HH h/A brain.Event:2R. ,tensorboard.summary.writer.event_file_writerћ'`/# vn@A*  hp_metric 5 C@A* _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_metric,? A t@A*  _hparams_/session_start_infoJ  hparams " initial_embedding_dim @@  skip_connections ? # trial_output_dir ./test_output  partial_events ? " mask_sequence_vectors ?  num_encoder_layers @  use_moe  " num_regression_layers @  learning_rate -C6:? ( learning_rate_warmup_epochs ?  batch_size @ " regression_loss_scale  % num_jet_embedding_layers  num_detector_layers @ # num_dataloader_workers   usable_gpus combinatorial_scale  ! learning_rate_cycles ?  num_experts  @  linear_block_typeGRU  dataset_limit ? # num_jet_encoder_layers @  combine_pair_lossmin  verbose_output  $ balance_classifications   trial_time H training_file75/data/spatop/tpm70_wpm30_FB350_training/all_merged.h5  balance_losses ? num_experts_per_tok @  num_gpu ?  balance_jets   masking Filling  normalize_features ? # train_validation_split ffffff?  limit_to_num_jets  transformer_activationgelu $ use_mass_classification   epochs @@  normalization  LayerNorm $ linear_prelu_activation ?  testing_file J event_info_file75/data/spatop/event_files/v11/tt_hadronic_v7_full.yaml  kl_loss_scale   transformer_typeGated  balance_particles   optimizerAdamW  pairwise_input_sourceall  hidden_dim `@  transformer_dim `@ " dataset_randomization  & classification_loss_scale  / "initial_embedding_skip_connections ? " assignment_loss_scale ? " transformer_dim_scale @  linear_activationgelu  gradient_clip $@  dropout ? ! num_embedding_layers $@  l2_penalty -C6*? & use_pairwise_interactions ? 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A*+ ) "Purity/0FRt0SRqqt2FBt/event_purity=2p?7v=`I KG+ A*/ - &Purity/0FRt0SRqqt2FBt/event_proportionx<8m7Y .2 A*) ' Purity/0FRt0SRqqt2FBt/FBt_purityx?} 97 = A*+ ) "Purity/0FRt1SRqqt*FBt/event_purity|>B=`I {F A*/ - &Purity/0FRt1SRqqt*FBt/event_proportionf?|97 L A*+ ) "Purity/0FRt1SRqqt*FBt/SRqqt_purityr>VoM7Y S A*) ' Purity/0FRt1SRqqt*FBt/FBt_purity }?2>97 %Y A*+ ) "Purity/0FRt1SRqqt0FBt/event_purity~>a'=`I ^ A*/ - &Purity/0FRt1SRqqt0FBt/event_proportion ?rU97 Od A*+ ) "Purity/0FRt1SRqqt0FBt/SRqqt_purity~>97 j A*+ ) "Purity/0FRt1SRqqt1FBt/event_purityɯ>}=`I ep A*/ - &Purity/0FRt1SRqqt1FBt/event_proportion33G 7Y !~ A*) ' Purity/0FRt1SRqqt1FBt/FBt_purity(~?\.=`I < A*/ - &Purity/0FRt1SRqqt2FBt/event_proportionff:)z97 X A*+ ) "Purity/0FRt2SRqqt*FBt/event_purity; Q=`I A*/ - &Purity/0FRt2SRqqt*FBt/event_proportion3=Ex797  A*+ ) "Purity/0FRt2SRqqt*FBt/SRqqt_purity>́&7Y G A*) ' Purity/0FRt2SRqqt*FBt/FBt_purityAz?v97 [ A*+ ) "Purity/0FRt2SRqqt0FBt/event_purity=B;)=`I V& A*/ - &Purity/0FRt2SRqqt0FBt/event_proportion͌=v97 F= A*+ ) "Purity/0FRt2SRqqt0FBt/SRqqt_purityJʀ>&R97 gY A*+ ) "Purity/0FRt2SRqqt1FBt/event_purity^O=`I r A*/ - &Purity/0FRt2SRqqt1FBt/event_proportionff:'97 e A*+ ) "Purity/0FRt2SRqqt1FBt/SRqqt_purityA>IA7Y ? A*) ' Purity/0FRt2SRqqt1FBt/FBt_purity̷|?T==`I د A*/ - &Purity/0FRt2SRqqt2FBt/event_proportion7yj97 A*+ ) "Purity/1FRt*SRqqt*FBt/event_purityw==Lv=`I  A*/ - &Purity/1FRt*SRqqt*FBt/event_proportionJ>nN7Y w A*) ' Purity/1FRt*SRqqt*FBt/FRt_purity[{=797 : A*+ ) "Purity/1FRt*SRqqt*FBt/SRqqt_purityw]>d ,7Y A? A*) ' Purity/1FRt*SRqqt*FBt/FBt_purity?gP97  A*+ ) "Purity/1FRt*SRqqt0FBt/event_purity=/=`I  A*/ - &Purity/1FRt*SRqqt0FBt/event_proportion@>ә7Y C% A*) ' Purity/1FRt*SRqqt0FBt/FRt_purity-\=9,d97 i+ A*+ ) "Purity/1FRt*SRqqt0FBt/SRqqt_purity>=(97 2 A*+ ) "Purity/1FRt*SRqqt1FBt/event_purity^> =`I : A*/ - &Purity/1FRt*SRqqt1FBt/event_proportion<ް7Y X@ A*) ' Purity/1FRt*SRqqt1FBt/FRt_purity>(h 97 M A*+ ) "Purity/1FRt*SRqqt1FBt/SRqqt_purityV>7x;A7Y )=K=`I h A*/ - &Purity/1FRt*SRqqt2FBt/event_proportion33:Pp7Y p A*) ' Purity/1FRt*SRqqt2FBt/FRt_purity"3>17Y x A*) ' Purity/1FRt*SRqqt2FBt/FBt_purity?so997 ~ A*+ ) "Purity/1FRt0SRqqt*FBt/event_purityC=d =`I , A*/ - &Purity/1FRt0SRqqt*FBt/event_proportion33+>G7Y y A*) ' Purity/1FRt0SRqqt*FBt/FRt_purityL=:37Y J A*) ' Purity/1FRt0SRqqt*FBt/FBt_purity?DZ97 I A*+ ) "Purity/1FRt0SRqqt0FBt/event_purity3(=)=`I gW A*/ - &Purity/1FRt0SRqqt0FBt/event_proportionY$>́|7Y A*) ' Purity/1FRt0SRqqt0FBt/FRt_purity3(=97 & A*+ ) "Purity/1FRt0SRqqt1FBt/event_purity;p>=`I A*/ - &Purity/1FRt0SRqqt1FBt/event_proportion33;07Y AY A*) ' Purity/1FRt0SRqqt1FBt/FRt_purity>x7Y b A*) ' Purity/1FRt0SRqqt1FBt/FBt_purity?^>97 A*+ ) "Purity/1FRt0SRqqt2FBt/event_purity>=yB=`I 9 A*/ - &Purity/1FRt0SRqqt2FBt/event_proportion: dh7Y # A*) ' Purity/1FRt0SRqqt2FBt/FRt_purity)>˃7Y A*) ' Purity/1FRt0SRqqt2FBt/FBt_purity?HT97 q A*+ ) "Purity/1FRt1SRqqt*FBt/event_purity7/=Sd=`I %y A*/ - &Purity/1FRt1SRqqt*FBt/event_proportionffd$'97  A*+ ) "Purity/1FRt1SRqqt*FBt/SRqqt_purity+>Z2W7Y f A*) ' Purity/1FRt1SRqqt*FBt/FBt_purity?߷f97 S# A*+ ) "Purity/1FRt1SRqqt0FBt/event_purity6a97 &6 A*+ ) "Purity/1FRt1SRqqt0FBt/SRqqt_purity><97 7< A*+ ) "Purity/1FRt1SRqqt1FBt/event_purityP> C=`I B A*/ - &Purity/1FRt1SRqqt1FBt/event_proportionH;l7Y H A*) ' Purity/1FRt1SRqqt1FBt/FRt_purity*> 97 O A*+ ) "Purity/1FRt1SRqqt1FBt/SRqqt_purityuw>Q]7Y V A*) ' Purity/1FRt1SRqqt1FBt/FBt_purity?_=`I \ A*/ - &Purity/1FRt1SRqqt2FBt/event_proportion7~97 b A*+ ) "Purity/1FRt2SRqqt*FBt/event_purityHzT=`I Qh A*/ - &Purity/1FRt2SRqqt*FBt/event_proportionh;3^ *7Y n A*) ' Purity/1FRt2SRqqt*FBt/FRt_purityUM=(97  u A*+ ) "Purity/1FRt2SRqqt*FBt/SRqqt_purityk>*M97 { A*+ ) "Purity/1FRt2SRqqt0FBt/event_purityr=`I ؁ A*/ - &Purity/1FRt2SRqqt0FBt/event_proportionfff;Q7Y 4 A*) ' Purity/1FRt2SRqqt0FBt/FRt_purityUM=Pm;97 ]T A*+ ) "Purity/1FRt2SRqqt0FBt/SRqqt_purityY>rO"=`I A*/ - &Purity/1FRt2SRqqt1FBt/event_proportion7l=`I A*/ - &Purity/1FRt2SRqqt2FBt/event_proportion(Z97 L A*+ ) "Purity/2FRt*SRqqt*FBt/event_purity7=`I _ A*/ - &Purity/2FRt*SRqqt*FBt/event_proportionff;61^7Y N A*) ' Purity/2FRt*SRqqt*FBt/FRt_purityq=fw97 A*+ ) "Purity/2FRt*SRqqt*FBt/SRqqt_purity؉>,97 ) A*+ ) "Purity/2FRt*SRqqt0FBt/event_purityQ=`I Zf A*/ - &Purity/2FRt*SRqqt0FBt/event_proportion:$e7Y  A*) ' Purity/2FRt*SRqqt0FBt/FRt_purity*=97  A*+ ) "Purity/2FRt*SRqqt0FBt/SRqqt_purity/h>K=`I A*/ - &Purity/2FRt*SRqqt1FBt/event_proportion3339>=`I NA*/ - &Purity/2FRt*SRqqt2FBt/event_proportionL8KR97 4iA*+ ) "Purity/2FRt0SRqqt*FBt/event_purityŅ=`I A*/ - &Purity/2FRt0SRqqt*FBt/event_proportion:tY7Y &A*) ' Purity/2FRt0SRqqt*FBt/FRt_purityR =s^97 I/A*+ ) "Purity/2FRt0SRqqt0FBt/event_purityㆨ=`I G7A*/ - &Purity/2FRt0SRqqt0FBt/event_proportionff:~=7Y >/>A*) ' Purity/2FRt0SRqqt0FBt/FRt_purity7<DŽ=`I oEA*/ - &Purity/2FRt0SRqqt1FBt/event_proportion9N=`I KA*/ - &Purity/2FRt0SRqqt2FBt/event_proportionL8뙚97 kBRA*+ ) "Purity/2FRt1SRqqt*FBt/event_puritye=`I 0XA*/ - &Purity/2FRt1SRqqt*FBt/event_proportionff9`7Y _A*) ' Purity/2FRt1SRqqt*FBt/FRt_purity >.97 fA*+ ) "Purity/2FRt1SRqqt*FBt/SRqqt_purity/h>97 NlA*+ ) "Purity/2FRt1SRqqt0FBt/event_purity$=`I 1vA*/ - &Purity/2FRt1SRqqt0FBt/event_proportioň9e@ 7Y `|A*) ' Purity/2FRt1SRqqt0FBt/FRt_purity9=_["97 jA*+ ) "Purity/2FRt1SRqqt0FBt/SRqqt_purity*>=ݸ =`I $A*/ - &Purity/2FRt1SRqqt1FBt/event_proportionL8Cf/=`I &A*/ - &Purity/2FRt1SRqqt2FBt/event_proportion p=`I 6vA*/ - &Purity/2FRt2SRqqt*FBt/event_proportionL85U=`I w%A*/ - &Purity/2FRt2SRqqt0FBt/event_proportionL8}D=`I A*/ - &Purity/2FRt2SRqqt1FBt/event_proportion*WE=`I A*/ - &Purity/2FRt2SRqqt2FBt/event_proportionV&* *ֵA*  jet/accuracy_1_of_1*>ݯ* λA*  jet/accuracy_1_of_2!?* -A*  jet/accuracy_2_of_2/>3* A*  jet/accuracy_1_of_3#U?C|;* A*  jet/accuracy_2_of_3>gʬ* A*  jet/accuracy_3_of_3BV=v/m]P A*!  particle/accuracy_1_of_1?jz{u/m]P OA*!  particle/accuracy_1_of_2?ڢ&/m]P A*!  particle/accuracy_2_of_2?N$/m]P )A*!  particle/accuracy_1_of_3?/m]P `A*!  particle/accuracy_2_of_3?L/m]P !A*!  particle/accuracy_3_of_3I?(pJ Q'A*  particle/accuracyY?+K W1A*  particle/sensitivityu ?+K 8A*  particle/specificity k?m'F nBA*  particle/f_scoreE?26OW ŴJA*( & validation_average_jet_accuracy®>̗97 |dRA*+ ) "Purity/*FRt*SRqqt2FBt/SRqqt_purityt=Ig 97 YA*+ ) "Purity/*FRt1SRqqt2FBt/event_purityÆ97 S`A*+ ) "Purity/*FRt1SRqqt2FBt/SRqqt_purity= 5֎7Y hfA*) ' Purity/*FRt1SRqqt2FBt/FBt_purity6i?B97 dpA*+ ) "Purity/0FRt*SRqqt2FBt/SRqqt_purity9=)s97 xA*+ ) "Purity/0FRt1SRqqt2FBt/event_purityL97 TA*+ ) "Purity/0FRt1SRqqt2FBt/SRqqt_purityUU=7Y A*) ' Purity/0FRt1SRqqt2FBt/FBt_purityh?ӣ 7Y CDA*) ' Purity/2FRt*SRqqt*FBt/FBt_purity?O97 JA*+ ) "Purity/2FRt*SRqqt1FBt/event_purity"Yj7Y ^A*) ' Purity/2FRt*SRqqt1FBt/FRt_puritym[> /G97 ѽA*+ ) "Purity/2FRt*SRqqt1FBt/SRqqt_purity?s7Y A*) ' Purity/2FRt*SRqqt1FBt/FBt_purity?t7Y A*) ' Purity/2FRt1SRqqt*FBt/FBt_purity?97 B@A*+ ) "Purity/2FRt1SRqqt1FBt/event_purity57Y uA*) ' Purity/2FRt1SRqqt1FBt/FRt_purity>( 97 A*+ ) "Purity/2FRt1SRqqt1FBt/SRqqt_purity?qaw7Y "A*) ' Purity/2FRt1SRqqt1FBt/FBt_purity?^9* 1:A*  jet/accuracy_1_of_4?M=* A*  jet/accuracy_2_of_4P?^* A*  jet/accuracy_3_of_4>iȅ* [A*  jet/accuracy_4_of_4/m]P IbA*! 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97 f)A *+ ) "Purity/0FRt*SRqqt0FBt/SRqqt_purity6(>ѫ597 }/A *+ ) "Purity/0FRt*SRqqt1FBt/event_purityY?1=`I )6A */ - &Purity/0FRt*SRqqt1FBt/event_proportion = 97 O<A *+ ) "Purity/0FRt*SRqqt1FBt/SRqqt_purityk?M17Y waHA *) ' Purity/0FRt*SRqqt1FBt/FBt_purityX?.@~97 wNA *+ ) "Purity/0FRt*SRqqt2FBt/event_purityZi?6D=`I XTA */ - &Purity/0FRt*SRqqt2FBt/event_proportion<7Y ^ZA *) ' Purity/0FRt*SRqqt2FBt/FBt_puritycU{?%+97 (=aA *+ ) "Purity/0FRt0SRqqt*FBt/event_purityO~?/9RB=`I ;hA */ - &Purity/0FRt0SRqqt*FBt/event_proportionf&=E7Y 4nA *) ' Purity/0FRt0SRqqt*FBt/FBt_purity~?97 ivA *+ ) "Purity/0FRt0SRqqt0FBt/event_purity?=`I ,|A */ - &Purity/0FRt0SRqqt0FBt/event_proportion==f97 f݆A *+ ) "Purity/0FRt0SRqqt1FBt/event_purityt?J=`I mA */ - &Purity/0FRt0SRqqt1FBt/event_proportionLh=#Y87Y ᯔA *) ' Purity/0FRt0SRqqt1FBt/FBt_purityt?h97 } A *+ ) "Purity/0FRt0SRqqt2FBt/event_purity`z?ߠ=`I hCA */ - &Purity/0FRt0SRqqt2FBt/event_proportionx<ӑ7Y wA *) ' Purity/0FRt0SRqqt2FBt/FBt_purity0}?_rk97 A *+ ) "Purity/0FRt1SRqqt*FBt/event_purityc>]=`I A */ - &Purity/0FRt1SRqqt*FBt/event_proportionf?97 RA *+ ) "Purity/0FRt1SRqqt*FBt/SRqqt_purity/>-&7Y pA *) ' Purity/0FRt1SRqqt*FBt/FBt_purityC|?197 \A *+ ) "Purity/0FRt1SRqqt0FBt/event_purity<>? =`I &A */ - &Purity/0FRt1SRqqt0FBt/event_proportion ?$97 A *+ ) "Purity/0FRt1SRqqt0FBt/SRqqt_purity<>֦97 YA *+ ) "Purity/0FRt1SRqqt1FBt/event_purityhq?X.=`I ,A */ - &Purity/0FRt1SRqqt1FBt/event_proportion33_X7Y A *) ' Purity/0FRt2SRqqt*FBt/FBt_purityى}?eu97 ?x%A *+ ) "Purity/0FRt2SRqqt0FBt/event_purity프==`I 4A */ - &Purity/0FRt2SRqqt0FBt/event_proportion͌='97 ~:A *+ ) "Purity/0FRt2SRqqt0FBt/SRqqt_purityл>Y_h97 AA *+ ) "Purity/0FRt2SRqqt1FBt/event_purity~=`I ŝIA */ - &Purity/0FRt2SRqqt1FBt/event_proportionff:c97 QA *+ ) "Purity/0FRt2SRqqt1FBt/SRqqt_purityO>07Y fXA *) ' Purity/0FRt2SRqqt1FBt/FBt_purity?}n=`I H _A */ - &Purity/0FRt2SRqqt2FBt/event_proportion7^ϴ97 dfA *+ ) "Purity/1FRt*SRqqt*FBt/event_purity>5S=`I nmA */ - &Purity/1FRt*SRqqt*FBt/event_proportionJ>Ç7Y z}sA *) ' Purity/1FRt*SRqqt*FBt/FRt_purity:>msd97 {A *+ ) "Purity/1FRt*SRqqt*FBt/SRqqt_purity>}o7Y ׁA *) ' Purity/1FRt*SRqqt*FBt/FBt_purity?]97 ވA *+ ) "Purity/1FRt*SRqqt0FBt/event_purityl=i=`I ;֎A */ - &Purity/1FRt*SRqqt0FBt/event_proportion@>n8b7Y |A *) ' Purity/1FRt*SRqqt0FBt/FRt_purityC>w397 irA *+ ) "Purity/1FRt*SRqqt0FBt/SRqqt_purity>_M97 fA *+ ) "Purity/1FRt*SRqqt1FBt/event_purity?^=`I A */ - &Purity/1FRt*SRqqt1FBt/event_proportion<-Η7Y ﮀA *) ' Purity/1FRt*SRqqt1FBt/FRt_purity"oF?z'97 A *+ ) "Purity/1FRt*SRqqt1FBt/SRqqt_purity]+? 7Y aHA *) ' Purity/1FRt*SRqqt1FBt/FBt_purity?.?97 €A *+ ) "Purity/1FRt*SRqqt2FBt/event_purityhCZ?6=`I ʀA */ - &Purity/1FRt*SRqqt2FBt/event_proportion33:dz7Y l)рA *) ' Purity/1FRt*SRqqt2FBt/FRt_purity j?ή7Y "p׀A *) ' Purity/1FRt*SRqqt2FBt/FBt_puritySv?ҜƷ97 b݀A *+ ) "Purity/1FRt0SRqqt*FBt/event_purity>`jS=`I aA */ - &Purity/1FRt0SRqqt*FBt/event_proportion33+>Mg7Y }A *) ' Purity/1FRt0SRqqt*FBt/FRt_purity> u7Y RA *) ' Purity/1FRt0SRqqt*FBt/FBt_purity? :97 =A *+ ) "Purity/1FRt0SRqqt0FBt/event_purity=E<=`I w A */ - &Purity/1FRt0SRqqt0FBt/event_proportionY$>Y7Y tA *) ' Purity/1FRt0SRqqt0FBt/FRt_purity=%,97 SCA *+ ) "Purity/1FRt0SRqqt1FBt/event_purity:?6=`I ( A */ - &Purity/1FRt0SRqqt1FBt/event_proportion33;7Y b&A *) ' Purity/1FRt0SRqqt1FBt/FRt_purityE?o^7Y :/A *) ' Purity/1FRt0SRqqt1FBt/FBt_purity?p97 z5A *+ ) "Purity/1FRt0SRqqt2FBt/event_purity[?q<=`I j;A */ - &Purity/1FRt0SRqqt2FBt/event_proportion:dJ+7Y ͦBA *) ' Purity/1FRt0SRqqt2FBt/FRt_purity j?Y7Y Kۢ=`I JUA */ - &Purity/1FRt1SRqqt*FBt/event_proportionff v97 ԌgA *+ ) "Purity/1FRt1SRqqt*FBt/SRqqt_purity>؊d7Y tmA *) ' Purity/1FRt1SRqqt*FBt/FBt_purity?چ97 δtA *+ ) "Purity/1FRt1SRqqt0FBt/event_purityj=m=`I ,{A */ - &Purity/1FRt1SRqqt0FBt/event_proportion33<5+7Y A *) ' Purity/1FRt1SRqqt0FBt/FRt_purity>?97 A *+ ) "Purity/1FRt1SRqqt0FBt/SRqqt_purity1>l℟97 ,A *+ ) "Purity/1FRt1SRqqt1FBt/event_purity[>e[=`I A */ - &Purity/1FRt1SRqqt1FBt/event_proportionH;Ԫ7Y ^A *) ' Purity/1FRt1SRqqt1FBt/FRt_purityN?uLZN97 ˢA *+ ) "Purity/1FRt1SRqqt1FBt/SRqqt_purity+?A_7Y 7A *) ' Purity/1FRt1SRqqt1FBt/FBt_purity?YO=`I A */ - &Purity/1FRt1SRqqt2FBt/event_proportion7597 j A *+ ) "Purity/1FRt2SRqqt*FBt/event_purity?1=`I oA */ - &Purity/1FRt2SRqqt*FBt/event_proportionh;:7Y A *) ' Purity/1FRt2SRqqt*FBt/FRt_purity>=497 O΁A *+ ) "Purity/1FRt2SRqqt*FBt/SRqqt_purity>@m97 sׁA *+ ) "Purity/1FRt2SRqqt0FBt/event_purity=`I FA */ - &Purity/1FRt2SRqqt0FBt/event_proportionfff;;?7Y MA *) ' Purity/1FRt2SRqqt0FBt/FRt_purity>-nȟ97 ϠA *+ ) "Purity/1FRt2SRqqt0FBt/SRqqt_purity>f(=`I A */ - &Purity/1FRt2SRqqt1FBt/event_proportion7]B=`I 3A */ - &Purity/1FRt2SRqqt2FBt/event_proportionᕎ97 A *+ ) "Purity/2FRt*SRqqt*FBt/event_purity<~=`I oA */ - &Purity/2FRt*SRqqt*FBt/event_proportionff;7Y A *) ' Purity/2FRt*SRqqt*FBt/FRt_purityd>O97 A *+ ) "Purity/2FRt*SRqqt*FBt/SRqqt_purityN>ӝx97 #&A *+ ) "Purity/2FRt*SRqqt0FBt/event_purity&<5=`I ,A */ - &Purity/2FRt*SRqqt0FBt/event_proportion:pP)7Y 2A *) ' Purity/2FRt*SRqqt0FBt/FRt_purityR?> 997 nGA *+ ) "Purity/2FRt*SRqqt0FBt/SRqqt_purity.>i=`I NA */ - &Purity/2FRt*SRqqt1FBt/event_proportion33396=`I <:UA */ - &Purity/2FRt*SRqqt2FBt/event_proportionL8E497 ]A *+ ) "Purity/2FRt0SRqqt*FBt/event_purityv=d/E=`I BcA */ - &Purity/2FRt0SRqqt*FBt/event_proportion: U7Y 8jA *) ' Purity/2FRt0SRqqt*FBt/FRt_purity>F>û97 rA *+ ) "Purity/2FRt0SRqqt0FBt/event_purity ,0<p=`I xA */ - &Purity/2FRt0SRqqt0FBt/event_proportionff:h0}!7Y ~A *) ' Purity/2FRt0SRqqt0FBt/FRt_purityY> iF=`I ᄂA */ - &Purity/2FRt0SRqqt1FBt/event_proportion9}4=`I AA */ - &Purity/2FRt0SRqqt2FBt/event_proportionL8BU^97 A *+ ) "Purity/2FRt1SRqqt*FBt/event_purity #<=`I ˷A */ - &Purity/2FRt1SRqqt*FBt/event_proportionff9'2]7Y ǠA *) ' Purity/2FRt1SRqqt*FBt/FRt_purityF>ͤ97 kܦA *+ ) "Purity/2FRt1SRqqt*FBt/SRqqt_purity]t> 97 *2A *+ ) "Purity/2FRt1SRqqt0FBt/event_purity=`I 볂A */ - &Purity/2FRt1SRqqt0FBt/event_proportioň9m7Y 㩽A *) ' Purity/2FRt1SRqqt0FBt/FRt_purityUU>ap[97 ƂA *+ ) "Purity/2FRt1SRqqt0FBt/SRqqt_purity8>^$]=`I zx҂A */ - &Purity/2FRt1SRqqt1FBt/event_proportionL8=Ċ=`I ڂA */ - &Purity/2FRt1SRqqt2FBt/event_proportion"?=`I e3A */ - &Purity/2FRt2SRqqt*FBt/event_proportionL8Gwx=`I #BA */ - &Purity/2FRt2SRqqt0FBt/event_proportionL803l=`I {A */ - &Purity/2FRt2SRqqt1FBt/event_proportion 4=`I A */ - &Purity/2FRt2SRqqt2FBt/event_proportion{B* * 5 A *  jet/accuracy_1_of_2fFO?~* &A *  jet/accuracy_2_of_2Њ>^Kڿ* +0A *  jet/accuracy_1_of_3(q? >* ?_9A *  jet/accuracy_2_of_3n.?KS* ?A *  jet/accuracy_3_of_3a>+/m]P 9FA *!  particle/accuracy_1_of_1?/m]P BMA *!  particle/accuracy_1_of_2?1/m]P ӯSA *!  particle/accuracy_2_of_2?/m]P ZA *!  particle/accuracy_1_of_3?B/m]P MbA *!  particle/accuracy_2_of_3?5#/m]P hA *!  particle/accuracy_3_of_3+?b4(pJ doA *  particle/accuracy>_?+K ouA *  particle/sensitivity(?%+K ~A *  particle/specificityMk?2'F oA *  particle/f_score&?$-kA6OW A *( & validation_average_jet_accuracy >:97 MA *+ ) "Purity/*FRt*SRqqt2FBt/SRqqt_purity> $q97 A *+ ) "Purity/*FRt1SRqqt2FBt/event_purity 97 dA *+ ) "Purity/*FRt1SRqqt2FBt/SRqqt_purity_,y>x7Y &A *) ' Purity/*FRt1SRqqt2FBt/FBt_puritys`?y97 кA *+ ) "Purity/0FRt*SRqqt2FBt/SRqqt_purityUU>97 [ŃA *+ ) "Purity/0FRt1SRqqt2FBt/event_purityK}Z97 ˃A *+ ) "Purity/0FRt1SRqqt2FBt/SRqqt_purityǁ>E7Y ҃A *) ' Purity/0FRt1SRqqt2FBt/FBt_purity8_?7Y PكA *) ' Purity/2FRt*SRqqt*FBt/FBt_purity?3'97 $KA *+ ) "Purity/2FRt*SRqqt1FBt/event_purity%I>j7Y vFA *) ' Purity/2FRt*SRqqt1FBt/FRt_purityI$?Ae97 BA *+ ) "Purity/2FRt*SRqqt1FBt/SRqqt_purity?R7Y `A *) ' Purity/2FRt*SRqqt1FBt/FBt_purity?R7Y A *) ' Purity/2FRt1SRqqt*FBt/FBt_purity?o97 9A *+ ) "Purity/2FRt1SRqqt1FBt/event_purity> -7Y 2 A *) ' Purity/2FRt1SRqqt1FBt/FRt_purity?Y97 =A *+ ) "Purity/2FRt1SRqqt1FBt/SRqqt_purity?,g7Y 6A *) ' Purity/2FRt1SRqqt1FBt/FBt_purity?Ƈ* ~QA *  jet/accuracy_1_of_4?9T* 'l%A *  jet/accuracy_2_of_4?[}!* S+A *  jet/accuracy_3_of_4? 0* 1A *  jet/accuracy_4_of_4}4d/m]P b7A *!  particle/accuracy_1_of_4?9t/m]P &?A *!  particle/accuracy_2_of_4?I⇞/m]P EA *!  particle/accuracy_3_of_4?\3/m]P ,LA *!  particle/accuracy_4_of_4`?%e 97 /RA *+ ) "Purity/2FRt*SRqqt2FBt/event_purityq7Y IXA *) ' Purity/2FRt*SRqqt2FBt/FRt_purity?b7Y D1cA *) ' Purity/2FRt*SRqqt2FBt/FBt_purity?it7Y iA *) ' Purity/2FRt0SRqqt*FBt/FBt_purity?U97 pA *+ ) "Purity/2FRt0SRqqt2FBt/event_puritydʡ7Y yA *) ' Purity/2FRt0SRqqt2FBt/FRt_purity?7Y 0A *) ' Purity/2FRt0SRqqt2FBt/FBt_purity?p97 FiA *+ ) "Purity/2FRt0SRqqt1FBt/event_purity>$) 87Y 4A *) ' Purity/2FRt0SRqqt1FBt/FRt_purity333?8 7Y БA *) ' Purity/2FRt0SRqqt1FBt/FBt_purity?^7Y A *) ' Purity/*FRt1SRqqt2FBt/FRt_purity?Y97 IA *+ ) "Purity/1FRt*SRqqt2FBt/SRqqt_purity97 A *+ ) "Purity/1FRt1SRqqt2FBt/event_puritye7Y ˼A *) ' Purity/1FRt1SRqqt2FBt/FRt_purity?t97 QA *+ ) "Purity/1FRt1SRqqt2FBt/SRqqt_purity7Y -ƄA *) ' Purity/1FRt1SRqqt2FBt/FBt_purity?7Y ̈́A *) ' Purity/*FRt2SRqqt1FBt/FRt_purityU7Y ԄA *) ' Purity/1FRt2SRqqt*FBt/FBt_purity?297 3ۄA *+ ) "Purity/1FRt2SRqqt1FBt/event_purityf7Y nA *) ' Purity/1FRt2SRqqt1FBt/FRt_purity$i97 TA *+ ) "Purity/1FRt2SRqqt1FBt/SRqqt_purity?7Y A *) ' Purity/1FRt2SRqqt1FBt/FBt_purity?wn97 :nA *+ ) "Purity/2FRt2SRqqt*FBt/event_purityiu7Y A *) ' Purity/2FRt2SRqqt*FBt/FRt_purity>O097 p[A *+ ) "Purity/2FRt2SRqqt*FBt/SRqqt_purity@?R897 A *+ ) "Purity/2FRt2SRqqt0FBt/event_purity[g7Y A *) ' Purity/2FRt2SRqqt0FBt/FRt_purity>497 A *+ ) "Purity/2FRt2SRqqt0FBt/SRqqt_purity@?197 A *+ ) "Purity/*FRt2SRqqt2FBt/event_purity097 \%A *+ ) "Purity/*FRt2SRqqt2FBt/SRqqt_purity?i7Y 1A *) ' Purity/*FRt2SRqqt2FBt/FBt_purity?hĈ97 h8A *+ ) "Purity/0FRt2SRqqt2FBt/event_purityL8 97 p@A *+ ) "Purity/0FRt2SRqqt2FBt/SRqqt_purity?֡&7Y #7GA *) ' Purity/0FRt2SRqqt2FBt/FBt_purity?2H OA * epoch?n#wC !}z'A *  lr-AdamW/pg19`d#wC }z'A *  lr-AdamW/pg29;jS }N z'A *E C 7DeviceStatsMonitor.on_train_batch_start/active.all.peakpAFZo Uz'A *L J CDeviceStatsMonitor.on_train_batch_start/active.large_pool.allocatedim8K/ X/ z'A *J H ADeviceStatsMonitor.on_train_batch_start/active.large_pool.current@sVN- z'A *H F ?DeviceStatsMonitor.on_train_batch_start/active.large_pool.freedgm8KvKU ̓z'A *G E >DeviceStatsMonitor.on_train_batch_start/active.large_pool.peak DN%^Zo z'A *L J CDeviceStatsMonitor.on_train_batch_start/active.small_pool.allocatedDkK2pX/ 2z'A *J H ADeviceStatsMonitor.on_train_batch_start/active.small_pool.currentF[-VN- 'A *H F ?DeviceStatsMonitor.on_train_batch_start/active.small_pool.freedlkKpU |%'A *G E >DeviceStatsMonitor.on_train_batch_start/active.small_pool.peak@F*XYe +'A *K I BDeviceStatsMonitor.on_train_batch_start/active_bytes.all.allocated63VaW溔 o'A *I G @DeviceStatsMonitor.on_train_batch_start/active_bytes.all.currentMΟ U 'A *G E >DeviceStatsMonitor.on_train_batch_start/active_bytes.all.freed 3VSGT_QE 'A *F D =DeviceStatsMonitor.on_train_batch_start/active_bytes.all.peak5PS`(! 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&Purity/2FRt0SRqqt2FBt/event_proportionL897 8))A*+ ) "Purity/2FRt1SRqqt*FBt/event_purity*=`I uM))A*/ - &Purity/2FRt1SRqqt*FBt/event_proportionff9(_7Y ڌ))A*) ' Purity/2FRt1SRqqt*FBt/FRt_purityE> 97 ))A*+ ) "Purity/2FRt1SRqqt*FBt/SRqqt_purity ?y97 ))A*+ ) "Purity/2FRt1SRqqt0FBt/event_purity%ۊ=`I Y))A*/ - &Purity/2FRt1SRqqt0FBt/event_proportioň9+v+7Y ))A*) ' Purity/2FRt1SRqqt0FBt/FRt_purity>97 K))A*+ ) "Purity/2FRt1SRqqt0FBt/SRqqt_purity9>㽡=`I ))A*/ - &Purity/2FRt1SRqqt1FBt/event_proportionL8=`I ))A*/ - &Purity/2FRt1SRqqt2FBt/event_proportion lF]=`I R))A*/ - &Purity/2FRt2SRqqt*FBt/event_proportionL8=`I *)A*/ - &Purity/2FRt2SRqqt0FBt/event_proportionL8K=`I z*)A*/ - &Purity/2FRt2SRqqt1FBt/event_proportionVx=`I { *)A*/ - &Purity/2FRt2SRqqt2FBt/event_proportionacd* *)A*  jet/accuracy_1_of_1Po>Y* 5*)A*  jet/accuracy_1_of_2XuV?p( * G )*)A*  jet/accuracy_2_of_2vm> * 2*)A*  jet/accuracy_1_of_3t?* N*)A*  jet/accuracy_2_of_3?x* a@W*)A*  jet/accuracy_3_of_3,>&ҊG/m]P 8Y^*)A*!  particle/accuracy_1_of_1?/m]P 2h*)A*!  particle/accuracy_1_of_2?T a/m]P o*)A*!  particle/accuracy_2_of_2?7/m]P Gv*)A*!  particle/accuracy_1_of_3? 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97 TC2A*+ ) "Purity/*FRt1SRqqt*FBt/event_purity$?7==`I qI2A*/ - &Purity/*FRt1SRqqt*FBt/event_proportionf?ă4H7Y OO2A*) ' Purity/*FRt1SRqqt*FBt/FRt_purity.w>e- 97 }U2A*+ ) "Purity/*FRt1SRqqt*FBt/SRqqt_purityU+?07Y [2A*) ' Purity/*FRt1SRqqt*FBt/FBt_purityH~?¥-97 a2A*+ ) "Purity/*FRt1SRqqt0FBt/event_purity%?t'=`I Qh2A*/ - &Purity/*FRt1SRqqt0FBt/event_proportion? 7Y ln2A*) ' Purity/*FRt1SRqqt0FBt/FRt_purityv)>!U97 t2A*+ ) "Purity/*FRt1SRqqt0FBt/SRqqt_purity P,?%97 {2A*+ ) "Purity/*FRt1SRqqt1FBt/event_purityF7?NJ=`I 2A*/ - &Purity/*FRt1SRqqt1FBt/event_proportion<>7Y r2A*) ' Purity/*FRt1SRqqt1FBt/FRt_purityR?5АS97 *62A*+ ) "Purity/*FRt1SRqqt1FBt/SRqqt_purity?&/7Y 2A*) ' Purity/*FRt1SRqqt1FBt/FBt_purityM~??~P=`I 02A*/ - &Purity/*FRt1SRqqt2FBt/event_proportion:97 il2A*+ ) "Purity/*FRt2SRqqt*FBt/event_purity\.?7=`I 2A*/ - &Purity/*FRt2SRqqt*FBt/event_proportion =w$7Y 첮2A*) ' Purity/*FRt2SRqqt*FBt/FRt_purityB*=`97 2A*+ ) "Purity/*FRt2SRqqt*FBt/SRqqt_purityw==?@7Y V=2A*) ' Purity/*FRt2SRqqt*FBt/FBt_purity?z޷97 #ʮ2A*+ ) "Purity/*FRt2SRqqt0FBt/event_purity ?WH8=`I yЮ2A*/ - &Purity/*FRt2SRqqt0FBt/event_proportion٢=(7Y #֮2A*) ' Purity/*FRt2SRqqt0FBt/FRt_purityB*=2197 2A*+ ) "Purity/*FRt2SRqqt0FBt/SRqqt_purity)r>?y97 2A*+ ) "Purity/*FRt2SRqqt1FBt/event_purityUGɹ=`I g2A*/ - &Purity/*FRt2SRqqt1FBt/event_proportion:3(97 2A*+ ) "Purity/*FRt2SRqqt1FBt/SRqqt_purity|>QPT7Y c2A*) ' Purity/*FRt2SRqqt1FBt/FBt_purity?f=`I 2A*/ - &Purity/*FRt2SRqqt2FBt/event_proportion7}97 r/ 2A*+ ) "Purity/0FRt*SRqqt*FBt/event_purityl0?Ŀ"=`I /2A*/ - &Purity/0FRt*SRqqt*FBt/event_proportion7?G97 P2A*+ ) "Purity/0FRt*SRqqt*FBt/SRqqt_purityS/?7Y  2A*) ' Purity/0FRt*SRqqt*FBt/FBt_purityC~?O97 dN'2A*+ ) "Purity/0FRt*SRqqt0FBt/event_purity (?^=`I Q62A*/ - &Purity/0FRt*SRqqt0FBt/event_proportion3#? 97 6*=2A*+ ) "Purity/0FRt*SRqqt0FBt/SRqqt_purity80?97 SBD2A*+ ) "Purity/0FRt*SRqqt1FBt/event_purity\?-f=`I K2A*/ - &Purity/0FRt*SRqqt1FBt/event_proportion =ۤ97 Q2A*+ ) "Purity/0FRt*SRqqt1FBt/SRqqt_purity8?7Y X2A*) ' Purity/0FRt*SRqqt1FBt/FBt_purity?8? 97 b2A*+ ) "Purity/0FRt*SRqqt2FBt/event_purityi?l=`I h2A*/ - &Purity/0FRt*SRqqt2FBt/event_proportion?C&97 k`2A*+ ) "Purity/0FRt2SRqqt1FBt/event_purityh=`I :g2A*/ - &Purity/0FRt2SRqqt1FBt/event_proportionff:`97 B}m2A*+ ) "Purity/0FRt2SRqqt1FBt/SRqqt_purity|>Kl7Y 4){2A*) ' Purity/0FRt2SRqqt1FBt/FBt_purity?Mp4=`I ܕ2A*/ - &Purity/0FRt2SRqqt2FBt/event_proportion797 '2A*+ ) "Purity/1FRt*SRqqt*FBt/event_purityo$>nZ=`I 2A*/ - &Purity/1FRt*SRqqt*FBt/event_proportionJ>|7Y 2A*) ' Purity/1FRt*SRqqt*FBt/FRt_purityZ)>f?t97 2A*+ ) "Purity/1FRt*SRqqt*FBt/SRqqt_purityz1?'7Y VT2A*) ' Purity/1FRt*SRqqt*FBt/FBt_purity?697 2A*+ ) "Purity/1FRt*SRqqt0FBt/event_purity=s8+=`I ;t2A*/ - &Purity/1FRt*SRqqt0FBt/event_proportion@>ؽd7Y $2A*) ' Purity/1FRt*SRqqt0FBt/FRt_purityt> SHU97 l2A*+ ) "Purity/1FRt*SRqqt0FBt/SRqqt_purity93?,)97 zʰ2A*+ ) "Purity/1FRt*SRqqt1FBt/event_purityp/?>,=`I Ѱ2A*/ - &Purity/1FRt*SRqqt1FBt/event_proportion<,k@7Y װ2A*) ' Purity/1FRt*SRqqt1FBt/FRt_purity N?"A97 pް2A*+ ) "Purity/1FRt*SRqqt1FBt/SRqqt_purity{n)?<7Y 2A*) ' Purity/1FRt*SRqqt1FBt/FBt_purity?aa97 `2A*+ ) "Purity/1FRt*SRqqt2FBt/event_purityV'=`I 2A*/ - &Purity/1FRt0SRqqt*FBt/event_proportion33+>b87Y 2A*) ' Purity/1FRt0SRqqt*FBt/FRt_purityW>($7Y 2A*) ' Purity/1FRt0SRqqt*FBt/FBt_purity?d0V97 2&2A*+ ) "Purity/1FRt0SRqqt0FBt/event_purityL>,=`I @3,2A*/ - &Purity/1FRt0SRqqt0FBt/event_proportionY$>kd7Y / 52A*) ' Purity/1FRt0SRqqt0FBt/FRt_purityL>97 ;2A*+ ) "Purity/1FRt0SRqqt1FBt/event_purityKG?86=`I A2A*/ - &Purity/1FRt0SRqqt1FBt/event_proportion33;KF7Y G2A*) ' Purity/1FRt0SRqqt1FBt/FRt_purityJ?W7Y +-N2A*) ' Purity/1FRt0SRqqt1FBt/FBt_purity?9297 JT2A*+ ) "Purity/1FRt0SRqqt2FBt/event_puritywq?- '=`I eZ2A*/ - &Purity/1FRt0SRqqt2FBt/event_proportion:~7Y `2A*) ' Purity/1FRt0SRqqt2FBt/FRt_purityWUu?Wڅ7Y 9f2A*) ' Purity/1FRt0SRqqt2FBt/FBt_puritySv?{/ 97 al2A*+ ) "Purity/1FRt1SRqqt*FBt/event_purity\(>Tީ=`I Pr2A*/ - &Purity/1FRt1SRqqt*FBt/event_proportionffK97 2A*+ ) "Purity/1FRt1SRqqt*FBt/SRqqt_purity+?yd7Y 2A*) ' Purity/1FRt1SRqqt*FBt/FBt_purity?H97 Ǚ2A*+ ) "Purity/1FRt1SRqqt0FBt/event_purity==`I 2A*/ - &Purity/1FRt1SRqqt0FBt/event_proportion33?R97 42A*+ ) "Purity/1FRt1SRqqt0FBt/SRqqt_purity7-?a'97 C2A*+ ) "Purity/1FRt1SRqqt1FBt/event_purity) ?ly=`I ,2A*/ - &Purity/1FRt1SRqqt1FBt/event_proportionH;eC7Y rñ2A*) ' Purity/1FRt1SRqqt1FBt/FRt_purityhS? 97 ڬɱ2A*+ ) "Purity/1FRt1SRqqt1FBt/SRqqt_purity3)? `7Y 4ձ2A*) ' Purity/1FRt1SRqqt1FBt/FBt_purity?h+=`I ۱2A*/ - &Purity/1FRt1SRqqt2FBt/event_proportion7M97 _2A*+ ) "Purity/1FRt2SRqqt*FBt/event_purity =`I _2A*/ - &Purity/1FRt2SRqqt*FBt/event_proportionh;e7Y 2A*) ' Purity/1FRt2SRqqt*FBt/FRt_purityB*=$97 }2A*+ ) "Purity/1FRt2SRqqt*FBt/SRqqt_purityDHD?@97 ,2A*+ ) "Purity/1FRt2SRqqt0FBt/event_purityBn=`I 2A*/ - &Purity/1FRt2SRqqt0FBt/event_proportionfff;7Y 2A*) ' Purity/1FRt2SRqqt0FBt/FRt_purityB*= 97 G(#2A*+ ) "Purity/1FRt2SRqqt0FBt/SRqqt_purity^E? =`I Λ)2A*/ - &Purity/1FRt2SRqqt1FBt/event_proportion7@Z=`I 02A*/ - &Purity/1FRt2SRqqt2FBt/event_proportionA"97 62A*+ ) "Purity/2FRt*SRqqt*FBt/event_puritydp=~.=`I A2A*/ - &Purity/2FRt*SRqqt*FBt/event_proportionff;y 7Y J2A*) ' Purity/2FRt*SRqqt*FBt/FRt_purityL>R97 TQ2A*+ ) "Purity/2FRt*SRqqt*FBt/SRqqt_purity;?dA97 'rW2A*+ ) "Purity/2FRt*SRqqt0FBt/event_purity׹r<W9=`I b2A*/ - &Purity/2FRt*SRqqt0FBt/event_proportion:]n7Y Eo2A*) ' Purity/2FRt*SRqqt0FBt/FRt_purity*F >b97 Ƅ2A*+ ) "Purity/2FRt*SRqqt0FBt/SRqqt_purity.?o)=`I ꋲ2A*/ - &Purity/2FRt*SRqqt1FBt/event_proportion3339_="=`I J2A*/ - &Purity/2FRt*SRqqt2FBt/event_proportionL8b97 p2A*+ ) "Purity/2FRt0SRqqt*FBt/event_purity@=Pk=`I 2A*/ - &Purity/2FRt0SRqqt*FBt/event_proportion:۸g7Y 72A*) ' Purity/2FRt0SRqqt*FBt/FRt_puritybh>97 1J2A*+ ) "Purity/2FRt0SRqqt0FBt/event_purity nM:=`I 2A*/ - &Purity/2FRt0SRqqt1FBt/event_proportion9z=`I Ʋ2A*/ - &Purity/2FRt0SRqqt2FBt/event_proportionL8P97 ̲2A*+ ) "Purity/2FRt1SRqqt*FBt/event_purity=`I Ҳ2A*/ - &Purity/2FRt1SRqqt*FBt/event_proportionff9A7Y ޲2A*) ' Purity/2FRt1SRqqt*FBt/FRt_purity]tQ>r97 2A*+ ) "Purity/2FRt1SRqqt*FBt/SRqqt_purity.?97 2A*+ ) "Purity/2FRt1SRqqt0FBt/event_purity/=`I @2A*/ - &Purity/2FRt1SRqqt0FBt/event_proportioň9S7Y 2A*) ' Purity/2FRt1SRqqt0FBt/FRt_purity8>R!97 -2A*+ ) "Purity/2FRt1SRqqt0FBt/SRqqt_purityq?\=`I '42A*/ - &Purity/2FRt1SRqqt1FBt/event_proportionL8* L2A*  jet/accuracy_2_of_3F6M?l* PR2A*  jet/accuracy_3_of_3)>10/m]P yY2A*!  particle/accuracy_1_of_1?,8G/m]P 0zb2A*!  particle/accuracy_1_of_2?{/m]P {p2A*!  particle/accuracy_2_of_2?}/m]P x2A*!  particle/accuracy_1_of_3?Bm/m]P 2A*!  particle/accuracy_2_of_3?ځT/m]P 2A*!  particle/accuracy_3_of_3+?q(pJ F2A*  particle/accuracy!f?b+K {2A*  particle/sensitivity{5?w+K v2A*  particle/specificityp? 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7Y 勇{FA#*) ' Purity/*FRt1SRqqt*FBt/FBt_purity? 697 {FA#*+ ) "Purity/*FRt1SRqqt0FBt/event_purity? 6=`I bk|FA#*/ - &Purity/*FRt1SRqqt0FBt/event_proportion?z|7Y ; |FA#*) ' Purity/*FRt1SRqqt0FBt/FRt_purityK&>M?97 6|FA#*+ ) "Purity/*FRt1SRqqt0FBt/SRqqt_purityn&?(-97 /|FA#*+ ) "Purity/*FRt1SRqqt1FBt/event_purity޷?L =`I 3|FA#*/ - &Purity/*FRt1SRqqt1FBt/event_proportion;=`I $?|FA#*/ - &Purity/*FRt2SRqqt*FBt/event_proportion =7Y G|FA#*) ' Purity/*FRt2SRqqt*FBt/FRt_purityi=f97 M|FA#*+ ) "Purity/*FRt2SRqqt*FBt/SRqqt_puritym(5?pá7Y S|FA#*) ' Purity/*FRt2SRqqt*FBt/FBt_purity?D97 Z|FA#*+ ) "Purity/*FRt2SRqqt0FBt/event_purity >n=`I +`|FA#*/ - &Purity/*FRt2SRqqt0FBt/event_proportion٢=ǞyS7Y .l|FA#*) ' Purity/*FRt2SRqqt0FBt/FRt_purityi=`97 pr|FA#*+ ) "Purity/*FRt2SRqqt0FBt/SRqqt_purity<6?|n97 ^Hy|FA#*+ ) "Purity/*FRt2SRqqt1FBt/event_purityO=`I ~|FA#*/ - &Purity/*FRt2SRqqt1FBt/event_proportion:&97 4|FA#*+ ) "Purity/*FRt2SRqqt1FBt/SRqqt_purityi>3p07Y O|FA#*) ' Purity/*FRt2SRqqt1FBt/FBt_purity?Ő=`I |FA#*/ - &Purity/*FRt2SRqqt2FBt/event_proportion7r97 Vʡ|FA#*+ ) "Purity/0FRt*SRqqt*FBt/event_purityچ*?0=`I |FA#*/ - &Purity/0FRt*SRqqt*FBt/event_proportion7?97 |FA#*+ ) "Purity/0FRt*SRqqt*FBt/SRqqt_purity(?7Y _|FA#*) ' Purity/0FRt*SRqqt*FBt/FBt_purity8 ?h797 ǔ|FA#*+ ) "Purity/0FRt*SRqqt0FBt/event_purity!?D?=`I |FA#*/ - &Purity/0FRt*SRqqt0FBt/event_proportion3#?f\k97 |FA#*+ ) "Purity/0FRt*SRqqt0FBt/SRqqt_purity)?n97 ʏ|FA#*+ ) "Purity/0FRt*SRqqt1FBt/event_purity\?=`I |FA#*/ - &Purity/0FRt*SRqqt1FBt/event_proportion =hyJ97 ;|FA#*+ ) "Purity/0FRt*SRqqt1FBt/SRqqt_purity2?#P7Y (|FA#*) ' Purity/0FRt*SRqqt1FBt/FBt_puritys?ְ97 c|FA#*+ ) "Purity/0FRt*SRqqt2FBt/event_purity[i? 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97 8FA#*+ ) "Purity/1FRt1SRqqt0FBt/event_purity=W*=`I WDFA#*/ - &Purity/1FRt1SRqqt0FBt/event_proportion33<7Y qJFA#*) ' Purity/1FRt1SRqqt0FBt/FRt_purity%>gr97 >mPFA#*+ ) "Purity/1FRt1SRqqt0FBt/SRqqt_purity+?EUf97 |fVFA#*+ ) "Purity/1FRt1SRqqt1FBt/event_purityˠ?a$=`I bFA#*/ - &Purity/1FRt1SRqqt1FBt/event_proportionH; 7Y 7hFA#*) ' Purity/1FRt1SRqqt1FBt/FRt_purityU?;97 oFA#*+ ) "Purity/1FRt1SRqqt1FBt/SRqqt_purityN5?+p7Y "uFA#*) ' Purity/1FRt1SRqqt1FBt/FBt_purity?=`I 2}FA#*/ - &Purity/1FRt1SRqqt2FBt/event_proportion7q+`97 FA#*+ ) "Purity/1FRt2SRqqt*FBt/event_puritytW=`I YFA#*/ - &Purity/1FRt2SRqqt*FBt/event_proportionh;Q7Y ҕFA#*) ' Purity/1FRt2SRqqt*FBt/FRt_purityi=97 FA#*+ ) "Purity/1FRt2SRqqt*FBt/SRqqt_purityAD?197 4FA#*+ ) "Purity/1FRt2SRqqt0FBt/event_purityw=`I !FA#*/ - &Purity/1FRt2SRqqt0FBt/event_proportionfff;VN7Y ĵFA#*) ' Purity/1FRt2SRqqt0FBt/FRt_purityi='m97 e޻FA#*+ ) "Purity/1FRt2SRqqt0FBt/SRqqt_puritydJF?=`I FA#*/ - &Purity/1FRt2SRqqt1FBt/event_proportion7{=`I lFA#*/ - &Purity/1FRt2SRqqt2FBt/event_proportion"97 ;FA#*+ ) "Purity/2FRt*SRqqt*FBt/event_puritydp=!7c=`I nFA#*/ - &Purity/2FRt*SRqqt*FBt/event_proportionff;j7Y FA#*) ' Purity/2FRt*SRqqt*FBt/FRt_puritymV>wL97 $FA#*+ ) "Purity/2FRt*SRqqt*FBt/SRqqt_purityN?D97 FA#*+ ) "Purity/2FRt*SRqqt0FBt/event_purity$>97 FA#*+ ) "Purity/2FRt*SRqqt0FBt/SRqqt_puritytE?[=`I -FA#*/ - &Purity/2FRt*SRqqt1FBt/event_proportion3339 h=`I eFA#*/ - &Purity/2FRt*SRqqt2FBt/event_proportionL8o[97 FA#*+ ) "Purity/2FRt0SRqqt*FBt/event_purity@= =`I ~&FA#*/ - &Purity/2FRt0SRqqt*FBt/event_proportion:=^ c7Y "FA#*) ' Purity/2FRt0SRqqt*FBt/FRt_purityKt>"r97 )FA#*+ ) "Purity/2FRt0SRqqt0FBt/event_purity J=Y=`I F0FA#*/ - &Purity/2FRt0SRqqt0FBt/event_proportionff:'7Y f7FA#*) ' Purity/2FRt0SRqqt0FBt/FRt_purity<>4=`I _v=FA#*/ - &Purity/2FRt0SRqqt1FBt/event_proportion92=`I qCFA#*/ - &Purity/2FRt0SRqqt2FBt/event_proportionL8ZT 97 oWJFA#*+ ) "Purity/2FRt1SRqqt*FBt/event_purity{X=`I PFA#*/ - &Purity/2FRt1SRqqt*FBt/event_proportionff9wM7Y :WFA#*) ' Purity/2FRt1SRqqt*FBt/FRt_purity/h>i࢑97 =^FA#*+ ) "Purity/2FRt1SRqqt*FBt/SRqqt_puritytE?\397 sdFA#*+ ) "Purity/2FRt1SRqqt0FBt/event_purity3=`I 7kFA#*/ - &Purity/2FRt1SRqqt0FBt/event_proportioň9g7Y qFA#*) ' Purity/2FRt1SRqqt0FBt/FRt_purity*>?H97 4xFA#*+ ) "Purity/2FRt1SRqqt0FBt/SRqqt_purity8?v=`I y~FA#*/ - &Purity/2FRt1SRqqt1FBt/event_proportionL8Xv=`I tFA#*/ - &Purity/2FRt1SRqqt2FBt/event_proportion0/=`I FA#*/ - &Purity/2FRt2SRqqt*FBt/event_proportionL8:=`I FA#*/ - &Purity/2FRt2SRqqt0FBt/event_proportionL8;b=`I 8FA#*/ - &Purity/2FRt2SRqqt1FBt/event_proportion<.=`I #FA#*/ - &Purity/2FRt2SRqqt2FBt/event_proportionmt* mFA#*  jet/accuracy_1_of_1H?* 潾FA#*  jet/accuracy_1_of_2^g?* 4ȀFA#*  jet/accuracy_2_of_2(?g* 11΀FA#*  jet/accuracy_1_of_3u|?SL* 2ԀFA#*  jet/accuracy_2_of_3fP?S* 6ڀFA#*  jet/accuracy_3_of_3>0>/m]P JFA#*!  particle/accuracy_1_of_1?Ob/m]P FA#*!  particle/accuracy_1_of_2?A/m]P [FA#*!  particle/accuracy_2_of_2?=/m]P 6FA#*!  particle/accuracy_1_of_3?U /m]P QFA#*!  particle/accuracy_2_of_3?/4 /m]P +QFA#*!  particle/accuracy_3_of_3+?|*(pJ cFA#*  particle/accuracyDe?+K {FA#*  particle/sensitivity8?<+K u!FA#*  particle/specificityo?)N'F `(FA#*  particle/f_score`6?Ʃ^g6OW t.FA#*( & validation_average_jet_accuracy$? 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&Purity/*FRt2SRqqt0FBt/event_proportion٢=R7Y sOA)*) ' Purity/*FRt2SRqqt0FBt/FRt_purity,>nA1Q97 nOA)*+ ) "Purity/*FRt2SRqqt0FBt/SRqqt_purity:> 97 OA)*+ ) "Purity/*FRt2SRqqt1FBt/event_purityE=`I OA)*/ - &Purity/*FRt2SRqqt1FBt/event_proportion:'97 o OA)*+ ) "Purity/*FRt2SRqqt1FBt/SRqqt_purityi>t7Y eOA)*) ' Purity/*FRt2SRqqt1FBt/FBt_purity?j=`I |OA)*/ - &Purity/*FRt2SRqqt2FBt/event_proportion7(97 -OA)*+ ) "Purity/0FRt*SRqqt*FBt/event_purityC>3=`I _%OA)*/ - &Purity/0FRt*SRqqt*FBt/event_proportion7?.97  +OA)*+ ) "Purity/0FRt*SRqqt*FBt/SRqqt_purity+>8kS7Y U1OA)*) ' Purity/0FRt*SRqqt*FBt/FBt_purity~?W97 7OA)*+ ) "Purity/0FRt*SRqqt0FBt/event_purityh>Y(^=`I =OA)*/ - &Purity/0FRt*SRqqt0FBt/event_proportion3#?*U997 5COA)*+ ) "Purity/0FRt*SRqqt0FBt/SRqqt_purity˪>dF97 [UIOA)*+ ) "Purity/0FRt*SRqqt1FBt/event_purity2V?+{#=`I rOOA)*/ - &Purity/0FRt*SRqqt1FBt/event_proportion =p&97 ?UOA)*+ ) "Purity/0FRt*SRqqt1FBt/SRqqt_purity?CV7Y Ц[OA)*) ' Purity/0FRt*SRqqt1FBt/FBt_purityr?д&97 aOA)*+ ) "Purity/0FRt*SRqqt2FBt/event_purityWj?k+ =`I *gOA)*/ - &Purity/0FRt*SRqqt2FBt/event_proportion<-J7Y (pOA)*) ' Purity/0FRt*SRqqt2FBt/FBt_purityQ}?ft97 @vOA)*+ ) "Purity/0FRt0SRqqt*FBt/event_purity~?b{ =`I OA)*/ - &Purity/0FRt0SRqqt*FBt/event_proportionf&=wJK7Y NOA)*) ' Purity/0FRt0SRqqt*FBt/FBt_purity[?3T97 /OA)*+ ) "Purity/0FRt0SRqqt0FBt/event_purity?ېda=`I POA)*/ - &Purity/0FRt0SRqqt0FBt/event_proportion=-97 nOA)*+ ) "Purity/0FRt0SRqqt1FBt/event_purity?@=`I ƤOA)*/ - &Purity/0FRt0SRqqt1FBt/event_proportionLh=J-h7Y ߦOA)*) ' Purity/0FRt0SRqqt1FBt/FBt_purity?UNx97 OA)*+ ) "Purity/0FRt0SRqqt2FBt/event_purity5{?=`I pOA)*/ - &Purity/0FRt0SRqqt2FBt/event_proportionxk>=`I OA)*/ - &Purity/0FRt1SRqqt*FBt/event_proportionf?qwJ97 COA)*+ ) "Purity/0FRt1SRqqt*FBt/SRqqt_purity"P>NX>7Y OA)*) ' Purity/0FRt1SRqqt*FBt/FBt_purity~?|97 GOA)*+ ) "Purity/0FRt1SRqqt0FBt/event_purityGl>9\=`I HOA)*/ - &Purity/0FRt1SRqqt0FBt/event_proportion ?ێ97 OA)*+ ) "Purity/0FRt1SRqqt0FBt/SRqqt_purityGl>297 OA)*+ ) "Purity/0FRt1SRqqt1FBt/event_purity.l?`=`I LOA)*/ - &Purity/0FRt1SRqqt1FBt/event_proportion33 =`I "&OA)*/ - 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&Purity/1FRt*SRqqt1FBt/event_proportion<j7Y ?OA)*) ' Purity/1FRt*SRqqt1FBt/FRt_purity"*U?^97 iOA)*+ ) "Purity/1FRt*SRqqt1FBt/SRqqt_purity$?Izp7Y OA)*) ' Purity/1FRt*SRqqt1FBt/FBt_purity?X97 OA)*+ ) "Purity/1FRt*SRqqt2FBt/event_purityhb?k=`I OA)*/ - &Purity/1FRt*SRqqt2FBt/event_proportion33:,7Y OA)*) ' Purity/1FRt*SRqqt2FBt/FRt_purityGFf??B;7Y OA)*) ' Purity/1FRt*SRqqt2FBt/FBt_puritySv??E997 - OA)*+ ) "Purity/1FRt0SRqqt*FBt/event_purityþp>&=`I OA)*/ - &Purity/1FRt0SRqqt*FBt/event_proportion33+>z^7Y u<OA)*) ' Purity/1FRt0SRqqt*FBt/FRt_purityMq>u7Y #OA)*) ' Purity/1FRt0SRqqt*FBt/FBt_purity?]97 9)OA)*+ ) "Purity/1FRt0SRqqt0FBt/event_purityV>ϴ7 =`I V/OA)*/ - &Purity/1FRt0SRqqt0FBt/event_proportionY$>!G7Y 5OA)*) ' Purity/1FRt0SRqqt0FBt/FRt_purityV>T^!897 D;OA)*+ ) "Purity/1FRt0SRqqt1FBt/event_purityKQ?=`I .BOA)*/ - &Purity/1FRt0SRqqt1FBt/event_proportion33;'Q7Y XlHOA)*) ' Purity/1FRt0SRqqt1FBt/FRt_purity)V?D7Y NOA)*) ' Purity/1FRt0SRqqt1FBt/FBt_purity?WC97 RUOA)*+ ) "Purity/1FRt0SRqqt2FBt/event_purity2e?aH=`I X[OA)*/ - &Purity/1FRt0SRqqt2FBt/event_proportion:a}*7Y bOA)*) ' Purity/1FRt0SRqqt2FBt/FRt_purityGFf?w7Y m[hOA)*) ' Purity/1FRt0SRqqt2FBt/FBt_puritySv?__J97 cwOA)*+ ) "Purity/1FRt1SRqqt*FBt/event_purityZ>p ho=`I }OA)*/ - &Purity/1FRt1SRqqt*FBt/event_proportionff"97 OA)*+ ) "Purity/1FRt1SRqqt*FBt/SRqqt_purity%#>4ݯ7Y WђOA)*) ' Purity/1FRt1SRqqt*FBt/FBt_purity? '97 NOA)*+ ) "Purity/1FRt1SRqqt0FBt/event_purityhE==`I ءOA)*/ - &Purity/1FRt1SRqqt0FBt/event_proportion33i97 5OA)*+ ) "Purity/1FRt1SRqqt0FBt/SRqqt_purity%>k97 |OA)*+ ) "Purity/1FRt1SRqqt1FBt/event_purityΗ?c&W=`I ZOA)*/ - &Purity/1FRt1SRqqt1FBt/event_proportionH;QM\7Y OA)*) ' Purity/1FRt1SRqqt1FBt/FRt_purityhS??97 AoOA)*+ ) "Purity/1FRt1SRqqt1FBt/SRqqt_purity&?.rn7Y OA)*) ' Purity/1FRt1SRqqt1FBt/FBt_purity?<=`I OA)*/ - &Purity/1FRt1SRqqt2FBt/event_proportion7hI97 *OA)*+ ) "Purity/1FRt2SRqqt*FBt/event_purity=`I OA)*/ - &Purity/1FRt2SRqqt*FBt/event_proportionh;{7Y 9OA)*) ' Purity/1FRt2SRqqt*FBt/FRt_purityp >w97 yOA)*+ ) "Purity/1FRt2SRqqt*FBt/SRqqt_purity>C97 1OA)*+ ) "Purity/1FRt2SRqqt0FBt/event_purity(ʗ=`I OA)*/ - &Purity/1FRt2SRqqt0FBt/event_proportionfff;}I7Y OA)*) ' Purity/1FRt2SRqqt0FBt/FRt_purity+>Q97 Sc!OA)*+ ) "Purity/1FRt2SRqqt0FBt/SRqqt_purity>=`I (OA)*/ - &Purity/1FRt2SRqqt1FBt/event_proportion7=`I t.OA)*/ - &Purity/1FRt2SRqqt2FBt/event_proportionwR97 5OA)*+ ) "Purity/2FRt*SRqqt*FBt/event_purityt=@d=`I '97 HOA)*+ ) "Purity/2FRt*SRqqt*FBt/SRqqt_purity؉>97 tNOA)*+ ) "Purity/2FRt*SRqqt0FBt/event_purity׹rC)97 `aOA)*+ ) "Purity/2FRt*SRqqt0FBt/SRqqt_purity/h>q=`I UgOA)*/ - &Purity/2FRt*SRqqt1FBt/event_proportion3339ak=`I omOA)*/ - &Purity/2FRt*SRqqt2FBt/event_proportionL897 tOA)*+ ) "Purity/2FRt0SRqqt*FBt/event_purityUd=ڃ`=`I /zOA)*/ - &Purity/2FRt0SRqqt*FBt/event_proportion:]]7Y ěOA)*) ' Purity/2FRt0SRqqt*FBt/FRt_purity ^>"97 OA)*+ ) "Purity/2FRt0SRqqt0FBt/event_purity | g=`I eFOA)*/ - &Purity/2FRt0SRqqt1FBt/event_proportion9==`I FOA)*/ - &Purity/2FRt0SRqqt2FBt/event_proportionL8O97 aOA)*+ ) "Purity/2FRt1SRqqt*FBt/event_purityH9=`I WuOA)*/ - &Purity/2FRt1SRqqt*FBt/event_proportionff9Ӊ)I7Y OA)*) ' Purity/2FRt1SRqqt*FBt/FRt_purity?H&"97 >OA)*+ ) "Purity/2FRt1SRqqt*FBt/SRqqt_purity.:>-R97 焲OA)*+ ) "Purity/2FRt1SRqqt0FBt/event_purityu =`I OA)*/ - &Purity/2FRt1SRqqt0FBt/event_proportioň9 Z7Y OA)*) ' Purity/2FRt1SRqqt0FBt/FRt_purity9>WV97 5OA)*+ ) "Purity/2FRt1SRqqt0FBt/SRqqt_purity9=:=`I #2OA)*/ - &Purity/2FRt1SRqqt1FBt/event_proportionL8ف_=`I _\MOA)*/ - &Purity/2FRt1SRqqt2FBt/event_proportion=`I .bOA)*/ - &Purity/2FRt2SRqqt*FBt/event_proportionL8|]=`I vOA)*/ - &Purity/2FRt2SRqqt0FBt/event_proportionL80=`I LOA)*/ - &Purity/2FRt2SRqqt1FBt/event_proportion0L=`I VOA)*/ - &Purity/2FRt2SRqqt2FBt/event_proportion iV* 'cOA)*  jet/accuracy_1_of_1W>LumG* OA)*  jet/accuracy_1_of_2}Q?6aA* ~OA)*  jet/accuracy_2_of_2V>* ʻOA)*  jet/accuracy_1_of_3bVz?U* KOA)*  jet/accuracy_2_of_3N:?% /m]P (GOA)*!  particle/accuracy_1_of_1? /m]P p[OA)*!  particle/accuracy_1_of_2?u/m]P (xOA)*!  particle/accuracy_2_of_2?1/m]P WOA)*!  particle/accuracy_1_of_3? /m]P mÞOA)*!  particle/accuracy_2_of_3?o%/m]P MZOA)*!  particle/accuracy_3_of_3ũ?dr(pJ $OA)*  particle/accuracyi_?+K 7OA)*  particle/sensitivity(?;f+K OA)*  particle/specificityxk?L'F =,OA)*  particle/f_score[&?T6OW "OA)*( & validation_average_jet_accuracy*6>It97 5OA)*+ ) "Purity/*FRt*SRqqt2FBt/SRqqt_purity=97 UOA)*+ ) "Purity/*FRt1SRqqt2FBt/event_purityU97 jOA)*+ ) "Purity/*FRt1SRqqt2FBt/SRqqt_purity=8X7Y HQOA)*) ' Purity/*FRt1SRqqt2FBt/FBt_purity33s?]97 jOA)*+ ) "Purity/0FRt*SRqqt2FBt/SRqqt_purityUU=97 ۿOA)*+ ) "Purity/0FRt1SRqqt2FBt/event_purityQ97 OA)*+ ) "Purity/0FRt1SRqqt2FBt/SRqqt_purityUU=x7Y OA)*) ' Purity/0FRt1SRqqt2FBt/FBt_purityr??7Y 88 OA)*) ' Purity/2FRt*SRqqt*FBt/FBt_purity?y 97 `OA)*+ ) "Purity/2FRt*SRqqt1FBt/event_purity%I?Ny=7Y 2OA)*) ' Purity/2FRt*SRqqt1FBt/FRt_puritym[?̎97 /GOA)*+ ) "Purity/2FRt*SRqqt1FBt/SRqqt_purity?PD7Y )gOA)*) ' Purity/2FRt*SRqqt1FBt/FBt_purity? ]7Y }OA)*) ' Purity/2FRt1SRqqt*FBt/FBt_purity?R97 쉐OA)*+ ) "Purity/2FRt1SRqqt1FBt/event_purity{$/7Y DOA)*) ' Purity/2FRt1SRqqt1FBt/FRt_purity@?z97 VOA)*+ ) "Purity/2FRt1SRqqt1FBt/SRqqt_purity?>7Y OA)*) ' Purity/2FRt1SRqqt1FBt/FBt_purity?h* 5OA)*  jet/accuracy_1_of_4?}I2* .OA)*  jet/accuracy_2_of_4?u@* $OA)*  jet/accuracy_3_of_4?]* :OA)*  jet/accuracy_4_of_4=i?q/m]P rWOA)*!  particle/accuracy_1_of_4?7Q/m]P VOA)*!  particle/accuracy_2_of_4?bq/m]P KוOA)*!  particle/accuracy_3_of_4?cGo/m]P OA)*!  particle/accuracy_4_of_4`?#o97 NjOA)*+ ) "Purity/2FRt*SRqqt2FBt/event_purity?lZ#7Y ސOA)*) ' Purity/2FRt*SRqqt2FBt/FRt_purity@?!%7Y OA)*) ' Purity/2FRt*SRqqt2FBt/FBt_purity? 7Y K*OA)*) ' Purity/2FRt0SRqqt*FBt/FBt_purity?ە\97 =OA)*+ ) "Purity/2FRt0SRqqt2FBt/event_purity?>7Y QOA)*) ' Purity/2FRt0SRqqt2FBt/FRt_purity@?tB7Y eOA)*) ' Purity/2FRt0SRqqt2FBt/FBt_purity?Or97 zOA)*+ ) "Purity/2FRt0SRqqt1FBt/event_purityL?xV87Y pOA)*) ' Purity/2FRt0SRqqt1FBt/FRt_purityfff?C7Y OA)*) ' Purity/2FRt0SRqqt1FBt/FBt_purity?7Y HOA)*) ' Purity/*FRt1SRqqt2FBt/FRt_purity?mY97 P OA)*+ ) "Purity/1FRt*SRqqt2FBt/SRqqt_purity97 i]!OA)*+ ) "Purity/1FRt1SRqqt2FBt/event_purityn7Y Sx5OA)*) ' Purity/1FRt1SRqqt2FBt/FRt_purity?>97 xMOA)*+ ) "Purity/1FRt1SRqqt2FBt/SRqqt_purity7Y dOA)*) ' Purity/1FRt1SRqqt2FBt/FBt_purity?:7Y xOA)*) ' Purity/*FRt2SRqqt1FBt/FRt_purity?6/C7Y גOA)*) ' Purity/1FRt2SRqqt*FBt/FBt_purity?{%\97 1OA)*+ ) "Purity/1FRt2SRqqt1FBt/event_purity3j&7Y s OA)*) ' Purity/1FRt2SRqqt1FBt/FRt_purity?6t~97 OA)*+ ) "Purity/1FRt2SRqqt1FBt/SRqqt_purity,yk7Y Y+!OA)*) ' Purity/1FRt2SRqqt1FBt/FBt_purity?x97 ǨAOA)*+ ) "Purity/2FRt2SRqqt*FBt/event_purity7Y AUOA)*) ' Purity/2FRt2SRqqt*FBt/FRt_purity>$.97 qxOA)*+ ) "Purity/2FRt2SRqqt*FBt/SRqqt_purity@?~8_97 rOA)*+ ) "Purity/2FRt2SRqqt0FBt/event_purity1H7Y OA)*) ' Purity/2FRt2SRqqt0FBt/FRt_purity>}r,97 ~ͺOA)*+ ) "Purity/2FRt2SRqqt0FBt/SRqqt_purity@?f 97 OA)*+ ) "Purity/*FRt2SRqqt2FBt/event_purityZq97 @OA)*+ ) "Purity/*FRt2SRqqt2FBt/SRqqt_puritySu7Y OA)*) ' Purity/*FRt2SRqqt2FBt/FBt_purity?T697 OA)*+ ) "Purity/0FRt2SRqqt2FBt/event_purity[)97 &OA)*+ ) "Purity/0FRt2SRqqt2FBt/SRqqt_purityy֋7Y E:OA)*) ' Purity/0FRt2SRqqt2FBt/FBt_purity?(pN* VOA)* epoch@8?#wC ZyPA**  lr-AdamW/pg19MtN#wC yPA**  lr-AdamW/pg29^S }N ]yPA**E C 7DeviceStatsMonitor.on_train_batch_start/active.all.peaktAF^Zo yPA**L J CDeviceStatsMonitor.on_train_batch_start/active.large_pool.allocated LVX/ 8yPA**J H ADeviceStatsMonitor.on_train_batch_start/active.large_pool.current@exVN- `yPA**H F ?DeviceStatsMonitor.on_train_batch_start/active.large_pool.freed LNsU yPA**G E >DeviceStatsMonitor.on_train_batch_start/active.large_pool.peak D)Zo yPA**L J CDeviceStatsMonitor.on_train_batch_start/active.small_pool.allocatedLL:X/ vyPA**J H ADeviceStatsMonitor.on_train_batch_start/active.small_pool.currentF%zMVN- ۵PA**H F ?DeviceStatsMonitor.on_train_batch_start/active.small_pool.freedLLhB(U OsPA**G E >DeviceStatsMonitor.on_train_batch_start/active.small_pool.peak@F`Ye `ZPA**K I BDeviceStatsMonitor.on_train_batch_start/active_bytes.all.allocated WUW溔 PA**I G @DeviceStatsMonitor.on_train_batch_start/active_bytes.all.currentM5EU DeviceStatsMonitor.on_train_batch_start/active_bytes.all.freed WɎT_QE $PA**F D =DeviceStatsMonitor.on_train_batch_start/active_bytes.all.peak5PUnL`(! 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= 6DeviceStatsMonitor.on_train_batch_end/num_device_allociDt4LԢ &PA,*> < 5DeviceStatsMonitor.on_train_batch_end/num_device_freeOlGO i:PA,*A ? 8DeviceStatsMonitor.on_train_batch_end/num_oom_rejectionshofEh %MPA,*7 5 .DeviceStatsMonitor.on_train_batch_end/num_oomsLjQQټ tPA,*C A :DeviceStatsMonitor.on_train_batch_end/num_sync_all_streams@?[ PA,*M K DDeviceStatsMonitor.on_train_batch_end/oversize_allocations.allocatedD6Ye jPA,*K I BDeviceStatsMonitor.on_train_batch_end/oversize_allocations.currentQgrW溔 PA,*I G @DeviceStatsMonitor.on_train_batch_end/oversize_allocations.freed6VN- YPA,*H F ?DeviceStatsMonitor.on_train_batch_end/oversize_allocations.peakG6X/ \PA,*J H ADeviceStatsMonitor.on_train_batch_end/oversize_segments.allocated& VN- QPA,*H F ?DeviceStatsMonitor.on_train_batch_end/oversize_segments.currentpD^T_QE BPA,*F D =DeviceStatsMonitor.on_train_batch_end/oversize_segments.freedlFIS }N N&PA,*E C DeviceStatsMonitor.on_train_batch_end/requested_bytes.all.peakV2PU VPA,*G E >DeviceStatsMonitor.on_train_batch_end/reserved_bytes.all.freed]IT_QE RjPA,*F D =DeviceStatsMonitor.on_train_batch_end/reserved_bytes.all.peakPVPx`(! PA,*R P IDeviceStatsMonitor.on_train_batch_end/reserved_bytes.large_pool.allocatedHNP&| ^ذn nPA,*P N GDeviceStatsMonitor.on_train_batch_end/reserved_bytes.large_pool.currentHNPt\ B;PA,*N L EDeviceStatsMonitor.on_train_batch_end/reserved_bytes.large_pool.freed6W[ PA,*M K DDeviceStatsMonitor.on_train_batch_end/reserved_bytes.large_pool.peakHNPz`(! SPA,*R P IDeviceStatsMonitor.on_train_batch_end/reserved_bytes.small_pool.allocatedN^^ذn ?XPA,*P N GDeviceStatsMonitor.on_train_batch_end/reserved_bytes.small_pool.currentN \ GPA,*N L EDeviceStatsMonitor.on_train_batch_end/reserved_bytes.small_pool.freed߾&K[ O"PA,*M K DDeviceStatsMonitor.on_train_batch_end/reserved_bytes.small_pool.peakNIR% aO7PA,*D B ;DeviceStatsMonitor.on_train_batch_end/segment.all.allocatediD P XALPA,*B @ 9DeviceStatsMonitor.on_train_batch_end/segment.all.currentiDs7NĹ aPA,*@ > 7DeviceStatsMonitor.on_train_batch_end/segment.all.freed7#-M=cԦ vPA,*? = 6DeviceStatsMonitor.on_train_batch_end/segment.all.peakiDZ5LYe PA,*K I BDeviceStatsMonitor.on_train_batch_end/segment.large_pool.allocated@)DW溔 PA,*I G @DeviceStatsMonitor.on_train_batch_end/segment.large_pool.current@)DYU PA,*G E >DeviceStatsMonitor.on_train_batch_end/segment.large_pool.freedV.T_QE fPA,*F D =DeviceStatsMonitor.on_train_batch_end/segment.large_pool.peak@)D+$[Ye PA,*K I BDeviceStatsMonitor.on_train_batch_end/segment.small_pool.allocatedC7@W溔 PA,*I G @DeviceStatsMonitor.on_train_batch_end/segment.small_pool.currentCU f PA,*G E >DeviceStatsMonitor.on_train_batch_end/segment.small_pool.freedzT_QE PA,*F D =DeviceStatsMonitor.on_train_batch_end/segment.small_pool.peakC90_ 5PA,*" loss/FRt1/assignment_losso>80_ pMPA,*" loss/FRt2/assignment_loss"/?J2$V bPA,*$ " loss/SRqqt1/assignment_lossI? v32$V vPA,*$ " loss/SRqqt2/assignment_loss(~)?<0_ QePA,*" loss/FBt1/assignment_lossd~=0_ -PA,*" loss/FBt2/assignment_loss2<8$aZ/m]P hPA,*!  loss/FRt1/detection_loss>@̛/m]P \PA,*!  loss/FRt2/detection_loss:? E1 PA,*# ! loss/SRqqt1/detection_lossj2>#1 MPA,*# ! loss/SRqqt2/detection_lossW ?4DNc/m]P "PA,*!  loss/FBt1/detection_loss?nv(/m]P NP7PA,*!  loss/FBt2/detection_loss1>a&sO (LPA,*  loss/total_lossA1c y_PA,* epoch@o9.#wC 8bPA,*  lr-AdamW/pg1*9N9]#wC ܁bPA,*  lr-AdamW/pg2*9'أS }N |bPA,*E C 7DeviceStatsMonitor.on_train_batch_start/active.all.peaktAFZo 4bPA,*L J CDeviceStatsMonitor.on_train_batch_start/active.large_pool.allocated3)LAsX/ abPA,*J H ADeviceStatsMonitor.on_train_batch_start/active.large_pool.current@OVN- bPA,*H F ?DeviceStatsMonitor.on_train_batch_start/active.large_pool.freed3)LdU bPA,*G E >DeviceStatsMonitor.on_train_batch_start/active.large_pool.peak DyZo ڇbPA,*L J CDeviceStatsMonitor.on_train_batch_start/active.small_pool.allocatedA XL,4X/ bPA,*J H ADeviceStatsMonitor.on_train_batch_start/active.small_pool.currentFXoVN- htPA,*H F ?DeviceStatsMonitor.on_train_batch_start/active.small_pool.freedXXLl YYU PA,*G E >DeviceStatsMonitor.on_train_batch_start/active.small_pool.peak@Fb`WYe KPA,*K I BDeviceStatsMonitor.on_train_batch_start/active_bytes.all.allocatedFWdW溔 PA,*I G @DeviceStatsMonitor.on_train_batch_start/active_bytes.all.currentM:3#@U PA,*G E >DeviceStatsMonitor.on_train_batch_start/active_bytes.all.freedFW^T_QE 9PA,*F D =DeviceStatsMonitor.on_train_batch_start/active_bytes.all.peak5PQ?w`(! )0PA,*R P IDeviceStatsMonitor.on_train_batch_start/active_bytes.large_pool.allocatedWַ^ذn PA,*P N GDeviceStatsMonitor.on_train_batch_start/active_bytes.large_pool.currentKyn\ #PA,*N L EDeviceStatsMonitor.on_train_batch_start/active_bytes.large_pool.freedWVd[ 7PA,*M K DDeviceStatsMonitor.on_train_batch_start/active_bytes.large_pool.peak.P]`(! 0WPA,*R P IDeviceStatsMonitor.on_train_batch_start/active_bytes.small_pool.allocatedMTJCB^ذn stPA,*P N GDeviceStatsMonitor.on_train_batch_start/active_bytes.small_pool.currenthM Z(O\ k1PA,*N L EDeviceStatsMonitor.on_train_batch_start/active_bytes.small_pool.freedJT0[ .PA,*M K DDeviceStatsMonitor.on_train_batch_start/active_bytes.small_pool.peakpXM]\ PA,*N L EDeviceStatsMonitor.on_train_batch_start/allocated_bytes.all.allocatedFWtZo PA,*L J CDeviceStatsMonitor.on_train_batch_start/allocated_bytes.all.currentMaX/ }rPA,*J H ADeviceStatsMonitor.on_train_batch_start/allocated_bytes.all.freedFWW溔 <(PA,*I G @DeviceStatsMonitor.on_train_batch_start/allocated_bytes.all.peak5P<ck 3@PA,*U S LDeviceStatsMonitor.on_train_batch_start/allocated_bytes.large_pool.allocatedWiad t]PA,*S Q JDeviceStatsMonitor.on_train_batch_start/allocated_bytes.large_pool.currentKh;L_P?( jgPA,*Q O HDeviceStatsMonitor.on_train_batch_start/allocated_bytes.large_pool.freedW?^ذn LPA,*P N GDeviceStatsMonitor.on_train_batch_start/allocated_bytes.large_pool.peak.PFzck PA,*U S LDeviceStatsMonitor.on_train_batch_start/allocated_bytes.small_pool.allocatedMTIHad hPA,*S Q JDeviceStatsMonitor.on_train_batch_start/allocated_bytes.small_pool.currenthMY-_P?( < PA,*Q O HDeviceStatsMonitor.on_train_batch_start/allocated_bytes.small_pool.freedJTB^ذn sxPA,*P N GDeviceStatsMonitor.on_train_batch_start/allocated_bytes.small_pool.peakpXMi W溔 Ʌ9PA,*I G @DeviceStatsMonitor.on_train_batch_start/allocation.all.allocatedL酏U riPA,*G E >DeviceStatsMonitor.on_train_batch_start/allocation.all.currentFY lS }N 4PA,*E C ad /PA,*S Q JDeviceStatsMonitor.on_train_batch_start/inactive_split_bytes.all.allocated\W 7DeviceStatsMonitor.on_train_batch_start/num_device_freeoQټ 8G PA,*C A :DeviceStatsMonitor.on_train_batch_start/num_oom_rejectionsjмG VmPA,*9 7 0DeviceStatsMonitor.on_train_batch_start/num_ooms?ĪS }N )>PA,*E C .|[ њPA,*M K DDeviceStatsMonitor.on_train_batch_start/oversize_allocations.currentCrYe :PA,*K I BDeviceStatsMonitor.on_train_batch_start/oversize_allocations.freed/0X/ PPA,*J H ADeviceStatsMonitor.on_train_batch_start/oversize_allocations.peak0Zo ?PA,*L J CDeviceStatsMonitor.on_train_batch_start/oversize_segments.allocated ajX/ NCPA,*J H ADeviceStatsMonitor.on_train_batch_start/oversize_segments.current04VN- PA,*H F ?DeviceStatsMonitor.on_train_batch_start/oversize_segments.freedUU 7~CPA,*G E >DeviceStatsMonitor.on_train_batch_start/oversize_segments.peakkY\ WPA,*N L EDeviceStatsMonitor.on_train_batch_start/requested_bytes.all.allocatedWeIwZo ۸jPA,*L J CDeviceStatsMonitor.on_train_batch_start/requested_bytes.all.currentj!MȾuX/ 9PA,*J H ADeviceStatsMonitor.on_train_batch_start/requested_bytes.all.freedWzKPA,*O M FDeviceStatsMonitor.on_train_batch_start/reserved_bytes.large_pool.peakHNPTby`o wPA,*T R KDeviceStatsMonitor.on_train_batch_start/reserved_bytes.small_pool.allocatedN𱵲`(! 'PA,*R P IDeviceStatsMonitor.on_train_batch_start/reserved_bytes.small_pool.currentN,:(^ذn SPA,*P N GDeviceStatsMonitor.on_train_batch_start/reserved_bytes.small_pool.freed_]a[ aAPA,*O M FDeviceStatsMonitor.on_train_batch_start/reserved_bytes.small_pool.peakN/7dT_QE N!PA,*F D =DeviceStatsMonitor.on_train_batch_start/segment.all.allocatediDR% CPA,*D B ;DeviceStatsMonitor.on_train_batch_start/segment.all.currentiDZP VPA,*B @ 9DeviceStatsMonitor.on_train_batch_start/segment.all.freedYOlGO fjPA,*A ? 8DeviceStatsMonitor.on_train_batch_start/segment.all.peakiDaO[ +۩PA,*M K DDeviceStatsMonitor.on_train_batch_start/segment.large_pool.allocated@)DoYe "kPA,*K I BDeviceStatsMonitor.on_train_batch_start/segment.large_pool.current@)DDW溔 PA,*I G @DeviceStatsMonitor.on_train_batch_start/segment.large_pool.freedd0VN- PA,*H F ?DeviceStatsMonitor.on_train_batch_start/segment.large_pool.peak@)D@[ `PA,*M K DDeviceStatsMonitor.on_train_batch_start/segment.small_pool.allocatedC9Ye w$PA,*K I BDeviceStatsMonitor.on_train_batch_start/segment.small_pool.currentCᙙW溔 BPA,*I G @DeviceStatsMonitor.on_train_batch_start/segment.small_pool.freed)vVN- UPA,*H F ?DeviceStatsMonitor.on_train_batch_start/segment.small_pool.peakCp!Qټ 3 PA,*C A :DeviceStatsMonitor.on_train_batch_end/active.all.allocatedLMxlOlGO PA,*A ? 8DeviceStatsMonitor.on_train_batch_end/active.all.currentFx$2M=cԦ >PA,*? = 6DeviceStatsMonitor.on_train_batch_end/active.all.freedL iLԢ BzPA,*> < 5DeviceStatsMonitor.on_train_batch_end/active.all.peaktAFa$lX/ $PA,*J H ADeviceStatsMonitor.on_train_batch_end/active.large_pool.allocated:;)L,VN- PA,*H F ?DeviceStatsMonitor.on_train_batch_end/active.large_pool.current@%k)T_QE Ӏ0PA,*F D =DeviceStatsMonitor.on_train_batch_end/active.large_pool.freed9;)L*qS }N ]PA,*E C DeviceStatsMonitor.on_train_batch_end/active_bytes.all.currentM'S }N PA,*E C DeviceStatsMonitor.on_train_batch_end/allocated_bytes.all.peak5P0ad oPA,*S Q JDeviceStatsMonitor.on_train_batch_end/allocated_bytes.large_pool.allocated:W7LbY_P?( 8PA,*Q O HDeviceStatsMonitor.on_train_batch_end/allocated_bytes.large_pool.currentK/@]a[ PA,*O M FDeviceStatsMonitor.on_train_batch_end/allocated_bytes.large_pool.freed:Wj=\ PA,*N L EDeviceStatsMonitor.on_train_batch_end/allocated_bytes.large_pool.peak.PBFad 0 PA,*S Q JDeviceStatsMonitor.on_train_batch_end/allocated_bytes.small_pool.allocatedST4A_P?( PA,*Q O HDeviceStatsMonitor.on_train_batch_end/allocated_bytes.small_pool.currenthMG6C]a[ *PA,*O M FDeviceStatsMonitor.on_train_batch_end/allocated_bytes.small_pool.freedQQTv0\ DPA,*N L EDeviceStatsMonitor.on_train_batch_end/allocated_bytes.small_pool.peakpXMش-U D`PA,*G E >DeviceStatsMonitor.on_train_batch_end/allocation.all.allocatedL6S }N e~tPA,*E C DeviceStatsMonitor.on_train_batch_end/inactive_split.all.freedy-LiT_QE PA,*F D =DeviceStatsMonitor.on_train_batch_end/inactive_split.all.peakUDl1=`(! 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