diff --git a/breg_training_2016.pb b/breg_training_2016.pb index 5378bfc..8f402c9 100644 Binary files a/breg_training_2016.pb and b/breg_training_2016.pb differ diff --git a/breg_training_2016_config.json b/breg_training_2016_config.json new file mode 100644 index 0000000..6022cb2 --- /dev/null +++ b/breg_training_2016_config.json @@ -0,0 +1,62 @@ +{ + "y_mean": 1.047176718711853, + "y_std": 0.31976690888404846, + "Trainable_params": 2837721, + "Nontrainable_params": 8022, + "model_params": { + "activations": [ + "lrelu", + "lrelu", + "lrelu", + "lrelu", + "lrelu", + "lrelu" + ], + "batch_norm": true, + "const_output_biases": null, + "do_bn0": true, + "dropout": 0.1, + "input_shape": [ + 43 + ], + "layers": [ + 1024, + 1024, + 1024, + 512, + 256, + 128 + ], + "loss": "HybridLoss", + "loss_params": {}, + "monitor_dir": "/scratch/nchernya/b_regression/outputs/2019_06_03_job23_2016_LegacyJEC", + "name": "ffwd", + "non_neg": false, + "optimizer": "Adam", + "optimizer_params": { + "lr": 0.001 + }, + "output_shape": null, + "save_best_only": true, + "valid_frac": null + }, + "fit_kwargs": { + "epochs": 30, + "steps_per_epoch": 95021 + }, + "options": { + "inp_dir": "/scratch/nchernya/b_regression/inputs/ttbar_2016_legacy_JECv11/", + "out_dir": "/scratch/nchernya/b_regression/outputs/2019_06_03_job23_2016_LegacyJEC", + "inp_files": "TTbar_legacy2016_JECv11_RegressionPerJet_heppy_energyRings_forTraining_legacy_2ptds_con020_allvar_morevar.hd5,TTbar_legacy2016_JECv11_RegressionPerJet_heppy_energyRings_forTraining_legacy_2ptds_con2040_allvar_morevar.hd5,TTbar_legacy2016_JECv11_RegressionPerJet_heppy_energyRings_forTraining_legacy_2ptds_con4060_allvar_morevar.hd5,TTbar_legacy2016_JECv11_RegressionPerJet_heppy_energyRings_forTraining_legacy_2ptds_con6080_allvar_morevar.hd5,TTbar_legacy2016_JECv11_RegressionPerJet_heppy_energyRings_forTraining_legacy_2ptds_con80100_allvar_morevar.hd5,TTbar_legacy2016_JECv11_RegressionPerJet_heppy_energyRings_forTraining_legacy_2ptds_con100120_allvar_morevar.hd5", + "inp_file_valid": "TTbar_legacy2016_JECv11_RegressionPerJet_heppy_energyRings_forTraining_legacy_2ptds_validation_allvar_morevar.hd5", + "features": "Jet_pt,Jet_eta,rho,Jet_mt,Jet_leadTrackPt,Jet_leptonPtRel,Jet_leptonDeltaR,Jet_neHEF,Jet_neEmEF,Jet_vtxPt,Jet_vtxMass,Jet_vtx3dL,Jet_vtxNtrk,Jet_vtx3deL_significance,Jet_numDaughters_pt03,Jet_energyRing_dR0_em_Jet_rawEnergy,Jet_energyRing_dR1_em_Jet_rawEnergy,Jet_energyRing_dR2_em_Jet_rawEnergy,Jet_energyRing_dR3_em_Jet_rawEnergy,Jet_energyRing_dR4_em_Jet_rawEnergy,Jet_energyRing_dR0_neut_Jet_rawEnergy,Jet_energyRing_dR1_neut_Jet_rawEnergy,Jet_energyRing_dR2_neut_Jet_rawEnergy,Jet_energyRing_dR3_neut_Jet_rawEnergy,Jet_energyRing_dR4_neut_Jet_rawEnergy,Jet_energyRing_dR0_ch_Jet_rawEnergy,Jet_energyRing_dR1_ch_Jet_rawEnergy,Jet_energyRing_dR2_ch_Jet_rawEnergy,Jet_energyRing_dR3_ch_Jet_rawEnergy,Jet_energyRing_dR4_ch_Jet_rawEnergy,Jet_energyRing_dR0_mu_Jet_rawEnergy,Jet_energyRing_dR1_mu_Jet_rawEnergy,Jet_energyRing_dR2_mu_Jet_rawEnergy,Jet_energyRing_dR3_mu_Jet_rawEnergy,Jet_energyRing_dR4_mu_Jet_rawEnergy,Jet_chHEF,Jet_chEmEF,Jet_leptonPtRelInv,isEle,isMu,isOther,Jet_mass,Jet_ptd_breg", + "normalize_target": true, + "loss": "HybridLoss", + "batch_size": 1024, + "epochs": 30, + "hparams": "/scratch/nchernya/b_regression/inputs//hparameters_23.json", + "seed": 98543, + "x_val": false, + "nkfolds": 5 + } +} \ No newline at end of file diff --git a/breg_training_2017.pb b/breg_training_2017.pb index 83703f3..04dd332 100644 Binary files a/breg_training_2017.pb and b/breg_training_2017.pb differ diff --git a/breg_training_2017_config.json b/breg_training_2017_config.json new file mode 100644 index 0000000..8ef6384 --- /dev/null +++ b/breg_training_2017_config.json @@ -0,0 +1,62 @@ +{ + "y_mean": 1.055067777633667, + "y_std": 0.28225210309028625, + "Trainable_params": 2837721, + "Nontrainable_params": 8022, + "model_params": { + "activations": [ + "lrelu", + "lrelu", + "lrelu", + "lrelu", + "lrelu", + "lrelu" + ], + "batch_norm": true, + "const_output_biases": null, + "do_bn0": true, + "dropout": 0.1, + "input_shape": [ + 43 + ], + "layers": [ + 1024, + 1024, + 1024, + 512, + 256, + 128 + ], + "loss": "HybridLoss", + "loss_params": {}, + "monitor_dir": "/scratch/nchernya/b_regression/outputs/2019_04_23_job23_2017_JECv32", + "name": "ffwd", + "non_neg": false, + "optimizer": "Adam", + "optimizer_params": { + "lr": 0.001 + }, + "output_shape": null, + "save_best_only": true, + "valid_frac": null + }, + "fit_kwargs": { + "epochs": 60, + "steps_per_epoch": 47149 + }, + "options": { + "inp_dir": "/scratch/nchernya/b_regression/inputs/ttbar_2017_nanoAOD_JECv32/", + "out_dir": "/scratch/nchernya/b_regression/outputs/2019_04_23_job23_2017_JECv32", + "inp_files": "TTbar_nanoAOD_RegressionPerJet_nanoAOD_2017JECv32_con012.hd5,TTbar_nanoAOD_RegressionPerJet_nanoAOD_2017JECv32_con1224.hd5,TTbar_nanoAOD_RegressionPerJet_nanoAOD_2017JECv32_con2436.hd5,TTbar_nanoAOD_RegressionPerJet_nanoAOD_2017JECv32_con3648.hd5,TTbar_nanoAOD_RegressionPerJet_nanoAOD_2017JECv32_con4860.hd5,TTbar_nanoAOD_RegressionPerJet_nanoAOD_2017JECv32_con6072.hd5", + "inp_file_valid": "TTbar_nanoAOD_RegressionPerJet_nanoAOD_2017JECv32_validation.hd5", + "features": "Jet_pt,Jet_eta,rho,Jet_mt,Jet_leadTrackPt,Jet_leptonPtRel,Jet_leptonDeltaR,Jet_neHEF,Jet_neEmEF,Jet_vtxPt,Jet_vtxMass,Jet_vtx3dL,Jet_vtxNtrk,Jet_vtx3deL,Jet_numDaughters_pt03,Jet_energyRing_dR0_em_Jet_rawEnergy,Jet_energyRing_dR1_em_Jet_rawEnergy,Jet_energyRing_dR2_em_Jet_rawEnergy,Jet_energyRing_dR3_em_Jet_rawEnergy,Jet_energyRing_dR4_em_Jet_rawEnergy,Jet_energyRing_dR0_neut_Jet_rawEnergy,Jet_energyRing_dR1_neut_Jet_rawEnergy,Jet_energyRing_dR2_neut_Jet_rawEnergy,Jet_energyRing_dR3_neut_Jet_rawEnergy,Jet_energyRing_dR4_neut_Jet_rawEnergy,Jet_energyRing_dR0_ch_Jet_rawEnergy,Jet_energyRing_dR1_ch_Jet_rawEnergy,Jet_energyRing_dR2_ch_Jet_rawEnergy,Jet_energyRing_dR3_ch_Jet_rawEnergy,Jet_energyRing_dR4_ch_Jet_rawEnergy,Jet_energyRing_dR0_mu_Jet_rawEnergy,Jet_energyRing_dR1_mu_Jet_rawEnergy,Jet_energyRing_dR2_mu_Jet_rawEnergy,Jet_energyRing_dR3_mu_Jet_rawEnergy,Jet_energyRing_dR4_mu_Jet_rawEnergy,Jet_chHEF,Jet_chEmEF,Jet_leptonPtRelInv,isEle,isMu,isOther,Jet_mass,Jet_ptd", + "normalize_target": true, + "loss": "HybridLoss", + "batch_size": 1024, + "epochs": 60, + "hparams": "/scratch/nchernya/b_regression/inputs/hparameters_23.json", + "seed": 98543, + "x_val": false, + "nkfolds": 5 + } +} \ No newline at end of file diff --git a/breg_training_2018.pb b/breg_training_2018.pb new file mode 100644 index 0000000..3386265 Binary files /dev/null and b/breg_training_2018.pb differ diff --git a/breg_training_2018_config.json b/breg_training_2018_config.json new file mode 100644 index 0000000..df1849e --- /dev/null +++ b/breg_training_2018_config.json @@ -0,0 +1,62 @@ +{ + "y_mean": 1.0545977354049683, + "y_std": 0.27912887930870056, + "Trainable_params": 2837721, + "Nontrainable_params": 8022, + "model_params": { + "activations": [ + "lrelu", + "lrelu", + "lrelu", + "lrelu", + "lrelu", + "lrelu" + ], + "batch_norm": true, + "const_output_biases": null, + "do_bn0": true, + "dropout": 0.1, + "input_shape": [ + 43 + ], + "layers": [ + 1024, + 1024, + 1024, + 512, + 256, + 128 + ], + "loss": "HybridLoss", + "loss_params": {}, + "monitor_dir": "/scratch/nchernya/b_regression/outputs/2019_04_23_job23_2018_JECv8", + "name": "ffwd", + "non_neg": false, + "optimizer": "Adam", + "optimizer_params": { + "lr": 0.001 + }, + "output_shape": null, + "save_best_only": true, + "valid_frac": null + }, + "fit_kwargs": { + "epochs": 40, + "steps_per_epoch": 57381 + }, + "options": { + "inp_dir": "/scratch/nchernya/b_regression/inputs/ttbar_2018_nanoAOD_JECv8/", + "out_dir": "/scratch/nchernya/b_regression/outputs/2019_04_23_job23_2018_JECv8", + "inp_files": "TTbar_nanoAOD_RegressionPerJet_nanoAOD_2018_JECv8_con07.hd5,TTbar_nanoAOD_RegressionPerJet_nanoAOD_2018_JECv8_con1421.hd5,TTbar_nanoAOD_RegressionPerJet_nanoAOD_2018_JECv8_con2128.hd5,TTbar_nanoAOD_RegressionPerJet_nanoAOD_2018_JECv8_con2835.hd5,TTbar_nanoAOD_RegressionPerJet_nanoAOD_2018_JECv8_con4956.hd5,TTbar_nanoAOD_RegressionPerJet_nanoAOD_2018_JECv8_con714.hd5", + "inp_file_valid": "TTbar_nanoAOD_RegressionPerJet_nanoAOD_2018_JECv8_con3542_validation.hd5", + "features": "Jet_pt,Jet_eta,rho,Jet_mt,Jet_leadTrackPt,Jet_leptonPtRel,Jet_leptonDeltaR,Jet_neHEF,Jet_neEmEF,Jet_vtxPt,Jet_vtxMass,Jet_vtx3dL,Jet_vtxNtrk,Jet_vtx3deL,Jet_numDaughters_pt03,Jet_energyRing_dR0_em_Jet_rawEnergy,Jet_energyRing_dR1_em_Jet_rawEnergy,Jet_energyRing_dR2_em_Jet_rawEnergy,Jet_energyRing_dR3_em_Jet_rawEnergy,Jet_energyRing_dR4_em_Jet_rawEnergy,Jet_energyRing_dR0_neut_Jet_rawEnergy,Jet_energyRing_dR1_neut_Jet_rawEnergy,Jet_energyRing_dR2_neut_Jet_rawEnergy,Jet_energyRing_dR3_neut_Jet_rawEnergy,Jet_energyRing_dR4_neut_Jet_rawEnergy,Jet_energyRing_dR0_ch_Jet_rawEnergy,Jet_energyRing_dR1_ch_Jet_rawEnergy,Jet_energyRing_dR2_ch_Jet_rawEnergy,Jet_energyRing_dR3_ch_Jet_rawEnergy,Jet_energyRing_dR4_ch_Jet_rawEnergy,Jet_energyRing_dR0_mu_Jet_rawEnergy,Jet_energyRing_dR1_mu_Jet_rawEnergy,Jet_energyRing_dR2_mu_Jet_rawEnergy,Jet_energyRing_dR3_mu_Jet_rawEnergy,Jet_energyRing_dR4_mu_Jet_rawEnergy,Jet_chHEF,Jet_chEmEF,Jet_leptonPtRelInv,isEle,isMu,isOther,Jet_mass,Jet_ptd", + "normalize_target": true, + "loss": "HybridLoss", + "batch_size": 1024, + "epochs": 40, + "hparams": "/scratch/nchernya/b_regression/inputs/hparameters_23.json", + "seed": 98543, + "x_val": false, + "nkfolds": 5 + } +} \ No newline at end of file diff --git a/creg_training_2016.pb b/creg_training_2016.pb new file mode 100644 index 0000000..9a00e35 Binary files /dev/null and b/creg_training_2016.pb differ diff --git a/creg_training_2016_config.json b/creg_training_2016_config.json new file mode 100644 index 0000000..c9efa87 --- /dev/null +++ b/creg_training_2016_config.json @@ -0,0 +1,63 @@ +{ + "y_mean": 0.9908722639083862, + "y_std": 0.28862622380256653, + "Trainable_params": 2833617, + "Nontrainable_params": 8014, + "model_params": { + "activations": [ + "lrelu", + "lrelu", + "lrelu", + "lrelu", + "lrelu", + "lrelu" + ], + "batch_norm": true, + "const_output_biases": null, + "do_bn0": true, + "dropout": 0.1, + "input_shape": [ + 39 + ], + "layers": [ + 1024, + 1024, + 1024, + 512, + 256, + 128 + ], + "loss": "HybridLoss", + "loss_params": {}, + "monitor_dir": "./Z14_CReg16_Epoch100_11615293", + "name": "ffwd", + "non_neg": false, + "optimizer": "Adam", + "optimizer_params": { + "lr": 0.001 + }, + "output_shape": null, + "save_best_only": true, + "valid_frac": null + }, + "fit_kwargs": { + "epochs": 100, + "steps_per_epoch": 51404, + "verbose": 2 + }, + "options": { + "inp_dir": "../breg_nano16/TT/", + "out_dir": "./Z14_CReg16_Epoch100_11615293", + "inp_files": "all", + "inp_file_valid": "TT_PerJet_1.root.hd5", + "features": "Jet_pt,Jet_eta,rho,Jet_mt,Jet_leadTrackPt,Jet_leptonPtRel,Jet_leptonDeltaR,Jet_neHEF,Jet_neEmEF,Jet_vtxPt,Jet_vtxMass,Jet_vtx3dL,Jet_vtxNtrk,Jet_vtx3deL,Jet_numDaughters_pt03,Jet_chEmEF,Jet_chHEF,Jet_ptd,Jet_mass,Jet_energyRing_dR0_em_Jet_rawEnergy,Jet_energyRing_dR1_em_Jet_rawEnergy,Jet_energyRing_dR2_em_Jet_rawEnergy,Jet_energyRing_dR3_em_Jet_rawEnergy,Jet_energyRing_dR4_em_Jet_rawEnergy,Jet_energyRing_dR0_neut_Jet_rawEnergy,Jet_energyRing_dR1_neut_Jet_rawEnergy,Jet_energyRing_dR2_neut_Jet_rawEnergy,Jet_energyRing_dR3_neut_Jet_rawEnergy,Jet_energyRing_dR4_neut_Jet_rawEnergy,Jet_energyRing_dR0_ch_Jet_rawEnergy,Jet_energyRing_dR1_ch_Jet_rawEnergy,Jet_energyRing_dR2_ch_Jet_rawEnergy,Jet_energyRing_dR3_ch_Jet_rawEnergy,Jet_energyRing_dR4_ch_Jet_rawEnergy,Jet_energyRing_dR0_mu_Jet_rawEnergy,Jet_energyRing_dR1_mu_Jet_rawEnergy,Jet_energyRing_dR2_mu_Jet_rawEnergy,Jet_energyRing_dR3_mu_Jet_rawEnergy,Jet_energyRing_dR4_mu_Jet_rawEnergy", + "normalize_target": true, + "loss": "HybridLoss", + "batch_size": 1024, + "epochs": 100, + "hparams": null, + "seed": 98543, + "x_val": false, + "nkfolds": 5 + } +} \ No newline at end of file diff --git a/creg_training_2017.pb b/creg_training_2017.pb new file mode 100644 index 0000000..885e884 Binary files /dev/null and b/creg_training_2017.pb differ diff --git a/creg_training_2017_config.json b/creg_training_2017_config.json new file mode 100644 index 0000000..945b832 --- /dev/null +++ b/creg_training_2017_config.json @@ -0,0 +1,62 @@ +{ + "y_mean": 0.9927206635475159, + "Trainable_params": 2833617, + "Nontrainable_params": 8014, + "model_params": { + "layers": [ + 1024, + 1024, + 1024, + 512, + 256, + 128 + ], + "loss": "HybridLoss", + "optimizer": "Adam", + "name": "ffwd", + "non_neg": false, + "loss_params": {}, + "dropout": 0.1, + "save_best_only": true, + "input_shape": [ + 39 + ], + "output_shape": null, + "monitor_dir": "/work/ea887128/NN_outputs/charm_long_2017", + "const_output_biases": null, + "activations": [ + "lrelu", + "lrelu", + "lrelu", + "lrelu", + "lrelu", + "lrelu" + ], + "valid_frac": null, + "do_bn0": true, + "optimizer_params": { + "lr": 0.001 + }, + "batch_norm": true + }, + "y_std": 0.24718524515628815, + "fit_kwargs": { + "epochs": 100, + "steps_per_epoch": 5244 + }, + "options": { + "loss": "HybridLoss", + "features": "Jet_pt,Jet_eta,rho,Jet_mt,Jet_leadTrackPt,Jet_leptonPtRel,Jet_leptonDeltaR,Jet_neHEF,Jet_neEmEF,Jet_vtxPt,Jet_vtxMass,Jet_vtx3dL,Jet_vtxNtrk,Jet_vtx3deL,Jet_numDaughters_pt03,Jet_chEmEF,Jet_chHEF,Jet_ptd,Jet_mass,Jet_energyRing_dR0_em_Jet_rawEnergy,Jet_energyRing_dR1_em_Jet_rawEnergy,Jet_energyRing_dR2_em_Jet_rawEnergy,Jet_energyRing_dR3_em_Jet_rawEnergy,Jet_energyRing_dR4_em_Jet_rawEnergy,Jet_energyRing_dR0_neut_Jet_rawEnergy,Jet_energyRing_dR1_neut_Jet_rawEnergy,Jet_energyRing_dR2_neut_Jet_rawEnergy,Jet_energyRing_dR3_neut_Jet_rawEnergy,Jet_energyRing_dR4_neut_Jet_rawEnergy,Jet_energyRing_dR0_ch_Jet_rawEnergy,Jet_energyRing_dR1_ch_Jet_rawEnergy,Jet_energyRing_dR2_ch_Jet_rawEnergy,Jet_energyRing_dR3_ch_Jet_rawEnergy,Jet_energyRing_dR4_ch_Jet_rawEnergy,Jet_energyRing_dR0_mu_Jet_rawEnergy,Jet_energyRing_dR1_mu_Jet_rawEnergy,Jet_energyRing_dR2_mu_Jet_rawEnergy,Jet_energyRing_dR3_mu_Jet_rawEnergy,Jet_energyRing_dR4_mu_Jet_rawEnergy", + "out_dir": "/work/ea887128/NN_outputs/charm_long_2017", + "inp_dir": "/work/ea887128/created_hd5", + "inp_files": "TT_2017_big_RegressionPerJet_nanoAOD_2018_JECv8_0charm.hd5", + "hparams": null, + "batch_size": 1024, + "epochs": 100, + "seed": 98543, + "nkfolds": 5, + "normalize_target": true, + "x_val": false, + "inp_file_valid": "TT_2017_small_RegressionPerJet_nanoAOD_2018_JECv8_0charm.hd5" + } +} diff --git a/creg_training_2018.pb b/creg_training_2018.pb new file mode 100644 index 0000000..0dd694e Binary files /dev/null and b/creg_training_2018.pb differ diff --git a/creg_training_2018_config.json b/creg_training_2018_config.json new file mode 100644 index 0000000..51bc02a --- /dev/null +++ b/creg_training_2018_config.json @@ -0,0 +1,63 @@ +{ + "y_mean": 0.993854820728302, + "y_std": 0.24325256049633026, + "Trainable_params": 2833617, + "Nontrainable_params": 8014, + "model_params": { + "activations": [ + "lrelu", + "lrelu", + "lrelu", + "lrelu", + "lrelu", + "lrelu" + ], + "batch_norm": true, + "const_output_biases": null, + "do_bn0": true, + "dropout": 0.1, + "input_shape": [ + 39 + ], + "layers": [ + 1024, + 1024, + 1024, + 512, + 256, + 128 + ], + "loss": "HybridLoss", + "loss_params": {}, + "monitor_dir": "./Z12_CReg18_Epoch100_40H_11601064", + "name": "ffwd", + "non_neg": false, + "optimizer": "Adam", + "optimizer_params": { + "lr": 0.001 + }, + "output_shape": null, + "save_best_only": true, + "valid_frac": null + }, + "fit_kwargs": { + "epochs": 100, + "steps_per_epoch": 105440, + "verbose": 2 + }, + "options": { + "inp_dir": "../breg_nano18/TT_Had/", + "out_dir": "./Z12_CReg18_Epoch100_40H_11601064", + "inp_files": "all", + "inp_file_valid": "TT_PerJet_1.root.hd5", + "features": "Jet_pt,Jet_eta,rho,Jet_mt,Jet_leadTrackPt,Jet_leptonPtRel,Jet_leptonDeltaR,Jet_neHEF,Jet_neEmEF,Jet_vtxPt,Jet_vtxMass,Jet_vtx3dL,Jet_vtxNtrk,Jet_vtx3deL,Jet_numDaughters_pt03,Jet_chEmEF,Jet_chHEF,Jet_ptd,Jet_mass,Jet_energyRing_dR0_em_Jet_rawEnergy,Jet_energyRing_dR1_em_Jet_rawEnergy,Jet_energyRing_dR2_em_Jet_rawEnergy,Jet_energyRing_dR3_em_Jet_rawEnergy,Jet_energyRing_dR4_em_Jet_rawEnergy,Jet_energyRing_dR0_neut_Jet_rawEnergy,Jet_energyRing_dR1_neut_Jet_rawEnergy,Jet_energyRing_dR2_neut_Jet_rawEnergy,Jet_energyRing_dR3_neut_Jet_rawEnergy,Jet_energyRing_dR4_neut_Jet_rawEnergy,Jet_energyRing_dR0_ch_Jet_rawEnergy,Jet_energyRing_dR1_ch_Jet_rawEnergy,Jet_energyRing_dR2_ch_Jet_rawEnergy,Jet_energyRing_dR3_ch_Jet_rawEnergy,Jet_energyRing_dR4_ch_Jet_rawEnergy,Jet_energyRing_dR0_mu_Jet_rawEnergy,Jet_energyRing_dR1_mu_Jet_rawEnergy,Jet_energyRing_dR2_mu_Jet_rawEnergy,Jet_energyRing_dR3_mu_Jet_rawEnergy,Jet_energyRing_dR4_mu_Jet_rawEnergy", + "normalize_target": true, + "loss": "HybridLoss", + "batch_size": 1024, + "epochs": 100, + "hparams": null, + "seed": 98543, + "x_val": false, + "nkfolds": 5 + } +} \ No newline at end of file