breg_training_2016_config.json

{
    "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
    }
}