breg_training_2017_config.json

{
    "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
    }
}