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n3fit/runcards/hyperopt_studies/restricted_search_space_renew_hyperopt.yml
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# | ||
# Configuration file for n3fit | ||
# | ||
############################################################ | ||
description: "NNPDF4.0 NNLO reduced set for hyperoptimization" | ||
############################################################ | ||
# frac: training fraction | ||
dataset_inputs: | ||
- {dataset: NMC_NC_NOTFIXED_DW_EM-F2, frac: 0.75, variant: legacy} | ||
- {dataset: NMC_NC_NOTFIXED_P_EM-SIGMARED, frac: 0.75, variant: legacy} | ||
- {dataset: SLAC_NC_NOTFIXED_P_DW_EM-F2, frac: 0.75, variant: legacy} | ||
- {dataset: SLAC_NC_NOTFIXED_D_DW_EM-F2, frac: 0.75, variant: legacy} | ||
- {dataset: BCDMS_NC_NOTFIXED_P_DW_EM-F2, frac: 0.75, variant: legacy} | ||
- {dataset: BCDMS_NC_NOTFIXED_D_DW_EM-F2, frac: 0.75, variant: legacy} | ||
- {dataset: CHORUS_CC_NOTFIXED_PB_DW_NU-SIGMARED, frac: 0.75, variant: legacy} | ||
- {dataset: CHORUS_CC_NOTFIXED_PB_DW_NB-SIGMARED, frac: 0.75, variant: legacy} | ||
- {dataset: NUTEV_CC_NOTFIXED_FE_DW_NU-SIGMARED, cfac: [MAS], frac: 0.75, variant: legacy} | ||
- {dataset: NUTEV_CC_NOTFIXED_FE_DW_NB-SIGMARED, cfac: [MAS], frac: 0.75, variant: legacy} | ||
- {dataset: HERA_NC_318GEV_EM-SIGMARED, frac: 0.75, variant: legacy} | ||
- {dataset: HERA_NC_225GEV_EP-SIGMARED, frac: 0.75, variant: legacy} | ||
- {dataset: HERA_NC_251GEV_EP-SIGMARED, frac: 0.75, variant: legacy} | ||
- {dataset: HERA_NC_300GEV_EP-SIGMARED, frac: 0.75, variant: legacy} | ||
- {dataset: HERA_NC_318GEV_EP-SIGMARED, frac: 0.75, variant: legacy} | ||
- {dataset: HERA_CC_318GEV_EM-SIGMARED, frac: 0.75, variant: legacy} | ||
- {dataset: HERA_CC_318GEV_EP-SIGMARED, frac: 0.75, variant: legacy} | ||
- {dataset: HERA_NC_318GEV_EAVG_CHARM-SIGMARED, frac: 0.75, variant: legacy} | ||
- {dataset: HERA_NC_318GEV_EAVG_BOTTOM-SIGMARED, frac: 0.75, variant: legacy} | ||
- {dataset: DYE866_Z0_800GEV_DW_RATIO_PDXSECRATIO, frac: 0.75, variant: legacy} | ||
- {dataset: DYE866_Z0_800GEV_PXSEC, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: DYE605_Z0_38P8GEV_DW_PXSEC, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: DYE906_Z0_120GEV_DW_PDXSECRATIO, frac: 0.75, cfac: [ACC], variant: legacy} | ||
- {dataset: CDF_Z0_1P96TEV_ZRAP, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: D0_Z0_1P96TEV_ZRAP, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: D0_WPWM_1P96TEV_ASY, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: ATLAS_WPWM_7TEV_36PB_ETA, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: ATLAS_Z0_7TEV_36PB_ETA, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: ATLAS_Z0_7TEV_49FB_HIMASS, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: ATLAS_Z0_7TEV_LOMASS_M, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: ATLAS_WPWM_7TEV_46FB_CC-ETA, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: ATLAS_Z0_7TEV_46FB_CC-Y, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: ATLAS_Z0_7TEV_46FB_CF-Y, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: ATLAS_Z0_8TEV_HIMASS_M-Y, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: ATLAS_Z0_8TEV_LOWMASS_M-Y, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: ATLAS_Z0_13TEV_TOT, frac: 0.75, cfac: [NRM], variant: legacy} | ||
- {dataset: ATLAS_WPWM_13TEV_TOT, frac: 0.75, cfac: [NRM], variant: legacy} | ||
- {dataset: ATLAS_WJ_JET_8TEV_WP-PT, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: ATLAS_WJ_JET_8TEV_WM-PT, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: ATLAS_Z0J_8TEV_PT-M, frac: 0.75, cfac: [], variant: legacy_10} | ||
- {dataset: ATLAS_Z0J_8TEV_PT-Y, frac: 0.75, cfac: [], variant: legacy_10} | ||
- {dataset: ATLAS_TTBAR_7TEV_TOT_X-SEC, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: ATLAS_TTBAR_8TEV_TOT_X-SEC, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: ATLAS_TTBAR_13TEV_TOT_X-SEC, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: ATLAS_TTBAR_8TEV_LJ_DIF_YT-NORM, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: ATLAS_TTBAR_8TEV_LJ_DIF_YTTBAR-NORM, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: ATLAS_TTBAR_8TEV_2L_DIF_YTTBAR-NORM, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: ATLAS_1JET_8TEV_R06_PTY, frac: 0.75, cfac: [], variant: legacy_decorrelated} | ||
- {dataset: ATLAS_2JET_7TEV_R06_M12Y, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: ATLAS_PH_13TEV_XSEC, frac: 0.75, cfac: [EWK], variant: legacy} | ||
- {dataset: ATLAS_SINGLETOP_7TEV_TCHANNEL-XSEC, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: ATLAS_SINGLETOP_13TEV_TCHANNEL-XSEC, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: ATLAS_SINGLETOP_7TEV_T-Y-NORM, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: ATLAS_SINGLETOP_7TEV_TBAR-Y-NORM, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: ATLAS_SINGLETOP_8TEV_T-RAP-NORM, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: ATLAS_SINGLETOP_8TEV_TBAR-RAP-NORM, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: CMS_WPWM_7TEV_ELECTRON_ASY, frac: 0.75, cfac: []} | ||
- {dataset: CMS_WPWM_7TEV_MUON_ASY, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: CMS_Z0_7TEV_DIMUON_2D, frac: 0.75, cfac: []} | ||
- {dataset: CMS_WPWM_8TEV_MUON_Y, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: CMS_Z0J_8TEV_PT-Y, frac: 0.75, cfac: [NRM], variant: legacy_10} | ||
- {dataset: CMS_2JET_7TEV_M12Y, frac: 0.75, cfac: []} | ||
- {dataset: CMS_1JET_8TEV_PTY, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: CMS_TTBAR_7TEV_TOT_X-SEC, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: CMS_TTBAR_8TEV_TOT_X-SEC, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: CMS_TTBAR_13TEV_TOT_X-SEC, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: CMS_TTBAR_8TEV_LJ_DIF_YTTBAR-NORM, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: CMS_TTBAR_5TEV_TOT_X-SEC, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: CMS_TTBAR_8TEV_2L_DIF_MTTBAR-YT-NORM, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: CMS_TTBAR_13TEV_2L_DIF_YT, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: CMS_TTBAR_13TEV_LJ_2016_DIF_YTTBAR, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: CMS_SINGLETOP_7TEV_TCHANNEL-XSEC, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: CMS_SINGLETOP_8TEV_TCHANNEL-XSEC, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: CMS_SINGLETOP_13TEV_TCHANNEL-XSEC, frac: 0.75, cfac: [], variant: legacy} | ||
- {dataset: LHCB_Z0_7TEV_DIELECTRON_Y, frac: 0.75, cfac: []} | ||
- {dataset: LHCB_Z0_8TEV_DIELECTRON_Y, frac: 0.75, cfac: []} | ||
- {dataset: LHCB_WPWM_7TEV_MUON_Y, frac: 0.75, cfac: [NRM]} | ||
- {dataset: LHCB_Z0_7TEV_MUON_Y, frac: 0.75, cfac: [NRM]} | ||
- {dataset: LHCB_WPWM_8TEV_MUON_Y, frac: 0.75, cfac: [NRM]} | ||
- {dataset: LHCB_Z0_8TEV_MUON_Y, frac: 0.75, cfac: [NRM]} | ||
- {dataset: LHCB_Z0_13TEV_DIMUON-Y, frac: 0.75, cfac: []} | ||
- {dataset: LHCB_Z0_13TEV_DIELECTRON-Y, frac: 0.75, cfac: []} | ||
|
||
############################################################ | ||
datacuts: | ||
t0pdfset: NNPDF40_nnlo_as_01180_qcd # PDF set to generate t0 covmat | ||
q2min: 3.49 # Q2 minimum | ||
w2min: 12.5 # W2 minimum | ||
|
||
############################################################ | ||
theory: | ||
theoryid: 700 # database id | ||
|
||
sampling: | ||
separate_multiplicative: false | ||
|
||
hyperscan_config: | ||
architecture: | ||
n_layers: [2] | ||
min_units: 10 | ||
max_units: 45 | ||
optimizer: | ||
- optimizer_name: 'Nadam' | ||
learning_rate: | ||
sampling: log | ||
min: 1e-4 | ||
max: 1e-2 | ||
clipnorm: | ||
sampling: log | ||
min: 1e-7 | ||
max: 1e-4 | ||
- optimizer_name: 'Adam' | ||
learning_rate: | ||
sampling: log | ||
min: 1e-4 | ||
max: 1e-2 | ||
clipnorm: | ||
sampling: log | ||
min: 1e-7 | ||
max: 1e-4 | ||
|
||
kfold: | ||
loss_type: chi2 | ||
replica_statistic: average | ||
fold_statistic: average | ||
penalties: | ||
- saturation | ||
- patience | ||
- integrability | ||
threshold: 10 | ||
partitions: | ||
- datasets: | ||
# DIS | ||
- HERA_CC_318GEV_EM-SIGMARED | ||
- HERA_NC_225GEV_EP-SIGMARED | ||
#- HERA_NC_318GEV_EAVG_BOTTOM-SIGMARED | ||
- HERA_NC_318GEV_EAVG_CHARM-SIGMARED | ||
- NMC_NC_NOTFIXED_P_EM-SIGMARED | ||
- NUTEV_CC_NOTFIXED_FE_DW_NB-SIGMARED | ||
# EWK | ||
- LHCB_Z0_8TEV_DIELECTRON_Y | ||
- CMS_WPWM_7TEV_ELECTRON_ASY | ||
- ATLAS_Z0J_8TEV_PT-M | ||
- D0_WPWM_1P96TEV_ASY | ||
- DYE866_Z0_800GEV_PXSEC | ||
# JETS+TOP | ||
- ATLAS_PH_13TEV_XSEC | ||
- ATLAS_2JET_7TEV_R06_M12Y | ||
- ATLAS_SINGLETOP_8TEV_TBAR-RAP-NORM | ||
- CMS_TTBAR_7TEV_TOT_X-SEC # is this right or should it be one of the others? | ||
- CMS_SINGLETOP_7TEV_TCHANNEL-XSEC | ||
- datasets: | ||
# DIS | ||
- CHORUS_CC_NOTFIXED_PB_DW_NU-SIGMARED | ||
- HERA_NC_318GEV_EP-SIGMARED | ||
- BCDMS_NC_NOTFIXED_P_DW_EM-F2 | ||
# EWK | ||
- LHCB_Z0_7TEV_DIELECTRON_Y | ||
- ATLAS_Z0_7TEV_36PB_ETA | ||
- CMS_Z0J_8TEV_PT-Y | ||
- DYE605_Z0_38P8GEV_DW_PXSEC | ||
- CMS_Z0_7TEV_DIMUON_2D | ||
# JET+TOP | ||
- CMS_2JET_7TEV_M12Y | ||
- ATLAS_SINGLETOP_7TEV_TBAR-Y-NORM | ||
- ATLAS_SINGLETOP_7TEV_TCHANNEL-XSEC | ||
- CMS_TTBAR_8TEV_LJ_DIF_YTTBAR-NORM | ||
- CMS_SINGLETOP_8TEV_TCHANNEL-XSEC | ||
- datasets: | ||
# DIS | ||
- HERA_CC_318GEV_EP-SIGMARED | ||
- HERA_NC_251GEV_EP-SIGMARED | ||
- NMC_NC_NOTFIXED_DW_EM-F2 | ||
- NUTEV_CC_NOTFIXED_FE_DW_NU-SIGMARED | ||
# EWK | ||
- LHCB_WPWM_7TEV_MUON_Y | ||
- LHCB_Z0_13TEV_DIELECTRON-Y | ||
- ATLAS_Z0_7TEV_46FB_CC-Y | ||
- ATLAS_WJ_JET_8TEV_WP-PT | ||
- ATLAS_Z0_7TEV_49FB_HIMASS | ||
- CMS_WPWM_7TEV_MUON_ASY | ||
- DYE866_Z0_800GEV_DW_RATIO_PDXSECRATIO | ||
- CDF_Z0_1P96TEV_ZRAP | ||
# JET+TOP | ||
- ATLAS_TTBAR_7TEV_TOT_X-SEC | ||
- ATLAS_SINGLETOP_8TEV_T-RAP-NORM | ||
- CMS_TTBAR_5TEV_TOT_X-SEC | ||
- CMS_TTBAR_8TEV_2L_DIF_MTTBAR-YT-NORM | ||
- datasets: | ||
# DIS | ||
- CHORUS_CC_NOTFIXED_PB_DW_NB-SIGMARED | ||
- HERA_NC_300GEV_EP-SIGMARED | ||
# EWK | ||
- LHCB_WPWM_8TEV_MUON_Y | ||
- LHCB_Z0_13TEV_DIMUON-Y | ||
- ATLAS_Z0_7TEV_46FB_CF-Y | ||
- ATLAS_WJ_JET_8TEV_WM-PT | ||
- ATLAS_Z0_7TEV_LOMASS_M | ||
- ATLAS_Z0J_8TEV_PT-Y | ||
- CMS_WPWM_8TEV_MUON_Y | ||
- D0_Z0_1P96TEV_ZRAP | ||
# JET+TOP | ||
- CMS_1JET_8TEV_PTY | ||
- ATLAS_SINGLETOP_7TEV_T-Y-NORM | ||
- ATLAS_SINGLETOP_13TEV_TCHANNEL-XSEC | ||
- CMS_SINGLETOP_13TEV_TCHANNEL-XSEC | ||
|
||
############################################################ | ||
trvlseed: 2182363835 | ||
nnseed: 4044040809 | ||
mcseed: 1977428487 | ||
genrep: true # true = generate MC replicas, false = use real data | ||
|
||
# Baseline parameters from table 9 of https://doi.org/10.1140/epjc/s10052-022-10328-7 | ||
# These are used for parameters that are not included in the hyperoptimization | ||
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: false | ||
fitbasis: EVOL | ||
basis: | ||
- {fl: sng, trainable: false, smallx: [1.091, 1.119], largex: [1.471, 3.021]} | ||
- {fl: g, trainable: false, smallx: [0.7795, 1.095], largex: [2.742, 5.547]} | ||
- {fl: v, trainable: false, smallx: [0.472, 0.7576], largex: [1.571, 3.559]} | ||
- {fl: v3, trainable: false, smallx: [0.07483, 0.4501], largex: [1.714, 3.467]} | ||
- {fl: v8, trainable: false, smallx: [0.5731, 0.779], largex: [1.555, 3.465]} | ||
- {fl: t3, trainable: false, smallx: [-0.5498, 1.0], largex: [1.778, 3.5]} | ||
- {fl: t8, trainable: false, smallx: [0.5469, 0.857], largex: [1.555, 3.391]} | ||
- {fl: t15, trainable: false, smallx: [1.081, 1.142], largex: [1.491, 3.092]} | ||
|
||
############################################################ | ||
positivity: | ||
posdatasets: | ||
- {dataset: NNPDF_POS_2P24GEV_F2U, maxlambda: 1e6} # Positivity Lagrange Multiplier | ||
- {dataset: NNPDF_POS_2P24GEV_F2D, maxlambda: 1e6} | ||
- {dataset: NNPDF_POS_2P24GEV_F2S, maxlambda: 1e6} | ||
- {dataset: NNPDF_POS_2P24GEV_FLL-19PTS, maxlambda: 1e6} | ||
- {dataset: NNPDF_POS_2P24GEV_DYU, maxlambda: 1e10} | ||
- {dataset: NNPDF_POS_2P24GEV_DYD, maxlambda: 1e10} | ||
- {dataset: NNPDF_POS_2P24GEV_DYS, maxlambda: 1e10} | ||
- {dataset: NNPDF_POS_2P24GEV_F2C-17PTS, maxlambda: 1e6} | ||
- {dataset: NNPDF_POS_2P24GEV_XUQ, maxlambda: 1e6} # Positivity of MSbar PDFs | ||
- {dataset: NNPDF_POS_2P24GEV_XUB, maxlambda: 1e6} | ||
- {dataset: NNPDF_POS_2P24GEV_XDQ, maxlambda: 1e6} | ||
- {dataset: NNPDF_POS_2P24GEV_XDB, maxlambda: 1e6} | ||
- {dataset: NNPDF_POS_2P24GEV_XSQ, maxlambda: 1e6} | ||
- {dataset: NNPDF_POS_2P24GEV_XSB, maxlambda: 1e6} | ||
- {dataset: NNPDF_POS_2P24GEV_XGL, maxlambda: 1e6} | ||
|
||
############################################################ | ||
integrability: | ||
integdatasets: | ||
- {dataset: NNPDF_INTEG_3GEV_XT8, maxlambda: 1e2} | ||
- {dataset: NNPDF_INTEG_3GEV_XT3, maxlambda: 1e2} | ||
|
||
############################################################ | ||
debug: false | ||
parallel_models: true |
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