LLMs-from-scratch/ch02/01_main-chapter-code/figures/15.webp

RIFF<EFBFBD>WEBPVP8 <20>pL
<01>
*R<03>?<3F><><EFBFBD>r?<3F>?<3F>!ѹs<D1B9>9<EFBFBD>in<69>;#|<7C>2f<32>-"<22><>ο<EFBFBD><CEBF>Aye<79>o<10><>}<7D><><EFBFBD><7F><EFBFBD><EFBFBD><EFBFBD><EFBFBD>}<7D><><EFBFBD>v<EFBFBD><05>	<09><><EFBFBD><EFBFBD>~<7E>
<01>~<07>zqo-<2D><><EFBFBD>sޞ<73><DE9E>*<2A><>X<EFBFBD>k<1B>cu<63>n<EFBFBD><6E>ֱ<EFBFBD><D6B1>7Z<37><5A>X<EFBFBD>k<1B>cu<63>n<EFBFBD><6E>ֱ<EFBFBD><D6B1>7Z<37><5A>	n<><6E><EFBFBD><EFBFBD>"D<><44><EFBFBD><15>H<EFBFBD><48><EFBFBD>J<EFBFBD>><3E><><EFBFBD><10><>PC<50>}A<0F>!<21>9<>P<EFBFBD><50><EFBFBD>9<EFBFBD>	<09><><06>x<<3C>Z<EFBFBD><5A>,<2C><><0C>L<EFBFBD>p<>><3E>M<EFBFBD><4D>S
<EFBFBD>L<0E><>!<21><>h%}<7D><><EFBFBD><EFBFBD><EFBFBD><12><>W<EFBFBD>J<EFBFBD>	_a+<2B><>\<0E><><EFBFBD><EFBFBD><EFBFBD>u<14>č'<27><>O<EFBFBD>m<<3C><><EFBFBD>t<EFBFBD>`N<>	с:0'F<04><><EFBFBD><13>t<>K]<5D><><EFBFBD><EFBFBD><EFBFBD><07><><EFBFBD>I
:0'F<04><><EFBFBD><13>t`N<>	с:"<10>7+<2B>w^<5E>8<EFBFBD><38><EFBFBD><13>t`N<>	с:0'3l<33><6C><EFBFBD><05><><EFBFBD><EFBFBD>&<26>g<EFBFBD><10><>PC<50>}A<0F><1F>cFh<46>ץ<EFBFBD>M8<4D><38>YA<59>K!-<2D><>1vР<76><D0A0><EFBFBD>0$<24>`N<>	с:0'F輳<>u<EFBFBD>iQ/<2F><><EFBFBD><03><>7<EFBFBD><37>r<EFBFBD><72>Eu<45>l<EFBFBD><6C>
<01>"<18><>Y<EFBFBD>h<EFBFBD><68><06><>k<EFBFBD><6B>)<29><>*<2A><><EFBFBD><EFBFBD>r<u<>ӊH	с:0'F<04><><EFBFBD><EFBFBD>4<EFBFBD>矗[<5B>h<04>P+<1E><><EFBFBD><EFBFBD>e<>S.<2E>02<30>T<>\.O<><4F><EFBFBD><1D><1A>(r<>O<EFBFBD>U<1B>3<КkX<6B>k<1B>cu<63>n<EFBFBD><6E>ֱ<EFBFBD>G<EFBFBD><47>6;{<7B><19>w0<77> <20><>b߃4<DF83>0<EFBFBD><30>NI<4E>&<26>t`N<>	с:0'F<04><><EFBFBD>lA<6C><41>p<EFBFBD><70>L<EFBFBD><4C>Ͳ<EFBFBD><CDB2>A&<26>t`N<>	с:0'E<>)Ќ<>G<EFBFBD><47>@m<>H<EFBFBD>Hm<48>3<EFBFBD>wޜR@N<>	с:0'F<02>y}zBq<42><71>^srA5<41>G7)^<5E>p<EFBFBD><70>P0b<30><16>ƴ88<38>ӧ<14><13>t`K<><4B><EFBFBD> <20><>Ϧ\G<><47>k<EFBFBD><6B><EFBFBD>Zd<5A><64>A8<41><38><EFBFBD><13>t`N<>F<>o] <20><><EFBFBD><EFBFBD>҅<EFBFBD><18><><EFBFBD>LY<4C>)<29><>{<7B>yl<79>=<3D><><EFBFBD>:<3A>m<EFBFBD>klQ<05>e0<18><><12><>W<EFBFBD>J<EFBFBD>	_a+<2B><>*\a'<27><>$<24>,<2C>qY<10><>Д9<1A><>(<04><<3C>[ޡK+5<><35>=:qI
:0'F<04><><EFBFBD>Ɩ<EFBFBD>21Ү<>J<EFBFBD><11><>Ta<54><61>Ajr<>s<EFBFBD>Ӆ"6<><36>M<EFBFBD>'ŞX+<2B><><EFBFBD><EFBFBD><EFBFBD>
<01><><EFBFBD><EFBFBD>7Z<37><5A>X<EFBFBD>k<1B>cu<63>k<EFBFBD><6B>6<07><><EFBFBD>j6
<07>|`<60><>W<EFBFBD>_<EFBFBD><5F>k<EFBFBD><6B><EFBFBD><EFBFBD>:<3A><><1B>PuƁ<75><17>7<15>e<EFBFBD><65><EFBFBD>%öO<C3B6><4F>NI<4E>&<26>t`N<>	с:0&)<29>
D%<0E><15>
2*<2A><><0C><><1E><>_[<5B>G<EFBFBD><47><EFBFBD><EFBFBD>߀<13>n<EFBFBD><6E><EFBFBD><11>NR<4E><52>g<EFBFBD>bv<62><76><EFBFBD><EFBFBD>$<04><><EFBFBD><13>b<>&<26><>ph	<09>=x<>ǖ<EFBFBD>@Nt<4E>B<EFBFBD>0w<30>7DZ<14><>!<21><><EFBFBD>iŊ̛v<CC9B>x<EFBFBD><11><><EFBFBD>qI
:0'F<04><><EFBFBD>
/<2F><>K	<09>a<07>k)<0B>^嶻-<2D><><EFBFBD>ӊH	с:0'F<04>ٚQ(<28><><EFBFBD><EFBFBD><EFBFBD>a<19>THP<48>1<EFBFBD><17>
f<EFBFBD><EFBFBD>F<EFBFBD><EFBFBD>xů<78><C5AF><EFBFBD><12><>W<EFBFBD>J<EFBFBD>	_`<60>rV<<3C>6`<60><>[15<31><35>%<bG<62><0C>/#<23><>&]<5D><>^<5E><>ն6u<06><>F<>3<EFBFBD><33>/<2F><><EFBFBD><EFBFBD><1A>$ޟcu<63>n<EFBFBD><6E>ֱ<EFBFBD>	~՗<>"<22>g<EFBFBD>ﻚs<>X<>/i><14><>>%[<5B>//<2F><><EFBFBD><EFBFBD>=<3D><><EFBFBD><EFBFBD>z<EFBFBD><7A>Z<EFBFBD><5A><EFBFBD><EFBFBD>M<EFBFBD><4D>!<21>C<EFBFBD><43>S <20>R@N<>Dfy<66>زR<><52><EFBFBD>b<EFBFBD><62>I<EFBFBD><49>+?"u<><75>4<EFBFBD>M8<4D><38><EFBFBD>̲<EFBFBD>2<EFBFBD><32>}<7D><><EFBFBD>ږH<DA96>͉<EFBFBD>,<2C>O<EFBFBD><4F><EFBFBD>zq-J<>z%<25>;C<1B><15><>Z<EFBFBD>p9<70><39>5<EFBFBD>ԛ<EFBFBD><D49B>.<06>LB<4C><42><17><>SQq
<01>F<><46>?<3F><1D>Έ<04><>@<40><>C_ݼ<03><>@<40><><04><><EFBFBD>a0ӆ<30>[T<1C><>n<EFBFBD>"m#ى<><D989><EFBFBD>IP:<3A>'l<>|

`3<><1A>(<28>8<EFBFBD>hY<68>!<04><>E<>CC*<2A><00><>;&<10><00>vU<76><55><EFBFBD>5<>s<EFBFBD><73>	<09><>6%<25>*F<>S=uy8f_<66>'uT<75>3
<EFBFBD>(<0C>T<EFBFBD><54><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>y<EFBFBD>?<3F>I;<3B>uW<75>j<EFBFBD>A<EFBFBD>#1,<2C>绑jh<6A><68><EFBFBD>A6<41><36><EFBFBD>+<2B><>z<EFBFBD><7A>{<7B><><1E>[^<5E><>Kɏ<4B>~e<>(
<EFBFBD>3<EFBFBD>32<EFBFBD>(<28><>)<><7F><EFBFBD>O<EFBFBD><4F><EFBFBD>M6<4D>:<3A><><EFBFBD><EFBFBD><EFBFBD>/*<2A>t<EFBFBD><74><EFBFBD>W^<5E><>-><3E><><EFBFBD><EFBFBD>iTʩ<>b]_<><5F><EFBFBD>0<18>^<5E>	@֙<>y<06><><EFBFBD><EFBFBD><EFBFBD><08><><EFBFBD>O<EFBFBD>eRl<52>,R=<3D><><EFBFBD>P<EFBFBD><50>O<1A><><EFBFBD><EFBFBD>y <20>&<26><>&'$<24><><EFBFBD>;<3B><><EFBFBD>`<05><><EFBFBD>I<EFBFBD><49>3<EFBFBD>,<2C><><EFBFBD>^19$<24>Ϙ<EFBFBD><CF98>0D<30>D<EFBFBD>p<EFBFBD>TeB6l<1A><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϣ$<24>b<15><1E><>=R<>O<EFBFBD>#<23>̜<EFBFBD><06>!P<>3<EFBFBD>cC~<7E>C<EFBFBD><43>P<EFBFBD><50><EFBFBD>sXo`<60>F<EFBFBD><46><EFBFBD>]<14>FXF<58><46><1D><>u<15><><EFBFBD><18><>kg<6B>q<EFBFBD><71>	<09>Y<EFBFBD><59><EFBFBD>aϻ<61><CFBB><EFBFBD><EFBFBD>j<EFBFBD>i<EFBFBD>=<3D>c"<22><><EFBFBD><EFBFBD>?<3F><0C><>9<EFBFBD><39>pCD<43>Sէ<>sм¤A"<19>G<05>gNy4<><34><EFBFBD>
<0A>H<02>o<EFBFBD>J<EFBFBD>\a$<24><><EFBFBD><EFBFBD>$j<>2<EFBFBD><0B><>u<>ix<69>	q<1C>Xm<58>fy<66><79><EFBFBD><EFBFBD>&<26><>8<1F>
͝sc<><63><EFBFBD><EFBFBD><15><1D>I<EFBFBD>X<EFBFBD>y<EFBFBD><79><EFBFBD><EFBFBD>9<EFBFBD>i#W<>f<EFBFBD><66>h$<24><><EFBFBD>;<3B><><EFBFBD>brI<72>M<EFBFBD>}w<>s<EFBFBD><73><EFBFBD>-T<><54>-<2D>0)<29>^<5E>^"rU<72>ϙ<EFBFBD><EFBFBD><7F><13>Ml<4D><6C><EFBFBD><EFBFBD>_<EFBFBD><5F>&<26><><EFBFBD>{ID[-<2D>4<11><><EFBFBD><EFBFBD>^19$<24>ϙ<EFBFBD><EFBFBD><7F>:Y<><59><EFBFBD><EFBFBD>|kϴ`E<>TU.=gKy<>M<EFBFBD>L<EFBFBD>nBEFhJ<<3C>x<EFBFBD><78><EFBFBD>[7<>Ҥ<EFBFBD>]<0F>э<EFBFBD><D18D>1<>/<2F><><EFBFBD>2<EFBFBD>֔<04>K<><4B>1+<2B>Ò<EFBFBD><C392>v<EFBFBD>A<EFBFBD><41>!<21><><EFBFBD><EFBFBD>$,<2C>@<40><><EFBFBD>=<1E>>C<>f;d<>M0<><30><EFBFBD><EFBFBD>D1<44>vp<76>1<EFBFBD>y1K<31>Ҝ7{<7B><>[<5B>u<14>,!/<2F>m<EFBFBD><6D>3f<33>*<2A>&-<2D>^<5E><><EFBFBD>o<EFBFBD>'$<24><><EFBFBD>;<3B><><EFBFBD>,<2C><><EFBFBD>EHb6<62>	<09>Ra|<7C><><EFBFBD><EFBFBD><EFBFBD>ː<EFBFBD>qi<71>X<EFBFBD><58><16>n<EFBFBD>[W_a<5F>9%<25>\mn<6D>:<3A>5C<35><43><EFBFBD>y<EFBFBD>G@<40><><EFBFBD><EFBFBD>NI5<49><35>w^_<><5F>=<3D><>7<EFBFBD><37><EFBFBD>>u_<>_N<5F>p<EFBFBD><70><EFBFBD><EFBFBD><0B><>l(<28>|<7C><><EFBFBD>/<18><>kg<6B><67><EFBFBD>F<EFBFBD>E<>؀<EFBFBD>d?<07><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><<3C>x<EFBFBD><78><EFBFBD>[>gu<67><17>NI5<49>8<EFBFBD><38><EFBFBD>],<2C>4'u<>ͷuD\<5C><>T3BP<42><50><EFBFBD><EFBFBD>'$<24><><EFBFBD><19><><EFBFBD>o˂<6F>R<><52>VG<56><47><EFBFBD>`<60><>NH<4E><48>l<EFBFBD><6C><EFBFBD><EFBFBD><EFBFBD>'#<23><>@[<5B>|<7C><>V<EFBFBD>f<EFBFBD>x<EFBFBD>ɲ]
2<>D<02>Tx?NYC<59><43><08><00><13>cm*<2A><><EFBFBD>;j<19>h<brI<72><49><EFBFBD>Q&O`\<5C>|<7C><><EFBFBD><EFBFBD>t<EFBFBD>5<EFBFBD>}<7D><>
C<><43><EFBFBD>7W(<28>K<0C><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>z<><7A>l<EFBFBD><6C><EFBFBD>oEX<45><58>O<EFBFBD>p8}E<><05>kk\<5C>-<2D>3<EFBFBD><33><0B>'f<><1F><><br
<01><1C><><0B><><<3C>;Zx<5A><78><EFBFBD>[>gu<67><17>NI5<49><35>wޜR@N<>F<>4<00><><EFBFBD><EFBFBD>w^<5E><>Oj<08><><EFBFBD>6.<2E>$<24>r<EFBFBD>!""%ۑ<>̉<EFBFBD>h<EFBFBD>]
<EFBFBD>x
<01><>L<00><><EFBFBD><EFBFBD>U2-"<22><>ga<61><02><><EFBFBD><EFBFBD><07><><1B><<3C><><EFBFBD><EFBFBD><1F><><EFBFBD>Ž<EFBFBD>y<EFBFBD><79>C-<2D><><EFBFBD><EFBFBD><EFBFBD>]G<>
<0A>j0x<30><78><X<><1A>G<EFBFBD><1B>l<EFBFBD><6C>"أT<1D>0<EFBFBD>V/<2F><><EFBFBD><1F>ҫ<EFBFBD><D2AB><EFBFBD>y<EFBFBD>>>E<><45><EFBFBD><EFBFBD><<3C>жYP<59><50><<3C><>
5Hi<><69><EFBFBD><EFBFBD>8Y<38><59>z,@<40><>P<EFBFBD><50>%٬<><D9AC>Ң<EFBFBD>g<EFBFBD><67>2<EFBFBD>o<EFBFBD><6F>L`J<>*<2A>Š<EFBFBD>b<16>2<EFBFBD><1A><><EFBFBD><EFBFBD>@(<28>D"<22><1A><><EFBFBD>N
<0A><>DB<>
<01><><EFBFBD>B{<7B>I
Bx<1E>rj<72>3`<60><>~TO<54><4F>zy<7A><79>R2<52>/%<25>:u<>?<3F><>_<EFBFBD><5F><EFBFBD>pA!?.Lk<4C>M<><4D><EFBFBD><EFBFBD>dY<64>6<>6<EFBFBD>)}c<><11>H<EFBFBD>p<7F><07>Q<EFBFBD>e@<40><><EFBFBD><EFBFBD>AQ<>I<EFBFBD><49>4ֳM]j<>Aܢ<41><DCA2>
<EFBFBD>z<EFBFBD><EFBFBD>Y<EFBFBD>L<EFBFBD><EFBFBD>B<EFBFBD><07>Yg~<7E><>m<EFBFBD>8<EFBFBD><38>f<><66>/<2F><>[<5B>(X<><58><EFBFBD>e<EFBFBD><65><EFBFBD>&䣦DqzB<7A><10>.V<>B<EFBFBD>+<2B><>/
,\C<><43><EFBFBD>iM<69><4D><EFBFBD>eI<65><49><EFBFBD>ձ<EFBFBD><D5B1><EFBFBD><EFBFBD>j<EFBFBD>e
Z{D$mI<><49><EFBFBD><0F>u"]<5D>e	<09><<3C>l<EFBFBD>6<EFBFBD><36><16>7<EFBFBD><37><EFBFBD>M<EFBFBD>@z<>]i<e<><02>YW<59>4X<34><58>&<1A><>]<5D><><00>[B~#-<2D>Xʙ<58><CA99><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><1C><>-<2D>o<EFBFBD>롣؜ȳA<C8B3><41>Rt
<EFBFBD>ʈ<EFBFBD>ta(<28>]ܼ1<1E>>j<14><><EFBFBD><EFBFBD>r`e<>3<EFBFBD><33><EFBFBD><02>@<40><>Ⱦ<EFBFBD><C8BE>b<07>k
<01>&<26>꽚=6<>3<EFBFBD>,>+<2B><><EFBFBD>P<1B>c<EFBFBD><63>x<1E><>u<EFBFBD><75><17><>;S<>!<21>B><p<>U{<7B>(<14>*<1B>/<2F>!<21>q<EFBFBD>0*<2A>e<EFBFBD><65><EFBFBD><EFBFBD><EFBFBD>q<>x<EFBFBD>ڇ<EFBFBD>%kJtcP<63>'<27><>e<EFBFBD>x8<02>N<EFBFBD><4E>3<EFBFBD>7<EFBFBD><1C><>
9<EFBFBD><03><07><7<>k<EFBFBD><0E><>ϲ<EFBFBD><CFB2><EFBFBD><11>Ii<49>j<EFBFBD><6A><EFBFBD>	e
|<19>{<7B>6<EFBFBD>e<EFBFBD><1A>p<><70>F1<46>pG<Gi<47><69>]B>n.<10>vd*9cS!<21>e<EFBFBD>=~<7E><>L8`+<2B>d<EFBFBD>l@U<>GXȷW<<3C><>ݤ<EFBFBD><DDA4><EFBFBD>I<EFBFBD><49>t<EFBFBD><74>pJ̪ɰ"<22><>@<40>[<5B><><EFBFBD>K*
*<2A>{4<><34><EFBFBD>Z<EFBFBD><5A>j%]<5D><>A<><41><10>s]1)
<EFBFBD>8<EFBFBD>>o<>l<07><><EFBFBD><EFBFBD>&k<>@<40><><EFBFBD><EFBFBD>A<1E><>Z-<05>pk}<7D><><EFBFBD><EFBFBD><EFBFBD>Q%<14><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>-<0B>3<03>c41<34><31><EFBFBD><EFBFBD><EFBFBD><EFBFBD>i<EFBFBD>܋<EFBFBD>+b<>(<>d<EFBFBD>Fx\<5C><>Xa;<3B>Xg<58><67><0F>X9jl<6A><6C><EFBFBD><EFBFBD><14><17><><10>
<01>U<EFBFBD>A]:Է<>1A<31><41>扳<EFBFBD>C<>G<EFBFBD>w<EFBFBD>ō<EFBFBD><C58D><EFBFBD>"<22>-<1A>y	<09>`5HxV<78><56><EFBFBD>=<3D><><EFBFBD>%K^0<>ȑ;<3B><>̄<EFBFBD>
<02>ti<74>W2Y<32><59><EFBFBD><0B>`M<>W<EFBFBD>_<EFBFBD><5F><EFBFBD><EFBFBD><EFBFBD>d<><64><EFBFBD>g<08><><EFBFBD>p<EFBFBD><70><EFBFBD>x}<0F>V<EFBFBD>4<EFBFBD><34>uK<75><4B><EFBFBD>=<3D><>o<EFBFBD><08><><EFBFBD>><0E>d<0F><14><><EFBFBD>#f<><66>(<28><><EFBFBD>7<EFBFBD><37>s-<2D>|g`Yќa<1D>m<EFBFBD>tǪ<74>sb<><62>kK<>6<1C>ћ,;U<><55>*\g<><67>~X<>hc<68>Ӊ<EFBFBD><D389><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>iCe<43><65>e<EFBFBD><65>o<EFBFBD>p]J7<4A><37><EFBFBD><EFBFBD>ىO<D989>E<EFBFBD><45>0w7B<37><42>M<>TQ<54><51>XD[
<01>kG V<><56><EFBFBD>m<17>VMe<4D>g@R<><52>x<EFBFBD><78>|<7C><>~<7E><><EFBFBD>љ<EFBFBD><D199>6j<36><6A>*<2A><>TR|
<0A><>Ҙ<EFBFBD>rU<72><55>e<EFBFBD>C<>V<EFBFBD>l<EFBFBD><6C><1D><><EFBFBD>1!<21><>$<24><0B>F<EFBFBD><46>{<7B>$fH佳<02><>z<><7A>‡<EFBFBD>_<EFBFBD>҆
f,T<><54><04><>j<EFBFBD><19>X<EFBFBD><58><EFBFBD><EFBFBD>ی<EFBFBD>j<EFBFBD><6A><EFBFBD><EFBFBD>u<><75>\8<>S<EFBFBD><53><EFBFBD>qV<71><56>*t<>_ۀ<5F>e<EFBFBD>rq<72><71>u<EFBFBD><75>+J{V?&<26><><EFBFBD>a<>j-a	F<><46><EFBFBD><EFBFBD>bw<62>t<EFBFBD>E'f<><0C>vb<76><62>
<0A><><EFBFBD><EFBFBD>:t<><74>q<EFBFBD><71> &<26>)뤹q<EBA4B9>Z<EFBFBD>f'<27>*[z<><7A>t<EFBFBD>}נ2vq<76><12><>W|b<>/<2F>F<EFBFBD>z<EFBFBD>`g똡<67><13><>;<02><><13>%<25><>l<EFBFBD>i<EFBFBD>H<EFBFBD>(n<><6E><EFBFBD><EFBFBD>KXP<58>
<EFBFBD><EFBFBD><EFBFBD><10><>t<EFBFBD>_Y<5F>^<5E><>x<EFBFBD><78>-LJ<0B><>]ό}<7D><11><10>1F
<01><>\1<0E><15><><EFBFBD><EFBFBD>ϕ<EFBFBD>N<EFBFBD>,<2C>y<EFBFBD>LW<4C>"<22><><0C>{<1B><05><><EFBFBD>
;0,T[2<07>K_<4B><5F>if<>MVշ<56>_<EFBFBD><10><08><>2i<32><69><EFBFBD><EFBFBD><EFBFBD>	<09><>Ao$<04>o/k`
<0A>
+o1#3<>u<EFBFBD><75><EFBFBD>'<27>V<EFBFBD><1A>И<0C><><EFBFBD><EFBFBD><EFBFBD>&|<7C><>-֜<>\SbP0C'<27>&=<3D>zW<7A><57>1R<31>Ri40<34><30><EFBFBD>K<0F><>G<EFBFBD><47>
<EFBFBD>`<60><>=<3D><><EFBFBD>&y`<><7F><EFBFBD><EFBFBD><EFBFBD><10><03><><11>KaoN><3E><><EFBFBD>Ӝ<EFBFBD><D39C>/		|@<40>?<3F><><EFBFBD><EFBFBD><EFBFBD>}<7D><>q֛x<D69B>F/6߃<36>{<7B>rwq<77>m[i<><02>
|"<22><><EFBFBD>c<EFBFBD>.<2E><><EFBFBD><EFBFBD>y<EFBFBD><79>PR<50><1D><><EFBFBD><02><><EFBFBD>Z<EFBFBD>t9<74>@b<><<00>y.<2E><>=<3D>q<EFBFBD><71><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>*<2A><><EFBFBD>AO<41>3<EFBFBD><33><00><<3C><>o<EFBFBD>,,Sɫ<53><18>-%<25><><EFBFBD>Iؤ<49>Z4%<25>b<1F>{<7B>I<EFBFBD><49>k*l!<21><>㴈Zu<5A><19>$<24>=<3D><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>æ<1A>
<0A>)6
҆B&x*<2A>N[<5B>, <20>J<EFBFBD><14>r0xX<78>
<EFBFBD>((t
xY<10>bA<62>:<3A>(ݭ<><DDAD>]N<><4E><EFBFBD>4<EFBFBD>Jc<4A><63>E<EFBFBD><45>_<EFBFBD><5F>ӅK<D385><4B>Z7<11><>F'<27>
6k6<EFBFBD>l<EFBFBD>7<><37>`<60>ݷt<DDB7><12><>vyy<>e=<3D><15><><EFBFBD>,ն<><D5B6><1D><>7F<37><46><><0E>k<EFBFBD><6B>v&<26>[3<><33>͂<EFBFBD><CD82><EFBFBD>*<2A><><EFBFBD>BP<42><50>V<EFBFBD><56><EFBFBD>}<7D><13><><1B><><EFBFBD><EFBFBD><EFBFBD><06>]<5D><><EFBFBD>8$<04>L<EFBFBD><4C><EFBFBD>|ln<6C><6E><EFBFBD>@<40>U<>,2<><0C><><EFBFBD>麊<EFBFBD><E9BA8A>-Ω<>*[-<2D><1F><><06>܊F<DC8A><46><EFBFBD><EFBFBD>)Ti<54><69>(<28>vK\<5C>z[V<><56><EFBFBD>i&<00><13>6<<3C><><EFBFBD><EFBFBD>g<EFBFBD><67>fzH<7A>o<EFBFBD><1C>p<EFBFBD>l<EFBFBD>BZ<42><5A><EFBFBD>i;z<>9g<39>Ϋ
4<>mZ><3E><><EFBFBD>̬<04>_<EFBFBD>2<EFBFBD><32>T<EFBFBD>4<EFBFBD><34>C<EFBFBD>m~<14>v<EFBFBD>W"<22>'#<23><07>&-<2D>,
4<><34>a<EFBFBD>k<19>S<EFBFBD>v<EFBFBD>ݎݛ]<5D><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>,<2C>!E<00>$<<3C><1B><>G<EFBFBD>3<EFBFBD>‰<EFBFBD>:F<><46><EFBFBD><EFBFBD>4<EFBFBD><34>?<3F>
CԻ<43>a<EFBFBD>b#؋<10>/><3E><>9FR)F<><46>SV<53>h<EFBFBD>o<EFBFBD>K<EFBFBD>ki<6B><69>P[S<>]܈>t<>T<0F><><EFBFBD><19><><EFBFBD>T9<54>X<EFBFBD><06><>hS<68><53><EFBFBD><EFBFBD>Z<EFBFBD>
d&<26><><EFBFBD><0F><>d<><64>=<3D><>y<EFBFBD>N=F)<29>͇<EFBFBD>*b΋hS`<60>/<2F><><EFBFBD>k<><6B>v<EFBFBD><76>Ei<45><69>{-<2D>~<7E>y<EFBFBD>ZmE<6D><45>	<09><19>N	<09><><EFBFBD>M<EFBFBD><4D><0F><>e]<5D><>#<23><1D><><11>m<EFBFBD><6D>^<5E>i<EFBFBD>RD<52>ß}<7D>
<01>k<EFBFBD><06><><EFBFBD>3^<5E><11><1C><>Q?<3F>,s_<73>pSx<53><78>J=<3D>ӏQ<D38F>[a<><61>Ӛ|J<>+<2B>5<EFBFBD>N<EFBFBD>X;P<><50>
<0A><>W<EFBFBD>k<EFBFBD>I<>a<EFBFBD>Ϝ<EFBFBD>/<2F>x<EFBFBD><0E>Wd<57><64><EFBFBD><EFBFBD>w<EFBFBD><77>j.<2E>F<EFBFBD><46><EFBFBD><EFBFBD>A<EFBFBD>1VԊ<03><><EFBFBD>3<EFBFBD>?t7`<60><>;<3B><1C>]<5D><>kq<6B><71><EFBFBD><EFBFBD><EFBFBD><EFBFBD>F-y<>!<21>x<EFBFBD><78><EFBFBD>.N<><4E><EFBFBD>㺍<EFBFBD><E3BA8D>8(bq<62>2<EFBFBD>~ړ<>K<EFBFBD><4B><EFBFBD>$T<><54>8<EFBFBD><38><EFBFBD>@.<2E><>x<EFBFBD><78>g<EFBFBD>2<EFBFBD><32>PdG<64>E<>'4Z<34>o50)d}Lg<4C>L֎<4C>M<EFBFBD><4D>ޱN<DEB1>g<EFBFBD><67><EFBFBD>Y<EFBFBD>W<EFBFBD><57><EFBFBD><EFBFBD><04>v<EFBFBD><76><EFBFBD>Ej5a<35><61><EFBFBD><EFBFBD><EFBFBD><EFBFBD><16>y<EFBFBD>}<7D>t<EFBFBD><03>n<EFBFBD><6E> cf<0E>Aj<41>ъ<EFBFBD><D18A><EFBFBD><EFBFBD><EFBFBD>Nag<61>tȓwg<77>*i`'<27><><11><>T<EFBFBD>&<26>g<EFBFBD><67><07>}	<09>7%<16>Q#gg<0C><>c<00><>u&<26><>(	Ij<49>*+<2B><><07>Π<EFBFBD><CEA0><08><><EFBFBD>D<><44>ϐ<EFBFBD>[<5B><><EFBFBD>̭<EFBFBD><CCAD>=<3D><><EFBFBD><EFBFBD><EFBFBD>ҷ<EFBFBD>T<13>)m<>6<EFBFBD><36>S<EFBFBD>
<01>f<EFBFBD>F<04><1F>CH<43>?<EA<14><><EFBFBD>|<7C><><EFBFBD>{Xwl<77>F<><46><EFBFBD><EFBFBD>"<22><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>9<EFBFBD><14><>J<14><>:<10>:<3A>NT<4E>ɼ<EFBFBD>Zh<85mB<00>F<EFBFBD>`%<02><06><>C<EFBFBD>Y<EFBFBD><59>/<2F><><EFBFBD>p<EFBFBD><70>x(<28>^<5E>q<EFBFBD><71>C<EFBFBD><43>EPCENi1<>x(<28>^<5E>q<EFBFBD>p<08><>bgm<>AÂ<41>n~7z<1B>Rg<52>=0o<30>!<02>h<EFBFBD>ul<75><06>;
V<>Ρ<EFBFBD>2<EFBFBD><32><EFBFBD><EFBFBD>v<EFBFBD>7Ϊ<13>,ro/֙<><D699>2<1F>Ѫ{y<>ْ'"<22>Kn<4B>C<EFBFBD>
W<EFBFBD>u<EFBFBD><EFBFBD>S<EFBFBD>1<EFBFBD><EFBFBD>6<EFBFBD>5<EFBFBD>A<EFBFBD>cpV<12><><EFBFBD>"<22><<1A>:E<><15><>.5˧<EFBFBD>?_x<>f~<1E>x<EFBFBD>~e<><03><><EFBFBD>n<EFBFBD>y<EFBFBD><79>(z<14>hR<68><1A>P2m=<3D><0B><>2}<7D>`<60><11><><EFBFBD><EFBFBD>[B^<5E><0F>+<2B>j<>N<EFBFBD><4E><EFBFBD>#<0E><>AW<17>G<EFBFBD>?D<1D>S)?<3F><>(I<>`<11><>
%<25>S <20>l<1B><00>Jd<11>~䄍Ӏϒ"<22><>k<EFBFBD>K(<28><><EFBFBD><04>E]XZ<19>ƿjp
<EFBFBD>4<EFBFBD><EFBFBD>C8<><03>M<EFBFBD><4D>J<EFBFBD><4A>ttU<74>Uz$<24>.<2E><>:߭<>}<7D>gф<67>{<7B>:<3A><><EFBFBD><EFBFBD>k<><6B>!?<3F><><EFBFBD><EFBFBD>]<5D>2ny<11>
)<29><><EFBFBD><EFBFBD><EFBFBD>'۳8gpI<11><><EFBFBD><04><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>^<5E><>U_s<5F>ݧA<DDA7>D%<25>,<2C>?<3F><><EFBFBD>_<EFBFBD><5F>z><3E>U><3E>8<EFBFBD><18><>L<><4C>|V<0B>G<0B>p<EFBFBD>L<1B><>Z9<>|V2<56>E<EFBFBD><45>KX<4B><58>0<EFBFBD>h_%l<>^<5E><><EFBFBD><EFBFBD>q<EFBFBD>^<1F>i$њ>9<><39><<3C><><EFBFBD>W<0F><>K<EFBFBD><4B>knAr<15><><EFBFBD><EFBFBD>p<15>1̣<31><CCA3>Жd}}<7D><><EFBFBD><1D>&IX4KS˚<53><CB9A>rXo<><6F>vD<76><44>yFA<46><41>{d<17>;x<><78>0<EFBFBD><30>y"><3E><>ө8<D3A9><38>z<EFBFBD><7A><EFBFBD>k<EFBFBD><13>r3<72><33>؍u<D88D><75>T<EFBFBD><54>k<EFBFBD>ekꆜ<6B><EA869C><EFBFBD><EFBFBD>4ՠ<34>3ذc#s<><73><EFBFBD>Cyƒӭ<><D3AD>$<24><><EFBFBD><EFBFBD>o­<6F>'<27><>b<EFBFBD>A<><41>9j%zXM|<7C><><EFBFBD>)<29><><EFBFBD><EFBFBD>@
<EFBFBD><EFBFBD><EFBFBD>=V<><56><14><><EFBFBD>X<EFBFBD>@zc<>Π*<2A><>

<01>4<EFBFBD><34>@?<3F><>Z<EFBFBD><5A><EFBFBD>Б6<D091><36><EFBFBD>s<EFBFBD>F<EFBFBD>4<EFBFBD><34>Yf<59><66>Iu\<5C>3
<EFBFBD>ˢ<EFBFBD><EFBFBD>)l<>A<EFBFBD>uð<75>Z<EFBFBD><5A><0B><1A><><12><>wI<77>(<28>y
ܶ<><DCB6><EFBFBD>|<7C>,
B<><05>]^<5E><>[<5B>7
<0A><><EFBFBD><15>Z<EFBFBD><5A><EFBFBD> <20>5<EFBFBD>E<><45><EFBFBD><EFBFBD>VQ<56>q=M<>n<1D>NnN/m<>*<2A><><EFBFBD>AB<41>'f#o<1E>,ϕ<>#<23>X<EFBFBD><58>ʠ<EFBFBD>〠)<29><><17><><EFBFBD>o<EFBFBD>FY<46>u<EFBFBD>4<19><> 
<0A>i)м<><D0BC>t<EFBFBD><74><EFBFBD><12>Rh_<68>
C><3E>^c<><63>e<EFBFBD>D<EFBFBD>Wހ<17><1C><><EFBFBD>k<EFBFBD>,<2C>u\<5C><11>]$,<2C><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>h
k<><6B><EFBFBD>jf<6A><66><EFBFBD>B@<40>}<7D>3|<7C>j<03>"<22>"<22>ɽ<1E><>V<EFBFBD>$<24><><EFBFBD><EFBFBD><EFBFBD>K1<>
n*<2A>#<23><>
۟+<ɸ<>g<EFBFBD><67><15>`2<><32>ң<EFBFBD><D2A3>6غ V<0B>QT<51><54>,F
:<3A>
df<64>.<2E><>Gl:<3A><><EFBFBD>7<EFBFBD>Oj<4F><6A>=<3D>g/Fo<46>rd<0B>Bx	,<2C><><EFBFBD>C<>Q<EFBFBD><51>[v<><0B> 
<0A>4<EFBFBD>똤<EFBFBD><EB98A4><EFBFBD><EFBFBD>8ޯ\<5C>2
ɋik<69><6B>@<40>D<EFBFBD><44>Ԃy<D482><79>F<EFBFBD><46><EFBFBD>WxX*<2A><><EFBFBD>c<16><>LY<4C><59>4<EFBFBD><18><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>(4M<34>&<26>l<EFBFBD><6C>3<EFBFBD><33>d a2M<>%<25><>$<24><>	|!L<>4<EFBFBD>j<EFBFBD>T<EFBFBD>w<EFBFBD>/{<7B>ꫨ<17><>؎C~&<26>Lw0ő<30><00>$<24>ʆ<EFBFBD>͟r7<72>r<02><><EFBFBD><EFBFBD><EFBFBD>@Wk<><6B>WدDqwmr<6D><72><0C><>ܿ_d4nI<6E><49><EFBFBD><EFBFBD>S
<01><><13>S<EFBFBD><53><1D><>ÃȄ<C383><C884><EFBFBD>[T<15>+C,V<>;:<3A><02>ji<6A>Edva(<0F>y<EFBFBD>U<EFBFBD><55><EFBFBD>ݱhQ<68>$ߦ<><DFA6>;<3B><>UʭE3]Z<><5A>{<7B><><EFBFBD><EFBFBD>$<07>:G`$<24>/
OF><3E><><EFBFBD>] 4<>U<EFBFBD><55>_/!<21> <20>"\8D[<5B>zu<7A><75>Lv<4C><1B>jd~m<><6D>ɯvQ<76><51>sn-ު<>	'ā<>v<06><><EFBFBD>G<0F>}(X<><58><EFBFBD>'<27><>ȹq"Bu<42>kG<><08>h<11><>D~<7E><> ],<2C>J<EFBFBD><4A>e<10><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>iI<69><49><EFBFBD><EFBFBD><EFBFBD><1C>*E7s<37><14><><EFBFBD>Yɽ<59>k_<0B>CKIS<49>k<>])<29>cj<63><00>N<EFBFBD>~!<13>z<EFBFBD><1C><>,<2C><>'<27>_eK<<3C>*L6j<36><6A><EFBFBD><EFBFBD>(<28><><EFBFBD>o<EFBFBD><6F><EFBFBD>QE9<45>u&<26><><EFBFBD><EFBFBD>P<1D>{(־Ԛ3<D49A><33><EFBFBD><EFBFBD><EFBFBD>Z<<3C><>-<2D><><EFBFBD>=<3D><><EFBFBD><EFBFBD><12><>
<01><>Z<19><><EFBFBD><EFBFBD>G[`<60><>?<3F>Uk<55>*vtz<>ƃ<EFBFBD><C683>ސ<EFBFBD>tT<74>؅h8)<29>j(<28><>1<><31><EFBFBD>Go)1<13><><EFBFBD>#gz<67><7A><EFBFBD><EFBFBD><EFBFBD><EFBFBD>FB<46><17>]_!g"Y<><59><EFBFBD><EFBFBD><EFBFBD><EFBFBD>U(<28>/s<>*U'3(4<><34>Q<EFBFBD><51><EFBFBD><06>ӆ<EFBFBD><D386><EFBFBD><EFBFBD><EFBFBD><EFBFBD> <17><><<3C><>E 
<0A><><EFBFBD>n<EFBFBD><6E>(<28>a\<5C><>n<EFBFBD>Pх<50><D185>i<1F>@<40><><EFBFBD><EFBFBD><EFBFBD>d45<34><35>Izf<7A><66><EFBFBD>D#<23><0E><><EFBFBD><EFBFBD>(O<>P<EFBFBD>2o<32><6F>F<EFBFBD><46><EFBFBD><EFBFBD>c<EFBFBD><63><03><>9<EFBFBD>6<EFBFBD><36>}ۻ{<7B><>'7<>>.<2E><><EFBFBD>h蝀<68>Q<EFBFBD><51>}Y5<59><35>qK;<3B><16>9<EFBFBD><39>c<EFBFBD>˾<EFBFBD><CBBE><EFBFBD>P<1A><><EFBFBD>I<EFBFBD> <20><>=<3D><>~W<>JD<><44>nX)<29><><EFBFBD>g<EFBFBD>J<05><11><><EFBFBD><EFBFBD><EFBFBD>?D<>=<3D>q-h<ޒU<DE92><55><EFBFBD>}%<25><>j~<7E><><EFBFBD><EFBFBD>2<EFBFBD><32><EFBFBD>UT<55><54>D<EFBFBD><44><EFBFBD><EFBFBD><EFBFBD>8<EFBFBD><38>,<2C>O$<24>L<EFBFBD><4C><EFBFBD>{p<><70>R<EFBFBD><52><03>,Y<>&<26>*<2A>U<07>^<5E>jU<6A>ox<6F>_p<><70><EFBFBD>|/<2F><>
<01>
<10>菀<EFBFBD><E88F80><10><>~g<>3<>W<EFBFBD>T<EFBFBD>5<EFBFBD><1A>u~<7E>I<0B>x<EFBFBD><78>FMV<4D>1NVן<>|(<11><><EFBFBD><EFBFBD>+<2B><>˦Zj<6A>Gw[R<>0<EFBFBD>
<01>_<EFBFBD>
]<5D>Ρ<0C>z3.V
L3<EFBFBD>R<EFBFBD>Is
<EFBFBD>R~EB<45><42><17><>ZM`
L<>֛<EFBFBD>h<04><>#Ѐ6<11><><05>`<60><>Mp<1C>o<EFBFBD><6F><03>a<EFBFBD><61><EFBFBD>%
}<7D><>:<14><0B><><EFBFBD>z<EFBFBD>b<EFBFBD><62><EFBFBD>#<23><><EFBFBD><EFBFBD>m<EFBFBD>y<EFBFBD>X<EFBFBD>z<EFBFBD>ʘ<EFBFBD>