XiTkjNlm`k]gR TknWopR crq lms tHu R vwTkXiq

1 "! #$&%('*) +-,/.1012%435+6'78+9%($:,*);,=<>?@?*AB) CP,QSRNTUTWVYX Z\[UT ]^V5_Xa` T9b\`Ncdcd` [ ]BQ `Nedf [gRhb\ XiTkjNlm`k]gR TknWopR crq lms tHu R vwTkXiqxgy{z}| ~ "| d p d N { ^ i i d \ i a r r a 9 a a " i p { ^ i \ Y " r " m w { & N i r : 5 r i { w : " d d } ^ N \ p w i d " a \ " a p " k i r a } S r " a i r r " B i d i S " " U U d g " Y B " a S i i Y " 1 i Y " " r i d a 1 a \ " d i d ( a S { " 1 i Y " " d Y " d a " U w a a a a i r p d p { w a i r ; w " i S " i Y { 6 i d " " i r a a d " a i d " d i Y } W i r a L i { " r S h W i S { d S O S i : d H a a S r r a B d a ; i S d 1 L i ( d { S p { ^ i S ^ d Y U " \ } S i ^ i { " d \ ; " " i a r " m w { S i p 1 " : & r d ; " S S " ^ i { " r S a a } i \ i Y a " \ d N ; d S d d S a r " i d i w { " { a S d.)}}}}}}}}}}}

2 P { ^ a i { a S d w p { w " i d { d N m { d w a a a a i p d N { ^ \ i " d d a i a N " d i " r d " d i " i a i i i m w g d \ a S \ g { i i d a d d w N ~ zm p d w { ^ i U i S r Y a k i N d } ^ O N U w a a a i r r p { ^ a i " { a S d { ^ i d B " a " r ; p ; N W : " d Y " { a " { w a " & p & " a \ & 1 " " a i " } " d { N d & p { O p " " a a ^ " a \ N i " " w " Y !}}}}}}}}}}}}}

3 } " " N " " a " !" " i Y { N " # " a \ " & $" % { & ' ( " N " # " a \ " ) *%+-,/. 01*%243657,/31+98;:01*01*%+=< >?+@+BA1*,/C#DEGF ,/H4+JI 312/KA@+@5151:LC#H< +@36M :LAB+@5N;+@51+B,/36AO*P!,/Q?243O,R062436 SUTV )XWY)P ,/Q%56KN +B56+B,/31AO*ZT\[B]4]^< AO* .%_L` ab31:MU+cN +BDedf,/C%g?T hXi^]Uj4j/]#[4kl KGF ,/:L_ mnS ,/C%CZT_L+@24C QZTSU2451* .o,#T*o,Rp C%+@3rq/sb31+@51+B,/31A1*Zk,R060 BkA@24 Ftkuv2456* .o,(dw+BC#H4:L2:L5x,/_L562c8;:06*y06*%+\a{z+B>%,/3606+BF$+@CU0 DZ|EGC#} 2431F ,R06:L~ .#+ +r0 D%+ N;+@AO*%+@36AO*%+ >vz+@3O,R06:L24C%+@_L_L+4T? XC#:MU+B3651:0 z+ D%+ t24CU013 z+ ,/_ T? YkI ko #[B 4 < .%A@AUkf w+BCU0631+rK Y:L_L_L+4T 4 4 4] w*%+@F$:LC D%+ _ , )!}

4 T24CU013 z+ ,/_ T? +@Q +@A4T f,/Co,/Do,$ X U & 4i j k % ; B ; f ; p k ^ ! Y " i " Y & " { w a " r % d " d " a - N " i O " K " a " " " " U R d O " r @ O d & " # a N h " 4 " a 6 " # i 5 d " - " 6 o " Y : $ i " " " # a " Y " B " # a " 1 ? Y " S N S " N " " \ " " " 5 " ' & ' : " a ?}

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7 I Y O " # p " " " a a " S & " " a " i a i g i { ^ " " Y Y w N v " p " X } " " ! w ; a w " " 5 U " # Y & i 1 r # a 5 " S " f N " a } N a " " ? p " H 1 Y " : ! a 1 " 1 " O " 6 U K 1 a " B x " : ? @ Y " d " Y h " a " " U d " d " a N S i B " Y " " " S { N Y " d w a k \ 5 R \ a i g \ " " a : " S a " d & : d " 5 " 1 " " "!

8 TRAINABLE CLASSIFIER MODULEFEATURE EXTRACTION MODULEC lass scoresFeature vectorRaw input :LH%k![4k )!3O,/D%:06:L24Co,/_!>o,R006+B36C 31+@A@24H4C%:06:L24C :L5X>?+@36} 2431F$+@D{8;:06* 0G8f2$F$2 D# +@5 m , +@D{} + , + + 0131,/Ar01243BT?,/C%Dt, 0131,/:LCo,/Q%_L+ A@_ ,/5156: o+@3 k Y k N " a Y d " " Y a { S & " U " a " & " " 5 i d " " : \ " a " Y Y " a ? t d } a 1 B " p " a r a a S " " a { \ a U { # U " r @ S ; O a w Y a { " p " K " & U m / " " a \ U i : # a f B " r ?]}}}

9 @ p a ? " a " Y " a Y Y i " k Y " ; U ? d " " ^ a " d ; a O " d " U " " 5 " 5 " ^ " R a i " ; ^ r ? @ N " o d " # i B " ! \ " a a " S i " S # a Y Y " " " a \ 5 " } N 1 a " " i " ^ : " U g " 5 : Y " B " " R \ " " a d " " " # a g R & " p " 5 k : a \ " a a a / - " w a a " ; " % Y { " : Y " & Z } a a " { !

10 I ' a g " a Y " B " Y " # a " m " $ B B " p " B & " Y d " # a a H x 5 5 Y " 5 a a ^ m " B B B & a " & " " " N 1 w " " # i 5 Y " a \ B i k " Y ! a ? N p " a ' " a " } % a ! { g a % " N " 1 i Y d ! " R " - " h " w a " ! { S i " W # a B & U " # Y { h / " # " " d Y !}}