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, 9/2004 <mailto:tbretz@astro.uni-wuerzburg.de>
|
---|
19 | !
|
---|
20 | ! Copyright: MAGIC Software Development, 2000-2004
|
---|
21 | !
|
---|
22 | !
|
---|
23 | \* ======================================================================== */
|
---|
24 |
|
---|
25 | /////////////////////////////////////////////////////////////////////////////
|
---|
26 | //
|
---|
27 | // MJOptimizeCuts
|
---|
28 | //
|
---|
29 | // Class for otimizing the parameters of the supercuts
|
---|
30 | //
|
---|
31 | // Minimization Control
|
---|
32 | // ====================
|
---|
33 | //
|
---|
34 | // To choose the minimization algorithm use:
|
---|
35 | // void SetOptimizer(Optimizer_t o);
|
---|
36 | //
|
---|
37 | // Allowed options are:
|
---|
38 | // enum Optimizer_t
|
---|
39 | // {
|
---|
40 | // kMigrad, // Minimize by the method of Migrad
|
---|
41 | // kSimplex, // Minimize by the method of Simplex
|
---|
42 | // kMinimize, // Migrad + Simplex (if Migrad fails)
|
---|
43 | // kMinos, // Minos error determination
|
---|
44 | // kImprove, // Local minimum search
|
---|
45 | // kSeek, // Minimize by the method of Monte Carlo
|
---|
46 | // kNone // Skip optimization
|
---|
47 | // };
|
---|
48 | //
|
---|
49 | // For more details on the methods see TMinuit.
|
---|
50 | //
|
---|
51 | //
|
---|
52 | // You can change the behaviour of the minimization using
|
---|
53 | //
|
---|
54 | // void SetNumMaxCalls(UInt_t num=0);
|
---|
55 | // void SetTolerance(Float_t tol=0);
|
---|
56 | //
|
---|
57 | // While NumMaxCalls is the first, Tolerance the second arguement.
|
---|
58 | // For more details start root and type
|
---|
59 | //
|
---|
60 | // gMinuit->mnhelp("command")
|
---|
61 | //
|
---|
62 | // while command can be
|
---|
63 | // * MIGRAD
|
---|
64 | // * SIMPLEX
|
---|
65 | // * MINIMIZE
|
---|
66 | // * MINOS
|
---|
67 | // * IMPROVE
|
---|
68 | // * SEEK
|
---|
69 | //
|
---|
70 | // The default (num==0 and tol==0) should always give you the
|
---|
71 | // corresponding defaults used in Minuit.
|
---|
72 | //
|
---|
73 | //
|
---|
74 | // FIXME: Implement changing cut in hadronness...
|
---|
75 | // FIXME: Show MHSignificance on MStatusDisplay during filling...
|
---|
76 | // FIXME: Choose step-size percentage as static data membewr
|
---|
77 | // FIXME: Choose minimization method
|
---|
78 | //
|
---|
79 | /////////////////////////////////////////////////////////////////////////////
|
---|
80 | #include "MJOptimizeCuts.h"
|
---|
81 |
|
---|
82 | #include "MHMatrix.h"
|
---|
83 |
|
---|
84 | // Environment
|
---|
85 | #include "MLog.h"
|
---|
86 | #include "MLogManip.h"
|
---|
87 |
|
---|
88 | // Eventloop
|
---|
89 | #include "MReadTree.h"
|
---|
90 | #include "MParList.h"
|
---|
91 | #include "MTaskList.h"
|
---|
92 |
|
---|
93 | // Parameter container
|
---|
94 | #include "MGeomCamMagic.h"
|
---|
95 | #include "MParameters.h"
|
---|
96 | #include "MFilterList.h"
|
---|
97 |
|
---|
98 | // histograms
|
---|
99 | #include "../mhflux/MHAlpha.h"
|
---|
100 |
|
---|
101 | // Tasks
|
---|
102 | #include "MF.h"
|
---|
103 | #include "MFillH.h"
|
---|
104 | #include "MContinue.h"
|
---|
105 | #include "MMatrixLoop.h"
|
---|
106 |
|
---|
107 | #include "MFMagicCuts.h"
|
---|
108 |
|
---|
109 | ClassImp(MJOptimizeCuts);
|
---|
110 |
|
---|
111 | using namespace std;
|
---|
112 |
|
---|
113 | //------------------------------------------------------------------------
|
---|
114 | //
|
---|
115 | MHAlpha *MJOptimizeCuts::CreateNewHist(const char *name) const
|
---|
116 | {
|
---|
117 | TClass *cls = gROOT->GetClass(fNameHist);
|
---|
118 | if (!cls)
|
---|
119 | {
|
---|
120 | *fLog << err << "Class " << fNameHist << " not found in dictionary... abort." << endl;
|
---|
121 | return NULL;
|
---|
122 | }
|
---|
123 | if (!cls->InheritsFrom(MHAlpha::Class()))
|
---|
124 | {
|
---|
125 | *fLog << err << "Class " << fNameHist << " doesn't inherit from MHAlpha... abort." << endl;
|
---|
126 | return NULL;
|
---|
127 | }
|
---|
128 |
|
---|
129 | MHAlpha *h = (MHAlpha*)cls->New();
|
---|
130 | if (h && name)
|
---|
131 | h->SetName(name);
|
---|
132 |
|
---|
133 | return h;
|
---|
134 | }
|
---|
135 |
|
---|
136 | //------------------------------------------------------------------------
|
---|
137 | //
|
---|
138 | Bool_t MJOptimizeCuts::RunOnOffCore(MHAlpha &histon, MHAlpha &histof, const char *fname, MFilter *filter, MAlphaFitter *fit, const char *tree)
|
---|
139 | {
|
---|
140 | fLog->Separator("Preparing On/Off-optimization");
|
---|
141 |
|
---|
142 | MParList parlist;
|
---|
143 |
|
---|
144 | MGeomCamMagic geom; // For GetConvMm2Deg
|
---|
145 | parlist.AddToList(&geom);
|
---|
146 |
|
---|
147 | MHMatrix m("M");
|
---|
148 | AddRulesToMatrix(m);
|
---|
149 | parlist.AddToList(&m);
|
---|
150 |
|
---|
151 | const Int_t idxdatatype = m.AddColumn("DataType.fVal");
|
---|
152 |
|
---|
153 | histon.SkipHistTime();
|
---|
154 | histon.SkipHistTheta();
|
---|
155 | //histon.SkipHistEnergy();
|
---|
156 | histof.SkipHistTime();
|
---|
157 | histof.SkipHistTheta();
|
---|
158 | //histof.SkipHistEnergy();
|
---|
159 | histon.ForceUsingSize();
|
---|
160 | histof.ForceUsingSize();
|
---|
161 | histon.InitMapping(&m, 1);
|
---|
162 | histof.InitMapping(&m, 1);
|
---|
163 |
|
---|
164 | if (filter && filter->InheritsFrom(MFMagicCuts::Class()))
|
---|
165 | ((MFMagicCuts*)filter)->InitMapping(&m);
|
---|
166 |
|
---|
167 | parlist.AddToList(&histon);
|
---|
168 | parlist.AddToList(&histof);
|
---|
169 |
|
---|
170 | if (fname)
|
---|
171 | {
|
---|
172 | MReadTree read(tree);
|
---|
173 | read.DisableAutoScheme(); // AutoScheme doesn't seem to be faster!
|
---|
174 | read.AddFile(fname);
|
---|
175 | if (!FillMatrix(read, parlist))
|
---|
176 | return kFALSE;
|
---|
177 | }
|
---|
178 | else
|
---|
179 | {
|
---|
180 | MParameterI par("DataType");
|
---|
181 | parlist.AddToList(&par);
|
---|
182 |
|
---|
183 | gLog.Separator("Reading On-Data");
|
---|
184 | par.SetVal(1);
|
---|
185 | MReadTree readon(tree);
|
---|
186 | readon.DisableAutoScheme(); // AutoScheme doesn't seem to be faster!
|
---|
187 | AddSequences(readon, fNamesOn);
|
---|
188 | if (!FillMatrix(readon, parlist))
|
---|
189 | return kFALSE;
|
---|
190 |
|
---|
191 | gLog.Separator("Reading Off-Data");
|
---|
192 | par.SetVal(0);
|
---|
193 | MReadTree readoff(tree);
|
---|
194 | readoff.DisableAutoScheme(); // AutoScheme doesn't seem to be faster!
|
---|
195 | AddSequences(readoff, fNamesOff);
|
---|
196 | if (!FillMatrix(readoff, parlist))
|
---|
197 | return kFALSE;
|
---|
198 | }
|
---|
199 |
|
---|
200 | MTaskList tasklist;
|
---|
201 | parlist.Replace(&tasklist);
|
---|
202 | if (fit)
|
---|
203 | parlist.AddToList(fit);
|
---|
204 |
|
---|
205 | MFilterList list;
|
---|
206 | SetupFilters(list, filter);
|
---|
207 |
|
---|
208 | MContinue contin(&list);
|
---|
209 | parlist.AddToList(&list);
|
---|
210 |
|
---|
211 | MFillH fillof(&histof, "", "FillHistOff");
|
---|
212 | MFillH fillon(&histon, "", "FillHistOn");
|
---|
213 |
|
---|
214 | MF f0(Form("M[%d]<0.5", idxdatatype), "FilterOffData");
|
---|
215 | MF f1(Form("M[%d]>0.5", idxdatatype), "FilterOnData");
|
---|
216 |
|
---|
217 | fillof.SetFilter(&f0);
|
---|
218 | fillon.SetFilter(&f1);
|
---|
219 |
|
---|
220 | MMatrixLoop loop(&m);
|
---|
221 |
|
---|
222 | tasklist.AddToList(&loop);
|
---|
223 | tasklist.AddToList(&list);
|
---|
224 | tasklist.AddToList(&contin);
|
---|
225 | tasklist.AddToList(&f0);
|
---|
226 | tasklist.AddToList(&f1);
|
---|
227 | tasklist.AddToList(&fillof);
|
---|
228 | tasklist.AddToList(&fillon);
|
---|
229 |
|
---|
230 | // Optimize with the tasklist in this parameterlist
|
---|
231 | if (!Optimize(parlist))
|
---|
232 | return kFALSE;
|
---|
233 |
|
---|
234 | // Copy the result back to be accessible by the user
|
---|
235 | if (fit)
|
---|
236 | histon.GetAlphaFitter().Copy(*fit);
|
---|
237 |
|
---|
238 | // Print the result
|
---|
239 | histon.GetAlphaFitter().Print("result");
|
---|
240 |
|
---|
241 | // Store result if requested
|
---|
242 | TObjArray cont;
|
---|
243 | cont.Add(&contin);
|
---|
244 | return WriteContainer(cont, fNameOut);
|
---|
245 | }
|
---|
246 |
|
---|
247 | Bool_t MJOptimizeCuts::RunOnCore(MHAlpha &hist, const char *fname, MFilter *filter, MAlphaFitter *fit)
|
---|
248 | {
|
---|
249 | fLog->Separator("Preparing On-only-optimization");
|
---|
250 |
|
---|
251 | MParList parlist;
|
---|
252 |
|
---|
253 | MGeomCamMagic geom; // For GetConvMm2Deg
|
---|
254 | parlist.AddToList(&geom);
|
---|
255 |
|
---|
256 | MHMatrix m("M");
|
---|
257 | AddRulesToMatrix(m);
|
---|
258 | parlist.AddToList(&m);
|
---|
259 |
|
---|
260 | hist.SkipHistTime();
|
---|
261 | hist.SkipHistTheta();
|
---|
262 | hist.SkipHistEnergy();
|
---|
263 | hist.InitMapping(&m);
|
---|
264 |
|
---|
265 | if (filter && filter->InheritsFrom(MFMagicCuts::Class()))
|
---|
266 | ((MFMagicCuts*)filter)->InitMapping(&m);
|
---|
267 |
|
---|
268 | MReadTree read("Events");
|
---|
269 | read.DisableAutoScheme(); // AutoScheme doesn't seem to be faster!
|
---|
270 | if (fname)
|
---|
271 | read.AddFile(fname);
|
---|
272 | else
|
---|
273 | AddSequences(read, fNamesOn);
|
---|
274 | if (!FillMatrix(read, parlist))
|
---|
275 | return kFALSE;
|
---|
276 |
|
---|
277 | MTaskList tasklist;
|
---|
278 | parlist.Replace(&tasklist);
|
---|
279 | if (fit)
|
---|
280 | parlist.AddToList(fit);
|
---|
281 |
|
---|
282 | MFilterList list;
|
---|
283 | SetupFilters(list, filter);
|
---|
284 |
|
---|
285 | MContinue contin(&list);
|
---|
286 | parlist.AddToList(&list);
|
---|
287 |
|
---|
288 | MFillH fill(&hist);
|
---|
289 |
|
---|
290 | MMatrixLoop loop(&m);
|
---|
291 |
|
---|
292 | tasklist.AddToList(&loop);
|
---|
293 | tasklist.AddToList(&list);
|
---|
294 | tasklist.AddToList(&contin);
|
---|
295 | tasklist.AddToList(&fill);
|
---|
296 |
|
---|
297 | // Optimize with the tasklist in this parameterlist
|
---|
298 | if (!Optimize(parlist))
|
---|
299 | return kFALSE;
|
---|
300 |
|
---|
301 | // Copy the result back to be accessible by the user
|
---|
302 | if (fit)
|
---|
303 | hist.GetAlphaFitter().Copy(*fit);
|
---|
304 | // Print the result
|
---|
305 | hist.GetAlphaFitter().Print("result");
|
---|
306 |
|
---|
307 | // Store result if requested
|
---|
308 | TObjArray cont;
|
---|
309 | cont.Add(&contin);
|
---|
310 | return WriteContainer(cont, fNameOut);
|
---|
311 | }
|
---|
312 |
|
---|
313 | //------------------------------------------------------------------------
|
---|
314 | //
|
---|
315 | Bool_t MJOptimizeCuts::RunOnOff(const char *fname, MFilter *filter, MAlphaFitter *fit, const char *tree)
|
---|
316 | {
|
---|
317 | MHAlpha *histon = CreateNewHist("Hist");
|
---|
318 | MHAlpha *histof = CreateNewHist("HistOff");
|
---|
319 |
|
---|
320 | if (!histon || !histof)
|
---|
321 | return kFALSE;
|
---|
322 |
|
---|
323 | const Bool_t rc = RunOnOffCore(*histon, *histof, fname, filter, fit, tree);
|
---|
324 |
|
---|
325 | delete histon;
|
---|
326 | delete histof;
|
---|
327 |
|
---|
328 | return rc;
|
---|
329 | }
|
---|
330 |
|
---|
331 | //------------------------------------------------------------------------
|
---|
332 | //
|
---|
333 | Bool_t MJOptimizeCuts::RunOn(const char *fname, MFilter *filter, MAlphaFitter *fit)
|
---|
334 | {
|
---|
335 | MHAlpha *histon = CreateNewHist();
|
---|
336 |
|
---|
337 | if (!histon)
|
---|
338 | return kFALSE;
|
---|
339 |
|
---|
340 | const Bool_t rc = RunOnCore(*histon, fname, filter, fit);
|
---|
341 |
|
---|
342 | delete histon;
|
---|
343 | return rc;
|
---|
344 | }
|
---|