#
# Configuration file for n3fit
#
############################################################
description: "feature scaling test"

############################################################
# frac: training fraction
# ewk: apply ewk k-factors
# sys: systematics treatment (see systypes)
dataset_inputs:
- {dataset: NMCPD_dw_ite, frac: 0.75}
- {dataset: NMC, frac: 0.75}
- {dataset: SLACP_dwsh, frac: 0.75}
- {dataset: SLACD_dw_ite, frac: 0.75}
- {dataset: BCDMSP_dwsh, frac: 0.75}
- {dataset: BCDMSD_dw_ite, frac: 0.75}
- {dataset: CHORUSNUPb_dw_ite, frac: 0.75}
- {dataset: CHORUSNBPb_dw_ite, frac: 0.75}
- {dataset: NTVNUDMNFe_dw_ite, frac: 0.75, cfac: [MAS]}
- {dataset: NTVNBDMNFe_dw_ite, frac: 0.75, cfac: [MAS]}
- {dataset: HERACOMBNCEM, frac: 0.75}
- {dataset: HERACOMBNCEP460, frac: 0.75}
- {dataset: HERACOMBNCEP575, frac: 0.75}
- {dataset: HERACOMBNCEP820, frac: 0.75}
- {dataset: HERACOMBNCEP920, frac: 0.75}
- {dataset: HERACOMBCCEM, frac: 0.75}
- {dataset: HERACOMBCCEP, frac: 0.75}
- {dataset: HERACOMB_SIGMARED_C, frac: 0.75}
- {dataset: HERACOMB_SIGMARED_B, frac: 0.75}
- {dataset: DYE886R_dw_ite, frac: 0.75, cfac: [QCD]}
- {dataset: DYE886P, frac: 0.75, cfac: [QCD]}
- {dataset: DYE605_dw_ite, frac: 0.75, cfac: [QCD]}
- {dataset: DYE906R_dw_ite, frac: 0.75, cfac: [ACC, QCD]}
- {dataset: CDFZRAP_NEW, frac: 0.75, cfac: [QCD]}
- {dataset: D0ZRAP_40, frac: 0.75, cfac: [QCD]}
- {dataset: D0WMASY, frac: 0.75, cfac: [QCD]}
- {dataset: ATLASWZRAP36PB, frac: 0.75, cfac: [QCD]}
- {dataset: ATLASZHIGHMASS49FB, frac: 0.75, cfac: [QCD]}
- {dataset: ATLASLOMASSDY11EXT, frac: 0.75, cfac: [QCD]}
- {dataset: ATLASWZRAP11CC, frac: 0.75, cfac: [QCD]}
- {dataset: ATLASWZRAP11CF, frac: 0.75, cfac: [QCD]}
- {dataset: ATLASDY2D8TEV, frac: 0.75, cfac: [QCDEWK]}
- {dataset: ATLAS_DY_2D_8TEV_LOWMASS, frac: 0.75, cfac: [QCD]}
- {dataset: ATLAS_WZ_TOT_13TEV, frac: 0.75, cfac: [NRM, QCD]}
- {dataset: ATLAS_WP_JET_8TEV_PT, frac: 0.75, cfac: [QCD]}
- {dataset: ATLAS_WM_JET_8TEV_PT, frac: 0.75, cfac: [QCD]}
- {dataset: ATLASZPT8TEVMDIST, frac: 0.75, cfac: [QCD], sys: 10}
- {dataset: ATLASZPT8TEVYDIST, frac: 0.75, cfac: [QCD], sys: 10}
- {dataset: ATLASTTBARTOT7TEV, frac: 0.75, cfac: [QCD]}
- {dataset: ATLASTTBARTOT8TEV, frac: 0.75, cfac: [QCD]}
- {dataset: ATLAS_TTBARTOT_13TEV_FULLLUMI, frac: 0.75, cfac: [QCD]}
- {dataset: ATLAS_TTB_DIFF_8TEV_LJ_TRAPNORM, frac: 0.75, cfac: [QCD]}
- {dataset: ATLAS_TTB_DIFF_8TEV_LJ_TTRAPNORM, frac: 0.75, cfac: [QCD]}
- {dataset: ATLAS_TOPDIFF_DILEPT_8TEV_TTRAPNORM, frac: 0.75, cfac: [QCD]}
- {dataset: ATLAS_1JET_8TEV_R06_DEC, frac: 0.75, cfac: [QCD]}
- {dataset: ATLAS_2JET_7TEV_R06, frac: 0.75, cfac: [QCD]}
- {dataset: ATLASPHT15_SF, frac: 0.75, cfac: [QCD, EWK]}
- {dataset: ATLAS_SINGLETOP_TCH_R_7TEV, frac: 0.75, cfac: [QCD]}
- {dataset: ATLAS_SINGLETOP_TCH_R_13TEV, frac: 0.75, cfac: [QCD]}
- {dataset: ATLAS_SINGLETOP_TCH_DIFF_7TEV_T_RAP_NORM, frac: 0.75, cfac: [QCD]}
- {dataset: ATLAS_SINGLETOP_TCH_DIFF_7TEV_TBAR_RAP_NORM, frac: 0.75, cfac: [QCD]}
- {dataset: ATLAS_SINGLETOP_TCH_DIFF_8TEV_T_RAP_NORM, frac: 0.75, cfac: [QCD]}
- {dataset: ATLAS_SINGLETOP_TCH_DIFF_8TEV_TBAR_RAP_NORM, frac: 0.75, cfac: [QCD]}
- {dataset: CMSWEASY840PB, frac: 0.75, cfac: [QCD]}
- {dataset: CMSWMASY47FB, frac: 0.75, cfac: [QCD]}
- {dataset: CMSDY2D11, frac: 0.75, cfac: [QCD]}
- {dataset: CMSWMU8TEV, frac: 0.75, cfac: [QCD]}
- {dataset: CMSZDIFF12, frac: 0.75, cfac: [QCD, NRM], sys: 10}
- {dataset: CMS_2JET_7TEV, frac: 0.75, cfac: [QCD]}
- {dataset: CMS_1JET_8TEV, frac: 0.75, cfac: [QCD]}
- {dataset: CMSTTBARTOT7TEV, frac: 0.75, cfac: [QCD]}
- {dataset: CMSTTBARTOT8TEV, frac: 0.75, cfac: [QCD]}
- {dataset: CMSTTBARTOT13TEV, frac: 0.75, cfac: [QCD]}
- {dataset: CMSTOPDIFF8TEVTTRAPNORM, frac: 0.75, cfac: [QCD]}
- {dataset: CMSTTBARTOT5TEV, frac: 0.75, cfac: [QCD]}
- {dataset: CMS_TTBAR_2D_DIFF_MTT_TRAP_NORM, frac: 0.75, cfac: [QCD]}
- {dataset: CMS_TTB_DIFF_13TEV_2016_2L_TRAP, frac: 0.75, cfac: [QCD]}
- {dataset: CMS_TTB_DIFF_13TEV_2016_LJ_TRAP, frac: 0.75, cfac: [QCD]}
- {dataset: CMS_SINGLETOP_TCH_TOT_7TEV, frac: 0.75, cfac: [QCD]}
- {dataset: CMS_SINGLETOP_TCH_R_8TEV, frac: 0.75, cfac: [QCD]}
- {dataset: CMS_SINGLETOP_TCH_R_13TEV, frac: 0.75, cfac: [QCD]}
- {dataset: LHCBZ940PB, frac: 0.75, cfac: [QCD]}
- {dataset: LHCBZEE2FB_40, frac: 0.75, cfac: [QCD]}
- {dataset: LHCBWZMU7TEV, frac: 0.75, cfac: [NRM, QCD]}
- {dataset: LHCBWZMU8TEV, frac: 0.75, cfac: [NRM, QCD]}
- {dataset: LHCB_Z_13TEV_DIMUON, frac: 0.75, cfac: [QCD]}
- {dataset: LHCB_Z_13TEV_DIELECTRON, frac: 0.75, cfac: [QCD]}

############################################################
datacuts:
  t0pdfset: 210713-n3fit-001          # PDF set to generate t0 covmat
  q2min: 3.49                        # Q2 minimum
  w2min: 12.5                        # W2 minimum

############################################################
theory:
  theoryid: 200     # database id

############################################################
trvlseed: 14613416
nnseed: 1865683875
mcseed: 746898422
save: false
genrep: true      # true = generate MC replicas, false = use real data

parameters: # This defines the parameter dictionary that is passed to the Model Trainer
  nodes_per_layer: [25, 20, 8]
  activation_per_layer: [tanh, tanh, linear]
  initializer: glorot_normal
  optimizer:
    clipnorm: 6.073e-6
    learning_rate: 2.621e-3
    optimizer_name: Nadam
  epochs: 17000
  positivity:
    initial: 184.8
    multiplier:
  integrability:
    initial: 10
    multiplier:
  stopping_patience: 0.1
  layer_type: dense
  dropout: 0.0
  interpolation_points: 40
  threshold_chi2: 3.5

fitting:
  fitbasis: EVOL  # EVOL (7), EVOLQED (8), etc.
  basis:
  - {fl: sng, trainable: false, smallx: [1.094, 1.118], largex: [1.46, 3.003]}
  - {fl: g, trainable: false, smallx: [0.8189, 1.044], largex: [2.791, 5.697]}
  - {fl: v, trainable: false, smallx: [0.457, 0.7326], largex: [1.56, 3.431]}
  - {fl: v3, trainable: false, smallx: [0.1462, 0.4061], largex: [1.745, 3.452]}
  - {fl: v8, trainable: false, smallx: [0.5401, 0.7665], largex: [1.539, 3.393]}
  - {fl: t3, trainable: false, smallx: [-0.4401, 0.9163], largex: [1.773, 3.333]}
  - {fl: t8, trainable: false, smallx: [0.5852, 0.8537], largex: [1.533, 3.436]}
  - {fl: t15, trainable: false, smallx: [1.082, 1.142], largex: [1.461, 3.1]}

############################################################
positivity:
  posdatasets:
  - {dataset: POSF2U, maxlambda: 1e6}        # Positivity Lagrange Multiplier
  - {dataset: POSF2DW, maxlambda: 1e6}
  - {dataset: POSF2S, maxlambda: 1e6}
  - {dataset: POSFLL, maxlambda: 1e6}
  - {dataset: POSDYU, maxlambda: 1e10}
  - {dataset: POSDYD, maxlambda: 1e10}
  - {dataset: POSDYS, maxlambda: 1e10}
  - {dataset: POSF2C, maxlambda: 1e6}
  - {dataset: POSXUQ, maxlambda: 1e6}        # Positivity of MSbar PDFs
  - {dataset: POSXUB, maxlambda: 1e6}
  - {dataset: POSXDQ, maxlambda: 1e6}
  - {dataset: POSXDB, maxlambda: 1e6}
  - {dataset: POSXSQ, maxlambda: 1e6}
  - {dataset: POSXSB, maxlambda: 1e6}
  - {dataset: POSXGL, maxlambda: 1e6}

############################################################
integrability:
  integdatasets:
  - {dataset: INTEGXT8, maxlambda: 1e2}
  - {dataset: INTEGXT3, maxlambda: 1e2}

############################################################
debug: false
maxcores: 4