1 | #include <TROOT.h>
|
---|
2 | #include <TClass.h>
|
---|
3 | #include <TSystem.h>
|
---|
4 | #include <TGClient.h>
|
---|
5 | #include <TApplication.h>
|
---|
6 | #include <TObjectTable.h>
|
---|
7 |
|
---|
8 | #include "MHMatrix.h"
|
---|
9 | #include "MParList.h"
|
---|
10 | #include "MTaskList.h"
|
---|
11 | #include "MWriteRootFile.h"
|
---|
12 | #include "MReadMarsFile.h"
|
---|
13 | #include "MReadReports.h"
|
---|
14 | #include "MApplySupercuts.h"
|
---|
15 | #include "MHFindSignificance.h"
|
---|
16 | #include "MEvtLoop.h"
|
---|
17 | #include "MProgressBar.h"
|
---|
18 | #include "MContinue.h"
|
---|
19 | #include "MGeomApply.h"
|
---|
20 | #include "MHadronness.h"
|
---|
21 | #include "MFilterList.h"
|
---|
22 | #include "MF.h"
|
---|
23 | #include "MFindSupercutsONOFFThetaLoop.h"
|
---|
24 | #include "MRanForestFill.h"
|
---|
25 |
|
---|
26 | #include "MArgs.h"
|
---|
27 | #include "MArray.h"
|
---|
28 | #include "MDirIter.h"
|
---|
29 |
|
---|
30 | #include "MStatusDisplay.h"
|
---|
31 |
|
---|
32 | #include "MSequence.h"
|
---|
33 | #include "MJStar.h"
|
---|
34 | #include "MH3.h"
|
---|
35 | #include "MRFEnergyEst.h"
|
---|
36 |
|
---|
37 | #include "MRanForestCalc.h"
|
---|
38 | #include "MTaskInteractive.h"
|
---|
39 | #include "MHillas.h"
|
---|
40 | //#include "MFHadAlpha.h"
|
---|
41 |
|
---|
42 | #include "MLog.h"
|
---|
43 | #include "MLogManip.h"
|
---|
44 | #include "MPrint.h"
|
---|
45 |
|
---|
46 | using namespace std;
|
---|
47 |
|
---|
48 |
|
---|
49 | Int_t PreProcess(MParList *plist);
|
---|
50 | Int_t Process();
|
---|
51 |
|
---|
52 | static void StartUpMessage()
|
---|
53 | {
|
---|
54 | gLog << all << endl;
|
---|
55 |
|
---|
56 | // 1 2 3 4 5 6
|
---|
57 | // 123456789012345678901234567890123456789012345678901234567890
|
---|
58 | gLog << "========================================================" << endl;
|
---|
59 | gLog << " Melibea - MARS V" << MARSVER << endl;
|
---|
60 | gLog << " MARS -- Supercuts Hillas Image Treatment" << endl;
|
---|
61 | gLog << " Compiled on <" << __DATE__ << ">" << endl;
|
---|
62 | gLog << " Using ROOT v" << ROOTVER << endl;
|
---|
63 | gLog << "========================================================" << endl;
|
---|
64 |
|
---|
65 | gLog << endl;
|
---|
66 | }
|
---|
67 |
|
---|
68 | static void Usage()
|
---|
69 | {
|
---|
70 | // 1 2 3 4 5 6 7 8
|
---|
71 | // 12345678901234567890123456789012345678901234567890123456789012345678901234567890
|
---|
72 | gLog << all << endl;
|
---|
73 | gLog << "Sorry the usage is:" << endl;
|
---|
74 |
|
---|
75 |
|
---|
76 | }
|
---|
77 |
|
---|
78 | int main(int argc, char **argv)
|
---|
79 | {
|
---|
80 | StartUpMessage();
|
---|
81 |
|
---|
82 | //
|
---|
83 | // Evaluate arguments
|
---|
84 | //
|
---|
85 | MArgs arg(argc, argv, kTRUE);
|
---|
86 |
|
---|
87 | if (arg.HasOnly("-V") || arg.HasOnly("--version"))
|
---|
88 | return 0;
|
---|
89 |
|
---|
90 | if (arg.HasOnly("-?") || arg.HasOnly("-h") || arg.HasOnly("--help"))
|
---|
91 | {
|
---|
92 | Usage();
|
---|
93 | return -1;
|
---|
94 | }
|
---|
95 |
|
---|
96 | gLog.Setup(arg);
|
---|
97 |
|
---|
98 | const Bool_t kOptimize = arg.HasOnlyAndRemove("--optimize");
|
---|
99 | const Bool_t kSupercuts = arg.HasOnlyAndRemove("--supercuts");
|
---|
100 | const Bool_t kOverwrite = arg.HasOnlyAndRemove("-f");
|
---|
101 | const Bool_t kPrintSeq = arg.HasOnlyAndRemove("--print-seq");
|
---|
102 | const Bool_t kBatch = arg.HasOnlyAndRemove("-b");
|
---|
103 | const Bool_t kPlot = arg.HasOnlyAndRemove("-p");
|
---|
104 | const Bool_t kMc = arg.HasOnlyAndRemove("--mc");
|
---|
105 | const Bool_t kUseSeq = !arg.HasOnlyAndRemove("--nouseseq");
|
---|
106 |
|
---|
107 | // Variable that decides whether the optimized cuts are used
|
---|
108 | // in the test sample.
|
---|
109 | const Bool_t TestParams = !arg.HasOnlyAndRemove("--opttest");
|
---|
110 | const Bool_t CombineCosThetaBinsForTrainSample = arg.HasOnlyAndRemove("--combcosthtrain");
|
---|
111 | const Bool_t CombineCosThetaBinsForTestSample = arg.HasOnlyAndRemove("--combcosthtest");
|
---|
112 | const Double_t whichfractiontrain = arg.GetFloatAndRemove("--ontrainfrac=",0.5);
|
---|
113 | const Double_t whichfractiontest = arg.GetFloatAndRemove("--ontestfrac=",0.5);
|
---|
114 | const Double_t whichfractiontrainOFF = arg.GetFloatAndRemove("--offtrainfrac=",0.5);
|
---|
115 | const Double_t whichfractiontestOFF = arg.GetFloatAndRemove("--offtestfrac=",0.5);
|
---|
116 | const Double_t gammaeff = arg.GetFloatAndRemove("--geff=",0.6);
|
---|
117 | const Double_t alphasig = arg.GetFloatAndRemove("--alphasig=",6);
|
---|
118 | const Double_t alphabkgmin = arg.GetFloatAndRemove("--alphabgmin=",20);
|
---|
119 | const Double_t alphabkgmax = arg.GetFloatAndRemove("--alphabgmax=",80);
|
---|
120 | const Double_t SizeLow = arg.GetFloatAndRemove("--sizelow=",60);
|
---|
121 | const Double_t SizeUp = arg.GetFloatAndRemove("--sizeup=",1000000);
|
---|
122 | const Double_t LeakageMax = arg.GetFloatAndRemove("--leakagemax=",0.25);
|
---|
123 | const Double_t DistMax = arg.GetFloatAndRemove("--distmax=",1.0);
|
---|
124 | const Double_t DistMin = arg.GetFloatAndRemove("--distmin=",0.2);
|
---|
125 | const Double_t fThetaMax = arg.GetFloatAndRemove("--zdmax=",30.);
|
---|
126 | const Double_t fThetaMin = arg.GetFloatAndRemove("--zdmin=",0.);
|
---|
127 | const Int_t NAlphaBins = arg.GetIntAndRemove("--nalphabin=",30);
|
---|
128 | const Double_t AlphaBinLow = arg.GetFloatAndRemove("--alphabinlow=",0);
|
---|
129 | const Double_t AlphaBinUp = arg.GetFloatAndRemove("--alphabinup=",90);
|
---|
130 | const Bool_t NormFactorFromAlphaBkg = !arg.HasOnlyAndRemove("--normbgmeth");
|
---|
131 | const Bool_t UseFittedQuantities = !arg.HasOnlyAndRemove("--usefittedq");
|
---|
132 | const Bool_t NotUseTheta = !arg.HasOnlyAndRemove("--notuseth");
|
---|
133 | const Bool_t UseStaticCuts = !arg.HasOnlyAndRemove("--staticcuts");
|
---|
134 | const Bool_t ReadInitParamsFromAsciiFile = !arg.HasOnlyAndRemove("--ascii");
|
---|
135 | const Bool_t kPrintFiles = !arg.HasOnlyAndRemove("--printseq");
|
---|
136 | const Int_t NInitSCPar = arg.GetIntAndRemove("--ninitscpar=",104);
|
---|
137 | const Int_t degree = arg.GetIntAndRemove("--degree=",2);
|
---|
138 | const TString InitSCParamAsciiFile = arg.GetStringAndRemove("--inscparascii=","mtemp/mmpi/asciifiles/StartingValuesForSmallSizes1.txt");
|
---|
139 | const TString ONDataFilename = arg.GetStringAndRemove("--inondataopt=","./*CrabNebula*.root");
|
---|
140 | const TString OFFDataFilename = arg.GetStringAndRemove("--inoffdataopt=","./*OffCrab*.root");
|
---|
141 | const TString PathForFiles = arg.GetStringAndRemove("--outopt=","./");
|
---|
142 |
|
---|
143 | const TString kInpath = arg.GetStringAndRemove("--ind=", "");
|
---|
144 | const TString kOutpath = arg.GetStringAndRemove("--out=", "");
|
---|
145 | const TString kSCfile = arg.GetStringAndRemove("--scf=", "");
|
---|
146 | const TString kSource = arg.GetStringAndRemove("--src=", "");
|
---|
147 | const TString kDate = arg.GetStringAndRemove("--date=", "");
|
---|
148 | const TString kRFTreeFile = arg.GetStringAndRemove("--rftree=", "");
|
---|
149 | const Double_t kAlphaMin = arg.GetFloatAndRemove("--alphamin=",-1);
|
---|
150 | const Double_t kAlphaMax = arg.GetFloatAndRemove("--alphamax=",-1);
|
---|
151 | const Double_t kAlphaSig = arg.GetFloatAndRemove("--alphasignal=",-1);
|
---|
152 | const Int_t kDegree = arg.GetIntAndRemove("--poldeg=",-1);
|
---|
153 | const Int_t kNumTrees = arg.GetIntAndRemove("--ntrees=",100);
|
---|
154 |
|
---|
155 |
|
---|
156 | if (arg.GetNumOptions()>0)
|
---|
157 | {
|
---|
158 | gLog << warn << "WARNING - Unknown commandline options..." << endl;
|
---|
159 | arg.Print("options");
|
---|
160 | gLog << endl;
|
---|
161 | return -1;
|
---|
162 | }
|
---|
163 |
|
---|
164 | if (arg.GetNumArguments()!=1)
|
---|
165 | {
|
---|
166 | Usage();
|
---|
167 | return -1;
|
---|
168 | }
|
---|
169 | //
|
---|
170 | // Setup sequence file and check for its existance
|
---|
171 | //
|
---|
172 | const TString kSequence = arg.GetArgumentStr(0);
|
---|
173 |
|
---|
174 | if (gSystem->AccessPathName(kSequence, kFileExists))
|
---|
175 | {
|
---|
176 | gLog << err << "Sorry, sequence file '" << kSequence << "' doesn't exist." << endl;
|
---|
177 | return -1;
|
---|
178 | }
|
---|
179 |
|
---|
180 | //
|
---|
181 | // Setup sequence and check its validity
|
---|
182 | //
|
---|
183 | MSequence seq(kSequence);
|
---|
184 | if (kPrintSeq)
|
---|
185 | {
|
---|
186 | gLog << all;
|
---|
187 | gLog.Separator(kSequence);
|
---|
188 | seq.Print();
|
---|
189 | gLog << endl;
|
---|
190 | }
|
---|
191 | if (!seq.IsValid())
|
---|
192 | {
|
---|
193 | gLog << err << "Sequence read but not valid!" << endl << endl;
|
---|
194 | return -1;
|
---|
195 | }
|
---|
196 |
|
---|
197 | //
|
---|
198 | // Process print options
|
---|
199 | //
|
---|
200 |
|
---|
201 | MDirIter iter;
|
---|
202 |
|
---|
203 | if(kUseSeq) {
|
---|
204 | gLog << inf;
|
---|
205 | gLog << "Calculate image parameters from sequence ";
|
---|
206 | gLog << seq.GetName() << endl;
|
---|
207 | gLog << endl;
|
---|
208 |
|
---|
209 |
|
---|
210 | const Int_t n0 = seq.SetupDatRuns(iter, kInpath, "I");
|
---|
211 | const Int_t n1 = seq.GetNumDatRuns();
|
---|
212 |
|
---|
213 | if (n0==0)
|
---|
214 | {
|
---|
215 | gLog << err << "ERROR - No input files of sequence found!" << endl;
|
---|
216 | return kFALSE;
|
---|
217 | }
|
---|
218 | if (n0!=n1)
|
---|
219 | {
|
---|
220 | gLog << err << "ERROR - Number of files found (" << n0 << ") doesn't match number of files in sequence (" << n1 << ")" << endl;
|
---|
221 | return kFALSE;
|
---|
222 | }
|
---|
223 |
|
---|
224 | }
|
---|
225 |
|
---|
226 |
|
---|
227 |
|
---|
228 | //
|
---|
229 | // Initialize root
|
---|
230 | //
|
---|
231 | MArray::Class()->IgnoreTObjectStreamer();
|
---|
232 | MParContainer::Class()->IgnoreTObjectStreamer();
|
---|
233 |
|
---|
234 | TApplication app("Star", &argc, argv);
|
---|
235 | if (!gROOT->IsBatch() && !gClient || gROOT->IsBatch() && !kBatch)
|
---|
236 | {
|
---|
237 | gLog << err << "Bombing... maybe your DISPLAY variable is not set correctly!" << endl;
|
---|
238 | return 1;
|
---|
239 | }
|
---|
240 |
|
---|
241 |
|
---|
242 | // **************************************************** //
|
---|
243 | // Setup flags for optimization //
|
---|
244 | // **************************************************** //
|
---|
245 |
|
---|
246 |
|
---|
247 | // Name of the root file where alpha distributions, TTree objects
|
---|
248 | // with info about the events and cuts applied and info support histograms
|
---|
249 | // will be stored.
|
---|
250 | // Write only the name of the file. The Path
|
---|
251 | // is the one defined previously
|
---|
252 |
|
---|
253 | TString RootFilename = kOutpath + "RootFileDynCuts.root";
|
---|
254 | TString ONFiles = ONDataFilename + "*_I_*.root";
|
---|
255 | TString OFFFiles = OFFDataFilename + "*_I_*.root";
|
---|
256 | // Vector containing the theta bins in which data (ON/OFF train/test)
|
---|
257 | // will be divided. Actually this vector contains the cosinus of
|
---|
258 | // these theta bins. The dimension of the vector is N+1, where
|
---|
259 | // N is the number of theta bins intended. The first component of the
|
---|
260 | // vector is the low bin edge of the first bin, and the last
|
---|
261 | // vector component the upper bin edge of the last bin.
|
---|
262 |
|
---|
263 | TArrayD CosThetaRangeVector(2);
|
---|
264 | CosThetaRangeVector[1] = 0.866; //30
|
---|
265 | CosThetaRangeVector[0] = 0.5; // 60
|
---|
266 |
|
---|
267 | // Object of MCT1FindSupercutsONOFFThetaLoop created, data that was specified
|
---|
268 | // above is introduced and ... and the party starts.
|
---|
269 |
|
---|
270 | MFindSupercutsONOFFThetaLoop FindSupercuts("MFindSupercutsONOFFThetaLoop",
|
---|
271 | "Optimizer for the supercuts");
|
---|
272 |
|
---|
273 |
|
---|
274 | // ****************************************************** //
|
---|
275 | // Calculate and/or apply dynamical cuts //
|
---|
276 | // ****************************************************** //
|
---|
277 |
|
---|
278 | // Hillas data file
|
---|
279 | //TString datafile = kInpath + "*_I_CrabNebula_E.root";
|
---|
280 |
|
---|
281 | TString datafile;
|
---|
282 | if (kUseSeq)
|
---|
283 | datafile = kInpath + kDate + "*_I_" + kSource + "*.root";
|
---|
284 | else
|
---|
285 | datafile = kInpath + "*" + kSource + "*.root";
|
---|
286 |
|
---|
287 | MReadMarsFile read("Events");
|
---|
288 | read.DisableAutoScheme();
|
---|
289 | if (kUseSeq)
|
---|
290 | read.AddFiles(iter);
|
---|
291 | else
|
---|
292 | read.AddFile(datafile);
|
---|
293 |
|
---|
294 | cout << " datafile is : " << datafile << endl;
|
---|
295 |
|
---|
296 | MReadReports readreal;
|
---|
297 | readreal.AddTree("Events", "MTime.", kTRUE);
|
---|
298 | readreal.AddTree("Drive");
|
---|
299 | readreal.AddTree("EffectiveOnTime");
|
---|
300 | if (kUseSeq)
|
---|
301 | readreal.AddFiles(iter);
|
---|
302 | else
|
---|
303 | readreal.AddFile(datafile);
|
---|
304 |
|
---|
305 | // readreal.AddToBranchList("MReportDrive.*");
|
---|
306 | // readreal.AddToBranchList("MRawEvtHeader.*");
|
---|
307 | // readreal.AddToBranchList("MEffectiveOnTime.*");
|
---|
308 |
|
---|
309 |
|
---|
310 | MGeomApply geomapl;
|
---|
311 |
|
---|
312 | MApplySupercuts appcuts;
|
---|
313 | appcuts.SetSCFilename(kSCfile);
|
---|
314 |
|
---|
315 | MFilterList flist;
|
---|
316 | MF hadrf("MHadronness.fHadronness<0.5");
|
---|
317 | MF sizef("MHillas.fSize>300");
|
---|
318 | MF leakmax("MNewImagePar.fLeakage1<0.25");
|
---|
319 | MF distmax("MHillasSrc.fDist<300");
|
---|
320 | MF distmin("MHillasSrc.fDist>60");
|
---|
321 | MF widthmin("MHillas.fWidth>15");
|
---|
322 | MF widthmax("MHillas.fWidth<120");
|
---|
323 |
|
---|
324 | TString ThetaCutMinString ("MPointingPos.fZd>"); // new! // for magic
|
---|
325 | ThetaCutMinString += fThetaMin;
|
---|
326 | MContinue ThetaCutMin(ThetaCutMinString);
|
---|
327 | ThetaCutMin.SetInverted();
|
---|
328 |
|
---|
329 | TString ThetaCutMaxString ("MPointingPos.fZd<"); // new! // for magic
|
---|
330 | ThetaCutMaxString += fThetaMax;
|
---|
331 | MContinue ThetaCutMax(ThetaCutMaxString);
|
---|
332 | ThetaCutMax.SetInverted();
|
---|
333 |
|
---|
334 | MContinue cont("(MHillasSrc.fDist<300) && (MHillasSrc.fDist>60) && (MNewImagePar.fLeakage1<0.25) && (MHillas.fSize>60.)");
|
---|
335 | cont.SetInverted();
|
---|
336 |
|
---|
337 |
|
---|
338 | MRFEnergyEst rfs;
|
---|
339 | //rfs.SetFile("/datm3/data/RFEnergyEst/EForestsBeforeCutsLZA.root");
|
---|
340 | //rfs.SetFile("/datm3/data/RFEnergyEst/EForests19990101_10003_I_MCGamTrainHZA_E_10_5.root");
|
---|
341 | rfs.SetFile("/home/pcmagic16/mazin/mars/files/EForestsHZA.root");
|
---|
342 |
|
---|
343 |
|
---|
344 | //TString outname = Form("%s{s/_I_/_Q_}", kOutpath.Data());
|
---|
345 | MWriteRootFile &write=*new MWriteRootFile(2, Form("%s{s/_I_/_Q_}", kOutpath.Data()), "RECREATE");
|
---|
346 | // Write the Events tree
|
---|
347 | write.AddContainer("MHillas", "Events");
|
---|
348 | write.AddContainer("MHillasExt", "Events");
|
---|
349 | write.AddContainer("MHillasSrc", "Events");
|
---|
350 | write.AddContainer("MImagePar", "Events");
|
---|
351 | write.AddContainer("MNewImagePar", "Events");
|
---|
352 | write.AddContainer("MRawEvtHeader", "Events", kFALSE);
|
---|
353 | write.AddContainer("MPointingPos", "Events");
|
---|
354 | write.AddContainer("MHadronness","Events", kFALSE);
|
---|
355 | write.AddContainer("MEnergyEst","Events", kFALSE);
|
---|
356 |
|
---|
357 | if(kMc)
|
---|
358 | {
|
---|
359 | // Monte Carlo
|
---|
360 | write.AddContainer("MMcEvt", "Events");
|
---|
361 | write.AddContainer("MMcTrig", "Events");
|
---|
362 | // Monte Carlo Headers
|
---|
363 | write.AddContainer("MMcTrigHeader", "RunHeaders");
|
---|
364 | write.AddContainer("MMcConfigRunHeader", "RunHeaders");
|
---|
365 | write.AddContainer("MMcCorsikaRunHeader", "RunHeaders");
|
---|
366 | write.AddContainer("MMcRunHeader", "RunHeaders", kFALSE);
|
---|
367 | }
|
---|
368 | else
|
---|
369 | {
|
---|
370 | write.AddContainer("MTime", "Events");
|
---|
371 | // Run Header
|
---|
372 | write.AddContainer("MRawRunHeader", "RunHeaders");
|
---|
373 | write.AddContainer("MBadPixelsCam", "RunHeaders", kFALSE);
|
---|
374 | write.AddContainer("MGeomCam", "RunHeaders", kFALSE);
|
---|
375 | //write.AddContainer("MObservatory", "RunHeaders");
|
---|
376 | // Drive
|
---|
377 | //write.AddContainer("MSrcPosCam", "Drive");
|
---|
378 | write.AddContainer("MReportDrive", "Drive", kFALSE);
|
---|
379 | write.AddContainer("MTimeDrive", "Drive", kFALSE);
|
---|
380 | // Effective On Time
|
---|
381 | write.AddContainer("MEffectiveOnTime", "EffectiveOnTime", kFALSE);
|
---|
382 | write.AddContainer("MTimeEffectiveOnTime", "EffectiveOnTime", kFALSE);
|
---|
383 | }
|
---|
384 |
|
---|
385 |
|
---|
386 | /*
|
---|
387 | write.AddContainer("MHillas","Events");
|
---|
388 | write.AddContainer("MHillasExt","Events");
|
---|
389 | write.AddContainer("MHillasSrc","Events");
|
---|
390 | write.AddContainer("MImagePar","Events");
|
---|
391 | write.AddContainer("MNewImagePar","Events");
|
---|
392 | write.AddContainer("MPointingPos","Events");
|
---|
393 | write.AddContainer("MRawEvtHeader","Events");
|
---|
394 | write.AddContainer("MTime","Events", kFALSE);
|
---|
395 | write.AddContainer("MHadronness","Events");
|
---|
396 | write.AddContainer("MEnergyEst","Events");
|
---|
397 | // Write the RunHeader tree
|
---|
398 | write.AddContainer("MRawRunHeader","RunHeaders", kFALSE);
|
---|
399 | write.AddContainer("MBadPixelsCam","RunHeaders",kFALSE);
|
---|
400 | write.AddContainer("MGeomCam","RunHeaders",kFALSE);
|
---|
401 | // Write the Drive tree
|
---|
402 | write.AddContainer("MReportDrive","Drive",kFALSE);
|
---|
403 | write.AddContainer("MTimeDrive","Drive",kFALSE);
|
---|
404 | // Write the EffectiveOnTime tree
|
---|
405 | write.AddContainer("MEffectiveOnTime","EffectiveOnTime",kFALSE);
|
---|
406 | write.AddContainer("MTimeEffectiveOnTime","EffectiveOnTime",kFALSE);
|
---|
407 |
|
---|
408 |
|
---|
409 | write.AddContainer("MMcConfigRunHeader", "RunHeaders", kFALSE);
|
---|
410 | write.AddContainer("MMcCorsikaRunHeader", "RunHeaders", kFALSE);
|
---|
411 | write.AddContainer("MMcFadcHeader", "RunHeaders", kFALSE);
|
---|
412 | write.AddContainer("MMcTrigHeader", "RunHeaders", kFALSE);
|
---|
413 | write.AddContainer("MMcEvt", "Events", kFALSE);
|
---|
414 | write.AddContainer("MMcTrig", "Events", kFALSE);
|
---|
415 | */
|
---|
416 | cout << datafile << endl;
|
---|
417 | MParList plist;
|
---|
418 | MTaskList tlist;
|
---|
419 | plist.AddToList(&tlist);
|
---|
420 |
|
---|
421 | MProgressBar bar;
|
---|
422 |
|
---|
423 | switch(kSupercuts)
|
---|
424 | {
|
---|
425 | case kTRUE:
|
---|
426 | switch(kOptimize){
|
---|
427 | case kTRUE:
|
---|
428 | //cout << ONFiles << endl;
|
---|
429 | FindSupercuts.SetPathForFiles(PathForFiles);
|
---|
430 | FindSupercuts.SetDataONOFFRootFilenames(ONFiles, OFFFiles);
|
---|
431 | FindSupercuts.SetFractionTrainTestOnOffEvents(whichfractiontrain,
|
---|
432 | whichfractiontest,
|
---|
433 | whichfractiontrainOFF,
|
---|
434 | whichfractiontestOFF);
|
---|
435 | FindSupercuts.SetGammaEfficiency(gammaeff);
|
---|
436 | FindSupercuts.SetAlphaSig(alphasig);
|
---|
437 | // Bkg alpha region is set
|
---|
438 | FindSupercuts.SetAlphaBkgMin(alphabkgmin);
|
---|
439 | FindSupercuts.SetAlphaBkgMax(alphabkgmax);
|
---|
440 | // alpha bkg and signal region set in object FindSupercuts
|
---|
441 | // are re-checked in order to be sure that make sense
|
---|
442 | FindSupercuts.CheckAlphaSigBkg();
|
---|
443 | // Degree of the polynomials used to fit the ON OFF data is set
|
---|
444 | FindSupercuts.SetDegreeON(degree);
|
---|
445 | FindSupercuts.SetDegreeOFF(degree);
|
---|
446 | // binning for alpha plots is defined
|
---|
447 | FindSupercuts.SetAlphaPlotBinining(NAlphaBins, AlphaBinLow, AlphaBinUp);
|
---|
448 | // Size range is defined
|
---|
449 | FindSupercuts.SetSizeRange(SizeLow, SizeUp);
|
---|
450 | FindSupercuts.SetFilters(LeakageMax, DistMax, DistMin);
|
---|
451 | FindSupercuts.SetNormFactorFromAlphaBkg(NormFactorFromAlphaBkg);
|
---|
452 | FindSupercuts.SetUseFittedQuantities(UseFittedQuantities);
|
---|
453 | FindSupercuts.SetVariableUseStaticCuts(UseStaticCuts);
|
---|
454 | FindSupercuts.SetVariableNotUseTheta(NotUseTheta);
|
---|
455 | FindSupercuts.SetReadMatricesFromFile(kFALSE);// normal case kFALSE
|
---|
456 | FindSupercuts.SetTrainParameters(kTRUE);
|
---|
457 | FindSupercuts.SetSkipOptimization(kFALSE);
|
---|
458 |
|
---|
459 | FindSupercuts.SetUseInitialSCParams(kTRUE);
|
---|
460 | FindSupercuts.SetTestParameters(TestParams);
|
---|
461 | FindSupercuts.SetHadronnessName("MHadSC");
|
---|
462 | FindSupercuts.SetHadronnessNameOFF("MHadOFFSC");
|
---|
463 | FindSupercuts.SetAlphaDistributionsRootFilename (RootFilename);
|
---|
464 | FindSupercuts.SetCosThetaRangeVector (CosThetaRangeVector);
|
---|
465 |
|
---|
466 | // energy estimation from Thomas Hengstebeck
|
---|
467 |
|
---|
468 |
|
---|
469 | // Names for all root files (matrices, alpha distributions...) are created
|
---|
470 | FindSupercuts.SetALLNames();
|
---|
471 |
|
---|
472 | if(ReadInitParamsFromAsciiFile)
|
---|
473 | {
|
---|
474 | // Initial SC Parameters and steps are retrieved from Ascii file
|
---|
475 | if(!FindSupercuts.ReadSCParamsFromAsciiFile(InitSCParamAsciiFile,NInitSCPar))
|
---|
476 | {
|
---|
477 | cout << "Initial SC Parameters could not be read from Ascii file "
|
---|
478 | << InitSCParamAsciiFile << endl
|
---|
479 | << "Aborting execution of macro... " << endl;
|
---|
480 | return -1;
|
---|
481 | }
|
---|
482 | }
|
---|
483 |
|
---|
484 | // Finally loop over all theta bins defined is executed
|
---|
485 | if (!FindSupercuts.LoopOverThetaRanges())
|
---|
486 | {
|
---|
487 | cout << "Function MFindSupercutsONOFFThetaLoop::LoopOverThetaRanges()" << endl
|
---|
488 | << "could not be performed" << endl;
|
---|
489 | }
|
---|
490 |
|
---|
491 | // Nex and Significance are computed vs alphasig
|
---|
492 | if (!FindSupercuts.ComputeNexSignificanceVSAlphaSig())
|
---|
493 | {
|
---|
494 | cout << "Function MFindSupercutsONOFFThetaLoop::ComputeNexSignificanceVSAlphaSig()" << endl
|
---|
495 | << "could not be performed" << endl;
|
---|
496 | }
|
---|
497 |
|
---|
498 | // Several theta bins are combined to produced a single alpha plot (for train and test)
|
---|
499 | // with single Nex and significances
|
---|
500 | if (CombineCosThetaBinsForTrainSample || CombineCosThetaBinsForTestSample)
|
---|
501 | {
|
---|
502 | if(!FindSupercuts.ComputeOverallSignificance(CombineCosThetaBinsForTrainSample,
|
---|
503 | CombineCosThetaBinsForTestSample))
|
---|
504 | {
|
---|
505 | cout << "Function MFindSupercutsONOFFThetaLoop::ComputeOverallSignificance" << endl
|
---|
506 | << "could not be performed" << endl;
|
---|
507 | }
|
---|
508 | }
|
---|
509 | break;
|
---|
510 | case kFALSE:
|
---|
511 | if(kAlphaMin!=-1)
|
---|
512 | appcuts.SetBGAlphaMin(kAlphaMin);
|
---|
513 | if(kAlphaMax!=-1)
|
---|
514 | appcuts.SetBGAlphaMax(kAlphaMax);
|
---|
515 | if(kAlphaSig!=-1)
|
---|
516 | appcuts.SetAlphaSig(kAlphaSig);
|
---|
517 | if(kDegree!=-1)
|
---|
518 | appcuts.SetPolDegree(kDegree);
|
---|
519 | if(kPlot)
|
---|
520 | appcuts.SetPlotON();
|
---|
521 | appcuts.SetPlotSizeLow(SizeLow);
|
---|
522 | appcuts.SetPlotSizeUp(SizeUp);
|
---|
523 | cout << "alphasignal=" << kAlphaSig << endl;
|
---|
524 | //flist.AddToList(&hadrf);
|
---|
525 | flist.AddToList(&leakmax);
|
---|
526 | flist.AddToList(&distmax);
|
---|
527 | flist.AddToList(&distmin);
|
---|
528 | flist.AddToList(&widthmin);
|
---|
529 | flist.AddToList(&widthmax);
|
---|
530 | flist.AddToList(&sizef);
|
---|
531 | appcuts.SetFilter(&flist);
|
---|
532 | //write.SetFilter(&flist);
|
---|
533 |
|
---|
534 | tlist.AddToList(kMc ? (MTask*)&read : (MTask*)&readreal);
|
---|
535 | cout << " is montecarlo ? " << kMc << endl;
|
---|
536 |
|
---|
537 | tlist.AddToList(&geomapl);
|
---|
538 | tlist.AddToList(&ThetaCutMin, "Events");
|
---|
539 | tlist.AddToList(&ThetaCutMax, "Events");
|
---|
540 | tlist.AddToList(&flist, "Events");
|
---|
541 | tlist.AddToList(&appcuts, "Events");
|
---|
542 | tlist.AddToList(&rfs, "Events");
|
---|
543 | tlist.AddToList(&cont, "Events");
|
---|
544 |
|
---|
545 | //tlist.AddToList(&hsigma);
|
---|
546 | MPrint print1("MTimeDrive");
|
---|
547 | MPrint print2("MEffectiveOnTime");
|
---|
548 | // tlist.AddToList(&print1, "Drive");
|
---|
549 | // tlist.AddToList(&print2, "EffectiveOnTime");
|
---|
550 |
|
---|
551 | tlist.AddToList(&write);
|
---|
552 | MEvtLoop shitloop;
|
---|
553 | shitloop.SetParList(&plist);
|
---|
554 | //
|
---|
555 | // Start to loop over all events
|
---|
556 | //
|
---|
557 | MProgressBar bar;
|
---|
558 | shitloop.SetProgressBar(&bar);
|
---|
559 |
|
---|
560 | if (!shitloop.Eventloop())
|
---|
561 | return -1;
|
---|
562 |
|
---|
563 | /*
|
---|
564 |
|
---|
565 | if (!shitloop.PreProcess())
|
---|
566 | return -1;
|
---|
567 |
|
---|
568 | while (tlist.Process())
|
---|
569 | {
|
---|
570 | //MHadronness *fH = (MHadronness *)plist.FindObject("MHadronness");
|
---|
571 | //cout<< "Hadronness " << fH->GetHadronness() << endl;
|
---|
572 | }
|
---|
573 |
|
---|
574 | if (!shitloop.PostProcess())
|
---|
575 | return -1;
|
---|
576 | */
|
---|
577 | tlist.PrintStatistics();
|
---|
578 |
|
---|
579 |
|
---|
580 | break;
|
---|
581 | }
|
---|
582 | break;
|
---|
583 | case kFALSE:
|
---|
584 | // PUT THINGS FOR THE RANDOM FOREST
|
---|
585 |
|
---|
586 |
|
---|
587 | gLog << endl;
|
---|
588 | gLog.Separator("Applying RF to data");
|
---|
589 |
|
---|
590 |
|
---|
591 | //
|
---|
592 | // Create a empty Parameter List and an empty Task List
|
---|
593 | // The tasklist is identified in the eventloop by its name
|
---|
594 | //
|
---|
595 | //MParList plist;
|
---|
596 |
|
---|
597 | //MTaskList tlist;
|
---|
598 | //plist.AddToList(&tlist);
|
---|
599 | //
|
---|
600 | // ---------------------------------------------------------------
|
---|
601 | // ---------------------------------------------------------------
|
---|
602 | // first event loop: the trees of the random forest are read in
|
---|
603 | // ---------------------------------------------------------------
|
---|
604 | // ---------------------------------------------------------------
|
---|
605 | //
|
---|
606 | MReadTree readrf("Tree",kRFTreeFile);
|
---|
607 | readrf.DisableAutoScheme();
|
---|
608 |
|
---|
609 | MRanForestFill rffill;
|
---|
610 | rffill.SetNumTrees(kNumTrees);
|
---|
611 |
|
---|
612 | tlist.AddToList(&readrf);
|
---|
613 | tlist.AddToList(&rffill);
|
---|
614 |
|
---|
615 | //
|
---|
616 | // Eventloop
|
---|
617 | //
|
---|
618 | MEvtLoop evtloop;
|
---|
619 | evtloop.SetParList(&plist);
|
---|
620 | evtloop.SetProgressBar(&bar);
|
---|
621 |
|
---|
622 | if (!evtloop.Eventloop())
|
---|
623 | return 1;
|
---|
624 |
|
---|
625 |
|
---|
626 | // ---------------------------------------------------------------
|
---|
627 | //
|
---|
628 | // Apply RF to data
|
---|
629 | // ---------------------------------------------------------------
|
---|
630 | // ---------------------------------------------------------------
|
---|
631 | MTaskList tlist3;
|
---|
632 | plist.Replace(&tlist3);
|
---|
633 |
|
---|
634 | // Calc RF
|
---|
635 | MRanForestCalc calc;
|
---|
636 |
|
---|
637 | // Fill Hist (Only for MC file with Gammas & Hadrons mixed)
|
---|
638 | //MFillH fillh3a("MHHadronness");
|
---|
639 | //MFillH fillh3b("MHRanForest");
|
---|
640 |
|
---|
641 |
|
---|
642 | // My intercative task to apply cuts
|
---|
643 | //MTaskInteractive mytask;
|
---|
644 | //mytask.SetPreProcess(PreProcess);
|
---|
645 | //mytask.SetProcess(Process);
|
---|
646 |
|
---|
647 | //
|
---|
648 | // Hadronness cut
|
---|
649 | //
|
---|
650 | // MFHadAlpha cut;
|
---|
651 | // cut.SetCutType(MFHadAlpha::kHadCut );
|
---|
652 | // cut.SetInverted();
|
---|
653 | // MContinue contHad(&cut);
|
---|
654 |
|
---|
655 |
|
---|
656 |
|
---|
657 |
|
---|
658 | // Add to TaskList
|
---|
659 | tlist3.AddToList(kMc ? (MTask*)&read : (MTask*)&readreal);
|
---|
660 | //tlist3.AddToList(&SizeCut);
|
---|
661 | tlist3.AddToList(&calc);
|
---|
662 | tlist3.AddToList(&rfs);
|
---|
663 | // tlist3.AddToList(&fillh3a);
|
---|
664 | // tlist3.AddToList(&fillh3b);
|
---|
665 |
|
---|
666 | //tlist.AddToList(&mytask);
|
---|
667 | //tlist.AddToList(&contHad);
|
---|
668 |
|
---|
669 |
|
---|
670 | // tlist3.AddToList(&flist);
|
---|
671 | tlist3.AddToList(&ThetaCutMax);
|
---|
672 | tlist3.AddToList(&ThetaCutMin);
|
---|
673 | tlist3.AddToList(&write);
|
---|
674 |
|
---|
675 |
|
---|
676 |
|
---|
677 |
|
---|
678 | //
|
---|
679 | // Execute your analysis
|
---|
680 | //
|
---|
681 | // MProgressBar bar;
|
---|
682 | evtloop.SetProgressBar(&bar);
|
---|
683 | if (!evtloop.Eventloop())
|
---|
684 | return 1;
|
---|
685 |
|
---|
686 | tlist3.PrintStatistics();
|
---|
687 |
|
---|
688 | // plist.FindObject("MHRanForest")->DrawClone();
|
---|
689 | // plist.FindObject("MHHadronness")->DrawClone();
|
---|
690 |
|
---|
691 |
|
---|
692 |
|
---|
693 |
|
---|
694 | // END OF PUTTING THINGS FOR THE RANDOM FOREST
|
---|
695 | break;
|
---|
696 | }
|
---|
697 |
|
---|
698 | //abelardo
|
---|
699 | ////////////////////////////////////////////////////////////////////
|
---|
700 | //
|
---|
701 | // Second event loop: simply copy the tree MMcEvtBasic in the tree
|
---|
702 | // "OriginalMC" from the input file to the output file:
|
---|
703 | delete &write;
|
---|
704 | if(kMc)
|
---|
705 | //if(0==1)
|
---|
706 | {
|
---|
707 | MParList plist2;
|
---|
708 | MTaskList tlist2;
|
---|
709 |
|
---|
710 | plist2.AddToList(&tlist2);
|
---|
711 |
|
---|
712 | MReadMarsFile read2("OriginalMC",datafile);
|
---|
713 | // read2.AddFile(AnalysisFilename);
|
---|
714 | read2.DisableAutoScheme();
|
---|
715 |
|
---|
716 | tlist2.AddToList(&read2);
|
---|
717 |
|
---|
718 | MWriteRootFile writeOrig(2, Form("%s{s/_I_/_Q_}", kOutpath.Data()),"UPDATE");
|
---|
719 | writeOrig.AddContainer("MMcEvtBasic", "OriginalMC", kFALSE);
|
---|
720 |
|
---|
721 | tlist2.AddToList(&writeOrig);
|
---|
722 |
|
---|
723 | MEvtLoop evtloop2;
|
---|
724 | bar.SetWindowName("Copying OriginalMC tree...");
|
---|
725 | evtloop2.SetProgressBar(&bar);
|
---|
726 | evtloop2.SetParList(&plist2);
|
---|
727 |
|
---|
728 | if (!evtloop2.Eventloop())
|
---|
729 | return -1;
|
---|
730 |
|
---|
731 | tlist2.PrintStatistics();
|
---|
732 | }
|
---|
733 | // end ab
|
---|
734 | return 0;
|
---|
735 | }
|
---|
736 |
|
---|
737 | Int_t OptimizeCuts()
|
---|
738 | {
|
---|
739 | return 0;
|
---|
740 | }
|
---|
741 |
|
---|
742 |
|
---|
743 |
|
---|
744 |
|
---|
745 |
|
---|
746 |
|
---|
747 | // ---------------------------------------------------------------------
|
---|
748 | //
|
---|
749 | // Interactive Task
|
---|
750 | //
|
---|
751 | //
|
---|
752 | // Data members of the InteractiveTask
|
---|
753 | MParList *fParList;
|
---|
754 | MTaskList *fTaskList;
|
---|
755 | MHadronness *fHadronness;
|
---|
756 | MHillas *fHillas;
|
---|
757 |
|
---|
758 |
|
---|
759 | Int_t PreProcess(MParList *plist)
|
---|
760 | {
|
---|
761 | // Get parameter and tasklist, see Process
|
---|
762 | fParList = plist;
|
---|
763 | fTaskList = (MTaskList*)plist->FindObject("MTaskList");
|
---|
764 |
|
---|
765 | // Search in the PreProcess for the objects
|
---|
766 | fHadronness = (MHadronness*)fParList->FindObject("MHadronness");
|
---|
767 | fHillas = (MHillas*)fParList->FindObject("MHillas");
|
---|
768 |
|
---|
769 | return kTRUE;
|
---|
770 | }
|
---|
771 |
|
---|
772 | // --------------------------------------------------------------
|
---|
773 | //
|
---|
774 | Int_t Process()
|
---|
775 | {
|
---|
776 | Float_t size = fHillas->GetSize()/0.18; //photons!
|
---|
777 | Float_t had = fHadronness->GetHadronness();
|
---|
778 |
|
---|
779 | if(size<500)
|
---|
780 | return kCONTINUE;
|
---|
781 |
|
---|
782 | if(size>500 && size <1000 && had>0.32)
|
---|
783 | return kCONTINUE;
|
---|
784 |
|
---|
785 | if(size>1000 && size <2000 && had>0.28)
|
---|
786 | return kCONTINUE;
|
---|
787 |
|
---|
788 | if(size>2000 && size <4000 && had>0.12)
|
---|
789 | return kCONTINUE;
|
---|
790 |
|
---|
791 | if(size>4000 && size <8000 && had>0.21)
|
---|
792 | return kCONTINUE;
|
---|
793 |
|
---|
794 | if(size>8000 && had>0.49)
|
---|
795 | return kCONTINUE;
|
---|
796 |
|
---|
797 | return kTRUE;
|
---|
798 | }
|
---|
799 |
|
---|
800 |
|
---|
801 |
|
---|