HH aFgA brain.Event:2R. ,tensorboard.summary.writer.event_file_writer6b`/# EVgA*  hp_metric4U5 VgA* _hparams_/experimentJ hparams  " hidden_dim " transformer_dim " transformer_dim_scale " initial_embedding_dim " position_embedding_dim " num_embedding_layers " num_encoder_layers " num_branch_embedding_layers " num_branch_encoder_layers " num_jet_embedding_layers " num_jet_encoder_layers " num_detector_layers " num_regression_layers " num_classification_layers " split_symmetric_attention " num_attention_heads " transformer_activation " skip_connections "& "initial_embedding_skip_connections " linear_block_type " transformer_type " linear_activation " normalization " masking " linear_prelu_activation " use_pairwise_interactions " num_pairwise_features " pairwise_embedding_dim " pairwise_input_source " use_moe " num_experts " num_experts_per_tok " moe_loss_scale " event_info_file " training_file " validation_file " testing_file " normalize_features " limit_to_num_jets " balance_particles " balance_jets " balance_classifications " partial_events " dataset_limit " dataset_randomization " train_validation_split " limit_val_batches " batch_size " num_dataloader_workers " mask_sequence_vectors " combine_pair_loss " optimizer " learning_rate " focal_gamma " combinatorial_scale " learning_rate_warmup_epochs " learning_rate_cycles " assignment_loss_scale " detection_loss_scale " kl_loss_scale " regression_loss_scale " classification_loss_scale " use_mass_classification " balance_losses " l2_penalty " gradient_clip " dropout " epochs " num_gpu " verbose_output " usable_gpus " trial_time " trial_output_dir *  hp_metricj : <VgA*  _hparams_/session_start_infoJ  hparams  limit_val_batches ?  linear_activationgelu " initial_embedding_dim @@  num_experts  @  partial_events ? & num_classification_layers @  balance_losses ? & use_pairwise_interactions  num_experts_per_tok @ " assignment_loss_scale ?  dataset_limit ? combinatorial_scale   skip_connections ? " transformer_dim_scale @ transformer_activationgelu # num_jet_encoder_layers @ J event_info_file75/data/spatop/event_files/v11/tt_hadronic_v7_full.yaml  transformer_dim `@  linear_block_typeGRU & num_branch_encoder_layers @  use_moe   limit_to_num_jets   l2_penalty -C6*?  testing_file " num_regression_layers @ / "initial_embedding_skip_connections ?  dropout ?  trial_time  optimizerAdamW  batch_size @ ! learning_rate_cycles ? H training_file75/data/spatop/tpm70_wpm30_FB350_training/all_merged.h5  balance_jets   hidden_dim `@  learning_rate -C6:?  verbose_output   normalization  LayerNorm  combine_pair_lossmin # train_validation_split ffffff?  validation_file  transformer_typeGated # num_dataloader_workers  @ ( num_branch_embedding_layers @ " num_pairwise_features @ " mask_sequence_vectors ? 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hFA*+ ) "Purity/*FRt1SRqqt1FBt/event_purityo> n=`I RFA*/ - &Purity/*FRt1SRqqt1FBt/event_proportion<!7Y hFA*) ' Purity/*FRt1SRqqt1FBt/FRt_purity)z>ɀ+97 qFA*+ ) "Purity/*FRt1SRqqt1FBt/SRqqt_purity[>Fz7Y zFA*) ' Purity/*FRt1SRqqt1FBt/FBt_purity?S=`I FA*/ - &Purity/*FRt1SRqqt2FBt/event_proportion: _97 GA*+ ) "Purity/*FRt2SRqqt*FBt/event_purity;*_=`I  GA*/ - &Purity/*FRt2SRqqt*FBt/event_proportion =eD7Y ?XGA*) ' Purity/*FRt2SRqqt*FBt/FRt_purity$/=by97 GA*+ ) "Purity/*FRt2SRqqt*FBt/SRqqt_purity Q>Gԓ7Y _!GA*) ' Purity/*FRt2SRqqt*FBt/FBt_purityى}?97 u*GA*+ ) "Purity/*FRt2SRqqt0FBt/event_purity ; :h=`I F2GA*/ - &Purity/*FRt2SRqqt0FBt/event_proportion٢=iS7Y N8GA*) ' Purity/*FRt2SRqqt0FBt/FRt_purity$/=o97 D@GA*+ ) "Purity/*FRt2SRqqt0FBt/SRqqt_purityrP>97 "JGA*+ ) "Purity/*FRt2SRqqt1FBt/event_purityϐ=`I LKPGA*/ - &Purity/*FRt2SRqqt1FBt/event_proportion:97 P[GA*+ ) "Purity/*FRt2SRqqt1FBt/SRqqt_purity5H>'v7Y eGA*) ' Purity/*FRt2SRqqt1FBt/FBt_purity?s=`I kGA*/ - &Purity/*FRt2SRqqt2FBt/event_proportion7\̲97 tGA*+ ) "Purity/0FRt*SRqqt*FBt/event_purityŠN>tu=`I :zGA*/ - &Purity/0FRt*SRqqt*FBt/event_proportion7?t97 GA*+ ) "Purity/0FRt*SRqqt*FBt/SRqqt_purityCo>#7Y HGA*) ' Purity/0FRt*SRqqt*FBt/FBt_purityb|?*97 .GA*+ ) "Purity/0FRt*SRqqt0FBt/event_purity=:=`I DAGA*/ - &Purity/0FRt*SRqqt0FBt/event_proportion3#?P97 jGA*+ ) "Purity/0FRt*SRqqt0FBt/SRqqt_purity>Ep<97 1GA*+ ) "Purity/0FRt*SRqqt1FBt/event_puritys>?x,=`I 9GA*/ - &Purity/0FRt*SRqqt1FBt/event_proportion =%97 GA*+ ) "Purity/0FRt*SRqqt1FBt/SRqqt_purity؄>i+7Y eGA*) ' Purity/0FRt*SRqqt1FBt/FBt_purity(~?﹵97 GA*+ ) "Purity/0FRt*SRqqt2FBt/event_purity;a?#Wã=`I GA*/ - &Purity/0FRt*SRqqt2FBt/event_proportionTc=`I .HA*/ - &Purity/0FRt1SRqqt*FBt/event_proportionf?TP97 o5HA*+ ) "Purity/0FRt1SRqqt*FBt/SRqqt_purity3>~7Y :HA*) ' Purity/0FRt1SRqqt*FBt/FBt_purity~?0 M97 T@HA*+ ) "Purity/0FRt1SRqqt0FBt/event_purityd=ε.=`I -vIHA*/ - &Purity/0FRt1SRqqt0FBt/event_proportion ?`'97 EbOHA*+ ) "Purity/0FRt1SRqqt0FBt/SRqqt_purityd=Z"f97 EPUHA*+ ) "Purity/0FRt1SRqqt1FBt/event_purityz>{Z=`I >[HA*/ - &Purity/0FRt1SRqqt1FBt/event_proportion33Ӯt7Y IgHA*) ' Purity/0FRt1SRqqt1FBt/FBt_puritym?֝~=`I +mHA*/ - &Purity/0FRt1SRqqt2FBt/event_proportionff:ͣ97 ąHA*+ ) "Purity/0FRt2SRqqt*FBt/event_purity_!;ݤS=`I 搋HA*/ - &Purity/0FRt2SRqqt*FBt/event_proportion3=?97 HA*+ ) "Purity/0FRt2SRqqt*FBt/SRqqt_purity^P>[)7Y ٘HA*) ' Purity/0FRt2SRqqt*FBt/FBt_purityى}?Ih,97 HA*+ ) "Purity/0FRt2SRqqt0FBt/event_purityp$;ޓH=`I HA*/ - &Purity/0FRt2SRqqt0FBt/event_proportion͌=[97 'HA*+ ) "Purity/0FRt2SRqqt0FBt/SRqqt_purity P>Q,97 HA*+ ) "Purity/0FRt2SRqqt1FBt/event_puritynT-=`I ƷHA*/ - &Purity/0FRt2SRqqt1FBt/event_proportionff:97 ϽHA*+ ) "Purity/0FRt2SRqqt1FBt/SRqqt_purity5H>j7Y HA*) ' Purity/0FRt2SRqqt1FBt/FBt_purity?t\=`I qVHA*/ - &Purity/0FRt2SRqqt2FBt/event_proportion7-ܧ97 HA*+ ) "Purity/1FRt*SRqqt*FBt/event_purity[= %=`I lHA*/ - &Purity/1FRt*SRqqt*FBt/event_proportionJ>67Y HA*) ' Purity/1FRt*SRqqt*FBt/FRt_purityʄ=o|97 HA*+ ) "Purity/1FRt*SRqqt*FBt/SRqqt_purity ;>W7Y sp>IA*) ' Purity/1FRt*SRqqt*FBt/FBt_purity#?!97 YKIA*+ ) "Purity/1FRt*SRqqt0FBt/event_purity J=6Ŋ=`I )QIA*/ - &Purity/1FRt*SRqqt0FBt/event_proportion@>7Y @XIA*) ' Purity/1FRt*SRqqt0FBt/FRt_purity=ȝ97 _IA*+ ) "Purity/1FRt*SRqqt0FBt/SRqqt_purity/>;397 ieIA*+ ) "Purity/1FRt*SRqqt1FBt/event_purity >6=`I kIA*/ - &Purity/1FRt*SRqqt1FBt/event_proportionnC97 +nxIA*+ ) "Purity/1FRt*SRqqt1FBt/SRqqt_purity/>_DK7Y ~IA*) ' Purity/1FRt*SRqqt1FBt/FBt_purity?97 IA*+ ) "Purity/1FRt*SRqqt2FBt/event_puritywR >#Q$=`I IA*/ - &Purity/1FRt*SRqqt2FBt/event_proportion33:)ߧ7Y IA*) ' Purity/1FRt*SRqqt2FBt/FRt_purity6>BO7Y nIA*) ' Purity/1FRt*SRqqt2FBt/FBt_purity--}?*>97 @IA*+ ) "Purity/1FRt0SRqqt*FBt/event_purityz==`I aIA*/ - &Purity/1FRt0SRqqt*FBt/event_proportion33+>/7{7Y ͰIA*) ' Purity/1FRt0SRqqt*FBt/FRt_purity=1L 7Y ƽIA*) ' Purity/1FRt0SRqqt*FBt/FBt_purityy~?w&97 l>IA*+ ) "Purity/1FRt0SRqqt0FBt/event_purityvh=/=`I \IA*/ - &Purity/1FRt0SRqqt0FBt/event_proportionY$> k7Y eIA*) ' Purity/1FRt0SRqqt0FBt/FRt_purityvh=o=`I IA*/ - &Purity/1FRt0SRqqt1FBt/event_proportion33;%17Y HIA*) ' Purity/1FRt0SRqqt1FBt/FRt_puritywr>p7Y IA*) ' Purity/1FRt0SRqqt1FBt/FBt_purity?BL697 qIA*+ ) "Purity/1FRt0SRqqt2FBt/event_purity|W>r8\=`I hJA*/ - &Purity/1FRt0SRqqt2FBt/event_proportion:,77Y (JA*) ' Purity/1FRt0SRqqt2FBt/FRt_purity;>߅7Y i*JA*) ' Purity/1FRt0SRqqt2FBt/FBt_purity--}?97 !DJA*+ ) "Purity/1FRt1SRqqt*FBt/event_purityU<A=`I JJA*/ - &Purity/1FRt1SRqqt*FBt/event_proportionffL97 JXJA*+ ) "Purity/1FRt1SRqqt*FBt/SRqqt_purityƚ3>e7Y o^JA*) ' Purity/1FRt1SRqqt*FBt/FBt_purity?:97 >dJA*+ ) "Purity/1FRt1SRqqt0FBt/event_purityM>;!`U=`I xjJA*/ - &Purity/1FRt1SRqqt0FBt/event_proportion33"|97 SxJA*+ ) "Purity/1FRt1SRqqt0FBt/SRqqt_purity%#>e<97 JA*+ ) "Purity/1FRt1SRqqt1FBt/event_purity#=>=`I wJA*/ - &Purity/1FRt1SRqqt1FBt/event_proportionH;n 7Y :3JA*) ' Purity/1FRt1SRqqt1FBt/FRt_purity{؛>Z.97 >JA*+ ) 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CKA*+ ) "Purity/2FRt*SRqqt0FBt/SRqqt_purity >w =`I ٷIKA*/ - &Purity/2FRt*SRqqt1FBt/event_proportion3339f!.A=`I OKA*/ - &Purity/2FRt*SRqqt2FBt/event_proportionL8g97 VKA*+ ) "Purity/2FRt0SRqqt*FBt/event_purity>x<_=`I {aKA*/ - &Purity/2FRt0SRqqt*FBt/event_proportion:7Y rhKA*) ' Purity/2FRt0SRqqt*FBt/FRt_purity_8=y(97 pKA*+ ) "Purity/2FRt0SRqqt0FBt/event_purity!<<=`I zKA*/ - &Purity/2FRt0SRqqt0FBt/event_proportionff:?7Y AKA*) ' Purity/2FRt0SRqqt0FBt/FRt_purityW==`I 馇KA*/ - &Purity/2FRt0SRqqt1FBt/event_proportion9ʤb=`I KA*/ - &Purity/2FRt0SRqqt2FBt/event_proportionL8]'L97 KA*+ ) "Purity/2FRt1SRqqt*FBt/event_puritykʩ=`I :KA*/ - &Purity/2FRt1SRqqt*FBt/event_proportionff99BR7Y KA*) ' Purity/2FRt1SRqqt*FBt/FRt_purity.<A97 TKA*+ ) "Purity/2FRt1SRqqt*FBt/SRqqt_purity >%?B97 xZKA*+ ) "Purity/2FRt1SRqqt0FBt/event_purity=`I KA*/ - &Purity/2FRt1SRqqt0FBt/event_proportioň9\27Y KA*) ' Purity/2FRt1SRqqt0FBt/FRt_purity948* ]LA*  jet/accuracy_1_of_2@~?ZO>* LA*  jet/accuracy_2_of_2(>b* LA*  jet/accuracy_1_of_3O?qGn* LA*  jet/accuracy_2_of_31>* o'LA*  jet/accuracy_3_of_3;/=OF/m]P U.LA*!  particle/accuracy_1_of_1?@D/m]P 4LA*!  particle/accuracy_1_of_2?Ѯk/m]P :LA*!  particle/accuracy_2_of_2?Pz/m]P ALA*!  particle/accuracy_1_of_3?2/m]P GLA*!  particle/accuracy_2_of_3?xp=/m]P MLA*!  particle/accuracy_3_of_3?R(pJ TULA*  particle/accuracy"FV?o(o+K J[LA*  particle/sensitivity?c+K +pcLA*  particle/specificity>g?)K i'F iLA*  particle/f_score ?6OW LsLA*( & validation_average_jet_accuracyU>s]97 }LA*+ ) "Purity/*FRt*SRqqt2FBt/SRqqt_purityt0* MA*  jet/accuracy_1_of_4?}:* #MA*  jet/accuracy_2_of_4?* 7>*MA*  jet/accuracy_3_of_4?M* r0MA*  jet/accuracy_4_of_4E/m]P 2;MA*!  particle/accuracy_1_of_4?I/m]P UAMA*!  particle/accuracy_2_of_4?VQ/m]P HMA*!  particle/accuracy_3_of_4`? /m]P ~pNMA*!  particle/accuracy_4_of_4>,97 gTMA*+ ) "Purity/2FRt*SRqqt2FBt/event_purityV]7Y 9JaMA*) ' Purity/2FRt*SRqqt2FBt/FRt_purity) 7Y gMA*) ' Purity/2FRt*SRqqt2FBt/FBt_purity?nd7Y inMA*) ' 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A *) ' Purity/*FRt0SRqqt*FBt/FRt_purityڱ=7Y 3" A *) ' Purity/*FRt0SRqqt*FBt/FBt_purity=~?97 " A *+ ) "Purity/*FRt0SRqqt0FBt/event_purity@F= g=`I  " A */ - &Purity/*FRt0SRqqt0FBt/event_proportionf%>7Y /" A *) ' Purity/*FRt0SRqqt0FBt/FRt_purityoH=i97 " A *+ ) "Purity/*FRt0SRqqt1FBt/event_purity[uw?]=`I  " A */ - &Purity/*FRt0SRqqt1FBt/event_proportion33}=)Q7Y )" A *) ' Purity/*FRt0SRqqt1FBt/FRt_purityK2?`T_7Y +4" A *) ' Purity/*FRt0SRqqt1FBt/FBt_purity ?}}597 EX:" A *+ ) "Purity/*FRt0SRqqt2FBt/event_purityl?:h=`I $@" A */ - &Purity/*FRt0SRqqt2FBt/event_proportionff<7Y #F" A *) ' Purity/*FRt0SRqqt2FBt/FRt_purity@*?c7Y L" A *) ' Purity/*FRt0SRqqt2FBt/FBt_purityݓ|?ѭ97 S" A *+ ) "Purity/*FRt1SRqqt*FBt/event_purityή>W=`I xY" A */ - &Purity/*FRt1SRqqt*FBt/event_proportionf?o7Y >c" A *) ' Purity/*FRt1SRqqt*FBt/FRt_purityf>Q597 i" A *+ ) "Purity/*FRt1SRqqt*FBt/SRqqt_purity>M&7Y Dp" A *) ' Purity/*FRt1SRqqt*FBt/FBt_purityV~?o[{(97 qv" A *+ ) "Purity/*FRt1SRqqt0FBt/event_purityR>F2=`I |" A */ - &Purity/*FRt1SRqqt0FBt/event_proportion?`mʽ7Y C" A *) ' Purity/*FRt1SRqqt0FBt/FRt_puritye>?97 " A *+ ) "Purity/*FRt1SRqqt0FBt/SRqqt_purity`O>"P97 ," A *+ ) "Purity/*FRt1SRqqt1FBt/event_purityUC>=`I " A */ - &Purity/*FRt1SRqqt1FBt/event_proportion<7Y " A *) ' Purity/*FRt1SRqqt1FBt/FRt_purityH?/97 ^" A *+ ) "Purity/*FRt1SRqqt1FBt/SRqqt_purity1>Um7Y {" A *) ' Purity/*FRt1SRqqt1FBt/FBt_purity}8?==`I -"" A */ - &Purity/*FRt1SRqqt2FBt/event_proportion:۾;97 x" A *+ ) "Purity/*FRt2SRqqt*FBt/event_purity=w}e=`I W" A */ - &Purity/*FRt2SRqqt*FBt/event_proportion =`^7Y " A *) ' Purity/*FRt2SRqqt*FBt/FRt_purity"+2>h597 " A *+ ) "Purity/*FRt2SRqqt*FBt/SRqqt_purityv]>H(>7Y " A *) ' Purity/*FRt2SRqqt*FBt/FBt_purity{?~`T97 N" A *+ ) "Purity/*FRt2SRqqt0FBt/event_purityt:=邞=`I ^" A */ - &Purity/*FRt2SRqqt0FBt/event_proportion٢=Quհ7Y ;" A *) ' Purity/*FRt2SRqqt0FBt/FRt_purity"+2>l97 m# A *+ ) "Purity/*FRt2SRqqt0FBt/SRqqt_purityy<>97 `# A *+ ) "Purity/*FRt2SRqqt1FBt/event_purityv'^=`I # A */ - &Purity/*FRt2SRqqt1FBt/event_proportion:97 # A *+ ) "Purity/*FRt2SRqqt1FBt/SRqqt_purity˷|>t";7Y 9# A *) ' Purity/*FRt2SRqqt1FBt/FBt_purity{?] 2=`I &# A */ - &Purity/*FRt2SRqqt2FBt/event_proportion7z97 JM0# A *+ ) "Purity/0FRt*SRqqt*FBt/event_purity>Pb=`I #A# A */ - &Purity/0FRt*SRqqt*FBt/event_proportion7?'9 97 K# A *+ ) "Purity/0FRt*SRqqt*FBt/SRqqt_purity.">(7Y 'U# A *) ' Purity/0FRt*SRqqt*FBt/FBt_purity ~?UX\97 vy# A *+ ) "Purity/0FRt*SRqqt0FBt/event_purityඥ>㥅=`I 0# A */ - &Purity/0FRt*SRqqt0FBt/event_proportion3#?ܷ97 š# A *+ ) "Purity/0FRt*SRqqt0FBt/SRqqt_purity~>{p97 ٮ# A *+ ) "Purity/0FRt*SRqqt1FBt/event_purityG?#ȵ=`I ۸# A */ - &Purity/0FRt*SRqqt1FBt/event_proportion =97 Vš# A *+ ) "Purity/0FRt*SRqqt1FBt/SRqqt_purity>?Ë7Y ɠ# A *) ' Purity/0FRt*SRqqt1FBt/FBt_purity~?k{97 ɟ# A *+ ) "Purity/0FRt*SRqqt2FBt/event_purity"g?k=`I ܧ# A */ - &Purity/0FRt*SRqqt2FBt/event_proportion<ql7Y /ֺ# A *) ' Purity/0FRt*SRqqt2FBt/FBt_purity{?Pw97 j# A *+ ) "Purity/0FRt0SRqqt*FBt/event_purityo}?6q&=`I # A */ - &Purity/0FRt0SRqqt*FBt/event_proportionf&=7Y l # A *) ' Purity/0FRt0SRqqt*FBt/FBt_purity}?@|97 _# A *+ ) "Purity/0FRt0SRqqt0FBt/event_purity?c(=`I 1# A */ - &Purity/0FRt0SRqqt0FBt/event_proportion=;97 u# A *+ ) "Purity/0FRt0SRqqt1FBt/event_purity~?ҿ=`I # A */ - &Purity/0FRt0SRqqt1FBt/event_proportionLh=7Y # A *) ' Purity/0FRt0SRqqt1FBt/FBt_purity~? 997 gm# A *+ ) "Purity/0FRt0SRqqt2FBt/event_purity5Yx?=`I /$ A */ - &Purity/0FRt0SRqqt2FBt/event_proportionx<j7Y a $ A *) ' Purity/0FRt0SRqqt2FBt/FBt_purity,|?N!97 $ A *+ ) "Purity/0FRt1SRqqt*FBt/event_purityʌ>=`I $ A */ - &Purity/0FRt1SRqqt*FBt/event_proportionf?ANH97 F$ A *+ ) "Purity/0FRt1SRqqt*FBt/SRqqt_purityj><.LT7Y 6v#$ A *) ' Purity/0FRt1SRqqt*FBt/FBt_purity~?.!97 2*$ A *+ ) "Purity/0FRt1SRqqt0FBt/event_purityn >@=`I O0$ A */ - &Purity/0FRt1SRqqt0FBt/event_proportion ?_eK97 u6$ A *+ ) "Purity/0FRt1SRqqt0FBt/SRqqt_purityn >>d 97 0<$ A *+ ) "Purity/0FRt1SRqqt1FBt/event_purityG>~=`I yC$ A */ - &Purity/0FRt1SRqqt1FBt/event_proportion33<^9&97 /I$ A *+ ) "Purity/0FRt1SRqqt1FBt/SRqqt_purityV>ގ7Y IP$ A *) ' Purity/0FRt1SRqqt1FBt/FBt_purity ,?im0=`I rZY$ A */ - &Purity/0FRt1SRqqt2FBt/event_proportionff:,{97 ]_$ A *+ ) "Purity/0FRt2SRqqt*FBt/event_purity?=!=`I f$ A */ - &Purity/0FRt2SRqqt*FBt/event_proportion3=O297 m$ A *+ ) "Purity/0FRt2SRqqt*FBt/SRqqt_purity;>og7Y >v$ A *) ' Purity/0FRt2SRqqt*FBt/FBt_purity{?^R97 |$ A *+ ) "Purity/0FRt2SRqqt0FBt/event_purity =Qm(=`I |o$ A */ - &Purity/0FRt2SRqqt0FBt/event_proportion͌=HŢ97 Ί$ A *+ ) "Purity/0FRt2SRqqt0FBt/SRqqt_purity >|97 -$ A *+ ) "Purity/0FRt2SRqqt1FBt/event_purityƦ=`I 3$ A */ - &Purity/0FRt2SRqqt1FBt/event_proportionff:l97 >5$ A *+ ) "Purity/0FRt2SRqqt1FBt/SRqqt_purity˷|>bn7Y а$ A *) ' Purity/0FRt2SRqqt1FBt/FBt_purity{?=\=`I P$ A */ - &Purity/0FRt2SRqqt2FBt/event_proportion73y97 $ A *+ ) "Purity/1FRt*SRqqt*FBt/event_purity]==`I *=$ A */ - &Purity/1FRt*SRqqt*FBt/event_proportionJ>a07Y G $ A *) ' Purity/1FRt*SRqqt*FBt/FRt_purityQ=W97 $ A *+ ) "Purity/1FRt*SRqqt*FBt/SRqqt_purity>17Y qa$ A *) ' Purity/1FRt*SRqqt*FBt/FBt_purity?0\}97 L$ A *+ ) "Purity/1FRt*SRqqt0FBt/event_purity7eA=?7=`I 4 % A */ - &Purity/1FRt*SRqqt0FBt/event_proportion@>`r7Y % A *) ' Purity/1FRt*SRqqt0FBt/FRt_purityb=)97 % A *+ ) "Purity/1FRt*SRqqt0FBt/SRqqt_purityhT>3e97 @/% A *+ ) "Purity/1FRt*SRqqt1FBt/event_purity?t=`I ;% A */ - &Purity/1FRt*SRqqt1FBt/event_proportion;7Y PU% A *) ' Purity/1FRt*SRqqt1FBt/FBt_purity?oGh97 {_% A *+ ) "Purity/1FRt*SRqqt2FBt/event_purityW>yq=`I Ye% A */ - &Purity/1FRt*SRqqt2FBt/event_proportion33:q7Y ûk% A *) ' Purity/1FRt*SRqqt2FBt/FRt_purity-?#Y7Y q% A *) ' Purity/1FRt*SRqqt2FBt/FBt_purity?<`o]97 %w% A *+ ) "Purity/1FRt0SRqqt*FBt/event_purity=E2=`I }% A */ - &Purity/1FRt0SRqqt*FBt/event_proportion33+>'7Y u% A *) ' Purity/1FRt0SRqqt*FBt/FRt_purityGܙ=s7Y }% A *) ' Purity/1FRt0SRqqt*FBt/FBt_purity?@G97 % A *+ ) "Purity/1FRt0SRqqt0FBt/event_purity+&H=+=`I % A */ - &Purity/1FRt0SRqqt0FBt/event_proportionY$>a7Y % A *) ' Purity/1FRt0SRqqt0FBt/FRt_purity+&H=hݯ97 u% A *+ ) "Purity/1FRt0SRqqt1FBt/event_purity>E"?b=`I j% A */ - &Purity/1FRt0SRqqt1FBt/event_proportion33;.r7Y % A *) ' Purity/1FRt0SRqqt1FBt/FRt_purityQ2? JY7Y % A *) ' Purity/1FRt0SRqqt1FBt/FBt_purity?g97 &% A *+ ) "Purity/1FRt0SRqqt2FBt/event_purityڐ>ż:=`I x% A */ - &Purity/1FRt0SRqqt2FBt/event_proportion:7Y % A *) ' Purity/1FRt0SRqqt2FBt/FRt_purity-?Ife7Y oD% A *) ' Purity/1FRt0SRqqt2FBt/FBt_purity?97 k% A *+ ) "Purity/1FRt1SRqqt*FBt/event_purityꖖ==`I % A */ - &Purity/1FRt1SRqqt*FBt/event_proportionff<:7Y V% A *) ' Purity/1FRt1SRqqt*FBt/FRt_puritye>O97 ڜ& A *+ ) "Purity/1FRt1SRqqt*FBt/SRqqt_purity>Y7Y & A *) ' Purity/1FRt1SRqqt*FBt/FBt_purity?MMH97 f & A *+ ) "Purity/1FRt1SRqqt0FBt/event_purityF0=vL =`I r& A */ - &Purity/1FRt1SRqqt0FBt/event_proportion33<.o`7Y o& A *) ' Purity/1FRt1SRqqt0FBt/FRt_purityZ>97 *& A *+ ) "Purity/1FRt1SRqqt0FBt/SRqqt_purity⨾>mc97 o7& A *+ ) "Purity/1FRt1SRqqt1FBt/event_purityF>Ĩ>=`I J4@& A */ - &Purity/1FRt1SRqqt1FBt/event_proportionH;V57Y H& A *) ' Purity/1FRt1SRqqt1FBt/FRt_purityH?Uf97 O& A *+ ) "Purity/1FRt1SRqqt1FBt/SRqqt_purity->7Y X& A *) ' Purity/1FRt1SRqqt1FBt/FBt_purity?q=`I 1v^& A */ - &Purity/1FRt1SRqqt2FBt/event_proportion7UV97 Md& A *+ ) "Purity/1FRt2SRqqt*FBt/event_purityv$=`I #Sk& A */ - &Purity/1FRt2SRqqt*FBt/event_proportionh;%:e17Y &y& A *) ' Purity/1FRt2SRqqt*FBt/FRt_purity~7>Zr97 X& A *+ ) "Purity/1FRt2SRqqt*FBt/SRqqt_purity>l,97 3& A *+ ) "Purity/1FRt2SRqqt0FBt/event_purityszT=`I & A */ - &Purity/1FRt2SRqqt0FBt/event_proportionfff;J7Y B$& A *) ' Purity/1FRt2SRqqt0FBt/FRt_purity~7>an?97 #& A *+ ) "Purity/1FRt2SRqqt0FBt/SRqqt_purity52>n5=`I ì& A */ - &Purity/1FRt2SRqqt1FBt/event_proportion7?=`I & A */ - &Purity/1FRt2SRqqt2FBt/event_proportion"97 {& A *+ ) "Purity/2FRt*SRqqt*FBt/event_purity0_y197 & A *+ ) "Purity/2FRt*SRqqt0FBt/event_purityp+=`I V& A */ - &Purity/2FRt*SRqqt0FBt/event_proportion:7Y ,V& A *) ' Purity/2FRt*SRqqt0FBt/FRt_purity=}~97 '& A *+ ) "Purity/2FRt*SRqqt0FBt/SRqqt_purity/>q6=`I +/& A */ - &Purity/2FRt*SRqqt1FBt/event_proportion3339Gp=`I ` ' A */ - &Purity/2FRt*SRqqt2FBt/event_proportionL8՞97 ' A *+ ) "Purity/2FRt0SRqqt*FBt/event_purityc U7Y s-' A *) ' Purity/2FRt0SRqqt*FBt/FRt_purity6=@D97 9' A *+ ) "Purity/2FRt0SRqqt0FBt/event_purityB=`I @' A */ - &Purity/2FRt0SRqqt0FBt/event_proportionff:B\ԝ7Y $M' A *) ' Purity/2FRt0SRqqt0FBt/FRt_purityK?=W˺=`I W' A */ - &Purity/2FRt0SRqqt1FBt/event_proportion9[Ǝ=`I Di' A */ - &Purity/2FRt0SRqqt2FBt/event_proportionL8x97 Po' A *+ ) "Purity/2FRt1SRqqt*FBt/event_purity޽0=`I |v' A */ - &Purity/2FRt1SRqqt*FBt/event_proportionff9@7Y l3' A *) ' Purity/2FRt1SRqqt*FBt/FRt_purity颋>g97 ܉' A *+ ) "Purity/2FRt1SRqqt*FBt/SRqqt_purity]t>p97 Ԑ' A *+ ) "Purity/2FRt1SRqqt0FBt/event_purity4=`I ' A */ - &Purity/2FRt1SRqqt0FBt/event_proportioň97Y (' A *) ' Purity/2FRt1SRqqt0FBt/FRt_purity*>DV:97 nR' A *+ ) "Purity/2FRt1SRqqt0FBt/SRqqt_purityr>#;=`I d{' A */ - &Purity/2FRt1SRqqt1FBt/event_proportionL8%/=`I O' A */ - &Purity/2FRt1SRqqt2FBt/event_proportion}Q0=`I i' A */ - &Purity/2FRt2SRqqt*FBt/event_proportionL8fK=`I ݣ' A */ - &Purity/2FRt2SRqqt0FBt/event_proportionL8M)=`I 9' A */ - &Purity/2FRt2SRqqt1FBt/event_proportionF)5=`I q' A */ - &Purity/2FRt2SRqqt2FBt/event_proportionNFi* Z' A *  jet/accuracy_1_of_1GF>la* ɱ' A *  jet/accuracy_1_of_2m0?VZ* ,w' A *  jet/accuracy_2_of_2f1w>&k* ' A *  jet/accuracy_1_of_3(j?v * ~' A *  jet/accuracy_2_of_3E?W* *r( A *  jet/accuracy_3_of_3)> ½/m]P  ( A *!  particle/accuracy_1_of_1?;N/m]P ( A *!  particle/accuracy_1_of_2?/m]P zF( A *!  particle/accuracy_2_of_2?G+/m]P ō*( A *!  particle/accuracy_1_of_3?r#5/m]P 9Z1( A *!  particle/accuracy_2_of_3?˩P/m]P (7( A *!  particle/accuracy_3_of_3?]c(pJ >( A *  particle/accuracyx[?8+K wE( A *  particle/sensitivity&?<.+K ]V( A *  particle/specificityg?ا'F _( A *  particle/f_scorev?Ue6OW e( A *( & validation_average_jet_accuracy>@>ͭ97 ->l( A *+ ) "Purity/*FRt*SRqqt2FBt/SRqqt_purity ף<)ߩ97 r( A *+ ) "Purity/*FRt1SRqqt2FBt/event_purity97 z( A *+ ) "Purity/*FRt1SRqqt2FBt/SRqqt_purity ף<]j^7Y M( A *) ' Purity/*FRt1SRqqt2FBt/FBt_purityu?i97 ( A *+ ) "Purity/0FRt*SRqqt2FBt/SRqqt_purityC(7Y ( A *) ' Purity/2FRt*SRqqt1FBt/FRt_purityI$?* &) A *  jet/accuracy_4_of_4omj/m]P #) A *!  particle/accuracy_1_of_4?N/m]P P,) A *!  particle/accuracy_2_of_4?/m]P &<) A *!  particle/accuracy_3_of_4?Ds/m]P 9E) A *!  particle/accuracy_4_of_4`?5];97 @O) A *+ ) "Purity/2FRt*SRqqt2FBt/event_purity_M?c7Y Z) A *) ' Purity/2FRt*SRqqt2FBt/FRt_purity>b$7Y W9g) A *) ' Purity/2FRt*SRqqt2FBt/FBt_purity?^^7Y ~) A *) ' Purity/2FRt0SRqqt*FBt/FBt_purity?A-97 Θ) A *+ ) "Purity/2FRt0SRqqt2FBt/event_purityΚ7Y $) A *) ' Purity/2FRt0SRqqt2FBt/FRt_purity>_7Y ) A *) ' Purity/2FRt0SRqqt2FBt/FBt_purity?VӚ97 &G) A *+ ) "Purity/2FRt0SRqqt1FBt/event_purity>T@7Y ) A *) ' Purity/2FRt0SRqqt1FBt/FRt_purity?eio7Y ) A *) ' Purity/2FRt0SRqqt1FBt/FBt_purity?W&i7Y ) A *) ' Purity/*FRt1SRqqt2FBt/FRt_purity?C97 ) A *+ ) "Purity/1FRt*SRqqt2FBt/SRqqt_purityv97 Ӊ) A *+ ) "Purity/1FRt1SRqqt2FBt/event_purityka7Y #* A *) ' Purity/1FRt1SRqqt2FBt/FRt_purity? 97 p* A *+ ) "Purity/1FRt1SRqqt2FBt/SRqqt_purity(g7Y p * A *) ' Purity/1FRt1SRqqt2FBt/FBt_purity?\\7Y o'* A *) ' Purity/*FRt2SRqqt1FBt/FRt_purityNr7Y ,2* A *) ' Purity/1FRt2SRqqt*FBt/FBt_purity?m97 =* A *+ ) "Purity/1FRt2SRqqt1FBt/event_purityr7Y :I* A *) ' Purity/1FRt2SRqqt1FBt/FRt_purity97 T* A *+ ) "Purity/1FRt2SRqqt1FBt/SRqqt_purityIK7Y _* A *) ' Purity/1FRt2SRqqt1FBt/FBt_purity?!97 m* A *+ ) "Purity/2FRt2SRqqt*FBt/event_purity4;7Y hy* A *) ' Purity/2FRt2SRqqt*FBt/FRt_purity97 E* A *+ ) "Purity/2FRt2SRqqt*FBt/SRqqt_purity@?E97 * A *+ ) "Purity/2FRt2SRqqt0FBt/event_purityu7Y [* A *) ' Purity/2FRt2SRqqt0FBt/FRt_purity97 3* A *+ ) "Purity/2FRt2SRqqt0FBt/SRqqt_purity@? 97 * A *+ ) "Purity/*FRt2SRqqt2FBt/event_purity>:97 a* A *+ ) "Purity/*FRt2SRqqt2FBt/SRqqt_purity<7L7Y <* A *) ' Purity/*FRt2SRqqt2FBt/FBt_purity?!97 (* A *+ ) "Purity/0FRt2SRqqt2FBt/event_purity97 * A *+ ) "Purity/0FRt2SRqqt2FBt/SRqqt_purity7Y d+ A *) ' Purity/0FRt2SRqqt2FBt/FBt_purity?`; }+ A * epoch?BS