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source: trunk/Mars/mjtrain/MJTrainDisp.cc@ 13408

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Last change on this file since 13408 was 9851, checked in by tbretz, 14 years ago
Changed MH::SetBinning and similar functions to take references instead of pointers as arguments. For convenience wrappers for the old style functions are provided.
File size: 19.2 KB

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1	/* ======================================================================== *\
2	!
3	! *
4	! * This file is part of MARS, the MAGIC Analysis and Reconstruction
5	! * Software. It is distributed to you in the hope that it can be a useful
6	! * and timesaving tool in analysing Data of imaging Cerenkov telescopes.
7	! * It is distributed WITHOUT ANY WARRANTY.
8	! *
9	! * Permission to use, copy, modify and distribute this software and its
10	! * documentation for any purpose is hereby granted without fee,
11	! * provided that the above copyright notice appear in all copies and
12	! * that both that copyright notice and this permission notice appear
13	! * in supporting documentation. It is provided "as is" without express
14	! * or implied warranty.
15	! *
16	!
17	!
18	! Author(s): Thomas Bretz 11/2005 <mailto:tbretz@astro.uni-wuerzburg.de>
19	!
20	! Copyright: MAGIC Software Development, 2005-2007
21	!
22	!
23	\* ======================================================================== */
24
25	/////////////////////////////////////////////////////////////////////////////
26	//
27	// MJTrainDisp
28	//
29	//
30	// Example:
31	// --------
32	//
33	// // SequencesOn are used for training, SequencesOff for Testing
34	// MDataSet set("mctesttrain.txt");
35	// set.SetNumAnalysis(1); // Must have a number
36	// MJTrainDisp opt;
37	// //opt.SetDebug();
38	// opt.AddParameter("MHillas.fLength");
39	// opt.AddParameter("MHillas.fWidth");
40	// MStatusDisplay *d = new MStatusDisplay;
41	// opt.SetDisplay(d);
42	// opt.AddPreCut("MHillasSrc.fDCA*MGeomCam.fConvMm2Deg<0.3");
43	// opt.Train("rf-disp.root", set, 30000); // Number of train events
44	//
45	// // Two of the displayed histograms show the cut efficiency for
46	// // a given Theta-Cut. The default is 0.215. It can be overwritten
47	// // by
48	// opt.SetThetaCut(0.165);
49	//
50	//
51	// Random Numbers:
52	// ---------------
53	// Use:
54	// if(gRandom)
55	// delete gRandom;
56	// gRandom = new TRandom3();
57	// in advance to change the random number generator.
58	//
59	////////////////////////////////////////////////////////////////////////////
60	#include "MJTrainDisp.h"
61
62	#include <TH2.h>
63	#include <TLine.h>
64	#include <TCanvas.h>
65
66	#include "MHMatrix.h"
67
68	#include "MLog.h"
69	#include "MLogManip.h"
70
71	// tools
72	#include "MDataSet.h"
73	#include "MTFillMatrix.h"
74	#include "MChisqEval.h"
75	#include "MStatusDisplay.h"
76
77	// eventloop
78	#include "MParList.h"
79	#include "MTaskList.h"
80	#include "MEvtLoop.h"
81
82	// tasks
83	#include "MReadMarsFile.h"
84	#include "MContinue.h"
85	#include "MFillH.h"
86	#include "MRanForestCalc.h"
87	#include "MParameterCalc.h"
88
89	// container
90	#include "MParameters.h"
91
92	// histograms
93	#include "MBinning.h"
94	#include "MH3.h"
95	#include "MHn.h"
96	#include "MHThetaSq.h"
97
98	// filter
99	#include "MFilterList.h"
100
101	ClassImp(MJTrainDisp);
102
103	using namespace std;
104
105	const TString MJTrainDisp::fgTrainParameter = "MHillasSrc.fDist*MGeomCam.fConvMm2Deg";
106
107	// --------------------------------------------------------------------------
108	//
109	// Display a result histogram either vs. size or energy
110	// FIXME: Could be moved into a new histogram class.
111	//
112	void MJTrainDisp::DisplayHist(TCanvas &c, Int_t i, MH3 &mh3) const
113	{
114	MH::SetPalette("pretty");
115
116	TH2 &hist = static_cast<TH2>(mh3.GetHist().Clone());
117	hist.SetBit(TH1::kNoStats);
118	hist.SetDirectory(0);
119
120	TLine line;
121	line.SetLineStyle(kDashed);
122	line.SetLineWidth(1);
123
124	c.cd(i+4);
125	gPad->SetBorderMode(0);
126	gPad->SetFrameBorderMode(0);
127	//gPad->SetFillColor(kWhite);
128	gPad->SetLogx();
129	gPad->SetGridx();
130	gPad->SetGridy();
131	//gPad->SetLeftMargin(0.12);
132	//gPad->SetRightMargin(0.12);
133
134	const Int_t bin = 3;
135	const Float_t cutval = hist.GetYaxis()->GetBinUpEdge(bin);
136
137	TH1D heff;
138	heff.SetName(Form("Eff%s", hist.GetName()));
139	heff.SetTitle(Form("Cut efficiency vs. %s for \\vartheta<%.3f", hist.GetName(), TMath::Sqrt(cutval)));
140	heff.SetDirectory(0);
141	heff.SetXTitle(hist.GetXaxis()->GetTitle());
142	heff.SetYTitle("Efficiency");
143
144	MH::SetBinning(heff, hist);
145
146	for (int x=0; x<=hist.GetNbinsX()+1; x++)
147	{
148	const Double_t n0 = hist.Integral(x, x, -1, -1);
149	if (n0>0)
150	heff.SetBinContent(x, hist.Integral(x, x, -1, bin)/n0);
151	}
152
153	heff.SetMinimum(0);
154	heff.SetMaximum(1);
155	heff.DrawCopy();
156
157	line.DrawLine(hist.GetXaxis()->GetXmin(), 0.5,
158	hist.GetXaxis()->GetXmax(), 0.5);
159
160	c.cd(i+0);
161	gPad->SetBorderMode(0);
162	gPad->SetFrameBorderMode(0);
163	//gPad->SetFillColor(kWhite);
164	gPad->SetLogx();
165	gPad->SetGridx();
166	gPad->SetGridy();
167	//gPad->SetLeftMargin(0.12);
168	//gPad->SetRightMargin(0.12);
169
170	for (int x=0; x<=hist.GetNbinsX(); x++)
171	{
172	const Float_t n = hist.GetBinContent(1); // + hist.GetBinContent(2)
173	if (n==0)
174	continue;
175
176	for (int y=0; y<=hist.GetNbinsY(); y++)
177	hist.SetBinContent(x, y, 100*hist.GetBinContent(x,y)/n);
178	}
179
180	hist.SetMaximum(100);
181	hist.DrawCopy("colz");
182
183	line.DrawLine(hist.GetXaxis()->GetXmin(), cutval,
184	hist.GetXaxis()->GetXmax(), cutval);
185
186	c.cd(i+2);
187	gPad->SetBorderMode(0);
188	gPad->SetFrameBorderMode(0);
189	//gPad->SetFillColor(kWhite);
190	gPad->SetLogx();
191	gPad->SetGridx();
192	gPad->SetGridy();
193	//gPad->SetLeftMargin(0.12);
194	//gPad->SetRightMargin(0.12);
195
196	for (int x=0; x<=hist.GetNbinsX(); x++)
197	{
198	const Float_t n = hist.Integral(x, x, -1, 9999);
199	if (n==0)
200	continue;
201
202	for (int y=0; y<=hist.GetNbinsY(); y++)
203	hist.SetBinContent(x, y, 100*hist.GetBinContent(x,y)/n);
204	}
205
206	hist.SetMaximum(25);
207	hist.DrawCopy("colz");
208
209	line.DrawLine(hist.GetXaxis()->GetXmin(), cutval,
210	hist.GetXaxis()->GetXmax(), cutval);
211	}
212
213	// --------------------------------------------------------------------------
214	//
215	// Display the result histograms in a new tab.
216	//
217	void MJTrainDisp::DisplayResult(MH3 &hsize, MH3 &henergy)
218	{
219	TCanvas &c = fDisplay->AddTab("Disp");
220	c.Divide(2,3);
221
222	DisplayHist(c, 1, hsize);
223	DisplayHist(c, 2, henergy);
224	}
225
226	// --------------------------------------------------------------------------
227	//
228	// Run Disp optimization
229	//
230	Bool_t MJTrainDisp::Train(const char *out, const MDataSet &set, Int_t num)
231	{
232	SetTitle(Form("Train%s: %s", fNameOutput.Data(), out));
233
234	if (fDisplay)
235	fDisplay->SetTitle(fTitle);
236
237	if (!set.IsValid())
238	{
239	*fLog << err << "ERROR - DataSet invalid!" << endl;
240	return kFALSE;
241	}
242
243	if (!HasWritePermission(out))
244	return kFALSE;
245
246	*fLog << inf;
247	fLog->Separator(GetDescriptor());
248
249	// --------------------- Setup files --------------------
250	MReadMarsFile readtrn("Events");
251	MReadMarsFile readtst("Events");
252	readtrn.DisableAutoScheme();
253	readtst.DisableAutoScheme();
254
255	if (!set.AddFilesOn(readtrn))
256	{
257	*fLog << err << "ERROR - Adding SequencesOn." << endl;
258	return kFALSE;
259	}
260	if (!set.AddFilesOff(readtst))
261	{
262	*fLog << err << "ERROR - Adding SequencesOff." << endl;
263	return kFALSE;
264	}
265
266	// ----------------------- Setup Matrix ------------------
267	MHMatrix train("Train");
268	train.AddColumns(fRules);
269	if (fEnableWeights)
270	train.AddColumn("MWeight.fVal");
271	train.AddColumn(fTrainParameter);
272
273	// ----------------------- Fill Matrix RF ----------------------
274	MTFillMatrix fill(fTitle);
275	fill.SetDisplay(fDisplay);
276	fill.SetLogStream(fLog);
277	fill.SetDestMatrix1(&train, num);
278	fill.SetReader(&readtrn);
279	fill.AddPreCuts(fPreCuts);
280	fill.AddPreCuts(fTrainCuts);
281	fill.AddPreTasks(fPreTasks);
282	fill.AddPostTasks(fPostTasks);
283	if (!fill.Process())
284	return kFALSE;
285
286	// ------------------------ Train RF --------------------------
287	MRanForestCalc rf("Train", fTitle);
288	rf.SetNumTrees(fNumTrees);
289	rf.SetNdSize(fNdSize);
290	rf.SetNumTry(fNumTry);
291	rf.SetNumObsoleteVariables(1);
292	rf.SetLastDataColumnHasWeights(fEnableWeights);
293	rf.SetDisplay(fDisplay);
294	rf.SetLogStream(fLog);
295	rf.SetFileName(out);
296	rf.SetDebug(fDebug>1);
297	rf.SetNameOutput(fNameOutput);
298	rf.SetFunction(fResultFunction);
299
300	/*
301	MBinning b(32, 10, 100000, "BinningEnergyEst", "log");
302
303	if (!rf.TrainMultiRF(train, b.GetEdgesD())) // classification with one tree per bin
304	return;
305
306	if (!rf.TrainSingleRF(train, b.GetEdgesD())) // classification into different bins
307	return;
308	*/
309	if (!rf.TrainRegression(train)) // regression (best choice)
310	return kFALSE;
311
312	// --------------------- Display result ----------------------
313
314	gLog.Separator("Test");
315
316	MH::SetPalette("pretty");
317
318	MParList plist;
319	MTaskList tlist;
320	plist.AddToList(this);
321	plist.AddToList(&tlist);
322	//plist.AddToList(&b);
323
324	MParameterD par("ThetaSquaredCut");
325	par.SetVal(fThetaCut*fThetaCut);
326	plist.AddToList(&par);
327
328	MAlphaFitter fit;
329	fit.SetPolynomOrder(0);
330	fit.SetSignalFitMax(0.8);
331	fit.EnableBackgroundFit(kFALSE);
332	fit.SetSignalFunction(MAlphaFitter::kThetaSq);
333	fit.SetMinimizationStrategy(MAlphaFitter::kGaussSigma);
334	plist.AddToList(&fit);
335
336	MFilterList list;
337	if (!list.AddToList(fPreCuts))
338	*fLog << err << "ERROR - Calling MFilterList::AddToList for fPreCuts failed!" << endl;
339	if (!list.AddToList(fTestCuts))
340	*fLog << err << "ERROR - Calling MFilterList::AddToList for fTestCuts failed!" << endl;
341
342	MContinue cont(&list);
343	cont.SetInverted();
344
345	const char rule = "(MHillasSrc.fDistMGeomCam.fConvMm2Deg)^2 + (Disp.fVal)^2 - (2MHillasSrc.fDistMGeomCam.fConvMm2DegDisp.fValcos(MHillasSrc.fAlpha*kDeg2Rad))";
346
347	MParameterCalc calcthetasq(rule, "MThetaSqCalc");
348	calcthetasq.SetNameParameter("ThetaSquared");
349
350	MChisqEval eval;
351	eval.SetY1("sqrt(ThetaSquared.fVal)");
352
353	// ----------- Setup binnings ----------------
354	MBinning binsS(50, 10, 100000, "BinningSize", "log");
355	MBinning binsE(70, 10, 31623, "BinningEnergy", "log");
356	MBinning binsG(50, -10, 10, "BinningSlope", "lin");
357	MBinning binsX(50, -1, 1, "BinningResidualDist", "lin");
358	MBinning binsL(50, 0, 0.3, "BinningLeakage", "lin");
359	MBinning binsT(51, -0.005, 0.505, "BinningTheta", "asin");
360	MBinning binsC(50, 1e-2, 1, "BinningConc", "log");
361	MBinning binsW(50, 0, 0.5, "BinningLength", "lin");
362	MBinning binsM(50, 0, 0.3, "BinningWidth", "lin");
363	MBinning binsV(75, 0, par.GetVal()*25, "BinningThetaSq", "lin");
364
365	plist.AddToList(&binsG);
366	plist.AddToList(&binsS);
367	plist.AddToList(&binsX);
368	plist.AddToList(&binsE);
369	plist.AddToList(&binsL);
370	plist.AddToList(&binsT);
371	plist.AddToList(&binsC);
372	plist.AddToList(&binsV);
373	plist.AddToList(&binsW);
374	plist.AddToList(&binsM);
375
376	// ----------- Setup some histograms ----------------
377
378	MHThetaSq hist;
379	hist.SkipHistTime();
380	hist.SkipHistTheta();
381	hist.SkipHistEnergy();
382
383	// To speed it up we could precalculate it.
384	const char res = "Disp.fVal-MHillasSrc.fDistMGeomCam.fConvMm2Deg";
385
386	MHn hres1("Disp1", "Xi Residual (Dist/Disp)");
387	hres1.AddHist("MHillas.fSize", res);
388	hres1.InitName("ResSize;Size;ResidualDist");
389	hres1.InitTitle(";S [phe];Disp-Dist [\\circ];");
390	hres1.SetDrawOption("colz profx");
391	hres1.AddHist("MHillasExt.fSlopeLong*sign(MHillasSrc.fCosDeltaAlpha)/MGeomCam.fConvMm2Deg", res);
392	hres1.InitName("ResSlope;Slope;ResidualDist");
393	hres1.InitTitle(";Slope;Disp-Dist [\\circ];");
394	hres1.SetDrawOption("colz profx");
395	hres1.AddHist("MNewImagePar.fLeakage1", res);
396	hres1.InitName("ResLeak;Leakage;ResidualDist");
397	hres1.InitTitle(";Leak;Disp-Dist [\\circ];");
398	hres1.SetDrawOption("colz profx");
399	hres1.AddHist("MPointingPos.fZd", res);
400	hres1.InitName("ResTheta;Theta;ResidualDist");
401	hres1.InitTitle(";Zd [\\circ];Disp-Dist [\\circ];");
402	hres1.SetDrawOption("colz profx");
403
404	MHn hres2("Disp2", "Dist Residual (Disp-Dist)");
405	hres2.AddHist("MHillas.fLength*MGeomCam.fConvMm2Deg", res);
406	hres2.InitName("ResLength;Length;ResidualDist");
407	hres2.InitTitle(";L [\\circ];Disp-Dist [\\circ];");
408	hres2.SetDrawOption("colz profx");
409	hres2.AddHist("MNewImagePar.fConc1", res);
410	hres2.InitName("ResConc1;Conc;ResidualDist");
411	hres2.InitTitle(";C;Disp-Dist [\\circ];");
412	hres2.SetDrawOption("colz profx");
413	hres2.AddHist("MHillas.fWidth*MGeomCam.fConvMm2Deg", res);
414	hres2.InitName("ResWidth;Width;ResidualDist");
415	hres2.InitTitle(";W [\\circ];Disp-Dist [\\circ];");
416	hres2.SetDrawOption("colz profx");
417	hres2.AddHist("MMcEvt.fEnergy", res);
418	hres2.InitName("ResEmc;Energy;ResidualDist");
419	hres2.InitTitle(";E_{mc} [GeV];Disp-Dist [\\circ];");
420	hres2.SetDrawOption("colz profx");
421
422	MH3 hdisp1("MHillas.fSize", "ThetaSquared.fVal");
423	MH3 hdisp2("MMcEvt.fEnergy", "ThetaSquared.fVal");
424	hdisp1.SetName("Size;Size;ThetaSq");
425	hdisp2.SetName("Energy;Energy;ThetaSq");
426	hdisp1.SetTitle("\\vartheta distribution vs. Size:Size [phe]:\\vartheta^2 [\\circ]");
427	hdisp2.SetTitle("\\vartheta distribution vs. Energy:Energy [GeV]:\\vartheta^2 [\\circ]");
428
429	// -------------- Setup fill tasks ----------------
430
431	MFillH fillh(&hist, "", "FillThetaSq");
432	MFillH fillh2a(&hres1, "", "FillResiduals1");
433	MFillH fillh2b(&hres2, "", "FillResiduals2");
434	MFillH fillh2c(&hdisp1, "", "FillSize");
435	MFillH fillh2d(&hdisp2, "", "FillEnergy");
436	fillh2c.SetBit(MFillH::kDoNotDisplay);
437	fillh2d.SetBit(MFillH::kDoNotDisplay);
438
439	// --------------- Setup weighting -------------------
440
441	if (fEnableWeights)
442	{
443	fillh.SetWeight();
444	fillh2a.SetWeight();
445	fillh2b.SetWeight();
446	fillh2c.SetWeight();
447	fillh2d.SetWeight();
448	eval.SetNameWeight();
449	}
450
451	// --------------- Setup tasklist -------------------
452
453	tlist.AddToList(&readtst);
454	tlist.AddToList(fPreTasks);
455	tlist.AddToList(&cont);
456	tlist.AddToList(&rf);
457	tlist.AddToList(&calcthetasq);
458	tlist.AddToList(fPostTasks);
459	tlist.AddToList(&fillh);
460	tlist.AddToList(&fillh2a);
461	tlist.AddToList(&fillh2b);
462	tlist.AddToList(&fillh2c);
463	tlist.AddToList(&fillh2d);
464	tlist.AddToList(fTestTasks);
465	tlist.AddToList(&eval);
466
467	// ------------- Setup/run eventloop -----------------
468
469	MEvtLoop loop(fTitle);
470	loop.SetLogStream(fLog);
471	loop.SetDisplay(fDisplay);
472	loop.SetParList(&plist);
473	//if (!SetupEnv(loop))
474	// return kFALSE;
475
476	if (!loop.Eventloop())
477	return kFALSE;
478
479	// ---------------- Prepare result -------------------
480
481	// Print the result
482	*fLog << inf;
483	*fLog << "Rule: " << rule << endl;
484	*fLog << "Disp: " << fTrainParameter << endl;
485	hist.GetAlphaFitter().Print("result");
486
487	// The user has closed the display
488	if (!fDisplay)
489	return kTRUE;
490
491	DisplayResult(hdisp1, hdisp2);
492
493	TObjArray arr;
494	arr.Add(const_cast<MDataSet*>(&set));
495	if (fDisplay)
496	arr.Add(fDisplay);
497
498	SetPathOut(out);
499	return WriteContainer(arr, 0, "UPDATE");
500	}
501
502	/*
503	#include "MParameterCalc.h"
504	#include "MHillasCalc.h"
505	#include "../mpointing/MSrcPosRndm.h"
506
507	Bool_t MJTrainDisp::TrainGhostbuster(const char *out, const MDataSet &set, Int_t num)
508	{
509	SetTitle(Form("TrainGhostbuster: %s", out));
510
511	if (fDisplay)
512	fDisplay->SetTitle(fTitle);
513
514	if (!set.IsValid())
515	{
516	*fLog << err << "ERROR - DataSet invalid!" << endl;
517	return kFALSE;
518	}
519
520	if (!HasWritePermission(out))
521	return kFALSE;
522
523	*fLog << inf;
524	fLog->Separator(GetDescriptor());
525
526	// --------------------- Setup files --------------------
527	MReadMarsFile readtrn("Events");
528	MReadMarsFile readtst("Events");
529	readtrn.DisableAutoScheme();
530	readtst.DisableAutoScheme();
531
532	if (!set.AddFilesOn(readtrn))
533	return kFALSE;
534	if (!set.AddFilesOff(readtst))
535	return kFALSE;
536
537	// ----------------------- Setup Matrix ------------------
538	MHMatrix train("Train");
539	train.AddColumns(fRules);
540	if (fEnableWeights)
541	train.AddColumn("MWeight.fVal");
542	train.AddColumn("sign(MHillasSrc.fCosDeltaAlpha)==sign(SignStore.fVal)");
543
544	MParameterCalc calc("MHillasSrc.fCosDeltaAlpha", "SignStore");
545	calc.SetNameParameter("SignStore");
546
547	MSrcPosRndm rndm;
548	rndm.SetRule(fTrainParameter);
549	//rndm.SetDistOfSource(120*3.37e-3);
550
551	MHillasCalc hcalc;
552	hcalc.SetFlags(MHillasCalc::kCalcHillasSrc);
553
554	// ----------------------- Fill Matrix RF ----------------------
555	MTFillMatrix fill(fTitle);
556	fill.SetDisplay(fDisplay);
557	fill.SetLogStream(fLog);
558	fill.SetDestMatrix1(&train, num);
559	fill.SetReader(&readtrn);
560	fill.AddPreCuts(fPreCuts);
561	fill.AddPreCuts(fTrainCuts);
562	fill.AddPreTasks(fPreTasks);
563	fill.AddPostTasks(fPostTasks);
564	fill.AddPostTask(&calc);
565	fill.AddPostTask(&rndm);
566	fill.AddPostTask(&hcalc);
567	if (!fill.Process())
568	return kFALSE;
569
570	// ------------------------ Train RF --------------------------
571	MRanForestCalc rf("TrainGhostbuster", fTitle);
572	rf.SetNumTrees(fNumTrees);
573	rf.SetNdSize(fNdSize);
574	rf.SetNumTry(fNumTry);
575	rf.SetNumObsoleteVariables(1);
576	rf.SetLastDataColumnHasWeights(fEnableWeights);
577	rf.SetDisplay(fDisplay);
578	rf.SetLogStream(fLog);
579	rf.SetFileName(out);
580	rf.SetDebug(fDebug>1);
581	rf.SetNameOutput("Sign");
582
583	if (!rf.TrainRegression(train)) // regression (best choice)
584	return kFALSE;
585
586	// --------------------- Display result ----------------------
587
588	gLog.Separator("Test");
589
590	MH::SetPalette("pretty");
591
592	MParList plist;
593	MTaskList tlist;
594	plist.AddToList(this);
595	plist.AddToList(&tlist);
596	//plist.AddToList(&b);
597
598	MFilterList list;
599	if (!list.AddToList(fPreCuts))
600	*fLog << err << "ERROR - Calling MFilterList::AddToList for fPreCuts failed!" << endl;
601	if (!list.AddToList(fTestCuts))
602	*fLog << err << "ERROR - Calling MFilterList::AddToList for fTestCuts failed!" << endl;
603
604	MContinue cont(&list);
605	cont.SetInverted();
606
607	const char *rule = "abs(Sign.fVal-(sign(MHillasSrc.fCosDeltaAlpha)==sign(SignStore.fVal)))";
608
609	//MChisqEval eval;
610	//eval.SetY1("sqrt(ThetaSquared.fVal)");
611
612	MH3 hsign1("MHillas.fSize", rule);
613	MH3 hsign2("MMcEvt.fEnergy", rule);
614	hsign1.SetTitle("Was ist das? vs. Size:Size [phe]:XXX");
615	hsign2.SetTitle("Was ist das? vs. Energy:Enerhy [GeV]:XXXX");
616
617	MBinning binsx( 70, 10, 31623, "BinningMH3X", "log");
618	MBinning binsy( 51, 0, 1, "BinningMH3Y", "lin");
619
620	plist.AddToList(&binsx);
621	plist.AddToList(&binsy);
622
623	MFillH fillh2a(&hsign1, "", "FillSize");
624	MFillH fillh2b(&hsign2, "", "FillEnergy");
625	fillh2a.SetDrawOption("profx colz");
626	fillh2b.SetDrawOption("profx colz");
627	fillh2a.SetNameTab("Size");
628	fillh2b.SetNameTab("Energy");
629
630	tlist.AddToList(&readtst);
631	tlist.AddToList(&cont);
632	tlist.AddToList(&calc);
633	tlist.AddToList(&rndm);
634	tlist.AddToList(&hcalc);
635	tlist.AddToList(&rf);
636	tlist.AddToList(&fillh2a);
637	tlist.AddToList(&fillh2b);
638	//tlist.AddToList(&eval);
639
640	MEvtLoop loop(fTitle);
641	loop.SetLogStream(fLog);
642	loop.SetDisplay(fDisplay);
643	loop.SetParList(&plist);
644	//if (!SetupEnv(loop))
645	// return kFALSE;
646
647	if (!loop.Eventloop())
648	return kFALSE;
649
650	// Print the result
651	*fLog << inf << "Rule: " << rule << endl;
652
653	//DisplayResult(hdisp1, hdisp2);
654
655	SetPathOut(out);
656	if (!WriteDisplay(0, "UPDATE"))
657	return kFALSE;
658
659	return kTRUE;
660	}
661	*/

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