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Update TrkPID model and producer #8

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Update TrkPID model and producer #8

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c2ebd36
Update TrkPID model and producer
michaelmackenzie Jul 22, 2026
4051298
Add weights file
michaelmackenzie Jul 22, 2026
ebc2014
Minor fixes
michaelmackenzie Jul 23, 2026
43f4d1f
Update TrkPID to use batch_size 1, add TrkOnlyPID MVA
michaelmackenzie Aug 4, 2026
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16 changes: 8 additions & 8 deletions TrkDiag/data/TrackPID_v1.dat
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Original file line number Diff line number Diff line change
@@ -1,16 +1,16 @@
tensor_sequential1dense1BiasAddReadVariableOp0 5
3.95117021 0 -4.19677019 -0.242374584 0
-0.211282685 0.216817647 0.507891655 0.124282025 -0.376400501
tensor_sequential1dense12CastReadVariableOp0 50
-0.705076814 -0.432341874 -0.553150296 0.21540308 -0.351793796 0.476246953 -0.106644973 -0.417871863 -0.0440464132 0.177883551 -0.16141963 -0.47916162 0.606347501 0.366820812 -0.230519354 -0.472491771 0.313038588 0.386520803 0.371591628 -0.224177033 0.457869917 -0.171457827 0.519692957 -0.278755456 -0.38365525 -0.329625219 0.141675428 -0.350409567 0.103589013 -0.0581277721 0.432253748 -0.301287413 -0.615136921 0.0705423355 0.448004067 -2.0370698 -0.893573642 -0.030412674 0.35889414 -0.297698051 -0.367111266 0.301380754 -0.571814477 -0.362872422 0.073617816 0.193396747 0.336626947 0.388768613 -0.599104285 0.534656346
-1.70525813 0.686713636 -0.0355571471 0.790928662 -0.0297158081 -0.741336405 1.26287794 0.74417311 0.902090311 0.798040092 0.379551828 0.0464100167 0.69966495 0.649094105 0.981084466 -0.503189325 0.403900355 -0.385300338 -2.23980093 0.319834262 0.660351872 0.553597569 -0.374324024 -0.696968853 0.757727385 -0.0254055858 0.228568867 0.22681579 -0.101202652 -0.315854937 -0.10648752 0.325135618 0.168687358 -0.554180562 -0.737112582 0.100895837 0.663988054 0.299651474 0.74162811 0.0538431257 -0.391129673 1.19356263 0.487342745 0.856886387 0.462073773 -1.05759966 2.3169446 -0.180751055 1.57914984 0.85271287
tensor_sequential1dense12BiasAddReadVariableOp0 10
-2.48500657 0 -3.64792609 0 0 4.17723703 -2.36129212 0 2.68298984 2.38057661
0.958968699 -0.359562427 -0.9097929 -0.271319836 0.52531153 -0.209669247 -0.535489202 0.658215165 -0.24676238 -0.912473261
tensor_sequential1dense21BiasAddReadVariableOp0 5
3.48705363 -3.67133808 -0.0374668688 -3.27729893 -3.68775105
0.913069606 -1.06749427 -0.870371163 -0.830811739 -0.346888661
tensor_sequential1dense1CastReadVariableOp0 20
0.836482465 -0.212255061 0.0658833757 -0.730508149 0.558905005 0.485133708 -0.564192295 0.523953795 -0.0750864968 -0.673678458 1.23919535 0.296814561 -0.67768687 -3.03104234 -0.0644903779 -5.03836155 0.609472513 3.84570956 -5.23402023 -0.525624335
1.99560332 1.46115673 -1.37883353 0.0141192116 1.59217453 -0.0421275757 0.0359712802 -0.207491785 0.623342693 -0.0111773591 -0.160937667 2.71870995 0.0713209733 -1.26527011 -0.203779891 -0.227131248 -0.18321465 -0.139815688 0.124530531 0.340393752
tensor_sequential1dense21CastReadVariableOp0 50
0.115136102 -0.436833829 0.30147469 0.27063179 0.270309329 0.197524309 -0.497536033 0.0962924361 0.301537275 -0.469570994 -0.300404757 0.271288723 -0.328934014 0.600233972 0.0958410427 -0.342013776 0.460635483 -0.492932588 0.0162852407 0.40738827 0.369479835 -0.610442698 0.217112422 -0.558332384 0.355603456 0.753055334 -0.311895877 0.441717386 0.203458861 -0.0115984064 -0.00314931269 -0.259888023 -0.360559404 0.32812199 0.161191747 -0.248590976 0.301618695 0.0615119934 -0.583952665 -0.0536812544 0.148783773 0.110628158 -0.348669648 -0.313134849 0.324738473 0.23614575 0.276106864 -0.546891332 -0.116325177 -0.168601051
0.505803883 -2.48142457 -1.55485153 -1.71878481 0.639543891 0.288500369 0.618819714 -0.199850962 0.13040942 0.861059368 -0.149769843 0.635665715 0.41484502 0.223096594 0.86903733 0.206773564 0.0284358747 0.562404156 1.03198528 1.13125861 0.956066489 0.558282375 0.109827504 0.0294722281 -0.469516844 0.199188367 0.154686093 -0.276001096 -0.455086261 -0.223650798 -0.282013118 0.685545743 0.691029072 0.432811648 1.42542696 0.671729803 -0.747757792 -0.128666073 0.135012582 0.459775835 -1.34502172 0.205692187 -0.055813849 -0.0385678895 1.78012228 1.16741252 0.576675177 0.190405101 1.1024102 -0.144437507
tensor_sequential1dense31AddReadVariableOp0 1
3.68641305
0.636318624
tensor_sequential1dense31CastReadVariableOp0 5
0.151621565 -0.436080575 -0.779650092 -0.385260344 -0.245328888
1.11023057 1.82909596 0.988004506 1.05482852 -1.28214478
16 changes: 16 additions & 0 deletions TrkDiag/data/TrkOnlyPID_v0.dat
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Original file line number Diff line number Diff line change
@@ -0,0 +1,16 @@
tensor_sequential1dense1BiasAddReadVariableOp0 5
0.296442598 0.130934328 0.796774447 -0.161082864 -0.669059753
tensor_sequential1dense12CastReadVariableOp0 50
-0.263297707 -0.627169788 0.108072631 0.166732937 -0.302872956 0.845405102 -0.15674004 -0.178249761 0.813528419 -1.23151958 -0.370628029 0.205940425 -0.517627656 0.157761514 0.221123219 0.538663268 1.28273451 0.284771889 0.500163734 0.367241174 -0.402703315 -0.285912514 -0.943234265 0.549786985 1.1760639 0.45473814 0.257922381 0.903689802 0.656252444 0.392166287 0.231510401 -0.0255245566 0.423116982 -0.358809352 -0.139006495 -1.24120593 -0.294975758 -0.386412144 -0.929680169 1.80311346 -0.285060823 -0.335321605 -0.896101713 -0.841302097 -0.803813815 0.16784966 -0.675456405 -1.02836204 -0.561493993 0.120207846
tensor_sequential1dense12BiasAddReadVariableOp0 10
-0.0468449555 0 0.31832996 0.521346271 0.49652648 0.290650487 0.197964117 0.821208298 0.629150033 -0.169647634
tensor_sequential1dense21BiasAddReadVariableOp0 5
-0.103341818 0.130309239 0 -0.0911359861 -0.144886106
tensor_sequential1dense1CastReadVariableOp0 20
-0.0139935277 0.597164571 -0.36427933 0.661342323 -0.314582944 0.100639366 -2.14776254 -0.965957284 -0.0170544684 0.618828833 4.69211578 0.408776402 0.73441273 -12.3609724 -0.0963695347 0.0462404191 -0.289286435 -0.0770518556 0.107863896 0.976986945
tensor_sequential1dense21CastReadVariableOp0 50
-0.428228676 -0.196020752 0.296792269 -0.32875976 -0.282361776 0.434512198 -0.0630832314 0.234628081 -0.215391904 -0.148419946 -0.0281477384 -0.938955486 -0.27343291 0.474555939 -0.172051549 -0.222362489 0.187565386 -0.335232764 0.791280448 0.377582848 0.476261675 0.579089284 -0.609609008 1.60545015 0.750715971 -1.64385617 -0.558009207 -0.0746522546 -0.288310438 0.275039971 0.502504945 -0.404787272 -0.0542599559 0.505141497 1.24878526 0.744935334 0.0631927103 -0.565043747 1.50154686 1.14635301 -1.44573522 -1.41236174 -0.528061807 0.63451612 0.110894181 1.33231199 0.945146859 -0.143883616 0.133827254 0.0863879248
tensor_sequential1dense31AddReadVariableOp0 1
-1.72052717
tensor_sequential1dense31CastReadVariableOp0 5
-1.39929008 -1.63813663 -0.928137064 0.783930063 0.44133544
12 changes: 6 additions & 6 deletions TrkDiag/inc/TrackPID.hxx → TrkDiag/inc/TrackPID_v0.hxx
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Original file line number Diff line number Diff line change
@@ -1,15 +1,15 @@
//Code generated automatically by TMVA for Inference of Model file [TrackPID.onnx] at [Fri Sep 26 15:44:22 2025]

#ifndef ROOT_TMVA_SOFIE_TRACKPID
#define ROOT_TMVA_SOFIE_TRACKPID
#ifndef ROOT_TMVA_SOFIE_TRACKPID_V0
#define ROOT_TMVA_SOFIE_TRACKPID_V0

#include <algorithm>
#include <cmath>
#include <vector>
#include "TMVA/SOFIE_common.hxx"
#include <fstream>

namespace TMVA_SOFIE_TrackPID{
namespace TMVA_SOFIE_TrackPID_v0{
namespace BLAS{
extern "C" void sgemv_(const char * trans, const int * m, const int * n, const float * alpha, const float * A,
const int * lda, const float * X, const int * incx, const float * beta, const float * Y, const int * incy);
Expand Down Expand Up @@ -62,7 +62,7 @@ std::vector<float> fTensor_sequential1dense1BiasAddReadVariableOp0bcast = std::v
float * tensor_sequential1dense1BiasAddReadVariableOp0bcast = fTensor_sequential1dense1BiasAddReadVariableOp0bcast.data();


Session(std::string filename ="TrackPID.dat") {
Session(std::string filename ="TrackPID_v0.dat") {

//--- reading weights from file
std::ifstream f;
Expand Down Expand Up @@ -263,6 +263,6 @@ std::vector<float> infer(float* tensor_inputlayer){
return fTensor_output;
}
};
} //TMVA_SOFIE_TrackPID
} //TMVA_SOFIE_TrackPID_V0

#endif // ROOT_TMVA_SOFIE_TRACKPID
#endif // ROOT_TMVA_SOFIE_TRACKPID_V0
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