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creg_training_2017_config.json
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creg_training_2017_config.json
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{
"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"
}
}