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| # | ||
| # Configuration file for n3fit | ||
| # | ||
| ############################################################ | ||
| description: "SIMUnet OtG-nlo benchmark with ttbar data." | ||
|
|
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| ############################################################ | ||
| # 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: 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: 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: 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]} # HERE STARTS THE TOP SECTOR | ||
| #- {dataset: ATLASTTBARTOT7TEV, cfac: [QCD]} # No C-facs | ||
| - {dataset: ATLASTTBARTOT8TEV, cfac: [QCD], fit_cfac: True} | ||
| - {dataset: ATLAS_TOPDIFF_DILEPT_8TEV_TTMNORM, cfac: [QCD], fit_cfac: True} | ||
| - {dataset: ATLAS_TTBAR_8TEV_LJETS_TOTAL, cfac: [QCD], fit_cfac: True} | ||
| - {dataset: ATLAS_TTB_DIFF_8TEV_LJ_TRAPNORM, cfac: [QCD], fit_cfac: True} | ||
| - {dataset: ATLAS_TTB_DIFF_8TEV_LJ_TTRAPNORM, cfac: [QCD], fit_cfac: True} | ||
| - {dataset: ATLAS_TTBAR_13TEV_DILEPTON_TOTAL, cfac: [QCD], fit_cfac: True} | ||
| - {dataset: ATLAS_TTBAR_13TEV_HADRONIC_TOTAL, cfac: [QCD], fit_cfac: True} | ||
| - {dataset: ATLAS_TTBAR_13TEV_HADRONIC_2D_TTM_ABSYTTNORM, cfac: [QCD], fit_cfac: True} | ||
| - {dataset: ATLAS_TTBAR_13TEV_LJETS_TOTAL, cfac: [QCD], fit_cfac: True} | ||
| - {dataset: ATLAS_TTBAR_13TEV_TTMNORM, cfac: [QCD], fit_cfac: True} | ||
| #- {dataset: CMSTTBARTOT5TEV, frac: 0.75, cfac: [QCD]} No C-facs | ||
| #- {dataset: CMSTTBARTOT7TEV, frac: 0.75, cfac: [QCD]} # No C-facs | ||
| - {dataset: CMSTTBARTOT8TEV, frac: 0.75, cfac: [QCD], fit_cfac: True} | ||
| - {dataset: CMS_TTBAR_2D_DIFF_MTT_TTRAP_NORM, frac: 0.75, cfac: [QCD], fit_cfac: True} | ||
| - {dataset: CMSTOPDIFF8TEVTTRAPNORM, frac: 0.75, cfac: [QCD], fit_cfac: True} | ||
| - {dataset: CMSTTBARTOT13TEV, frac: 0.75, cfac: [QCD], fit_cfac: True} | ||
| - {dataset: CMS_TTB_DIFF_13TEV_2016_2L_TTMNORM, frac: 0.75, fit_cfac: True} | ||
| - {dataset: CMS_TTBAR_13TEV_LJETS_TOTAL, frac: 0.75, cfac: [QCD], fit_cfac: True} | ||
| - {dataset: CMS_TTBAR_13TEV_LJETS_2D_TTM_ABSYTTNORM, frac: 0.75, cfac: [QCD], fit_cfac: True} | ||
| - {dataset: ATLAS_CMS_TTBAR_8TEV_ASY, frac: 0.75, fit_cfac: True} | ||
| - {dataset: ATLAS_TTBAR_13TEV_ASY, frac: 0.75, fit_cfac: True} | ||
| - {dataset: ATLAS_TTBAR_8TEV_ASY, frac: 0.75, fit_cfac: True} | ||
| - {dataset: CMS_TTBAR_13TEV_ASY, frac: 0.75, fit_cfac: True} | ||
| - {dataset: CMS_TTBAR_8TEV_ASY, frac: 0.75, fit_cfac: True} # FROM HERE DOWNWARDS THEY DON'T ENTER THE BENCHMARK | ||
| #- {dataset: CMS_TTBARZ_8TEV_TOTAL, frac: 0.75} | ||
| #- {dataset: CMS_TTBARZ_13TEV_TOTAL, frac: 0.75, cfac: [QCD]} | ||
| #- {dataset: ATLAS_TTBARZ_8TEV_TOTAL, frac: 0.75} | ||
| #- {dataset: ATLAS_TTBARZ_13TEV_TOTAL, frac: 0.75, cfac: [QCD]} | ||
| #- {dataset: CMS_TTBARW_8TEV_TOTAL, frac: 0.75} | ||
| #- {dataset: CMS_TTBARW_13TEV_TOTAL, frac: 0.75, cfac: [QCD]} | ||
| #- {dataset: ATLAS_TTBARW_8TEV_TOTAL, frac: 0.75} | ||
| #- {dataset: ATLAS_TTBARW_13TEV_TOTAL, frac: 0.75, cfac: [QCD]} | ||
| #- {dataset: CMS_SINGLETOP_TCH_8TEV_T, frac: 0.75, cfac: [QCD]} | ||
| #- {dataset: CMS_SINGLETOP_TCH_8TEV_TB, frac: 0.75, cfac: [QCD]} | ||
| #- {dataset: ATLAS_SINGLETOP_TCH_DIFF_8TEV_T_RAP, frac: 0.75, cfac: [QCD]} | ||
| #- {dataset: ATLAS_SINGLETOP_TCH_DIFF_8TEV_TBAR_RAP, frac: 0.75, cfac: [QCD]} | ||
| #- {dataset: CMS_SINGLETOP_SCH_8TEV_TOTAL, frac: 0.75} | ||
| #- {dataset: ATLAS_SINGLETOP_SCH_8TEV_TOTAL, frac: 0.75} | ||
| #- {dataset: ATLAS_SINGLETOP_TCH_13TEV_T, frac: 0.75, cfac: [QCD]} | ||
| #- {dataset: ATLAS_SINGLETOP_TCH_13TEV_TB, frac: 0.75, cfac: [QCD]} | ||
| #- {dataset: CMS_SINGLETOP_TCH_13TEV_T, frac: 0.75, cfac: [QCD]} | ||
| #- {dataset: CMS_SINGLETOP_TCH_13TEV_TB, frac: 0.75, cfac: [QCD]} | ||
| #- {dataset: CMS_SINGLETOP_TCH_13TEV_YTNORM, frac: 0.75} | ||
| #- {dataset: ATLAS_SINGLETOPW_8TEV_TOTAL, frac: 0.75} | ||
| #- {dataset: ATLAS_SINGLETOPW_8TEV_SLEP_TOTAL, frac: 0.75} | ||
| #- {dataset: CMS_SINGLETOPW_8TEV_TOTAL, frac: 0.75} | ||
| #- {dataset: ATLAS_SINGLETOPW_13TEV_TOTAL, frac: 0.75} | ||
| #- {dataset: CMS_SINGLETOPW_13TEV_TOTAL, frac: 0.75} | ||
| #- {dataset: CMS_SINGLETOPW_13TEV_SLEP_TOTAL, frac: 0.75} | ||
|
|
||
| ############################################################ | ||
| fit_cfactors: ["OtG-nlo"] | ||
|
|
||
| ############################################################ | ||
| datacuts: | ||
| t0pdfset: 210219-02-rs-nnpdf40-1000 # PDF set to generate t0 covmat | ||
| q2min: 3.49 # Q2 minimum | ||
| w2min: 12.5 # W2 minimum | ||
|
|
||
| ############################################################ | ||
| theory: | ||
| theoryid: 200 # database id | ||
|
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||
| norm_threshold: 4 | ||
|
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||
| ############################################################ | ||
| cfactorscale: 1.0 | ||
| trvlseed: 475038818 | ||
| nnseed: 2394641471 | ||
| mcseed: 1831662593 | ||
| 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 | ||
| threshold_chi2: 3.5 | ||
|
|
||
| fitting: | ||
| savepseudodata: True | ||
| fitbasis: EVOL # EVOL (7), EVOLQED (8), etc. | ||
| basis: | ||
| - {fl: sng, trainable: false, smallx: [1.093, 1.121], largex: [1.486, 3.287]} | ||
| - {fl: g, trainable: false, smallx: [0.8329, 1.071], largex: [3.084, 6.767]} | ||
| - {fl: v, trainable: false, smallx: [0.5202, 0.7431], largex: [1.556, 3.639]} | ||
| - {fl: v3, trainable: false, smallx: [0.1205, 0.4839], largex: [1.736, 3.622]} | ||
| - {fl: v8, trainable: false, smallx: [0.5864, 0.7987], largex: [1.559, 3.569]} | ||
| - {fl: t3, trainable: false, smallx: [-0.5019, 1.126], largex: [1.754, 3.479]} | ||
| - {fl: t8, trainable: false, smallx: [0.6305, 0.8806], largex: [1.544, 3.481]} | ||
| - {fl: t15, trainable: false, smallx: [1.087, 1.139], largex: [1.48, 3.365]} | ||
|
|
||
| ############################################################ | ||
| 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} | ||
|
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||
| ############################################################ | ||
| integrability: | ||
| integdatasets: | ||
| - {dataset: INTEGXT8, maxlambda: 1e2} | ||
| - {dataset: INTEGXT3, maxlambda: 1e2} | ||
|
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| ############################################################ | ||
| debug: false | ||
| maxcores: 4 |