forked from AliceO2Group/O2Physics
-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathHfMlResponseLcToPKPi.h
More file actions
287 lines (268 loc) · 12.7 KB
/
HfMlResponseLcToPKPi.h
File metadata and controls
287 lines (268 loc) · 12.7 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
// Copyright 2019-2020 CERN and copyright holders of ALICE O2.
// See https://alice-o2.web.cern.ch/copyright for details of the copyright holders.
// All rights not expressly granted are reserved.
//
// This software is distributed under the terms of the GNU General Public
// License v3 (GPL Version 3), copied verbatim in the file "COPYING".
//
// In applying this license CERN does not waive the privileges and immunities
// granted to it by virtue of its status as an Intergovernmental Organization
// or submit itself to any jurisdiction.
/// \file HfMlResponseLcToPKPi.h
/// \brief Class to compute the ML response for Lc+ → p K- π+ analysis selections
/// \author Grazia Luparello <grazia.luparello@cern.ch>
#ifndef PWGHF_CORE_HFMLRESPONSELCTOPKPI_H_
#define PWGHF_CORE_HFMLRESPONSELCTOPKPI_H_
#include <vector>
#include "PWGHF/Core/HfMlResponse.h"
// Fill the map of available input features
// the key is the feature's name (std::string)
// the value is the corresponding value in EnumInputFeatures
#define FILL_MAP_LCTOPKPI(FEATURE) \
{ \
#FEATURE, static_cast<uint8_t>(InputFeaturesLcToPKPi::FEATURE) \
}
// Check if the index of mCachedIndices (index associated to a FEATURE)
// matches the entry in EnumInputFeatures associated to this FEATURE
// if so, the inputFeatures vector is filled with the FEATURE's value
// by calling the corresponding GETTER from OBJECT
#define CHECK_AND_FILL_VEC_LCTOPKPI_FULL(OBJECT, FEATURE, GETTER) \
case static_cast<uint8_t>(InputFeaturesLcToPKPi::FEATURE): { \
inputFeatures.emplace_back(OBJECT.GETTER()); \
break; \
}
// Specific case of CHECK_AND_FILL_VEC_LCTOPKPI_FULL(OBJECT, FEATURE, GETTER)
// where OBJECT is named candidate and FEATURE = GETTER
#define CHECK_AND_FILL_VEC_LCTOPKPI(GETTER) \
case static_cast<uint8_t>(InputFeaturesLcToPKPi::GETTER): { \
inputFeatures.emplace_back(candidate.GETTER()); \
break; \
}
// Variation of CHECK_AND_FILL_VEC_LCTOPKPI_FULL(OBJECT, FEATURE, GETTER)
// where GETTER is a method of hfHelper
#define CHECK_AND_FILL_VEC_LCTOPKPI_HFHELPER(OBJECT, FEATURE, GETTER) \
case static_cast<uint8_t>(InputFeaturesLcToPKPi::FEATURE): { \
inputFeatures.emplace_back(hfHelper.GETTER(OBJECT)); \
break; \
}
// Variation of CHECK_AND_FILL_VEC_LCTOPKPI_OBJECT_SIGNED(OBJECT1, OBJECT2, FEATURE, GETTER)
// where OBJECT1 and OBJECT2 are the objects from which we call the GETTER method, and the variable
// is filled depending on whether it is a LcToPKPi or a LcToPiKP
#define CHECK_AND_FILL_VEC_LCTOPKPI_OBJECT_SIGNED(OBJECT1, OBJECT2, FEATURE, GETTER) \
case static_cast<uint8_t>(InputFeaturesLcToPKPi::FEATURE): { \
if (caseLcToPKPi) { \
inputFeatures.emplace_back(OBJECT1.GETTER()); \
} else { \
inputFeatures.emplace_back(OBJECT2.GETTER()); \
} \
break; \
}
// Variation of CHECK_AND_FILL_VEC_LCTOPKPI_HFHELPER_SIGNED(OBJECT, FEATURE, GETTER1, GETTER2)
// where GETTER1 and GETTER2 are methods of the OBJECT
#define CHECK_AND_FILL_VEC_LCTOPKPI_SIGNED(OBJECT, FEATURE, GETTER1, GETTER2) \
case static_cast<uint8_t>(InputFeaturesLcToPKPi::FEATURE): { \
if (caseLcToPKPi) { \
inputFeatures.emplace_back(OBJECT.GETTER1()); \
} else { \
inputFeatures.emplace_back(OBJECT.GETTER2()); \
} \
break; \
}
namespace o2::analysis
{
enum class InputFeaturesLcToPKPi : uint8_t {
ptProng0 = 0,
ptProng1,
ptProng2,
impactParameterXY0,
impactParameterXY1,
impactParameterXY2,
impactParameterZ0,
impactParameterZ1,
impactParameterZ2,
decayLength,
decayLengthXY,
decayLengthXYNormalised,
cpa,
cpaXY,
chi2PCA,
tpcNSigmaP0, // 0
tpcNSigmaKa0, // 0
tpcNSigmaPi0, // 0
tpcNSigmaP1, // 1
tpcNSigmaKa1, // 1
tpcNSigmaPi1, // 1
tpcNSigmaP2, // 2
tpcNSigmaKa2, // 2
tpcNSigmaPi2, // 2
tofNSigmaP0, //
tofNSigmaKa0, //
tofNSigmaPi0, //
tofNSigmaP1,
tofNSigmaKa1,
tofNSigmaPi1,
tofNSigmaP2,
tofNSigmaKa2,
tofNSigmaPi2,
tpcTofNSigmaPi0,
tpcTofNSigmaPi1,
tpcTofNSigmaPi2,
tpcTofNSigmaKa0,
tpcTofNSigmaKa1,
tpcTofNSigmaKa2,
tpcTofNSigmaPr0,
tpcTofNSigmaPr1,
tpcTofNSigmaPr2,
tpcNSigmaPrExpPr0,
tpcNSigmaPiExpPi2,
tofNSigmaPrExpPr0,
tofNSigmaPiExpPi2,
tpcTofNSigmaPrExpPr0,
tpcTofNSigmaPiExpPi2
};
template <typename TypeOutputScore = float>
class HfMlResponseLcToPKPi : public HfMlResponse<TypeOutputScore>
{
public:
/// Default constructor
HfMlResponseLcToPKPi() = default;
/// Default destructor
virtual ~HfMlResponseLcToPKPi() = default;
/// Method to get the input features vector needed for ML inference
/// \param candidate is the Lc candidate
/// \param prong0 is the candidate's prong0
/// \param prong1 is the candidate's prong1
/// \param prong2 is the candidate's prong2
/// \return inputFeatures vector
template <typename T1>
std::vector<float> getInputFeatures(T1 const& candidate, bool const& caseLcToPKPi)
{
std::vector<float> inputFeatures;
for (const auto& idx : MlResponse<TypeOutputScore>::mCachedIndices) {
switch (idx) {
CHECK_AND_FILL_VEC_LCTOPKPI(ptProng0);
CHECK_AND_FILL_VEC_LCTOPKPI(ptProng1);
CHECK_AND_FILL_VEC_LCTOPKPI(ptProng2);
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, impactParameterXY0, impactParameter0);
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, impactParameterXY1, impactParameter1);
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, impactParameterXY2, impactParameter2);
CHECK_AND_FILL_VEC_LCTOPKPI(impactParameterZ0);
CHECK_AND_FILL_VEC_LCTOPKPI(impactParameterZ1);
CHECK_AND_FILL_VEC_LCTOPKPI(impactParameterZ2);
CHECK_AND_FILL_VEC_LCTOPKPI(decayLength);
CHECK_AND_FILL_VEC_LCTOPKPI(decayLengthXY);
CHECK_AND_FILL_VEC_LCTOPKPI(decayLengthXYNormalised);
CHECK_AND_FILL_VEC_LCTOPKPI(cpa);
CHECK_AND_FILL_VEC_LCTOPKPI(cpaXY);
CHECK_AND_FILL_VEC_LCTOPKPI(chi2PCA);
// TPC PID variables
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, tpcNSigmaP0, nSigTpcPr0);
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, tpcNSigmaKa0, nSigTpcKa0);
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, tpcNSigmaPi0, nSigTpcPi0);
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, tpcNSigmaP1, nSigTpcPr1);
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, tpcNSigmaKa1, nSigTpcKa1);
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, tpcNSigmaPi1, nSigTpcPi1);
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, tpcNSigmaP2, nSigTpcPr2);
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, tpcNSigmaKa2, nSigTpcKa2);
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, tpcNSigmaPi2, nSigTpcPi2);
// CHECK_AND_FILL_VEC_LCTOPKPI_OBJECT_SIGNED(prong0, prong2, tpcNSigmaPrExpPr0, tpcNSigmaPr);
// CHECK_AND_FILL_VEC_LCTOPKPI_OBJECT_SIGNED(prong2, prong0, tpcNSigmaPiExpPi2, tpcNSigmaPi);
CHECK_AND_FILL_VEC_LCTOPKPI_SIGNED(candidate, tpcNSigmaPrExpPr0, nSigTpcPr0, nSigTpcPr2);
CHECK_AND_FILL_VEC_LCTOPKPI_SIGNED(candidate, tpcNSigmaPiExpPi2, nSigTpcPi2, nSigTpcPi0);
// TOF PID variables
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, tofNSigmaP0, nSigTofPr0);
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, tofNSigmaKa0, nSigTofKa0);
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, tofNSigmaPi0, nSigTofPi0);
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, tofNSigmaP1, nSigTofPr1);
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, tofNSigmaKa1, nSigTofKa1);
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, tofNSigmaPi1, nSigTofPi1);
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, tofNSigmaP2, nSigTofPr2);
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, tofNSigmaKa2, nSigTofKa2);
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, tofNSigmaPi2, nSigTofPi2);
// CHECK_AND_FILL_VEC_LCTOPKPI_OBJECT_SIGNED(prong0, prong2, tofNSigmaPrExpPr0, tofNSigmaPr);
// CHECK_AND_FILL_VEC_LCTOPKPI_OBJECT_SIGNED(prong2, prong0, tofNSigmaPiExpPi2, tofNSigmaPi);
CHECK_AND_FILL_VEC_LCTOPKPI_SIGNED(candidate, tofNSigmaPrExpPr0, nSigTofPr0, nSigTofPr2);
CHECK_AND_FILL_VEC_LCTOPKPI_SIGNED(candidate, tofNSigmaPiExpPi2, nSigTofPi2, nSigTofPi0);
// Combined PID variables
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, tpcTofNSigmaPi0, tpcTofNSigmaPi0);
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, tpcTofNSigmaPi1, tpcTofNSigmaPi1);
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, tpcTofNSigmaPi2, tpcTofNSigmaPi2);
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, tpcTofNSigmaKa0, tpcTofNSigmaKa0);
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, tpcTofNSigmaKa1, tpcTofNSigmaKa1);
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, tpcTofNSigmaKa2, tpcTofNSigmaKa2);
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, tpcTofNSigmaPr0, tpcTofNSigmaPr0);
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, tpcTofNSigmaPr1, tpcTofNSigmaPr1);
CHECK_AND_FILL_VEC_LCTOPKPI_FULL(candidate, tpcTofNSigmaPr2, tpcTofNSigmaPr2);
// CHECK_AND_FILL_VEC_LCTOPKPI_OBJECT_SIGNED(prong0, prong2, tpcTofNSigmaPrExpPr0, tpcTofNSigmaPr);
// CHECK_AND_FILL_VEC_LCTOPKPI_OBJECT_SIGNED(prong2, prong0, tpcTofNSigmaPiExpPi2, tpcTofNSigmaPi);
CHECK_AND_FILL_VEC_LCTOPKPI_SIGNED(candidate, tpcTofNSigmaPrExpPr0, tpcTofNSigmaPr0, tpcTofNSigmaPr2);
CHECK_AND_FILL_VEC_LCTOPKPI_SIGNED(candidate, tpcTofNSigmaPiExpPi2, tpcTofNSigmaPi2, tpcTofNSigmaPi0);
}
}
return inputFeatures;
}
protected:
/// Method to fill the map of available input features
void setAvailableInputFeatures()
{
MlResponse<TypeOutputScore>::mAvailableInputFeatures = {
FILL_MAP_LCTOPKPI(ptProng0),
FILL_MAP_LCTOPKPI(ptProng1),
FILL_MAP_LCTOPKPI(ptProng2),
FILL_MAP_LCTOPKPI(impactParameterXY0),
FILL_MAP_LCTOPKPI(impactParameterXY1),
FILL_MAP_LCTOPKPI(impactParameterXY2),
FILL_MAP_LCTOPKPI(impactParameterZ0),
FILL_MAP_LCTOPKPI(impactParameterZ1),
FILL_MAP_LCTOPKPI(impactParameterZ2),
FILL_MAP_LCTOPKPI(decayLength),
FILL_MAP_LCTOPKPI(decayLengthXY),
FILL_MAP_LCTOPKPI(decayLengthXYNormalised),
FILL_MAP_LCTOPKPI(cpa),
FILL_MAP_LCTOPKPI(cpaXY),
FILL_MAP_LCTOPKPI(chi2PCA),
// TPC PID variables
FILL_MAP_LCTOPKPI(tpcNSigmaP0),
FILL_MAP_LCTOPKPI(tpcNSigmaKa0),
FILL_MAP_LCTOPKPI(tpcNSigmaPi0),
FILL_MAP_LCTOPKPI(tpcNSigmaP1),
FILL_MAP_LCTOPKPI(tpcNSigmaKa1),
FILL_MAP_LCTOPKPI(tpcNSigmaPi1),
FILL_MAP_LCTOPKPI(tpcNSigmaP2),
FILL_MAP_LCTOPKPI(tpcNSigmaKa2),
FILL_MAP_LCTOPKPI(tpcNSigmaPi2),
FILL_MAP_LCTOPKPI(tpcNSigmaPrExpPr0),
FILL_MAP_LCTOPKPI(tpcNSigmaPiExpPi2),
// TOF PID variables
FILL_MAP_LCTOPKPI(tofNSigmaP0),
FILL_MAP_LCTOPKPI(tofNSigmaKa0),
FILL_MAP_LCTOPKPI(tofNSigmaPi0),
FILL_MAP_LCTOPKPI(tofNSigmaP1),
FILL_MAP_LCTOPKPI(tofNSigmaKa1),
FILL_MAP_LCTOPKPI(tofNSigmaPi1),
FILL_MAP_LCTOPKPI(tofNSigmaP2),
FILL_MAP_LCTOPKPI(tofNSigmaKa2),
FILL_MAP_LCTOPKPI(tofNSigmaPi2),
FILL_MAP_LCTOPKPI(tofNSigmaPrExpPr0),
FILL_MAP_LCTOPKPI(tofNSigmaPiExpPi2),
// Combined PID variables
FILL_MAP_LCTOPKPI(tpcTofNSigmaPi0),
FILL_MAP_LCTOPKPI(tpcTofNSigmaPi1),
FILL_MAP_LCTOPKPI(tpcTofNSigmaPi2),
FILL_MAP_LCTOPKPI(tpcTofNSigmaKa0),
FILL_MAP_LCTOPKPI(tpcTofNSigmaKa1),
FILL_MAP_LCTOPKPI(tpcTofNSigmaKa2),
FILL_MAP_LCTOPKPI(tpcTofNSigmaPr0),
FILL_MAP_LCTOPKPI(tpcTofNSigmaPr1),
FILL_MAP_LCTOPKPI(tpcTofNSigmaPr2),
FILL_MAP_LCTOPKPI(tpcTofNSigmaPrExpPr0),
FILL_MAP_LCTOPKPI(tpcTofNSigmaPiExpPi2)};
}
};
} // namespace o2::analysis
#undef FILL_MAP_LCTOPKPI
#undef CHECK_AND_FILL_VEC_LCTOPKPI_FULL
#undef CHECK_AND_FILL_VEC_LCTOPKPI
#undef CHECK_AND_FILL_VEC_LCTOPKPI_HFHELPER
#undef CHECK_AND_FILL_VEC_LCTOPKPI_OBJECT_SIGNED
#endif // PWGHF_CORE_HFMLRESPONSELCTOPKPI_H_