creg_training_2018_config.json

{
    "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
    }
}