-
Notifications
You must be signed in to change notification settings - Fork 6
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
- Loading branch information
1 parent
6fa4cb1
commit 9e35e0f
Showing
1 changed file
with
240 additions
and
0 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,240 @@ | ||
| ############################################################ | ||
| # Configuration file for N3FIT Polarized Fits hyperopt scan | ||
| ############################################################ | ||
| description: NNPDFpol2.0 NNLO Hyperoptimization Card | ||
| ############################################################ | ||
|
|
||
| ############################################################ | ||
| dataset_inputs: | ||
| # Polarized DIS datasets | ||
| - {dataset: COMPASS15_NC_NOTFIXED_MUP_G1, frac: 0.60, cfac: [NRM]} | ||
| - {dataset: COMPASS15_NC_NOTFIXED_MUD_G1, frac: 0.60, cfac: [NRM]} | ||
| - {dataset: E142_NC_NOTFIXED_EN_G1, frac: 0.60, cfac: [NRM]} | ||
| - {dataset: E143_NC_NOTFIXED_EP_G1, frac: 0.60, cfac: [NRM]} | ||
| - {dataset: E143_NC_NOTFIXED_ED_G1, frac: 0.60, cfac: [NRM]} | ||
| - {dataset: E154_NC_9GEV_EN_G1, frac: 0.60, cfac: [NRM]} | ||
| - {dataset: E155_NC_9GEV_EN_G1F1RATIO, frac: 0.60, cfac: []} | ||
| - {dataset: E155_NC_9GEV_EP_G1F1RATIO, frac: 0.60, cfac: []} | ||
| - {dataset: EMC_NC_NOTFIXED_MUP_G1, frac: 0.60, cfac: [NRM]} | ||
| - {dataset: HERMES_NC_7GEV_ED_G1, frac: 0.60, cfac: [NRM]} | ||
| - {dataset: HERMES_NC_7GEV_EP_G1, frac: 0.60, cfac: [NRM]} | ||
| - {dataset: HERMES97_NC_7GEV_EN_G1, frac: 0.60, cfac: [NRM]} | ||
| - {dataset: JLABE06_NC_3GEV_EN_G1F1RATIO, frac: 0.60, cfac: []} | ||
| - {dataset: JLABEG1B_NC_NOTFIXED_EP_G1F1RATIO, frac: 0.60, cfac: []} | ||
| - {dataset: JLABEG1B_NC_NOTFIXED_ED_G1F1RATIO, frac: 0.60, cfac: []} | ||
| - {dataset: JLABE97_NC_NOTFIXED_EN_G1, frac: 0.60, cfac: [NRM]} | ||
| - {dataset: JLABE99_NC_3GEV_EN_G1F1RATIO, frac: 0.60, cfac: []} | ||
| - {dataset: JLABEG1DVCS_NC_5GEV_ED_G1F1RATIO, frac: 0.60, cfac: []} | ||
| - {dataset: JLABEG1DVCS_NC_3GEV_EP_G1F1RATIO, frac: 0.60, cfac: []} | ||
| - {dataset: SMC_NC_NOTFIXED_MUD_G1, frac: 0.60, cfac: [NRM]} | ||
| - {dataset: SMC_NC_NOTFIXED_MUP_G1, frac: 0.60, cfac: [NRM]} | ||
| - {dataset: SMCSX_NC_24GEV_MUD_G1F1RATIO, frac: 0.60, cfac: []} | ||
| - {dataset: SMCSX_NC_17GEV_MUP_G1F1RATIO, frac: 0.60, cfac: []} | ||
| # Polarized DY datasets | ||
| - {dataset: STAR_WMWP_510GEV_WM-AL, frac: 0.60, cfac: []} | ||
| - {dataset: STAR_WMWP_510GEV_WP-AL, frac: 0.60, cfac: []} | ||
| # Polarized Jet datasets | ||
| - {dataset: STAR_2005_1JET_200GEV_ALL, frac: 0.60, cfac: []} | ||
| - {dataset: STAR_2006_1JET_200GEV_ALL, frac: 0.60, cfac: []} | ||
| - {dataset: STAR_2009_1JET_200GEV_CC-ALL, frac: 0.60, cfac: []} | ||
| - {dataset: STAR_2009_1JET_200GEV_CF-ALL, frac: 0.60, cfac: []} | ||
| - {dataset: STAR_2012_1JET_510GEV_ALL, frac: 0.60, cfac: []} | ||
| - {dataset: STAR_2013_1JET_510GEV_ALL, frac: 0.60, cfac: []} | ||
| - {dataset: STAR_2015_1JET_200GEV_CC-ALL, frac: 0.60, cfac: []} | ||
| - {dataset: STAR_2015_1JET_200GEV_CF-ALL, frac: 0.60, cfac: []} | ||
| - {dataset: PHENIX_1JET_200GEV_ALL, frac: 0.60, cfac: []} | ||
| # Poalrized Dijet datasets | ||
| - {dataset: STAR_2009_2JET_200GEV_A-ALL, frac: 0.60, cfac: []} | ||
| - {dataset: STAR_2009_2JET_200GEV_B-ALL, frac: 0.60, cfac: []} | ||
| - {dataset: STAR_2009_2JET_200GEV_C-ALL, frac: 0.60, cfac: []} | ||
| - {dataset: STAR_2009_2JET_MIDRAP_200GEV_OS-ALL, frac: 0.60, cfac: []} | ||
| - {dataset: STAR_2009_2JET_MIDRAP_200GEV_SS-ALL, frac: 0.60, cfac: []} | ||
| - {dataset: STAR_2012_2JET_510GEV_A-ALL, frac: 0.60, cfac: []} | ||
| - {dataset: STAR_2012_2JET_510GEV_B-ALL, frac: 0.60, cfac: []} | ||
| - {dataset: STAR_2012_2JET_510GEV_C-ALL, frac: 0.60, cfac: []} | ||
| - {dataset: STAR_2012_2JET_510GEV_D-ALL, frac: 0.60, cfac: []} | ||
| - {dataset: STAR_2013_2JET_510GEV_A-ALL, frac: 0.60, cfac: []} | ||
| - {dataset: STAR_2013_2JET_510GEV_B-ALL, frac: 0.60, cfac: []} | ||
| - {dataset: STAR_2013_2JET_510GEV_C-ALL, frac: 0.60, cfac: []} | ||
| - {dataset: STAR_2013_2JET_510GEV_D-ALL, frac: 0.60, cfac: []} | ||
| - {dataset: STAR_2015_2JET_MIDRAP_200GEV_OS-ALL, frac: 0.60, cfac: []} | ||
| - {dataset: STAR_2015_2JET_MIDRAP_200GEV_SS-ALL, frac: 0.60, cfac: []} | ||
|
|
||
| ############################################################ | ||
| datacuts: | ||
| t0pdfset: NNPDFpol11_100 # PDF set to generate t0 covmat | ||
| unpolarized_bc: NNPDF40_nnlo_pch_as_01180 | ||
| q2min: 1.00 # Q2 minimum | ||
| w2min: 4.00 # W2 minimum | ||
|
|
||
| ############################################################ | ||
| # Define the unpolarized PDF set to be used as BC for POS | ||
| positivity_bound: | ||
| unpolarized_bc: NNPDF40_nnlo_pch_as_01180 | ||
| n_std: 1.00 # Standard Deviation to be added as Error | ||
|
|
||
| ############################################################ | ||
| theory: | ||
| theoryid: 41_100_010 | ||
|
|
||
| ############################################################ | ||
| hyperscan_config: | ||
| architecture: | ||
| initializers: ['glorot_normal', 'glorot_uniform'] | ||
| n_layers: [3] | ||
| min_units: 10 | ||
| max_units: 45 | ||
| activations: ['tanh', 'sigmoid'] | ||
| 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 | ||
| stopping: | ||
| min_epochs: 15e3 | ||
| max_epochs: 45e3 | ||
| min_patience: 0.1 | ||
| max_patience: 0.3 | ||
| positivity: | ||
| min_initial: 1 | ||
| max_initial: 100 | ||
| integrability: | ||
| min_initial: 2 | ||
| max_initial: 50 | ||
|
|
||
| ############################################################ | ||
| kfold: | ||
| loss_type: chi2 | ||
| replica_statistic: average_best | ||
| fold_statistic: average | ||
| penalties_in_loss: True | ||
| penalties: | ||
| - saturation | ||
| - patience | ||
| - integrability | ||
| threshold: 10 | ||
| partitions: | ||
| - datasets: | ||
| - COMPASS15_NC_NOTFIXED_MUP_G1 | ||
| - E142_NC_NOTFIXED_EN_G1 | ||
| - E155_NC_9GEV_EN_G1F1RATIO | ||
| - HERMES_NC_7GEV_ED_G1 | ||
| - STAR_2005_1JET_200GEV_ALL | ||
| - STAR_2012_1JET_510GEV_ALL | ||
| - STAR_2009_2JET_200GEV_A-ALL | ||
| - STAR_2009_2JET_MIDRAP_200GEV_SS-ALL | ||
| - STAR_2012_2JET_510GEV_A-ALL | ||
| - STAR_2013_2JET_510GEV_D-ALL | ||
| - STAR_WMWP_510GEV_WM-AL # W- | ||
| - datasets: | ||
| - COMPASS15_NC_NOTFIXED_MUD_G1 | ||
| - E155_NC_9GEV_EP_G1F1RATIO | ||
| - EMC_NC_NOTFIXED_MUP_G1 | ||
| - HERMES_NC_7GEV_EP_G1 | ||
| - STAR_2006_1JET_200GEV_ALL | ||
| - STAR_2013_1JET_510GEV_ALL | ||
| - STAR_2009_2JET_200GEV_B-ALL | ||
| - STAR_2012_2JET_510GEV_B-ALL | ||
| - STAR_2013_2JET_510GEV_C-ALL | ||
| - STAR_2015_2JET_MIDRAP_200GEV_OS-ALL | ||
| - STAR_WMWP_510GEV_WP-AL # W+ | ||
| - datasets: | ||
| - E143_NC_NOTFIXED_EP_G1 | ||
| - HERMES97_NC_7GEV_EN_G1 | ||
| - SMC_NC_NOTFIXED_MUD_G1 | ||
| - SMCSX_NC_17GEV_MUP_G1F1RATIO | ||
| - STAR_2009_1JET_200GEV_CC-ALL | ||
| - STAR_2015_1JET_200GEV_CC-ALL | ||
| - STAR_2009_2JET_200GEV_C-ALL | ||
| - STAR_2012_2JET_510GEV_C-ALL | ||
| - STAR_2013_2JET_510GEV_B-ALL | ||
| - STAR_2015_2JET_MIDRAP_200GEV_SS-ALL | ||
| - STAR_WMWP_510GEV_WM-AL # W- | ||
| - datasets: | ||
| - E143_NC_NOTFIXED_ED_G1 | ||
| - E154_NC_9GEV_EN_G1 | ||
| - SMC_NC_NOTFIXED_MUP_G1 | ||
| - SMCSX_NC_24GEV_MUD_G1F1RATIO | ||
| - STAR_2009_1JET_200GEV_CF-ALL | ||
| - STAR_2015_1JET_200GEV_CF-ALL | ||
| - STAR_2009_2JET_MIDRAP_200GEV_OS-ALL | ||
| - STAR_2012_2JET_510GEV_D-ALL | ||
| - STAR_2013_2JET_510GEV_A-ALL | ||
| - PHENIX_1JET_200GEV_ALL | ||
| - STAR_WMWP_510GEV_WP-AL # W+ | ||
|
|
||
| ############################################################ | ||
| trvlseed: 14613416 | ||
| nnseed: 1865683875 | ||
| mcseed: 746898422 | ||
| save: false | ||
| genrep: true | ||
|
|
||
| parameters: | ||
| nodes_per_layer: [25, 20, 6] | ||
| activation_per_layer: [tanh, tanh, linear] | ||
| initializer: glorot_normal | ||
| optimizer: | ||
| clipnorm: 6.073e-6 | ||
| learning_rate: 2.621e-3 | ||
| optimizer_name: Nadam | ||
| epochs: 20000 | ||
| positivity: | ||
| initial: 1 | ||
| multiplier: | ||
| threshold: 1e-7 | ||
| integrability: | ||
| initial: 1 | ||
| multiplier: | ||
| threshold: 1e-2 | ||
| stopping_patience: 0.1 | ||
| layer_type: dense | ||
| dropout: 0.0 | ||
| threshold_chi2: 3.5 | ||
|
|
||
| fitting: | ||
| fitbasis: POLARIZED_EVOL_CMP | ||
| sum_rules: TSR | ||
| basis: | ||
| - {fl: sng, trainable: false, smallx: [1.094, 1.118], largex: [1.46, 3.003]} | ||
| - {fl: g, trainable: false, smallx: [0.8189, 1.844], largex: [2.591, 5.697]} | ||
| - {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: v, trainable: false, smallx: [0.472, 0.9576], largex: [1.571, 3.559]} | ||
| - {fl: v3, trainable: false, smallx: [0.07483, 0.9501], largex: [1.514, 3.467]} | ||
|
|
||
| ########################################################### | ||
| positivity: | ||
| posdatasets: | ||
| - {dataset: NNPDF_POS_2P24GEV_XGL-POLARIZED, maxlambda: 1e8} | ||
| - {dataset: NNPDF_POS_2P24GEV_XDQ-POLARIZED, maxlambda: 1e8} | ||
| - {dataset: NNPDF_POS_2P24GEV_XDB-POLARIZED, maxlambda: 1e8} | ||
| - {dataset: NNPDF_POS_2P24GEV_XUQ-POLARIZED, maxlambda: 1e8} | ||
| - {dataset: NNPDF_POS_2P24GEV_XUB-POLARIZED, maxlambda: 1e8} | ||
| - {dataset: NNPDF_POS_2P24GEV_XSQSUM-POLARIZED, maxlambda: 1e8} | ||
|
|
||
| ############################################################ | ||
| integrability: | ||
| integdatasets: | ||
| - {dataset: NNPDF_INTEG_1GEV_XGL-POLARIZED, maxlambda: 1e2} | ||
| - {dataset: NNPDF_INTEG_1GEV_XSIGMA-POLARIZED, maxlambda: 1e2} | ||
| - {dataset: NNPDF_INTEG_1GEV_XV-POLARIZED, maxlambda: 1e2} | ||
| - {dataset: NNPDF_INTEG_1GEV_XV3-POLARIZED, maxlambda: 1e2} | ||
|
|
||
| ############################################################ | ||
| debug: false | ||
| parallel_models: true |