diff --git a/README.md b/README.md index 387fc20..92941b3 100644 --- a/README.md +++ b/README.md @@ -16,3 +16,6 @@ - `"input"`: Input tensor with dimension `batch x 50 (layers) x 10 (clusters) x 3 (features)`. - `"output/id_probabilities"`: Output tensor with dimension `batch x 8` representing particle ID "probabilities" (from a softmax output). The probabiltities refer to photon, electron, muon, neutral pion, charged hadron, neutral hadron, ambiguous and unknown cases (in that order). - `"output/regressed_energy"`: Output tensor with dimension `batch x 1` representing the regressed energy value for the trackster. + - `superclustering/`: ONNX models (from PyTorch) for superclustering of electrons. + - `superclustering/supercls_v2p1.onnx`: DNN, inputs features computed from pairs of tracksters (uses inputs defined in `SuperclusteringDNNInputV2` in `RecoHGCal/TICL/interface/SuperclusteringDNNInputs.h`). Input format : `batch x 17 (features)`. Outputs score (dimension `batch`) giving "probability" that the sub-leading trackster is a bremmstrahlung photon of the leading trackster. Optimal working point : 0.3. + - `superclustering/regression_v1.onnx`: DNN for supercluster energy regression. Input format : `batch x 8 (features)`. Output : `batch x 1` (supercluster regressed energy). Used in `RecoHGCal/TICL/plugins/EGammaSuperclusterProducer.cc`. diff --git a/superclustering/regression_v1.onnx b/superclustering/regression_v1.onnx new file mode 100644 index 0000000..e59094d Binary files /dev/null and b/superclustering/regression_v1.onnx differ diff --git a/superclustering/supercls_v2p1.onnx b/superclustering/supercls_v2p1.onnx new file mode 100644 index 0000000..851bc32 --- /dev/null +++ b/superclustering/supercls_v2p1.onnx @@ -0,0 +1,1033 @@ +pytorch2.2.1: +* +input +0.scaler_scale/0/Mul_output_0/0/Mul"Mul2*/grid_mnt/vol_home/llr/cms/cuisset/hgcal/supercls/repoForJobs/dnn_training/../dnn_training/trainer.py(72): forward +/grid_mnt/data_cms_upgrade/cuisset/conda/envs/ticlRegression-gpu/lib/python3.11/site-packages/torch/nn/modules/module.py(1501): _slow_forward +/grid_mnt/data_cms_upgrade/cuisset/conda/envs/ticlRegression-gpu/lib/python3.11/site-packages/torch/nn/modules/module.py(1520): _call_impl 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