition: RooAbsReal.h:53
Bool_t _forceNumInt
Definition: RooAbsReal.h:411
virtual std::list< Double_t > * plotSamplingHint(RooAbsRealLValue &, Double_t, Double_t) const
Definition: RooAbsReal.h:297
virtual std::list< Double_t > * binBoundaries(RooAbsRealLValue &, Double_t, Double_t) const
Definition: RooAbsReal.h:296
Double_t getVal(const RooArgSet *normalisationSet=nullptr) const
Evaluate object.
Definition: RooAbsReal.h:81
RooAbsReal * createIntegral(const RooArgSet &iset, const RooCmdArg &arg1, const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none(), const RooCmdArg &arg7=RooCmdArg::none(), const RooCmdArg &arg8=RooCmdArg::none()) const
Create an object that represents the integral of the function over one or more observables listed in ...
Definition: RooAbsReal.cxx:531
RooArgList is a container object that can hold multiple RooAbsArg objects.
Definition: RooArgList.h:21
RooArgSet is a container object that can hold multiple RooAbsArg objects.
Definition: RooArgSet.h:28
virtual Bool_t add(const RooAbsCollection &col, Bool_t silent=kFALSE)
Add a collection of arguments to this collection by calling add() for each element in the source coll...
Definition: RooArgSet.h:88
T * getObj(const RooArgSet *nset, Int_t *sterileIndex=0, const TNamed *isetRangeName=0)
const RooNameSet * nameSet2ByIndex(Int_t index) const
T * getObjByIndex(Int_t index) const
Int_t lastIndex() const
Int_t setObj(const RooArgSet *nset, T *obj, const TNamed *isetRangeName=0)
static void softAbort()
A one-time forward iterator working on RooLinkedList or RooAbsCollection.
RooAbsArg * next()
Return next element or nullptr if at end.
virtual Bool_t add(const RooAbsArg &var, Bool_t silent=kFALSE)
Reimplementation of standard RooArgList::add()
static const TNamed * ptr(const char *stringPtr)
Return a unique TNamed pointer for given C++ string.
Definition: RooNameReg.cxx:104
RooArgSet * select(const RooArgSet &list) const
Construct a RooArgSet of objects in input 'list' whose names match to those in the internal name list...
Definition: RooNameSet.cxx:187
virtual ~CacheElem()
Destructor.
Definition: RooProduct.cxx:442
RooArgList _prodList
Definition: RooProduct.h:71
RooArgList _ownedList
Definition: RooProduct.h:72
virtual RooArgList containedArgs(Action)
Return list of all RooAbsArgs in cache element.
Definition: RooProduct.cxx:450
A RooProduct represents the product of a given set of RooAbsReal objects.
Definition: RooProduct.h:32
void printMetaArgs(std::ostream &os) const
Customized printing of arguments of a RooProduct to more intuitively reflect the contents of the prod...
Definition: RooProduct.cxx:483
virtual std::list< Double_t > * plotSamplingHint(RooAbsRealLValue &, Double_t, Double_t) const
Forward the plot sampling hint from the p.d.f. that defines the observable obs
Definition: RooProduct.cxx:423
RooListProxy _compRSet
Definition: RooProduct.h:64
virtual ~RooProduct()
Destructor.
Definition: RooProduct.cxx:67
ProdMap * groupProductTerms(const RooArgSet &) const
Group observables into subsets in which the product factorizes and that can thus be integrated separa...
Definition: RooProduct.cxx:139
Double_t calculate(const RooArgList &partIntList) const
Calculate and return product of partial terms in partIntList.
Definition: RooProduct.cxx:326
Double_t evaluate() const
Evaluate product of input functions.
Definition: RooProduct.cxx:362
virtual Int_t getAnalyticalIntegralWN(RooArgSet &allVars, RooArgSet &analVars, const RooArgSet *normSet, const char *rangeName=0) const
Declare that we handle all integrations internally.
Definition: RooProduct.cxx:286
virtual std::list< Double_t > * binBoundaries(RooAbsRealLValue &, Double_t, Double_t) const
Forward the plot sampling hint from the p.d.f. that defines the observable obs
Definition: RooProduct.cxx:387
const char * makeFPName(const char *pfx, const RooArgSet &terms) const
Construct automatic name for internal product terms.
Definition: RooProduct.cxx:342
virtual Bool_t forceAnalyticalInt(const RooAbsArg &dep) const
Force internal handling of integration of given observable if any of the product terms depend on it.
Definition: RooProduct.cxx:119
virtual Double_t analyticalIntegral(Int_t code, const char *rangeName=0) const
Calculate integral internally from appropriate partial integral cache.
Definition: RooProduct.cxx:305
RooProduct()
Default constructor.
Definition: RooProduct.cxx:57
RooObjCacheManager _cacheMgr
Definition: RooProduct.h:75
Int_t getPartIntList(const RooArgSet *iset, const char *rangeName=0) const
Return list of (partial) integrals whose product defines the integral of this RooProduct over the obs...
Definition: RooProduct.cxx:213
virtual void setCacheAndTrackHints(RooArgSet &)
Label OK'ed components of a RooProduct with cache-and-track.
Definition: RooProduct.cxx:462
RooListProxy _compCSet
Definition: RooProduct.h:65
virtual Bool_t isBinnedDistribution(const RooArgSet &obs) const
Definition: RooProduct.cxx:403
RooArgList components()
Definition: RooProduct.h:47
virtual const char * GetName() const
Returns name of object.
Definition: TNamed.h:47
Basic string class.
Definition: TString.h:131
const char * Data() const
Definition: TString.h:364
TString & Append(const char *cs)
Definition: TString.h:559
Double_t x[n]
Definition: legend1.C:17
@ InputArguments
Definition: RooGlobalFunc.h:58
@ Integration
Definition: RooGlobalFunc.h:57
Definition: first.py:1