Skip to content

Integrating Particle Flow Network (PFN) Models into TICLv5 #47550

New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Merged
cmsbuild merged 3 commits into from
Mar 14, 2025
Merged

Integrating Particle Flow Network (PFN) Models into TICLv5 #47550

Show file tree
Hide file tree
Changes from all commits
Commits
Show all changes
3 commits
Select commit Hold shift + click to select a range
46e6df9
Add new plugins for PFN models
Moanwar Mar 5, 2025
ab16f49
code check fomate
Moanwar Mar 5, 2025
bafa98a
fix the new path of DNN old models
Moanwar Mar 10, 2025
File filter

Filter by extension

Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
20 changes: 17 additions & 3 deletions HLTrigger/Configuration/python/HLT_75e33/modules/hltTiclTracksterLinksL1Seeded_cfi.py
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -5,12 +5,12 @@
detector = cms.string('HGCAL'),
layer_clusters = cms.InputTag("hltHgcalMergeLayerClustersL1Seeded"),
layer_clustersTime = cms.InputTag("hltHgcalMergeLayerClustersL1Seeded","timeLayerCluster"),
inferenceAlgo = cms.string('TracksterInferenceByDNN'),
inferenceAlgo = cms.string('TracksterInferenceByPFN'),
linkingPSet = hltTiclTracksterLinksPSet,
pluginInferenceAlgoTracksterInferenceByDNN = cms.PSet(
algo_verbosity = cms.int32(0),
onnxPIDModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/linking/id_v0.onnx'),
onnxEnergyModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/linking/energy_v0.onnx'),
onnxPIDModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/DNN/linking/id_v0.onnx'),
onnxEnergyModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/DNN/linking/energy_v0.onnx'),
inputNames = cms.vstring('input'),
output_en = cms.vstring('enreg_output'),
output_id = cms.vstring('pid_output'),
Expand All @@ -21,6 +21,20 @@
doRegression = cms.int32(1),
type = cms.string('TracksterInferenceByDNN')
),
pluginInferenceAlgoTracksterInferenceByPFN = cms.PSet(
algo_verbosity = cms.int32(0),
onnxPIDModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/PFN/linking/id_v0.onnx'),
onnxEnergyModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/PFN/linking/energy_v0.onnx'),
inputNames = cms.vstring('input','input_tr_features'),
output_en = cms.vstring('enreg_output'),
output_id = cms.vstring('pid_output'),
eid_min_cluster_energy = cms.double(1),
eid_n_layers = cms.int32(50),
eid_n_clusters = cms.int32(10),
doPID = cms.int32(1),
doRegression = cms.int32(1),
type = cms.string('TracksterInferenceByPFN')
),
mightGet = cms.optional.untracked.vstring,
original_masks = cms.VInputTag("hltHgcalMergeLayerClustersL1Seeded:InitialLayerClustersMask"),
propagator = cms.string('PropagatorWithMaterial'),
Expand Down
20 changes: 17 additions & 3 deletions HLTrigger/Configuration/python/HLT_75e33/modules/hltTiclTracksterLinks_cfi.py
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -5,12 +5,12 @@
detector = cms.string('HGCAL'),
layer_clusters = cms.InputTag("hltHgcalMergeLayerClusters"),
layer_clustersTime = cms.InputTag("hltHgcalMergeLayerClusters","timeLayerCluster"),
inferenceAlgo = cms.string('TracksterInferenceByDNN'),
inferenceAlgo = cms.string('TracksterInferenceByPFN'),
linkingPSet = hltTiclTracksterLinksPSet,
pluginInferenceAlgoTracksterInferenceByDNN = cms.PSet(
algo_verbosity = cms.int32(0),
onnxPIDModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/linking/id_v0.onnx'),
onnxEnergyModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/linking/energy_v0.onnx'),
onnxPIDModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/DNN/linking/id_v0.onnx'),
onnxEnergyModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/DNN/linking/energy_v0.onnx'),
inputNames = cms.vstring('input'),
output_en = cms.vstring('enreg_output'),
output_id = cms.vstring('pid_output'),
Expand All @@ -21,6 +21,20 @@
doRegression = cms.int32(1),
type = cms.string('TracksterInferenceByDNN')
),
pluginInferenceAlgoTracksterInferenceByPFN = cms.PSet(
algo_verbosity = cms.int32(0),
onnxPIDModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/PFN/linking/id_v0.onnx'),
onnxEnergyModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/PFN/linking/energy_v0.onnx'),
inputNames = cms.vstring('input','input_tr_features'),
output_en = cms.vstring('enreg_output'),
output_id = cms.vstring('pid_output'),
eid_min_cluster_energy = cms.double(1),
eid_n_layers = cms.int32(50),
eid_n_clusters = cms.int32(10),
doPID = cms.int32(1),
doRegression = cms.int32(1),
type = cms.string('TracksterInferenceByPFN')
),
mightGet = cms.optional.untracked.vstring,
original_masks = cms.VInputTag("hltHgcalMergeLayerClusters:InitialLayerClustersMask"),
propagator = cms.string('PropagatorWithMaterial'),
Expand Down
21 changes: 17 additions & 4 deletions HLTrigger/Configuration/python/HLT_75e33/modules/hltTiclTrackstersCLUE3DHighL1Seeded_cfi.py
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -120,8 +120,8 @@
),
pluginInferenceAlgoTracksterInferenceByDNN = cms.PSet(
algo_verbosity = cms.int32(0),
onnxPIDModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/patternrecognition/id_v0.onnx'),
onnxEnergyModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/patternrecognition/energy_v0.onnx'),
onnxPIDModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/DNN/patternrecognition/id_v0.onnx'),
onnxEnergyModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/DNN/patternrecognition/energy_v0.onnx'),
inputNames = cms.vstring('input'),
output_en = cms.vstring('enreg_output'),
output_id = cms.vstring('pid_output'),
Expand All @@ -131,7 +131,20 @@
doRegression = cms.int32(0),
type = cms.string('TracksterInferenceByDNN')
),
pluginInferenceAlgoTracksterInferenceByANN = cms.PSet(
pluginInferenceAlgoTracksterInferenceByPFN = cms.PSet(
algo_verbosity = cms.int32(0),
onnxPIDModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/PFN/patternrecognition/id_v0.onnx'),
onnxEnergyModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/PFN/patternrecognition/energy_v0.onnx'),
inputNames = cms.vstring('input','input_tr_features'),
output_en = cms.vstring('enreg_output'),
output_id = cms.vstring('pid_output'),
eid_n_layers = cms.int32(50),
eid_n_clusters = cms.int32(10),
doPID = cms.int32(1),
doRegression = cms.int32(0),
type = cms.string('TracksterInferenceByPFN')
),
pluginInferenceAlgoTracksterInferenceByANN = cms.PSet(
algo_verbosity = cms.int32(0),
type = cms.string('TracksterInferenceByANN')

Expand All @@ -142,5 +155,5 @@

from Configuration.ProcessModifiers.ticl_v5_cff import ticl_v5
ticl_v5.toModify(hltTiclTrackstersCLUE3DHighL1Seeded.pluginPatternRecognitionByCLUE3D, computeLocalTime = cms.bool(True))
ticl_v5.toModify(hltTiclTrackstersCLUE3DHighL1Seeded.inferenceAlgo, type = cms.string('TracksterInferenceByDNN'))
ticl_v5.toModify(hltTiclTrackstersCLUE3DHighL1Seeded.inferenceAlgo, type = cms.string('TracksterInferenceByPFN'))

19 changes: 16 additions & 3 deletions HLTrigger/Configuration/python/HLT_75e33/modules/hltTiclTrackstersCLUE3DHigh_cfi.py
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -121,8 +121,8 @@
),
pluginInferenceAlgoTracksterInferenceByDNN = cms.PSet(
algo_verbosity = cms.int32(0),
onnxPIDModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/patternrecognition/id_v0.onnx'),
onnxEnergyModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/patternrecognition/energy_v0.onnx'),
onnxPIDModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/DNN/patternrecognition/id_v0.onnx'),
onnxEnergyModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/DNN/patternrecognition/energy_v0.onnx'),
inputNames = cms.vstring('input'),
output_en = cms.vstring('enreg_output'),
output_id = cms.vstring('pid_output'),
Expand All @@ -132,6 +132,19 @@
doRegression = cms.int32(0),
type = cms.string('TracksterInferenceByDNN')
),
pluginInferenceAlgoTracksterInferenceByPFN = cms.PSet(
algo_verbosity = cms.int32(0),
onnxPIDModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/PFN/patternrecognition/id_v0.onnx'),
onnxEnergyModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/PFN/patternrecognition/energy_v0.onnx'),
inputNames = cms.vstring('input','input_tr_features'),
output_en = cms.vstring('enreg_output'),
output_id = cms.vstring('pid_output'),
eid_n_layers = cms.int32(50),
eid_n_clusters = cms.int32(10),
doPID = cms.int32(1),
doRegression = cms.int32(0),
type = cms.string('TracksterInferenceByPFN')
),
pluginInferenceAlgoTracksterInferenceByANN = cms.PSet(
algo_verbosity = cms.int32(0),
type = cms.string('TracksterInferenceByANN')
Expand All @@ -143,4 +156,4 @@

from Configuration.ProcessModifiers.ticl_v5_cff import ticl_v5
ticl_v5.toModify(hltTiclTrackstersCLUE3DHigh.pluginPatternRecognitionByCLUE3D, computeLocalTime = cms.bool(True))
ticl_v5.toModify(hltTiclTrackstersCLUE3DHigh.inferenceAlgo, type = cms.string('TracksterInferenceByDNN'))
ticl_v5.toModify(hltTiclTrackstersCLUE3DHigh.inferenceAlgo, type = cms.string('TracksterInferenceByPFN'))
20 changes: 17 additions & 3 deletions HLTrigger/Configuration/python/HLT_75e33/modules/hltTiclTrackstersRecoveryL1Seeded_cfi.py
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -10,7 +10,7 @@
mightGet = cms.optional.untracked.vstring,
original_mask = cms.InputTag("hltTiclTrackstersCLUE3DHighL1Seeded"),
patternRecognitionBy = cms.string('Recovery'),
inferenceAlgo = cms.string('TracksterInferenceByDNN'),
inferenceAlgo = cms.string('TracksterInferenceByPFN'),
pluginPatternRecognitionByCA = cms.PSet(
algo_verbosity = cms.int32(0),
computeLocalTime = cms.bool(True),
Expand Down Expand Up @@ -71,8 +71,8 @@

pluginInferenceAlgoTracksterInferenceByDNN = cms.PSet(
algo_verbosity = cms.int32(0),
onnxPIDModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/patternrecognition/id_v0.onnx'),
onnxEnergyModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/patternrecognition/energy_v0.onnx'),
onnxPIDModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/DNN/patternrecognition/id_v0.onnx'),
onnxEnergyModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/DNN/patternrecognition/energy_v0.onnx'),
inputNames = cms.vstring('input'),
output_en = cms.vstring('enreg_output'),
output_id = cms.vstring('pid_output'),
Expand All @@ -83,6 +83,20 @@
doRegression = cms.int32(0),
type = cms.string('TracksterInferenceByDNN')
),
pluginInferenceAlgoTracksterInferenceByPFN = cms.PSet(
algo_verbosity = cms.int32(0),
onnxPIDModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/PFN/patternrecognition/id_v0.onnx'),
onnxEnergyModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/PFN/patternrecognition/energy_v0.onnx'),
inputNames = cms.vstring('input','input_tr_features'),
output_en = cms.vstring('enreg_output'),
output_id = cms.vstring('pid_output'),
eid_min_cluster_energy = cms.double(1),
eid_n_layers = cms.int32(50),
eid_n_clusters = cms.int32(10),
doPID = cms.int32(0),
doRegression = cms.int32(0),
type = cms.string('TracksterInferenceByPFN')
),
pluginInferenceAlgoTracksterInferenceByANN = cms.PSet(
algo_verbosity = cms.int32(0),
type = cms.string('TracksterInferenceByANN')
Expand Down
20 changes: 17 additions & 3 deletions HLTrigger/Configuration/python/HLT_75e33/modules/hltTiclTrackstersRecovery_cfi.py
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -10,7 +10,7 @@
mightGet = cms.optional.untracked.vstring,
original_mask = cms.InputTag("hltTiclTrackstersCLUE3DHigh"),
patternRecognitionBy = cms.string('Recovery'),
inferenceAlgo = cms.string('TracksterInferenceByDNN'),
inferenceAlgo = cms.string('TracksterInferenceByPFN'),
pluginPatternRecognitionByCA = cms.PSet(
algo_verbosity = cms.int32(0),
computeLocalTime = cms.bool(True),
Expand Down Expand Up @@ -71,8 +71,8 @@

pluginInferenceAlgoTracksterInferenceByDNN = cms.PSet(
algo_verbosity = cms.int32(0),
onnxPIDModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/patternrecognition/id_v0.onnx'),
onnxEnergyModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/patternrecognition/energy_v0.onnx'),
onnxPIDModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/DNN/patternrecognition/id_v0.onnx'),
onnxEnergyModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/DNN/patternrecognition/energy_v0.onnx'),
inputNames = cms.vstring('input'),
output_en = cms.vstring('enreg_output'),
output_id = cms.vstring('pid_output'),
Expand All @@ -83,6 +83,20 @@
doRegression = cms.int32(0),
type = cms.string('TracksterInferenceByDNN')
),
pluginInferenceAlgoTracksterInferenceByPFN = cms.PSet(
algo_verbosity = cms.int32(0),
onnxPIDModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/PFN/patternrecognition/id_v0.onnx'),
onnxEnergyModelPath = cms.FileInPath('RecoHGCal/TICL/data/ticlv5/onnx_models/PFN/patternrecognition/energy_v0.onnx'),
inputNames = cms.vstring('input','input_tr_features'),
output_en = cms.vstring('enreg_output'),
output_id = cms.vstring('pid_output'),
eid_min_cluster_energy = cms.double(1),
eid_n_layers = cms.int32(50),
eid_n_clusters = cms.int32(10),
doPID = cms.int32(0),
doRegression = cms.int32(0),
type = cms.string('TracksterInferenceByPFN')
),
pluginInferenceAlgoTracksterInferenceByANN = cms.PSet(
algo_verbosity = cms.int32(0),
type = cms.string('TracksterInferenceByANN')
Expand Down
41 changes: 41 additions & 0 deletions RecoHGCal/TICL/interface/TracksterInferenceByPFN.h
View file
Open in desktop
Original file line number Diff line number Diff line change
@@ -0,0 +1,41 @@
#ifndef RecoHGCal_TICL_TracksterInferenceByPFN_H__
#define RecoHGCal_TICL_TracksterInferenceByPFN_H__

#include "RecoHGCal/TICL/interface/TracksterInferenceAlgoBase.h"
#include "RecoLocalCalo/HGCalRecAlgos/interface/RecHitTools.h"

namespace ticl {

class TracksterInferenceByPFN : public TracksterInferenceAlgoBase {
public:
explicit TracksterInferenceByPFN(const edm::ParameterSet& conf);
void inputData(const std::vector<reco::CaloCluster>& layerClusters, std::vector<Trackster>& tracksters) override;
void runInference(std::vector<Trackster>& tracksters) override;

static void fillPSetDescription(edm::ParameterSetDescription& iDesc);

private:
const cms::Ort::ONNXRuntime* onnxPIDSession_;
const cms::Ort::ONNXRuntime* onnxEnergySession_;

const std::string id_modelPath_;
const std::string en_modelPath_;
const std::vector<std::string> inputNames_;
const std::vector<std::string> output_en_;
const std::vector<std::string> output_id_;
const float eidMinClusterEnergy_;
const int eidNLayers_;
const int eidNClusters_;
static constexpr int eidNFeatures_ = 7;
int doPID_;
int doRegression_;

hgcal::RecHitTools rhtools_;
std::vector<std::vector<int64_t>> input_shapes_;
std::vector<int> tracksterIndices_;
std::vector<std::vector<float>> input_Data_;
int batchSize_;
};
} // namespace ticl

#endif // RecoHGCal_TICL_TracksterInferenceByPFN_H__
2 changes: 2 additions & 0 deletions RecoHGCal/TICL/plugins/TracksterInferenceAlgoFactory.cc
View file
Open in desktop
Original file line number Diff line number Diff line change
@@ -1,11 +1,13 @@
#include "RecoHGCal/TICL/interface/TracksterInferenceAlgoFactory.h"
#include "RecoHGCal/TICL/interface/TracksterInferenceByPFN.h"
#include "RecoHGCal/TICL/interface/TracksterInferenceByDNN.h"
#include "RecoHGCal/TICL/interface/TracksterInferenceByANN.h"
#include "RecoHGCal/TICL/interface/TracksterInferenceByCNNv4.h"
#include "FWCore/ParameterSet/interface/ValidatedPluginFactoryMacros.h"
#include "FWCore/ParameterSet/interface/ValidatedPluginMacros.h"

EDM_REGISTER_VALIDATED_PLUGINFACTORY(TracksterInferenceAlgoFactory, "TracksterInferenceAlgoFactory");
DEFINE_EDM_VALIDATED_PLUGIN(TracksterInferenceAlgoFactory, ticl::TracksterInferenceByPFN, "TracksterInferenceByPFN");
DEFINE_EDM_VALIDATED_PLUGIN(TracksterInferenceAlgoFactory, ticl::TracksterInferenceByDNN, "TracksterInferenceByDNN");
DEFINE_EDM_VALIDATED_PLUGIN(TracksterInferenceAlgoFactory, ticl::TracksterInferenceByANN, "TracksterInferenceByANN");
DEFINE_EDM_VALIDATED_PLUGIN(TracksterInferenceAlgoFactory,
Expand Down
7 changes: 4 additions & 3 deletions RecoHGCal/TICL/plugins/TracksterInferenceByDNN.cc
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -128,13 +128,14 @@ namespace ticl {
void TracksterInferenceByDNN::fillPSetDescription(edm::ParameterSetDescription& iDesc) {
iDesc.add<int>("algo_verbosity", 0);
iDesc
.add<edm::FileInPath>("onnxPIDModelPath",
edm::FileInPath("RecoHGCal/TICL/data/ticlv5/onnx_models/patternrecognition/id_v0.onnx"))
.add<edm::FileInPath>(
"onnxPIDModelPath",
edm::FileInPath("RecoHGCal/TICL/data/ticlv5/onnx_models/DNN/patternrecognition/id_v0.onnx"))
->setComment("Path to ONNX PID model CLU3D");
iDesc
.add<edm::FileInPath>(
"onnxEnergyModelPath",
edm::FileInPath("RecoHGCal/TICL/data/ticlv5/onnx_models/patternrecognition/energy_v0.onnx"))
edm::FileInPath("RecoHGCal/TICL/data/ticlv5/onnx_models/DNN/patternrecognition/energy_v0.onnx"))
->setComment("Path to ONNX Energy model CLU3D");
iDesc.add<std::vector<std::string>>("inputNames", {"input"});
iDesc.add<std::vector<std::string>>("output_en", {"enreg_output"});
Expand Down
Loading