From 18f3b86a8da189a94d82606b2fa741d8221477e9 Mon Sep 17 00:00:00 2001 From: lilong12 Date: Wed, 18 Dec 2019 11:28:08 +0800 Subject: [PATCH] Update docs (#6) * update docs --- .gitignore | 1 + README.md | 91 +++++++++++++++++++++++++-- images/fc_computing.png | Bin 0 -> 12100 bytes images/fc_computing_block.png | Bin 0 -> 40307 bytes images/fc_computing_block_global.png | Bin 0 -> 27076 bytes images/softmax_computing.png | Bin 0 -> 9980 bytes 6 files changed, 87 insertions(+), 5 deletions(-) create mode 100644 images/fc_computing.png create mode 100644 images/fc_computing_block.png create mode 100644 images/fc_computing_block_global.png create mode 100644 images/softmax_computing.png diff --git a/.gitignore b/.gitignore index 0d20b64..7849784 100644 --- a/.gitignore +++ b/.gitignore @@ -1 +1,2 @@ *.pyc +*.DS_Store diff --git a/README.md b/README.md index adc5b2b..9786803 100644 --- a/README.md +++ b/README.md @@ -1,13 +1,94 @@ -# PaddlePaddle大规模分类库PLSC +# PLSC: PaddlePaddle大规模分类库 ## 简介 -PaddlePaddle大规模分类库PLSC (PaddlePaddle Large Scale Classification)是基于[飞桨平台](https://www.paddlepaddle.org.cn)开发的超大规模分类库,为用户提供从训练到部署的全流程大规模分类应用解决方案。 +PaddlePaddle大规模分类库(PLSC: PaddlePaddle Large Scale Classification)是 +基于[飞桨平台](https://www.paddlepaddle.org.cn)构建的超大规模分类库,为用 +户提供从训练到部署的大规模分类问题全流程解决方案。 -PLSC具备以下特点: +深度学习中用于解决多分类问题的深度神经网络的最后一层通常是全连接层+Softmax, +并采用交叉熵(Cross-Entropy)算法计算网络的损失函数。由于全连接层的参数量随着 +分类类别数的增长线性增长,当分类类别数相当大时,会面临下面两个主要挑战: + +1. 参数量过大,超出单个GPU卡的显存容量:假设分类网络最后一层隐层的输出维度为512, +那么当分类类别数为一百万时,最后一层全连接层参数的大小约为2GB(假设以32比特浮点 +数表示参数)。当分类问题的类别数为一亿时(例如,对自然界中的生物进行分类),则 +最后一层全连接层参数的大小接近200GB,远远超过当前GPU的显存容量。 + +2. 参数量较大,同步训练方式下通信开销较大:数据并行训练方式下,所有GPU卡之间需 +要同步参数的梯度信息,以完成参数值的同步更新。当参数数量较大时,参数的梯度信息 +数据量同样较大,从而导致参数梯度信息的通信开销较大,影响训练速度。 + +为了解决大规模分类问题,我们设计开发了PaddlePaddle大规模分类库PLCS,为用户提供 +从训练到部署的大规模分类问题全流程解决方案。 + +## 设计思想 + +解决大规模分类问题的核心思想是采用模型并行方案实现深度神经网络模型的全连接层以 +及之后的损失值计算。 + +首先,我们回顾大规模分类问题面临的两个主要挑战: + +1. 参数量过大,超出单个GPU卡的显存容量 + +2. 参数量较大,同步训练方式下通信开销较大 + +### 显存优化 + +为了解决显存不足的问题,PLSC采用模型并行设计,将深度神经网络的最后一层全连接层切 +分到各个GPU卡。全连接层天然地具有可切分属性,无外乎是一个矩阵乘法和加法(存在偏置 +项的情形下)。假设以100张GPU卡进行模型训练,当分类类别数目为一亿时,每张GPU卡上的 +全连接参数的大小约为2GB,这完全是可接受的。 + +对于全连接层计算,可以表示为矩阵乘法和加法,如下面的公示所示: + +![FC计算公示](images/fc_computing.png) + +其中,*W*和*b*全连接层参数,*X*是神经网络最后一层隐层的输出。将根据矩阵分块原理,全 +连接层计算又可以进一步地表示为下面的形式: + +![FC计算公示展开](images/fc_computing_block.png) + +这里,*n*是分块的块数。因此,我们可以将神经网络的最后一层全连接参数分布到多张GPU卡, +并在每张卡上分别完成全连接层的部分计算,从而实现整个全连接层的计算,并解决大规模分 +类问题面临的GPU显存空间不足的问题。 + +需要注意的是,由于将神经网络模型最后一层全连接层参数划分到多张GPU卡,因此需要汇总 +各个GPU上的*X*参数,得到全连接层的全局输入*X*’(可以通过集合通信allgather实现),并 +计算全连接层输出: + +![全局FC计算公示](images/fc_computing_block_global.png) + +### 通信优化 + +为了得到多分类任务的损失值,在完成全连接层计算后,通常会使用Softmax+交叉熵操作。 + +softmax的计算公示如下图所示: + +![softmax计算公示](images/softmax_computing.png) + +由于softmax计算是基于全类别的logit值的,因此需要进行全局同步,以计算分母项。这需 +要执行*N*次AllGather操作,这里*N*是参与训练的GPU卡数。这种全局通信方式的开销较大。 + +为了减少通信和计算代价,PLSC实现中仅同步其中的分母项。由于各个GPU卡上分母项是一个 +标量,所以可以显著降低通信开销。 + +## PLSC的特征: - 基于源于产业实践的开源深度学习平台[飞桨平台](https://www.paddlepaddle.org.cn) -- 包含大量的预训练模型 (TBD) -- 提供从训练到部署的全流程解决方案 (TBD) + + 飞桨是由百度研发的一款源于产业实践的开源深度学习平台,致力于让深度学习技术的创 + 新与应用更简单。PLSC基于飞桨平台研发,实现与飞桨平台的无缝链接,可以更好地服务 + 产业实践。 + +- 包含多种预训练模型 + 除了PLSC库源码,我们还发布了基于ResNet50模型、ResNet101模型、ResNet152模型的大 + 规模分类模型在多种数据集上的预训练模型,方便用户基于这些预训练模型进行下游任务 + 的fine-tuning。 + +- 提供从训练到部署的全流程解决方案 + PLSC库功能包括数据预处理、模型训练、验证和在线预测服务,提供从训练到部署的大规 + 模分类问题全流程解决方案,用户可以基于PLSC库快速、便捷地搭建大规模分类问题解决 + 方案。 ## 使用教程 diff --git a/images/fc_computing.png b/images/fc_computing.png new file mode 100644 index 0000000000000000000000000000000000000000..32db1fba463e1015434bfb4ebe5d7000474ffba4 GIT binary patch literal 12100 zcmZX41ymec66oOWmSBTB3?3{v0TL`Y!5xAO?k>S4I0Omq?h@SHA!u-S8*KRG?f%_8 z|KD?}tGcwSZl8N@-R>|Y1!)XaVpISCfFUa*sr-r`UV#l6@%0KL0S^xVpfg%ZNGQol zNKhy_fXyteO#uLzutW_cO_d?SOzpVX*hyHNSX>Xhe2wC4DePFLMPylu?A};x$>YHs zSSv9p1m+f|oc%8V9D?d(sp`8BDyHFpaz?bph} z#MX-%x4Rc35rBqxQ#CW;2gZdM!0ugzW*izI8|iS&Y&)EiPCQ9e8x}>}nr-0V<1ytx z@ki3^s;~${v2<8J)Wn|ed2m1J_WDM*3M53nnqmuvx{2fTj$uDKAdr&xW>JzSX1pge za<&RBSLwKlhhk+F_XzW+UmKQMV2i5K%la9zEy47?;Av;0;<=UOa+mDP+CGIw9) zEDRapAlP)wnH^*Zt*2;b+h#o8ffS1p5{g*7_%oY!rNJNq7!n6iP(v00Mk=4xO?rQ> zy_0{_{q4;>c@*Am%~pcr=S&li(VxEDSs;vPvTo8as-%?y$)vYH_I<}(zX|fo->MX$ zpHwd;E4NYbs3_F~A?@5;yk3*LQvQAf{3g`j`v&=YT%-NDWo06#5xFLkFn5C8QG$*K z#Yn$1hoY&B_Z2wsquRD$o1f?7QGav0got$ww^fO^Gx)@csI!e@M82(CryCC^uNz3a z*UEPI#n@{z-L{zB{Hxinn(?a7pYNT3!Vt#7_@BrKb%#zHF?a)i3JA}T!6$?nF+}W! z8}92){o(J}oiMnun2=5%B`$92&m2?%6Pii@Xiz9tUe6UQL9SOU(vAMN`r*R&GAfa~ zjAkYQh1lkScCiS)BlxwFJyW=yctto+{0y{avo1Q|qwIhxa2h8tOstpP2zd%|VZhrS zECeh3Z0Oki-fn_YZ~YiW5#=OkAc!Ogvpd7GTYLy>G}S<8-;Y!RvG&umu;2==hjSmC zJ#ZiR(EqkcxN1PxAP=yD)$bC#bk;oljSH$iBBpPG#QBk2?3P~pWl(fXeav|=qD^^y zL41hWx#>&U#&_VAfwzVT`EieLT`!?AQdR9D%CXRVBoBbjh19B-%}{#B&CN#Wb6Hfj z1qZ5d>SWA$p<8-a%4LZx*;ld_GGVM}e;ps6iYH@3d7_B~or3` zd?59T)Q)F|gO&S;((wWER`)yI4MTv}A{-pt*t*k(G=L9qr!rg)7C2IE@{NZ5qeH7f zH>7fCcOUo@qA`W&(TRMjJI_u{{|B+nUj!L(OB6p8PS${_tQJtAf|3Gb7KrfkO+vtq z0Z$S9k52U}yknS0F*plE`p&m@I65%zI^Q>`w{(7*L|gOsfftiO#>l4j2<0&HU!+tB zMcRyjr^b;%j|WLJyyPc^tr zLF(_$sWM@~h&OPo#w~*_?LVxdgA`O6l4)Yy;?Qq8rH3u|+z@{o*wPU~%8E$dNQ5Y~ zk&6WD_W(D3K{Q~a3`DD_-EbCz!h)Q-(ZxBk1FACYLhXos1a*U4C8@rP)ls$dfI(p? zV(C&W)V36-v<=wHVHv%`xM6wHHPrX9IWnZmY{e;c(RDwZ(w!1#r5=9flo*w5=HceV zl~E}(sunB#&UcX8DH-NU^r=Do9dIlaO?5TMH8e7~JSe|Cvd!ioA{B2Wb&=isnUevH z!HUs2VJ6`*p|PZ-q@X0T1Wz@%56KR- ziKEP9uL@~r94tRs^3=uGh16kvb*i8GYR!|mBvj8-?@?d+wQ_doknj-ZP-PBnmU$Md zNMHSIio#0sYZW&iu_I3jH>TCf^!`kqmB7~zmS$E-mZ#G~mG?Rkd8Wk#WqmVD(@Q1J z%BAtqQ)Bxq0?F;M?NL5yYx(lC4bx^;<`&6c&!%i=PUohk?WbfXhZc&b`AcTHI^QIr z^HN7tM^pI1w%Oll;`I`8e ze1Geq;Q{a3d>=e3Qohcm?3s5bb2=FJ{ZV?2M-;;v!wB8%tu;@R$)vf3$(yeXygKG? z(^UhZhTGr-!@A-9l+TSEtBVVo7Hz|jrVF$JOfJ9FKAjPvzGEH^b`-Afsn#5pTnF#! zIiudOa<5uFbVeHO8YY=F442K7EvzhhwcT4^eYt8SG(p2c^Y0^$s3kmOEoZ@FCDP*6 z6mFcZH_|51ocprcSfKT&wWq0}t=~wwZK|?AB}SIK)@bxMhd!AOSq*6e|BBaT{^B;Ie`r4JNOi|)HFcMCQ)r@j>b^cA18v}c<;ZP8s-nC?e`RHr#@5+( z^>p`?@$_gF>~7&H>6zf3ensPk=rMj}efzY(vzvHSzkUP)d!EUi>8?!-e2LnLS>(s_iT6Nj~_o+4{S&XQDS|OXK8jaeXvvuVeK^%THePL+7cVhCil%T&INpnU-D| ze_0X*3j=o%O%bamGoNr1C&Vz+QpQ8ZMh0ADwO=-w#4fJswisTeZ7so@tlM)+wkK>m z-lVcId%k!+d_I8FfD;#5aIp`u-_nTg09xWOhFgciem*Wr{EU@Tp5vGkBS)bSnyJLI zVHs&WdYn>QeZ6Q|-D3HbkF?xGGwVE*7fcq0`r^R~)oF1eJ5Q?5#ab#c3MyIssV)@3v2iIi%sX84 z;VNSXpG*rY6i;?)nyi{Y?$9>1HrsZrj`SCnG5T_$6ZaOyhv92m|E!X4lvY|1czW^1e;=2 zNybZ#NLts~Xf!f!Hggwq-y6PQKGNXONGyBsys4YpW7c8fEzd6dUVflSQr%#mao@6Y zB&>nT1Xe{*KhXtO`3ybWk+_jm*j}$|HV)aT926-22>t;EqpT|H+i2-lCpPhbk7jI8 zmdByH7usVk&nNlI9mm)w`-^XDuT-Nv<;U0pbw|EVebKVHI~{7RJVsfX(KOd@GzA%h z4}_}}8_xR97(3QifbAVOegpn3frLm4z#Je`vGk$&{2ebcu>f&A@iJD7;L6hWs?+}9 zKDA()d|GMrA*rrQq(j;MV&_G`mN)BWQYPL3y?}OM{hA>E#rBN~o*Lv2hhmfdrRbJepG08D+)K^< z!Ww2{bZ$%lxvmH4BSeqB@oER}AbvtuO3_l0IrFVZsr%`5TeD!^<8Xv5s6{Va|Mm|5 zrTBjDL1VrW6T0)VkiQo8OSh7?5@{{r*PLhT7C5;>`!VN{ynV!H;iY{$a4jSQ_+B{k zIRSE@^%6OeH(}MW=wP;W3q!@jY$_(BW-y8uK#!TR|iWCH0J&&*K8 z67FOXU|&#}&%mhma6d6!E{*w05&XQXv>F&H@I`&#W3G^jYOm}_@GaA7`bUf5KF*oyYY{X!Ylqe zVqf8}&A%{Q+&2Ky>mBYZxc!9vkM_e)xc|^>uQGs`iiE7}D^@XfFg3Mxv;aG$(PxIe zGEnSfv>X8dLfXFoBdbhv{_20uQdQGQQ(jKM7;M94XaY7eWplH!`|AfF|jd4!^X|VP9=;=K|vwpU}7eq zEcxNz=C60}sVtnF>;ym{S65dyS1vZNgE@$UpPwJZ&I#h=WPR0Ob#%9NGIV3Lb)^26 zlmF{S($vw|!P3sj5^PKH*RP=w*xBhl71iHB{~7;!PE$9_|3vh5d@fWhKQ_-C&NjJ!94T63@Wo`#;gbRJXIy z-za^CiNY0A2`HtMk(*sAYq2U(55i!U#jp07{g8Zq3DgLHpERsz5~HyynPeIxRyBx+ zAt2-_n5Ur_)^=5TD^9`A#d&p;DV;S_c;?yxgX1E5zgpbvP2S;h^Dyq z!i?R7zCT+oLSaC^i^z~SD4+P`oIy7^7Yn6N#&g&C_Y(8G9AATyyxpi!=0#EOo=|U@ z^stG7Xm;5)@GjVG5Hh8s)(@1kUumY7UXd9fP*zEj8|`HoN!hNczd(z&thHVF;25a# z3pWvxfEpi@(v(oLEmHe~ee1B64=TiRAe6l!kP-<8n@@MGjf{y+%up`L3X3u6q%!BUSFOUDThlU+}yaFh7)VNQ#u{ z`7@a=XytjYs3Q2~X%nADiXu`&n;+1lJNTx!P-Oct*f)lA(45U491p436ehTT&6nrn zfOI7Y!#E$xdy~nEX=FZ*ei>Dvec=V!qkk#RKY?gB+Gc3Cnw48w+Ss$QvR2gZ_zAjI z^+b{QMv!=|{W?1pX2wdOINy9fCciK_$+9jJWgD9{f&oZa3B0ia;bDMC0>KD$oVFW2x& zQW|QyJ9LpR(WS-39}@Z7JWuKuR*ot=Fl*ibfj58PZei2gxeNnJE6Oo=2V9{NRC14` z+fQe!9U?dQF+`)F0$hiMMTpfqhi%i&Sc(MeG_yF<9Deftj=+#p4{RHRk}g4ap&U*k zwC+$D%PpqZNR}>be~#gtun8moMygLF8Ut!i?pM28Z@Q{GX{R?jT3VLCOV@03$;-;u z^jS`EhlWkXHa0fp>sJHsp$F!fLl;t&YBIu}x5qUnS{ARAfN|Sw1 z?M42$t^!}znMhUEF%Uj(xj&QkvE zW7WJ-Xaj6t_MZlmS2qm zX^?$|dO+Z)pFe1wq zF$sxx@)DbX%+#K&uHvQDLWMk1fUNw8KjC_-BDg}j$*(tze9Jiai}un}WGWYT`>gxu z!iUEwl6MXnbG`6W#E7A4jG4{{%_{l+#OZPVGH5mYsxL8Qf`pe{L_^FKP2IhW(qEMh zPyq%07@IFnPg9aHa}9IYmI*irg*mEv6a^-A?;Ta3fw1-i!)X7;imm7p#k34nS9~vbpn}EB~?iA@a?}-N`ahRa|)vP{ch5bZwL|n z%^#76eQI(*0Ole;*2I)p_+qo;9%@dW^<&f6!omXmg=Nmj{Aw@JmWIAN?L%eBCAjSZ zu@wHt{Krv;PaKR3FJvd@sBf11PWI4P~xCj6;|6 zVsf!sW#B~A<}Ug;=eN%Y&={E}P}pfssbn`X9!5^+^Z+UdB^l@oXibI1^OOtBvhpE) z(K%_xL&9xUxP65H&c$*kJDXb9w9t0H&q9UCXFXD0AOS9dFp6SR1)7x9W8 z@|CUcAjUBld93){!fS-bOZChYpB`W4W!Hnt1;JMI3Qy8En$Zm9lvGkore9f4KrVGh zHsY0fzlP*kLzUQ^4Vt`yWbz{sM>JUW(na;1$_1wyeMrwHs+Ycs1vyNKeH)ezRUMv{ zS&Es$g=Zhe%hoyUv@<(mGhoCRjxC`TZzhF5l*G!XL|~!X4USh%_tTn+~l##MdW5pRoo+96O zcKR%@n)UlGh0hX?Rv==H%2&u*fIUUA}7=m1|k z;wZK>@wz2jq=a)pO&QIl*_2^jkvL;n3+yJ=(Zb{JTHvKf=AChey@Z>aF~F#n+|Fvg z%>PA0qPhRfx?7AE`DYM|O88{KdaA-tL>Gqasam~36 zM3X_o=n36N=O%oi3E-~}oxCM9Sp26i`u$m2Q}wK(b~kx(%1l%^ZxCgAaCF>Q7QmWk zA((GVGQMTF!nQ^GyVe}0p)?Q+nb^H4YwP}lH(9O!;z1WG3HU^TAzcx)$7xs0jz{tv zUU!p=Ae4)ji}apA_#y=rg}%_R=Udlp`m&(GA5q+wp0Rf!=>$)A;J}ctMp=>o#O<7= z^V<(Mf$n7hxM~o@ehh$BrzP*J{lb zJI*FNKaU~-SP6r>9p5&ozKOK?{`0_)RPh>iJvZWg>fbbIza$}*`{mVT`=2s2&{xi@ zcRbaA1CgRs3RYyd5;J>4mXlOGyw1nAPJm{}&&@9S}(?D~AO5O004*=IZX zJ8&f#1g$Yjb3Jikk4=;|n$DB0Ff@eYG3a`_x1GLgPhRh)wie;<86JXJMZYVlC}>G@ zKxA&Q`uYHz^r?Xoxhf}(h_pPfYIitFe8bFsquV;)%&OhcL;`N=dTy!yJ_aL^h%(-O z9;~w3V56=3I%0p4Q&B`KekLy(-_%~e-|cFNhl0WsXM`Q&N&(@C-`>YfzZI&^2~w8v z-)J@R!hpBAUeNI@59z&+0Ff&Q4WA#FIbPZN)89T_^ZA@#aO&tfVxgqr0q^eEMR~~k zgD@E;LI@J=5w)pYedf!wbTTA*>6P?WIir4~+;yn&%+Wdvnom-^42YZz{lxeY*5P?) zdkJG4HH-xGiWT@^D4OmIz0d0@ygNA|gA%yMkuQavO(Deauhf~=4q!R5gUmCWlSCjF zU79d3;*5DrT}jbG839y=C*M!~kP>H!lq%Z_PdBwcT20hY_~%GU`(4jg*-;Jzx*M(jX|UZuM6aLk*6-~6Rnd1L)xKzrAKW>FO&{|yGUjy?Og9U)U117O6ygI@ z;0Mq%@Z6oIVK6e#&+J1w)pgeHyHRs8LNc0;lRHKsrjN^prA&CX`;*y`vYVs=!c=tf zEozNO2iA~f9(43-GmG&AXO*F5bvm$f04Qj#z0%`4a19n z)1ZDVM`ge$-DR`huxhhjongyUVmE@PD*CNavO3x*IQL5dcLT8FjkzEvY=)~osawGj z#`2IG1#E4$#9kJk0hzG0GY8ccWHUG}V| zX)M5=4nFD!Y}e~MiyF{v%u#y@>dSk>D6VeJKfmbIoBB~zpvz}u+m*n z;yLYu(HH8mS*uAj(eT|OITi7_K>L{=64Uk~fqfIyTbSi*xVcrffF^D*Y%{M_zQ64t zK5YQ3WYh|`nGiaXvw#&QV1snr&o_SDeCIv6-Rk78$ZzO#b1*Z|0}30&X*CBjAZ{c-39tW z{U6*8`iL0L7_vlsVTPt`@52d5lM52ATJL(7i%Gz39Q)~DoqE*6&Wl;TbKZ7D7RsEH zI?EaF7oTTu?+%~qb*y2Zo97K61bRb$|KJ1Rz>4x@daI4);)kH!d#l27g%QJ>AQ=_# zM&E>?>jg{X3EL=WL~t9)7hH8(?+lw8S1l#tc5cuYP3oL_IQZETc`H|SNEnWWT{fC) zJ}i2rT9GzYjd`&}J1n1|2fKNK-H0O!bo)6>I1)&eI$`l7zYcX-L=_N0J{7|g{6p^d zs4x5Q+E9qb@r$QWM**#9eF7y6^Yg;@_5=1U`qn#MCZIVHY||*?j{tI~A0|g^&fS;T z7q6STp8H@J&$C~5Ung{UFFDiLfBji@fuIz4=uiT~0Oa)Z!Vm%UnDzF1?GySZRgIX} zg^ASgP3WFMPRUs}Yogp{)!C3uhr#)#$yI>RVNHz|)}lH6&X&2=^>OV4-Nl8hApQ7! zI@ctcEj0}k!){_+x**ZS1#%G>Uq_LAO#K;tY9q44Er#twHgig_W9%}ZcuUgw?a%V+ z{I|S!8_i2Yb82(#7(OhN8YO|}hlOB$z2ApNj|Cm1!>#+VBi866+5)OG;jpY1sll~< zp}#poW3bXIUX~$#^zF*Itr%F#r`TjAPAL~in53Qe!9#Wv@1IVdO8V6VEP)RTA+z)i zjyn!d=lgGS;96Q*`d>EgIz)~kmY0{f2k(7S0!n!+hTCdJn4(L0CY!!& zg)88tb)a-kI6vM<^Do&A2`%SjAwsezH+mP~gAP|6&)&;oHdwFaU{kWcK)xyqfA33| zZ#U*Fso zkDkt6UocZUF08u#uv96;?JkHniEdyM22y_6_4m{s*trHs)$uy-CgnsFg{&t%&lB+2O0#0Da3*mNeFoyLK52C&OJv~9eBEHkkY8?7)1vk7 zn&AChe-V>G>?^3qdSO>$Vq#ia+LB-XF3_qzFE7Z%&ExvJ^k~$(Re04wkxP;i--IhM z;|XO=h1>4zo3-_4_A0vYRj;n!3CW^9kD@Sy?gJ)9X+7 zSF)uQr+%!AjI`u5GxKwE{8lbQ<=xikFW*RPu}S*_gERY$->Q1j^jN)SKF3xwJp3`d zoa3qYJlAXN$2-NRo72_h)0KM>r1J>|JmciZCiFMO_j219p3Pg2(4L)D};nwcd}IpIz4u zbAzKfeqG%P28g&{noK1F2$0awk~qXwj!|9^BUIXyTte0{RCSyLwyhfbVHHf zq$Q*H{;n|%2&`AuR{5m4G=5*&C<5f{Jt|;17DxCN#{GltPi;B;M}_Fohn^8$#N*+& zB@1MOahP1i1Sr^=Ct@R?if~w~ro5c8P5UD|Jlfn(o85cK-r1(7zHc4AKK{Mxbv1^m z;-lT1%5O}!aVcBo&xijcRSDue`-P-kqx!!07@tWA>+0Y`;sk2&Wt#*iwcx`*3q4zuxXWHecBupf}uh`(R}TIp6p`jzFYiki@3_ zG4NzE``7O#%XrJV8ro({>!)NrmtyywM2*fY4kC=!!KbaLcY}Apv*rQ0;v$Onbc$_S z@W#CNn}a%=<@tn!q?9{K^Ai}?vBUb^AQutTsX!lN$av#KaGoTxKOL2kG#OmJ?d8=M zC7ld|BPfFHs@RUqmd11O@QQ~O|Av8_pz8^@O~euvBhrTkhdxvl^)HB&e}46(guFae zH6NI*G)RPqFI;$j(G(9=q@r?}4ZD_v?WK$oIT_vpG5Z6HdU-x`&s0Y1(GW)uZd=YD z|HiIq^%S34wyJ1G958B4_i0)EW%cfjS&g{wXb7i)vi;{kEJDW!uYzV%U0XO2r7ou1 zNzx~<%W+lPkFJY#pGO;XdDdKoR0rS=oFlBWiN41HZRG&*?*S3pW6dIjQP!t>GBg&0 zR_CMn$gP;hQ%z}Gz1P1Fa8nj-NY_ai<##QPI%n`brR7&zt{|&qWIS5bkC5N`lP1v( zm~9-!{W2Ab77OEOi^Q$bT<vb0-A>$wX;PQ?T$W>MjMdRxtRILOQxIY^4XSlArV}a!2_}D5sKpv|k z4no;d{vRgmxIXSlBIa#77kz#ZZPEL~(RZ@3xj@DTSU$}58D(64EYnkBd8BcQ!g4hk z!XSL?BhoL+Rm|-}!CugH%~)(9Ej)hRb7r8@2X&I>=$bYo|1A))LW7Ql7gj>> z&U*$gMEf{DzcUMq>>h}FHWK4R@`oAa2}NUfM4o8jn^_eEBt7VFo8?AFnd$LVu7Lvx z+Fog8`*5l%44aSjAhb)cEKkcC-P*xV6|XVr}QB7`7smhZU#Hlt78DiM#a zSq+mLt%9E>yOt2(Do7Jg|2^Vpn7L9lGcM1elcw>bS}k$62Aw=jqWP;TIrpb6;G%D* zo_!yILr7os`s?0hn3Il(MN{;CBRKqFBpKxT5xu*dQ)-^IaRrya^oTe3HiA{3p*&?4 zZFNj`xc$5vtvZg4xqnC9@@o=#2d~BOitqF`Xqh6+AT6NdwdLRc7P#g6 zaA4kR{J!^m(Kx1OWJ@SDMvKdw-<|LY`uz9_Iw5o=N2G$N3uB3!P0Bu0UbDbL+QH(4 zyZ@enxVixkS3(AddVpDci}4So;30peu;+zkp|d@T|8}O=wCwH3i_bybV)_@Md&VoT z1wP@ofCH&D;lFy!9N&lBv`&Kz+}$8qPmg$l7UvX<_>C#(ZKM3_>LA^;q)PLjlRmI9 z>}3PXXEQ!4eVZ9;!6D{A2JXz9&ubW7iz?dl4I z_8yM6c3K;78+*XHZRf`_=PmEqr~INqY`dK0b}8F1yhd*5g@GSjh>&JW2lak%UnT+& zVnw&+KbWY1l^_a`*6lk^h#>q<@)LC=_y=I=9()C8uz24t>X=L@3s+jf^c%B zV;V{|%59aOw{+8O26TLyN#wb=i{hQ1gfX%$`ymJAo{%u$RySOQRTv!Y^;bGvoCV8G zD=ROA1FR$&k_fFamM?XKI-HxhOj{#=STDMR(ZmR!s;KS_%}4W=?pnrrr8U-fATe~% zq_H1k0&cZ2Gs?3CtX`2$6($OJLeO8Hcb!O_%%TaLtlD*cSS}CYORlNDO~okz0rQA! zHYsenEuA64Bwjit6qt_CyW=%DApKlQO%12Y_IlmfQvFDocH?*_=1gbBjMLfD*mmP! za=Ox#Lpj~~-SMiGfXlvt%h{Uzj*w$Ni;A94X$=O=-uk@+^n2wCi%2C*(lBK({#YGR zzdRy|(s{&s=?4Km!~Fbwv*iYx0?$VB0z}-^id7VNSC(_KSdmYD7&lr&jrMp^QEf#- z<|B3X_SiYGJ+94xwH2|L6}acS(Hdf%uMO! zaNS2M20%W&17$nWJy7@wSEs$fctC-$qd|~-7pT`S_NI+NO<4ECXTkys5`xi0POh#l zGS@ZP2;vUyEL2eF>kQF=1WHQGfX-e-i2|kUmVTsGaf;1Dyoa4wyTdSCT_NHwb;=_f z5}bS*Lv3D)SNhu8R!CUHCJPl>a8eFlqrPq*Cfce)d5LX%vL}XRc<-VM_1T{`yV1s4 z!5wI@Rej!Xx!v8}3u-ofu0mSrtmq{LgF1KHt#0`D_igALc!c%Tx?PlhR~h#?GH76jS9qf0SHhNuKNnlKO&Ng zCIUoRMjwYijuw5APR(hM`k64sL;`%SiPR1uxFe0Bt?(1=q5q@e5KK6$`I#ez-JYSuK>|y zhLTJVZ2(&z6s=cHT{soUWj9O?Iy|<${ge@=-6zcldbr;EpC9*|weKApeg5oAS0sWoZif(Q;y<3c;$Vo7nBQ6Guoa z^~#r>%dAq7U*jhJ2Hts<)P(Vp0^-=q>r=*bt=&YIr@qI7poBK~*&VGQIj-eepf#5j zd$P6-3@`ta4)h>8zO=&v3u$CWX(4N=<;rM_SI=n$j}d3un4@mAhY+g`9%k%&^`iY8 zLO8-oj?Dw5GF4t7ergCS`Cs#FLZ3f3cfO^EvOM{u(AWP*003Dj1<49=gMj}7zR7?l literal 0 HcmV?d00001 diff --git a/images/fc_computing_block.png b/images/fc_computing_block.png new file mode 100644 index 0000000000000000000000000000000000000000..56e949199ab01253e601f75fca9d2f761ea9f57a GIT binary patch literal 40307 zcmZts1z1#F*9VN#DJ>w~jUX*KQc}{=-I62SGZG3&w@5cgH%JUhcXuh>$dE(KeB*sT z@AJO@|M#8i+Hv-Zz4ltabIy(vrKO=nfJcpof`USzqO72Uf`U3FL>2MyU+FnYMX_dWeGl#&YntY9H#<6bZ_(7DChC zmy8h#|Ju2_FtLTu6ZQ|{qC{b(-h7*rl1Xqbi}GHq+As+pB_I26%zpbb6T4j6D-$$a zITyZx1Jz@ufpS&a{Mx8!E7>fx4|u6PiACsn?0bEqTP5-UCp%)vNIyA}-ZA2P4@_G6 z-dra7)NE-wYj5YsDqYA$GMp&4yhlbn>(Z)nRFR2WR<8VIw9o~DcL0%g%)6xZL};-L zO~o)q%E5n4ury*sfPB-lV0Mr*vWc;aZ=36Q=eGP61qI+8B8128$5&J=6wcHET)c=y z6l+~=ecRr=busm4KR-R2r;jDut=~%V)XuRD7|jC<=kgQ8(fy>2VoqBvQAnd=c(LzU z_+f$`y7ZPYQtd5Np=KMGjG0M4?6yl-NHl12S25%RxwtJ$V&9;6k8fOvu!?fbG?vgr z8sW}If86lnL0Q^Fo=AM%@xBrdaXh#0#14Oo$yh%5L2qS$40qJZb#a0c0Q!961Tj>N z8|>qs=^F>W!i@4gI=OmXr#lw&+dA9c*Ku9+g}fA#&=?|E82=R$t?$w8DvMzm!gwn( zWT}QZBa21cd?kF@Z84lk+>J__KzQ2?(h?G8(H3A1oiNlwfrm#D74=-8krxIfU|(5$ zY8oz;R@RN#<+8U8EhTmcd!K*_9(mfJ&@)BaO;$z%f0~WoX8(ho;a+9nEyFZPSd?t< z3u~Mytc8JKcc2uS%%hd(PwDp)Oy(QMxSF^p;RE3`;eIV5shY8O6`B3mB(sO zdz6t}B@OWILw9G`XSnO9YL%%SFtaQ|StaWC`M7-6HvCBlu0JAcVT&!ON-ulOVS*TZ zHKsr2y%^o0v#}sI#N*v+T=_eZ;leW506>4-18(f4u)(fvSj0V+nvW4dVfUeR?&Y&m z+VS&qmC~+^&3`9=CzCN5|EJV1>&F-9Hx)W3y6m(L<-IfX4@!A ztI0)%3yJR~XGwAx%c|l|AjHGje?;r}0B7r`nAvYDl%Pd)bo8+euir{2FHvrEhpT`R zM{irfacI9x*$mi+bPwOd!t!nnrmzCKaZb(VU$Aie!s-YC;9zaNdK!tYV#!_EfKsiC z`vuiL3^VUpO6ZQINEt?Ew|*_zG3vc6`a3L+ZmRbrrl?}w(yjX6yVWM~*F!)UvdTCF z`78mE0@fjmOd65co6#67B+5^c!iyLWB5@L#8WKM$bLqsrWj0Bm-uB&o;ejR|-^k*d zprkAY#e#)fbCS=!CeT*%dU67FwRh41Xq}PkuOuha z-!Wjl(2EJlu)O|)-T$+o)|Qtb+0wI)v=XhN|FD+*wxq_2&XDMugk#eyD{7_Ziu%*Q zmZ=nWZgl$Z)LV@Xdca4E9){nYw+3jjmal4A{74qVqr$y@K9Lj153S99ANigdBxx4z ztH7Kn+sORA2go1wMK(*3m&J|ol&zU~B`UjDhBT^3sh$OvP@qh!!&m;LF|IMwE6Xc& zR`D*c;G1>jW)W#YQYEtv*V}TfrDBgaJKu(dQbF}tOQFY#am*KkLPH~iD}(CWBino) z0L5f$#q<1LZ9z_aPG>Ifl$n(Kl$LMbzLk8-`9}8kR?2(xrFGS1fwbPHJ}A z9J+S1#j|v?6o+(&Ce*R^Di@_}Gaim=jv|f8jS-DRPF_t@PA(!j%Ti6;O#w|6PBpVb zhZKjXhq`n4vplmzWfuBpQ;g1rPPM`>sXax$2@^W6PVdhYIZHUbcC>d+b3C1vs)3nC z7ul7QSN6?tPcMJ-)~QI2n;P5al}PVO=!yk>T`yLjZJxGwc6gWWbT;KSb2>LQ?LMV4 zIkZqdE&grhNB6U|C!#FTbuo3h?#btl;lCq4kUWs6y`GJ2mDub&RW<{gb-6{Iny=A( z&%OK-@FO52faj9>l74^duKAAa(qSJs3#i%<(g`fOQ9d0^O1xKE7kNeCLSX&Gp2|g} z)ppY1o$WIxPEk__zvkNMJ+I;=droO2YADk(-DGV-Za8PW)>2}0Z?tD@z*S_AsO3seY9@z1(o^}`Anzi_#J*x%VrJ!;xG;s*wv zy*V>mpBONX-HBflZJrsJjo51FEA2@?$lPpSYU!Eijo&gjxmny8&E12nA&fq#zk1z$ z`oSQCFeIs4KIF{Eyi&X}jggmAxQw;zxgpO>nO4DDt4K%X0A*KYV43rN=KEleO#8R zO;k`-;8_s=hEXFjM@!_lV~ow{@t20W%SFe!cI%Bk%>L)m?UX<|{%D}Omgbi%t>iy4 z0-SYHbvBz{qCDBn-%M+gvWu`MCy^z!aNMZlb@ocb{^h7mK*8D zYv|_oXZSFFOi21t&$A=M@mY85K+UeSTJvP5zSX&v-yhzg*WuPh1j$11j&W2;o%ny( zyc@oB3(3usn`E)Y<@s16^ixpOu45u*cr{TxA@xg>m zcB|oP;#O*dM5zHO-x8l$1zhdGw|V@UYxxA z4}n&jKTDW<3Sf%akZ`z;Nu@q7S69pFC|^hg!zkcWp5y zKEDkHEEeDrwZg8BD}pU{H0fmN(Pz)xX&W_RsCy4+##)*PmD+9{$lre=vMIa&9oe{0}ct3(x!Du z@$>B~T{4ZPY(hZr>6^ifWC!$ddcdA%HLPO+)roeZ_PPcE_TQck|)d*H61m1a;N|m{->86 zZIVUz!_g}I-_1W;T;DuJl*9J!4CZSH;X8L)zTlp| zYXr1_=-LijkH}__mdSZcxjisK#7q=TI71eL9Pg;%SMXQY-5LD> zgYrrZ?E?rihk>2z%pOlRxMWCSXk@SXs?{mens0_=7D>K&HPk|CZ=UpHQ%occjSVmxuO0+!(ca=>Jnk5k%5ZWOe0L zRFI{vjfb6`o98>A*U)=ub7TYVdu1a}6ch@!zX?@EhxHFq|GeW{LoY-1Hxf2LS3WCS zptT*JpX>X-dQhbNB#>2CJ1;9nKUWtwPYFM1=6^UOkoCXK{LGC1uy{F3GaIUFG0Foy z>=;G(g!x`D%iu9GGD>;a+Dqsty#9|k@=luhotM{p34VTGUtd07AwHmo1HXW{xH$g{ zL4HBO=SYs{p8jrLR({XjJX!u#@;`bM>^yBe9N&960^Jz@>b0^4dV5JTGym=Azt_KZ z+W9&DZ%=NX{}~o?fc$?c`~rM0`2VXLDJu21RYJ?r&(6hA!O<1zGh`n!0)j7INc|)5 z|04Zwm;Z|DdD?l%16`4lUNZmd_5TR}U*iA2;6HsD{coQl|35wcAHshGrTG7j{Qr33 zUpN2LiuAJ#o)rIoVhk6|B-)OFvc;=h@0gam*4;4cWzhD#>XR(G#!LC*@xMIp2KQQq{(=R9OyCGIQ zj7F! zN~2MY#H4Z>J2k+OztzoSB|&+cBU^E)HTVmn1-cW&?_6=t=`QC_c?Eg zhWM)!TenH{ZG@;2np}?DQOzcc`%Wz#}b6uken@L)5(Km6GiTQiKh{ruAx4*vq#Pl{!a}>l-SDsID4hjtNm2_rmQAf}AF7gX}z7rsyhh{d2FJv{HNg$ebMFg~rEX;`CfvY*w9ky72I_Xh4P1!<1yLUv#M}!9;J zU?*Cu7w%rKyv|#2Y8zwH(Y($V=t@zLj_TXsgIiC?Hg->)0PG_k%H30b%p$d&0Q#`x zNBp>6wIEuzo+9%O&%b#Lpj!5VtXK`~fXR6)QP^tgBW;eJb;%Gj%8q0#3@O@%YeH^fgEMvHS zf0JlTe&#>mMncE1TRsf^32AxdmdTMqNj+~UG4yHZIAZo$qiIg$IQ%2#>Z?mSu4qrL zS(Ox|^h5k^zE%4p*1>re44I+pR;Wdv$g(Q@fh& zaa8w`t~ji(&z?us&7DUTCIfv2^(VAyX`^(OmKYWi-6z4T`q>EBYy0udw1fHFuRo7N zG-)q$I}Qb(@;dawm#QFckKX4T)eIIq|3q6NvG)Bz4$^N5pl@l&90MbxCaAx^G0AXATG8zDO@A+8wTaiDmEBXaKRzdEU384ACqyB%J55in!S zllf}zgzzb@ro6p^7c_Xv=UPdN2&DM3RnI5;FU1R9T7q*u_=zVUX~|K|?KMwj1+sRZ zt6&Ss&x@q}p(!=`a`JC{RZR)tTDKZyUiX?U2&83vI3~}Ts{dmZFxQo}l5E4Cb{|S4 zqFAf6=z;&9?F8b1>P#$TpJ^t*_ja2Tq~E7?r5Pvkrt>lx{yl`)dGuak`ql zw-l!Y%zEH^--v{|x*Fi&Pfurj&~1-3sNE$j`lC&6E2q__yG{QUeb8;l`m%Es0lM$? z*+Y#9B2up>5`egA-#E$kfDU~pc73#RC18F&Su5r~5Y_2i)2^|QZeFQ5s;6K!?sN#I zP`W<2>hBhPX6qkAC)s@SD~#xRKIx_PZbg95+1I7^i*d=oi@mX<=Z3X;VnBGu`sPB~ zC1JK;Tg!>hN+!9!?&I0rm071G__<9kT$m`!8ya?pYYzmJsS-vkfAtS(8AzZQMtq zZ+8JR8^TGJjbHmM=r(X*h_(9h)7Fax()hg_iqYhz=Jz?h%?q~K>Zh(PRlUttr{F1? z@32xB@AOJXl4v8_}z_+opwph&O4EUV*2jg&c^p zHF!3>CiluWy^?$+j1^lIw&z^0U-CwVwKDaYw~$oQ`AvIzaEmW=s1)Zy5Mc!eI8GP6 zrWa0vdRB9}qYmg?L((K`r$KIOu@OOEdGau9Kv)Ig9PAuIRMwg4{lgU)hwtVKZ8sN7 zWe#~o{^j+i2>tT;+?q`;IQ#{b<(?)5c*v4eW6b81v3MZ zcd*}j8)uz=rbm9uJ=I9H>q$|EPRbLVRJH9=%Y8IDygF^$%UK_nJj*)NJEJ>-G_+jP z%=B?HQ3<^$x#>nHy4>x8I-MQnnkQ!!r4XIApER2Q3s_HQM^*2$csOV_+8+cXk7B8W zN_-csBCh*md!8NV&A*gwyUz*yXaZ%FNJ@w$S+!E4<$LU}%S=mAVm;E9aWA5Bg6D#E zYdUkyFLaqw&1Ge}2K(+7U0aAEb0j4y1_N`lA}xGiJ5D$2U+Owp6ej8l9ExO>_Wk4c zhk7mzEN0~3BAi35?5vC^L#E~ z(2>7xhAP9({^Z9b8yK6*#t97mioCP@mvzyk-L@fJ+5PPcwsoSL zQOE|FsC_ziZb${VzZo`m;M76yx;YIDkn9BP;U10LfwqjD+t})AY=Udpjxs$j7PFQ* zkASyrlZNm_|K-+Ncw&pzp}!P`aK8Op49$JPCt6#j zsK*qBllbUuiu=Sc97vA`U!wopP7AeT2VS4oKTQ->Aw5LNo&K>MVl(TaUyqHZpx$5K z*mV{Jo%U|;*(FDb&P`RCPyw=&QHlgj&19fM3=hA)c_7H9O@2zSv?S^7(y}c$3hK27 zjaqEI6Vy(Me4P{YNFeqO{;?(kN?ErHz7!jV9Db_^;P1TDfdWP#mf-D<2>O7?TjmFK z4|DM^h`tBOyG+s{>;WNzhZDRZe{UJKg_outKeF1B@Y;TvC0(pn6)M6VE`an>dGNFc zVc&et=ST16t73BNXv&`$y)P5$$JPCM$#B`N~nA<%h4i z@J2nE`)v1qDol&FFA)wo{;!#~kgqC5XB&9wn~Z7Zo=fu!0$|zhc=nOt=3+fV`P)4; zSR5x#CUok)v?{=UB{Sy)?%SW?ut}YMz<3S5UfK)pz*;P$2{1020s(OXUemEW3H}_= znRGZ(2&S&3NOTQ1D1Pt&T{af{$q<^jP1E!>17FFH$EQq4-nouHXXv-RrJV3oEpMA z%B^w(o#3LYbRgB3#e6a3$=gGI{85WhKjxs6?Y$w#JESF9c_0)-uCRMjQd}ckekk6x zFdy+|8<&YtM(`+6&Q@FH8ZquWo+`ujIzpN-s6UR53`%iSJ1&vbfJiX_z-rs=$^!(l$$C(D@6s@zfixWfo@-CiS33uEH}0@cq+Y*$pS?L8-uAth9l_eY?Q4WyBWZvaL1ub?&{%!iI|h=yf)Wl+FdXx__?((Svwz z4pTlct)x=Uz`nXr3Ma+3j`R%l4k zA}*{jKM00=e&M9pX|8fLm4x`ZopZD9TeF=5ypksHpF|tWRJ`RJVNgYo`J1!sLC82x zQz})^>)udYeM660{~Q_nM+>S4Q!s6TtWwSUq*SWmHP0Uk=Ii(qs@fIFo7C*uywn_UT&Glsh6lKsotZOPw^r%8I?!uB{ca)> zcEk5?^f9Wn1c_WV&Iloj&bsc8O&)&}L4ZD5F+{b+*{-~?MU{PSqKKK&4V|jC{;ynh zR0&0cmk-_*IsNKxJ5Qy>E@c)ma^~>8e_5zvoH(jz65Yx{CS(}OL5K(dwRC%J<@sQt zPiTxsq$@9SLsPsCrJ@wEp!9r0IFe!b;Sa{^2it7#^|x#Odvw}Va}mM8phYEBHEtWq z83vHw^6X3yp8(>^MDWd;(gX1YSv-7x^ul~P&*vvD2e+p5?`&I+jvC5)rIYflHQx=J zBhf0Oc4CcABjbsBeZBiL2;_>K2K@ev2scqHA+nf7^&q1*PANOvh+5q!`tj2l0?Cql zKeQfrMwe0b6lOH=^<9;YZrW?zd27h;BMA5Q8HC}{E^j&TjOaC{(+d$h@qjx|X%_8V zVaKvwSI+3Fu4~BsX@(*^5wg$iO2c6}^egGG0H6Pjb0!B3`rQ1A3yc3qE_3-$P3bG! ztKF7u{GYWu)$NSH43-mihr3HEuIoM1ciCc9EOm$lIbA^I!~^WY7PwyaOiAdv@XS)g zg6~s~&+;sD8WY?G2;X8rXi??`8z=tE_M6L~E^B*DZy+{k*Hn|Na`%k^2982C&TUB87MK=H{i}POqvj#^B z&zi)?FTQvZBonPqNDuG}WjFa4Mw)I34~c~L!(EQ=gD~1Y-O^xZhVUvgag_bmwxdyF z;c~89`E~<&yhfC*Sf3FMfeypG83|wR8_GMU1{?n4WBpFJs3>fk(MW8j*ba7o*-Guuv0H)1yI%?U6Sjpc)4M6 zv0JH9elR?<(KXoMpCKG&F+TPkUc%lPOO=s>ToD4cQ%oyQWC#>vi5idDvX1 zE!-^l&=xC=8q_4JGQ9tA#WR+WiPH2;DKV_&P0Z?fulw(DfgxHfHVfO@kul@n$v``) z2KaOwr>%vosTVz*Xws5%uPygi%e1N`!XiJvz#)`=bNQ6Ub9GW^nv<58K)U$s;y}(U zo8rMD5jGjiGPXllP%5SKsU)oj1JhkJEfS~m|Cr4-Y0MJ)lY~TKuH3{Cld4_mW$hsk zg7`My%}*U5Y@WfAcQGLXh}mfF$1l%VR_KC$9wXWVE8XUs`fcZ5UTKt1O}5p=UWad; z#1TmT&VIWXD(GRf_r)b$(N-r!xzlziNtND2OVahOS{;v?xbKvN4_BLIV71`OWH|_X zo+W-;QuwfOSTW(aYfj$;X1e*)?c#;%bfMYrf4p1O7#g$2LTmW1l~C=t;BV6la-`&{-I`%@wL+7Hwgm|;(qsj za2BH-p6Ux%k?Yc6sz;wyckH!HnoAOr82f)>HeD3FgRPI()x0edzm@4??cR~MQ41VLT;;eGG6I@cprcDx5<3 zZR_q3NX!8$HUv0|kkZ({C%dJ8{Fs7&ok#?ZhN1$_d;>X7r_DeA|ue1@1ZmV637< zPA&HGq@}Nl)8CtOiM=jbY|S)1{&+S|w7Y8x&K*F`<)pk4B($Y`3xZO1D4!HRj$DP_ zn&wER&Z-c8bg$KkFT+V@O`rc80-W9DNthXRp{Gr@J`7J#H|2er+92oArAcS0G|@L* zXK5cSlX9iE;anpB@W(|e1X+J4qx0mf(b00@sbaLb!EtB{uM|OoorE>DUPIlu6FoZh zl?D3!`zmein1W66VO`VO6XEA#1nzXCVSM-2N?b(7lrn%RF9l{hKy}{jaEyeSdiB zpsN`p-w(Q8Dk;@@*;!}ONF3nyb?@~ZENvqRE~G zHl@1%Nn~LNr2jO-Kk+~`jLFN|`={^RgVNSN++D&D&!^GL^lMNw%K?qR6xT++w(6M3 zR$Q|FEnpYR)8nYBWqvHrER7v9F1BzlD=UdjrbQ9FvxT9&{gpN2~{zlIZ zE4EY$b9VVmK)@w0igoyE&k}7|?!J-_I=A~Ly)m~8f>EWP`Zxll_gAtLs5S13rT=6~ zEu&Qlh2@GTTX-!|^D_*5{??~W1K+h+J-+zp?dGqRr}ito>k=IFyz_qTtU3qgJZ@5e z$PP~1W^{!AILm4j%WUj6AdaTsYhGm7pW5?>NE%0WM5DHBq*uZc@dB`GS65A8QMoKt9`+d3BF|V0bKE2daz%p zwcQ{Xwv+z((F@BX#H;cN>@<1l$y12VrG*|6pDOdwqYbc%-aXC509<+`ApO~(D*3@T z6m~&A@=-zuZMuIDo?T`DC5$F_i*V0gbzZU3pg&4(=IImW-_64T`(B+zo(eSb$97+? zC;p8}JO3EMJdoh1&qW9nB)#B96M|pN6<+p~mXjK8V8J6!^tp3+o0RgOXXIT(@quPF z-05isgL${LiP3j0gOw2Sgfl5sE8_}jxo23vdZ|hig8r09ao~Q?9?&E^3x3x$$q_cs zzkq6&B?tZ8p(%5<4p^>_>8Uhb!`(=%PPz8-SmL~$d zEgaH&7pH{o@>_+$T_ULAP}I2&f!s0LgOa@J0`H_|SdGEc%{|Jos3zya$Rrd;XiW8# z=)F^}Q6EVn80h^LWUnJ{V|0~eOw*OqEDPgu{ox4wfZ=DeqSom=5QZxZ^ds#3X*EU7 ze1SXD<(7^N!bYjMyVboccqB{Qd$+u6ftJPG$HE8EEY(z^z0@e$`ouoXt;1k_8yLcS zt;q>+mpT@IfQCt)M6@3YW6GW&S=TP{9c(&6v~5RxK`sg&aaxS9>MKP}Q*u{?ynaSq z<1qEJK<2HsQtdBkxbFF<)aM@Dd(zZJoHSh13_y<>8teJLzuV5yg;vr4AAlw{)_YC! z&3m_<6HdqAFU2&#j;TjH8;i&ri(>f`E{1A+8o6>|i7nBycWC4HmAiM?dZh2D^9vG! zTKUwi3%O*{s{t-?hS68F8|n7PN){k}mJzhmaIzV?RCnq4Q266EjZC~sK1qs2C9n>B zk6Gyh8#EEkeevT)a`*Xb*Ia=7x*(SS$cGLx;F>DvN-K-$VkE#|&Ku#KT_bt>BQ+MNx_ z#h7TrzK{1de<6x>^{^_Ds;`WhXeCdrk-8s+42{$uLVp7@n{G`?D!v^7Tg_d*LbqGG z)SbK(Pd>Bpvga*X7t;$`&A}Ot)KB!49ILHhH@}r00_8!w z4EgZ8FjbSC9`7hKvNte|+`D|ut`8!U&>e&0#4nDC1C3HpV26rz`z_6JljwTe{7qE& zRHA0JTf@#J0Q!UVC4ZA9Od#bk)q`!Q<*MEvdLH6b7%NsEf(0|=2bsf~TU3MGBx{6Y zFKM-HB6f1bWyG!^Z?}YYS08eb`@L*~@zU{ktJ?Irh|b6fc7{g0p@HFg0DbyifKm*- zD=bYcLP~k-;@ix|u7j3&EGd-HpK>3`uw$|$gMbn8zEt*z`xHO*iFZgK6?2(~aJDQ{ zPY2#P3^=H;P{Hp*djx_mXvC%q<7JFHw@%I`uSNRfD%_F?@jkow1!%B}a%FDx29#ZKk|Cf|-~hHOCOg4#0B0HZc~LRp-O>`j z=?a<4e4@Hy;F4yS?|Za?rzn}^2jtjz%guOP`G|5|P1m?J+~okVD=}^#r!%s;qRN#G z$E<|?^iJvPMKu3TkO^9~lwEl$FDBZ}BU2Si5>_GPHo^P*eM&sP3@ zsHI2P2_AMU8&HfK+d)dR_)&WOhx=iJFD;9pyOoWHd5*0qrM}3OU`;$`fT_n&UsUCByyWEV z$^JoUu3LzSSGc;KCesZ)-jmNc2*-|(rzyG`RnZfdiui4{ywplTkEyHLg{En2eab74 z?e!G!S?5i8)xjC1Mb;ii+@E2dB!=MtakKRr3`C*D^$IIw@i1b0xSsa+`>O@AbzzFt z5b}5#Qc{)N`Lx>+b@IEobcScOTrOvj0;t1yZ+2E%rH%A0OE~j58}}~}^0tXCDCy-> zaEW?m$xE#V*aWz`>!$Ne&rla|Hx=KbxLyw!kT$()82aC_A0!`Egb!{pofIeyXeZj8aD8cm+;F{ zKsn@%-QNi&b{42XRt&=0$!9fvWTDQ@1VmU=#h zJFrIggITxJWgOa2`mgr@0KU3M zXbS$rivb_u5*yZSNq#g%l}_YKuIgNgD||JO^H)=nY*~{o@ra-o@q5LqmaC*K$t@xC z+S4P&px>eR|!B9xX1Y#2hE0|Jw0ElF< zyoMQtDyM#4Apc`b?ceaOlrhb2iHNdB08|ME4dp$RJC%O=$9RZwc9|=($-`nOlL;R@ z(qlw-@!J20IH-OH;)3AsxYQ>w|OB>PuD{Mz4fz!%+!9dT% zN|weZG~c0zT2n`5O%^k4x%#zrt$D@Hfx@Ok8$?eA*vg7u1-74{RlQ-)+Am~yEK5rI zhUiU1v-^OqoS|TpEs|Emtp?QVb`FVrnSx5l7!@TKyq7(L#ru7e<~40Hho(9hq%WKmMEXRYpy{swL`MmOHK=)g`GL52TobSQ z&+niJ)3h4UEmr%zQ`ptOy&CrsRGcubrs`4#&re#vd(N6C5c~K-yxQ* zd>DCNi`foBewyP2yHQz{3M$8`)%>3>Z6x-*B;^a|F)CrxTxFsFi{3Y{xXldwiGytl zkb_8#w%!t6;a}c3a9}O{J~q z_;;R-5VMCJ3RshlbP7X85{v3T@3E)LeM}9w41?{{t^wE z2tF8k{W-d3PM7}~kCIgUl6Oh^j4{ghI|;LKY%Pj!t9P8zN$Pvc*&hQ5TL zN5^~4;h+uRBn{vCKTjZz5bXIrKCgcC=GeQv*X}_-|nd z{!5d+;%D=Q5=N-UtnmIvAilo?QQVNOb9wLu}#acc{(A4)casX{dkU zG%pvTL}B6)g1PC5@Q=wsWI!?=H{jPTY`M-`8B2jjf`c_jHKtjzZX%~HmKk=h2mevW zgakLbvh_b0(Mc_C;r`Y1N`ZD*R=g(VmiPQAm^v3T_Ufn9)dj+8FSXAQT`UxI${O?w zk(Q~Orft>f^4N9rjdx^hivazAR=^9j>|9)$D*qgon$A_2kugv@YNCZvCO+$7v|>nTSN7UQ^yymBb673X{nPsY z`~1J^!tm%18IPhh7}ySIRp~BUN*PvSxYuohOKu!QM-qlWS)fAwu26;)ps~zDB2l0< z#xn9qd{Bu@l7J0?<&WKyzSC^8Iu%|qVL=Gy$iB3LVeJ(i@>sw>Z%&N^CiB%1Px%{p zAwfwUDG#CyBU(^d1y4Whf#S5cy_7NX8}fwGy;lQbv#r!w@uN-ZGW?cC3DjlwBXox6 zwd+Rk-0ktmm;8R^f&NeQ0k9#>tX;e|>d|%~zos>Ywav*Qsl!2*;`p_>j~2zhw9_@E z)aore9sAx)l|Zi5STm+iQKABJg5&n7aEl6$xMc4>^VHx3EVFB|4^5lhF_Z_WwqJ^C zf~ab8gPijQ(@@z%mlH5d2Db0sUs|l~Y!TAsGSn51#}i5%-6u0B0Xho4A637v)4!X2 zB$gf{a)tkKmg|3hK3eIR^QkF)4&Eo}xozZ5`~28IStbc%87K4b-8lF>jy6gqfT^QI z&rF7%W%G94DDdR4yfnA`df8KRpiW&aqvmR(4kTi5DjcgcWAFW@dSR#i2boIADCv_0 z)@~Lq+KuI-N;B!l(V4lN$9}$RztUr8&%JT6{-J_v7UWRy zP3DFj^6wm}$IF>H`r5Wzth3Oati15Cy|K)Z{J3uj%A>Z{LJz-dC3?XmSi~-0Qv5F^ zE`3{gT^G#nh0BO!ZM~1MCtdQ9L$-I^1jFu80#{NC4*$b%xBfoTn!|`I4JjS%UeH0N z4IqGKN)rUN*$eI?U(7s9`ksZt;SY;@cBT`2J^0{8-U}bCN~s|@U}?g5i`0i)>;ykG zJ>H2geZmxb=aBS!B)-n|xtW8eUf^kyg8-tDW!Sem-n+jwYiH@1N3j2uZ?+(hK~2=~ zv*0E0S740iaEg2|{ALYk5ge{URm|5`+F$_uY3A_9;0^!<(jQ+WSB#kUJd6d=)Vrfr zR3j2|6~~>0_X4YB$MvZZaP*>w)rz>GtM3o_*AOUSrPqRm{m$msG70vDh$MvMn&xwa zg^6d#GKl)PMy9kbIH%$lx|3y^y3C!!utdx3wA`e^oIsmQ3cMohp<#RAgsLXZ( zZEl@;8t*A(ZbPSK-|HZaBep|}%JefcCW{Z7grH3D;BGp?Uix0@u;ChH+jv1MV3KZA zX5%3}Y~UnXoTTR==hzCzINqWRvUBP9U>Bs!)PZx&6=nYQ;dRjKQ?7F=AIEzedSM-C z=GMqFa8!FtUk>k(an%!8R-IGMi z3OV>R9r3l_h5t(b2F;cnH@iO%C8T8NBDg6eCgm1^=+iMAJ$%A^Io#r- zmR6D-w^HMOnNEb)Y@Ff5rbG3cPTFQ5Ztnaw%w$9?j=$rU`J>Sg+!&u6Rl5P-ko2W( zSa&N!BEI44)OWf+en=x8E=!NzJRv(h8ePiuP!<%IGe$I!1Bohv)%8cixm`4^l) zLjm*0;&We}tMi4={3imxDMnM`Px!#ND{o&&K&=m0F`3_DJP~1YpkpIleThKsDT-yW zp{&;9NLz_LgpOJJZ}ivvn6Z>JJN%X>F=H`5^n1Q; z6r<1quVopR*nHKSCei~PAuTO2zcd^{6L;99{N2d{MEfrPjpns{n;HqFHxM!B`ti&o zxrnd9eq#LMBIo(@A3F&~NsDUEmO>-Op5J!$S3~UFnb(|np1L#%&Z!nPjJ=XQk(zW< zDeGlwTU!>@6HI=MDzCm&=VtdURk@f45Mx>L@Jt~F++aT@DtOJ$s;u~j(%ehC{>Q7P zbeC=epdSL%e{<%`Zhm;lE>rIvs|0nDptPKMKLvYAZ<*S}$|JLP+ zGGy7PFOq*=vkeejutvn(6i zL`}hx8R-J?BmENND6eKJ&N3P)HH-`uAga7;#`er^Et^Xhr3>FRLg^-*;~VY(?3bxG?-5=rT{(w8sj-ZUkpj7>Y#My3P1Es`@IqeNY|L1_ATkIfH@N6#J zA$|`lDtOz5@h=h*A>s9P=VlkFxq0~+6IxrBK^sxn%d|}s-y8MB$le~8yQ~ny-^&ELEwJTC4vP?@D-# z<>e~)#hJS2B+mcvoWYN1*Ro04L$+=Tpv)KPTeAiV9QN0JXz`>}O)%BER=QgWTyIFd zwsJP>8n(8f$jS@-J_%Xke?jtM7EkBb)#=Goc@f_-GLD1opY~}@yKf1q&^{S^pZASo z2HX{6Kv8cu03ejM567kP4!K*@&8FS036vwhhq0yaDQMOH1GtXtM{*Kwq}-I#?W`(u z+W41OvTMJLn9<0P;LA7&P}xhZ6}VxjOs6#W3qf`&~WS(&QI5oipjTEP2= zk*4sm9umX`B`Rd8*?QEtZ1xRFQkB4e<|NB^UY@GJYsQC)e8SY4Uo-7s^6C_9=iYpN z#r(9?E`9Oai{kkL_%jt! zsYZAQdbGq&uW-X>=((Cnk)pVIj#=DAyhUCfJbjqIKJPpo@?f_wG}%fl4*M0>`FL1S zGajl&pelv^F$v73xD@#1x-@6@$=)ZHCHt|F5~G z!RnK`%WrT!_|+Ok37MBtuR!5Fvw(U>JN0euB#4$9KmX$kbIvr2Z<{sBs?*;8BFfs$uaPgj zo%jzN{1MvU8{wrxlKyw?IL3F)PHHTgezyAc&WFn_flkWT8$igTi`#VTIuk!OXghw; zw%~#5YiUZ`dzR)$MQamN2M=F``?}3L-MLUeA}7p%*w7Bp<{92B z-?knwn9RV%W#{$@3cFg?s9qHija3l|o51%rOErcw2Oa{U=EZgX@pQ z<{NCl|3lMx$FupqZ(o&~rD$u5Rila;wTaQ{uuDsAMeVINsa-8%@2%9{t5($Bv-SuQ zVvm?1N(*}qBI-FFWf_K z^O!uW%uxo0ANtjueHqgJEtzzX1-{%ca`7OmqZ=~Pc)%la4qRv<9m7O{4=X! zbaQ)6qKO-{BGvYj^e3YHch*5+$f(J*iASbmlU<|j6sJ>9HMv{<-#@TIBOjt9@5DgG zqpqK4)In;poH0E;lh9jj?HZf`>J>Nhl_K$Nzh$b4*Hlx94VuxMTS$Zyc%HXQhVfqh zaNf(&9hm^NtvBtn`Q_#lcJ3V%-djg&$71>xIbacVbB(+8ZbU75&P-D?8jDn)8u?sr zw45K#IPXOYdgzu_y_o-GPbD0RJ^gfwjE(7iMUI%~Of7i>b4`F=HGQFd_cjil;*Hs& zGggBG(z7*Pv)u?1CIy=preTEJmXU|e6ZF;H3ldN?AnT|Qhn@)5kq(--W<01?523Vq z8hG0zt@FX@k2RA&5^`vL;DKr}jDw)IGjA7g>6QpZeMN;x<&Pz@EbzoCzPHyhiMg1* z0CgvYT(FQeMiSq`f`u&0F_}L+pV6=6`{g9?lX0-qDEszHiCy{_6@kr#|3JC?M z3?4UQ&u&z!p0CrF43W39vUTIeKd*7_vpQhQ8v`420|5Sn;+LV36~LphB*@4uwECL! z5^5_=3WFStP2UMTA+&_EH%T7b)4n${aqiGe?~;`Z!!G59If?!fwtMrjv$q3(#)|L2 zPRNI^7E-oJ&Bzh2iJW|{|1G3!0_GOq4C#|~kD{#O@AFMdv7BGYN$OO&x+-NY4ldKw+Sftj!U^dO5?g%>VCF_a`oVg6!{)L0+774DgqC zI*1E7AqS(J(0@)HUHPxs^l}CO`S=~{B3qBQY#G z9%s+L2O+r>;+O|j`N?F)+^Zk~sTFdE&;O;wL6!emMAxBN^QJk&WtXXsFywd0c~4i-O;j5ay;c z$Vm2&otsgiQ)MhJlG?37V=w0Q3Z2@gRA=Q-vqZoyo_geu0`m5&H}F6vu}?8B&U}6a z(~6W@xKU{pP`nY5dM94J-#z|6eODU8X|NQeq zq5p=*trtAuNV)o3Bysk7JEDO1>HXfpAz{P-`oU&U4*CJ}rgx|1vFKmYL&CzbJKMZ# zk1K=tu+->Eu_d#26l_5c{iK^pot11J1*8bOL5CQv$X_=S{vNK@cWzqz(g!6fbzyQ# zU^jPC;zc|0&?is5wv$+`Ae7(BbdvbHPDWQoA=Iu7e-!GRY{sj^5=HiXEtpt>xV&Oj z4B1((4$PycK2Eq|xBBtyvG-OPRUQB42)R6YXL^%j;k05!3l1|2F%W6ngkM#)9obW< zS-G@nVB_QEFBjxz9>U7N5G_ld^4(_ZNX*2{e@G zTj;N!v1?oXQoIoetHah%J zd2`Y{;+U1G+}SR-xgj~B?cX}2S-)dsylHV?UB2+rHY6)mFBs?P*s;?--8e0BjD~z4 zqvO`pO6yv9c4{aT{T!SBuSM{5`Lnl>B^vU;Er1a|PE{)1vpM{HaOUbj#&wxDhRC5HtatpiF+QNDvT!yD6B{2$;-sAq7y@lfOsxNHczl^Z@QAPCs0y|n zcDWRm>D#8f;^3deZ%KJIniq>qwdabOaKp^Q>Y4K* zfaV!ENVwCW-{#^KKBF;B;WS%}jl&44s%5cu<7f(ZQyB#2Mu>WMGw;0M~E}EX6nl zT?^&}2xN4I+Z3E5M}+O@&s3Hlcm{n8!TJrTBBRg(VMXhD4vjb+WVeOctsTZ+9tD7L ze!h!YaNRBVm~e~<1Fs$(7JDudL}cL7kqI^kt^j86gSmF(l0)?c1?^5`?(3!(lYHkG z6F8<+i}icHROtuh5781!*lNqjF}ygMcmh$z142hIm*ms{*CzDX4)8fX*=V>o<1iLZ zBvDuip&BG!I%$`Ahh&yWH7kpLodgM9$ig0B-`BsBwm;uCBlNKNRZzrFoS;`+vTxVz}( zt&3FWs1hIO3Y5U|a&tnpQ_^T;41ZXhgv6Fg zaH^>0O)X4$h2K>qg#!ITZo8P|b(14jzd|e?mrJ|s^YT_jOKyBngynko;WClgJEk18 zl-1<{Z>~?0W+oh_<2;sVL67?B)!Qa?XfBM8rO^fQr8EcI@l2+4idZP$R!B%BR)jtb ztRJfAPlw2sz1>OOw<1CMA#8JL0 z5_=BS7*L0Cs@#^8&+T^<=4M($oQeYlJ51kv4QcQ~P3MsuKn(==6+9}; zl`t<9cu~12?TdDUlOnbo_-%|YO;*}WAeX2sJHFJoc?^DVQ?hXPiGM!aOtt<|l2il? zG^gVK#8o>eeDd$J40k*6>6!+M@O(bouOupBx3%ad^i8JetA~YnlV(+Sn~P#Bu>F}^ zqW7XC@$u5R$!rKQ#lo0c;eEn~4XvU1i?TA4jzs;nrJ{y6ByUB7L;KWXc=y}LkwZKG zN_7MO5jpxOEcK4>UAOyxkvdI!WsPr6Ne)j+=0gRA`?h)9S88dq!r&>4%|2Z>bIqMw zl#|Tfod$#!mf5n$ADn>eu-r+7YY9v+3EPRnlgT9NXiHt|l87&AAoZc zwpzflSSi-I=v^^m?^&_IW)~Xw_a|lCI<^YyFcLn%_3>RuXpV#*MjeyvyB|5#UtFM8 z79D}*@wi9^qc$Wd2iQOrRNk#C@~@!1=rmvT$V}(f#ia-T`sU5D1?Zc9?ZWVdqWx1k3oGU@p38_jak~0Jzx23k8(P=8a=%&TI^uQb?xJVNs!5+q)Z{jFfB>{G>VhO zlv5-qx|f9eP9AQPzB6rGJf0gRFoOfn)Ouu7>v?>ch!-Jdotb<*LQQgFMSO|Fi>L>q zKLSsu4l<yf4yF@TYeg9`}*4on;pb8B;Z9$$T0fJ-M2Z?f2*6HElEs@zdI7 zBHi-6J@T|O@7g)15OPAyxc_5>`YFF8A`K1zarWC_kG;*`@;Z3!ZOwt~kQA(UPu~nR zn=y`EUdeIn0+RyT^)UZAI4=}@hyQ*lKR-PAr<>`k_K{;jh$DDNdQkD}O6|Zdi&m~s zEwImPoBbbDh|i#%_`Z;9o?t)rlI534r=`ZX;R(y}xEHctEwTA+{qTn%8VE1D&~KTe z{w2LlF&F?1@E+PRX~^59!=Vnb({Nsri#uFG9x;D&0oh{9%cS3UKWA2o)$dN3$z_ba zk~T)YvZ?&0;>$1*rk1<|8cZC6K2rtAq0CotEl_p&G1FHCSrlK2Sjzc7H1?&WICM!2 zu#teupI$V>d!TZm!evdSL3b!bl(5&%FE1odfg>;2tiIXOWx4VIX&46RCc*8u$Fh9ZzUm@G~I*`iZ8up8~`~(-spSf`?imGo7dOW%y zkP=#kn??hw6E?8m1bqI}xS~^j+CB;qZaFE)5Y-Xdcv^okqhUl_poj!qY3|^kk}ZKs{m-v?i?(ufN@d!e-U1mh z12{bG1&4e6#s0_thjSbTlC}sgUfdTdY1-{B58xICcqpdIfpiL0ZO}8)e`$l|ANqFAv*OAH?3t?*E$2kMwNG ztIdg#1bTkBtaYFsz>-F~9D?2zW207ZG{<%RlUmjzGpVT3T(K{&OnV#zJUpLi3G6lX zk7v98sk+hM`fPjrzH(8Tlv_d!$IUbJHOz6T!7f5}qn9o$j`)WjI%UYL#nnRM%V^p` zxtX*?yv3uV9sh`wZ}u^`W^P%Lk+%xl`LPqbzlY>j9JEGz4Cl(}$9hoC0fTu_bbxhbC) zGtT_3*V^z$L(ZqwMyG>97_xCak<>2nnEISFJ5PpYfvOhH8c#ox(eCh{bt0+Yp-%UM zTAsOYSpk3V?p{CVyDc=DX( z+c*1iv_+d#uFKDh_ne_M^@{R$;g;BRg36Tx6_*464PFi^12pRV8P1)aZ?tZJqPd1pzxf6~^mhQvl zX$JR-JdwTS>gpN`KvZE`j3rxb$ckUNU?t9u37;!|v#D-WyBwp|KA^sJUkDC7Yp~{98rK@$LyxQy=a-Y?9Tlx;dx!G|#bZ1kgG1 z9GO1~bMncK`o8n1bRy#sOf(>hjw3I?K5v@s?RN?hrfJF`1UNts4XiMVKhh_#p@n}%AhEq8^cA> z@h+vgRh`moF>xUJq;gzCwwW}^L*EY^XQi5rSGBmSU*_Uaxr@O`B(Vz)69?BY@I)0J z6)Q;d!F_7hK10+aH@3%= zIKovbtc`?pQ(1W4vKICeP;LYb+Ib^WWjvi^akzhdRdm5Q-L6iJc=+V@h2(%#w%5{b z#f>Q!x1<@#AL(lPlLrb?UWAnuQxOMTKPGf*O}jJXbHFtCV4&ZUjs6xK@F@mFS4|(4 zxnJ4ltQ7FPzHgs;&yRxGd2@vh*6q;OXG1s0npyX$o{yRnTB~K}WTG@Mx{#8Ld5Vjk z>2bTiYdi4bnE_u)V}O@o_JzLgli7NWJKBh+YdfTG9%&i|5GPf!ZJ^E&HmtHr!10#5rPBGChEncLydW^rQ0 z6K`%tf^Bp<0Xg|95!2mqeLvtdQB5}+=(7odK}5FnZm~E!15L=ME9cevc{5PB>*PAG0TppYMfyk$c9C<bl{li-rzW)<{`#&-J@T zN35+v;EUf&GG8?=9tna5Cpjd3Yswz#Dfm|GAImWT9D^{+a_|fO4aZ{|e=)H0YHRCh zlx2Oze+SgeC!skSs_oIzXElNFvta5u)O_x2L%Z*_vT(*OIqI zs8C6YlZn%HOWNpWxP1DFH1q|3Fnlbvz<^vEj zGxJzDf1GzpwZ8%Du3zLAVd$LL&}Ed70|r;=0vb8!U5O(SKa!m#k#T9LD(VNyvs=mS zayyJJ#^qML?Xbn254eTM>`h6v#ru(FV;;9z!}??DrR8lW^A18?-S#(s3V#l=C(-2T zs|<^OO%okhzvuCEi(PkTlXI^Ix?F~BUI1)z%#Dz?DiWdUT!I9DXa&$rDk&h?zl;5= zJ}b-qqm!{CIVq)jNDE4N_Q|oyorT)na1(^bVsg8hE*2kH;%#x%WoGfPh3z4-&K*KV zU{SW%?^<&lbJF}qnA(750>tc1t(%#b-qP70{H?w!qWt{sR84aV>b5e*0m_sq+) z`1$C4TkgTS2e#K(3*d@RCDXNNauMS_V@0#%$Tq z^2|YUdpmC86!n6IE25GZ8PibOo4S%VaN8QGo8DOt0L4r#;3}FsO|96qnhFC}*7F>Q zEj^BW-JO*hip+jrhSQr`S(4m;hHsL{1V7q5_VP5I z$+;}wwzo+SDAZ}p#vKx+G>7lHla?00sVd^zD|`A~+@*rIuY0pMn&(U!k=1i!=DU^L zep2J{(tS&EcV9ZJRzoK$K!e5iZ^RwNlNsU)q$R=qA(oj4I(^a<@!F(&MLfFCS{YH3 zkQ@wNp*h|sc;c_j4E6wYZh2!ZFV~<@1*^f4~3fApyW=@DI_FPypt&F`vP5 zpSvd0iW!${4kZ0>pu*pa;}zTq%dt0FX}W#2@x?64WeH)(B_788&EddUDpK$b_vJ)d zK1mBL&eV^;LnU;J$iiL!^Y`3e%h8Nt3$dc8wxhbA(Tp)-ReKg^GC=fT&thyYbZU-d z&Wt+te$LbLw>qOkg~RZA#Vc5KK~J;TmxQC7sNMObLt0M~)}w7b8PnsiyPb4%w-@s^ z#~nDf35aa%+HRKtY*3|P?aW9s>-2++omOc}N`Zkc*ggsqw{crDiXSF_f&+h9A9BMZ z26VD`{@lz!B8UZQ;oovjM)bAI?EN`54e!gdH2CF80`Z3scG(}p7{0G z?I#ytK%S4rwWWUs=-XplK-?-JYBRO{lCe_91lle9r$=-^zf6M>nestDxt&-9)kkl< zCi)urc=i~6oU>AP-R3RDNN}t5TL5i_E;z{azcd!}zmh+Y)h)7uK5MOB@}0GUqC?|C z#U*h7rL0AfZT1tKeMac7f)Mz_p~i=OGJbmUC@IDH(-`lboi~rvo$Ar0y1$3p$lkUu%5R6r&;QDjgxmk+yM(aDC9Y=Mbz+9LLRwVRo7_=0 z*-yNC71!{*1&7;#W@wP?vcJop^$1k+?NOTm^P{n%QGQ^3xBVNPmqtPW^~b_^o)bGS z=(IfS{>W_Z+#sUO@l8a3ZMvrttC7;Z4K&tsKaS$tW8S}>f$P1qUl(#ac~MYSZ+1`$ z0}+T56l)ZCI|6rrC>v36%>K6suMR#|pobCx`Nmu<`qOej8^qEaocM>5#(=6GxZ&Y)))kY6iaNcK=3D7{ycGi}NB>yC464Y)Z7j{)5`Ub4{b77X?XQ zOIQO(ryl3U%IuXK0C3llE0xN3J%{qT;ZPg|m$_j@`Pc{x01s^tNP|;v z?81PdSRL{)M!g)Rw~wyn(UU#I7(+|oc-E!iZ~A5EB)*(2yqoT<;pxu17F9Pcv#+ga z#=txK{s8fsv?ruX)5;4w1)xotzhZ9{)TbX%xHXS_`W9bsKQAoF7%rO5?b@3vd@bR4 z{rm`QR1L*_OVIF65f>f2j%AQ@C-{`T^KuKH7umSekXn0$1Rw|vX1`_>(()xPNC{n#;lN_ zO8v)1ad{(W2>I}Sxexz`Zz&^MK`glu>f8B52LMa9G8sc!P9QZ(L;@+zh8Kfiu5{~_ z@AEPj&-`6Jn*i$D4y@+muWtr(3sR9w>JR=_+1uXzUKjN_)IY4|Af9W3)}XJGidE5R zMznx_S@Y3b+xE&o&vU-c)JrDZF74w~`({!>jgm4G@F(C>VwM0O}cR=?`xb#TE( z1*2Gf1l6fkcbZ6Q`5xnu;>@-0xRz}P0*#At3Fuj>T{GImwFihbXCF#(QEJ~YjJQ{6 zZ%2-Y%96W{2U)TbjMB?121B=bz$F6JJQ>1pj|}1OMb`iou%oJua%3oL1p=agnDdAO zg6_!K>P3LOwtQE>`u_vr^HTz9amHe2dv7u6co9BRhX!FuS;Y9pD@v$%lhIn0VeQv$0 zh5%u$l!sm>Rz1}mc{~c4N=+GPYRCIG?I@YW?t#DlWY3Bo;1V|gF*~*>HBCh@FD@AS z?G{xS<(Mg8eV6ah@6Zv(%i3sKMy$}we9dEU#RYO`d0n0b6nag5d+bZ^BAA9Fnc)hs zKUTQCHa>||Vy5f8c-vy2di(5LX3%Gt}7uV>! zW-CSDHeGAAtz}o{rEg(?tFa*x&11gctgj|V>~-jBdgQ4@ufY``_mmHVl@9c z`a;>`Vduap-Y&UcB-!U~ButjSR8%C+7QkMa`W!cNfh?RxN%G6NGtaAipYV(}Fc4N! zaQ8S!&GA3-?f!+NA1w?-c`l_!^4URcf7}mKOLV_xp-mxjwUrI9`;0H*uXM3CeTZh2C5@BAXebV#uJUR&%NKCd*9dIp>~Ca(JB-cHRW!bV(<}AI7?T z*bL2~ORB5sXU7c|#!`Cq-<>*2if%s}2gdxPELNa9&AH#COG_WY|K0d8ZSw+uc-{>j zw3EGxw{^1^bkRwz2BAjEV~!;|Q5wo^a|EXThhME=i;IiIvaFS&qsjVaf%k7o6uNOM z)Z2b!i$*S(o~6IIIU|=?7Q$P+Il-F;AcwutCy#D_A&kQd)@`yAPxFO3^@Ff>`|+-I2UCiUPq+9L(~Dv<~3EcV?3kd=Ez6 z9_^+Q@tQL3)ux-|@GLppVu>Ay`>xZj zQrIOgi|1f2x}1QtS`Q(LG;o0H`W=fkNvlkkPHEnK<>lT}g4&I5!ffod!Aug%j=IIo z3vp6|6=Li7VHYl(ByMJqA(JO>anGkssCn=VtozwN@}sf9^>2BymAK9de?Ql%eb%Ao zg|9JVuYv=2hz}6;7A(QFqhzF zY)-bu?ZYhNyQ^c8Q2Vi`IB!Ug-*2x3FlNFmx6jY4HDD(5#$Hay_6;dm_MnEVTP{!5 zWy1qn7N*DM+C?9uxlIvJMfAxFhiT1uqQDho-m`iyNZ!(vYSGumk7SI+S@;Ynxz1ao zwT6jn&*U6#R*=s7FMu7Q0(NUWafp{5vm@`r29&U#9lFeJiQ5g8E>Ga^;SeqQyWB1u zK)S=yq~;{2G*An3geBi;V|%y{ztOosJ@hm10@kQ(O)VpGF~NQ5;qq9p7C1b84caYA zeNvaUfOq=+!nd51Jt*A1NX%UB!ZxFy4sX?+;x_w|0(vxW5VCe1{fB(efvwp?LW?OJ z3ER%xC%}&psZ)jn+}?a=N~H#USXJkZeGsJ+S_9?-q*xVhI}r79!M@fYz#8^i{owx& zWSJ+`m%#Ri%6R0cSI=q#IJ9Do;6YSx-0^ z6_Ml*!wl4wF9>|_-wsLl{IBv4;i5|}tSOwhlO9V)1cqORR@i#vL)ij0DPXbLCD%vv z$%8cvGkn7P9hN0rtiBxd>Qwo?9L)XTm>Y&MAB3FI z8=SCNt?5srRfekn>O^#N)?@e^EwR9Tp&IxA)F096z)#)P$>iI0*!;xrC+Tm8xYE;4 zXHZ;f1-%YwM-5INGUS*3;953^+?{a%I`=aZC+}C0GBQ>e(PV0y<`>_%bODcf+KvxmXQW%$AGyP&vPkg|3t8e>bK`44O5#ia;ZVE~mp-rCiM~PhW4? z{}hR6;88&3%Q7e39-R??>>136ck$NL2A&6!*_Z^rcG3QJs*Fd65ajwTl@hOd@yJd zh$D#HeCg+wcViYhWA{5DyYpwc>w^e@$@?lV9+L)Yu0XYK_n&kv+JHrwg`{%V)GQ94 zzkV9pOzM?@miK}t9*T<+QeFy1J0^tQ-(kg?k%Qyyg@YCaV;BPnKnG3x&ZDn_!p@@1 zs699rfI;YMzIsMfC`n{5o!{}FHk-GuWsPL_cj&axt*BQBNN(hu?BIaYunf*qPIC1e ziVE+HGB1F99!(C&Yhrp*T3$J);`p0&tGv2Bfz@v?-xwNKCA8m`#cl?m|0sWkd_>(g z%*G+^A2_hUuRKSk_dZIT=(Ld6Vg=syI#UH86aWH~RJzP``Zi3iS3SP8V*s(N8@dou z79TM?w*`RTe<#Jdl8D5?-&ziB#@ahP{)P7?JzKpwS8)?d54BgncC2_vcC;HX|2cOL_}OKH zW7s#LYVz&i4J=i*qMZ->0+tuADhlgQCkTzQn#>FSa@RB3dzE}v?}j02c))Kl&>OP$ z3LC}yx#MTR34_*g&X5bw%n-D@4<_#wxu*KaLWQhmN_7g6y(5(7jnhIhK;pL9jVR|>h}`Gh( z@f9t2O~11@001MNj3(8dO0thOdt$TR9e2OG)qUaUr+BorK}exsZWWjom=wSHcd(fZ z23ELv-osT>(`eLuNzKBs~8bGgHV6pFS=einy3F%H@yw?;xc3-w|R>a229qPknSRWq$ORc-_a(rv1KR z@qCXInu1SzhrCxj387u7)$QcasTs|GO;h)nr`7AZq)pR^fX zj~2sT7p|hNvF76$Ra$`BbW%WJ?%a?;o3|lTaf<&c=EQ_kXXMAovc0y zylnB`H5I$uPyX>3=~Od3q}c>6&0H$w`T7=)KB>_>5$6 zz?%~;nVN*kYeIT8=IZWzaN?IV0T58G>1y1YyQRrQH(PndADBwJPAO93FADJO+f%Y%FmBkI`Uo1_tPQ+D`fyE%?j*AK4Z zLz2!Q)#Rg>WOy_8h}TOtI=C8JVbJzOLuSUif!Mxfzl)$}fm{90IcYtor zlA78fD@eZk6cJnSar=E&?s_NWDBaLD&U*l7#K>N5N$DJU zcr=W3%4LIw=b3*=2~HK)q~w?`pKhrR{)NbGAC^9HZbPS$^!aYX#Nc37{~~zKWaxGr zT&XM{uGHaI*;6gG4$EM6ex7~0bQi9jy3xX8#ObSDV}mee)B6HhUkUe30Dv6|FqLDt zf=f4+j6}e)-WRxbV!Y>lqIZIu52r=F=;zqXs4c}*Nq3t0Z&wfsug6oaj4JS4~k^ljHJO@*8F621nO%O zF!g?0=zLpH>sJQ@fcez@^|j$Gtgm9JtSGeJd1lb}_``#v(7o{Fs1cp5bKxIoyqdM(PEsJBtg5Up?3fJbmW7T12Q*f*~ zbvX$6F2WVfH|e^uLzZMn*WqIBM@xs~eU&sT=&7uaIaXVd|2ir%aKg$Q;B_P~wWv?4cW-bMqR~Va8-TbkwN#S7GSU zkAb1>+`6N(Lf13DWQ)#M!lxf^8zFA%s7d zBLK`gX}kVSkNEVwtzY%ign3Nj#2VJEHK+7Y#c1L_n)uU~V)9y3O=-fSZCc6c`%#&N zWfZ*aMej)-wYY6a(eX8Y*L|b*yn%-~yTLS)IdSjYIN(P#~t8#Ix{o5-V9sONaU%p@Xk{`@m zXFzi0Tfn-Tok>vK~o^HIrmcOr2nVeOz;p~tp46*An}jHS{pSvWMU&*x|V z{X6vQyKx}<@$y5Saz6ER)da<}?la*p4i%kD%ir{w*G;-E;QrDV<}~X@p>LG!jtBsY zw_@r4rv7imTq{T%9Oq9bQO!?QH+=8`(`u}^b~S5^WfqtG^px&acMK;hQ)IUf_3#$A1nrebVN0F(E{IZg*pn1M5y1X4Vvbo+S6H_j&*ZUI;M#GC z0euC1%*38cl95xRwM5LETAdC8f7^+l|2h2wdw;P%sN+HQVAS-(n_!^oFO)DqL)%YS z!|x&NjH=J_C6CjOKhm>q-F^E$DhsKh4{zP)GT~g313c3Vl)zW&@&6b88FH;9meIz` zI37WaUd+~qPFMh4!#f6*+ z*VNjsX<8I38DM}>nk$RN$_)(>dQV(%A1tdyQP(VAJ&ZuD{%_|8Hfj?|;p<5mvVHuURo;%y=_C&iL_JEryWlbfPH9rtY`IzaNE;cDCp1NlDZ2l^YS#bTidPX8exa)-4WH9WR(X7eVj^mfu#*58a3xnLf6G5=U;KvC&w^ICtUHAi)>uy_uRCW`;3?a_aTDG6@%1tSG+P37oOE+va*_CI zWEwLv?l@4!ffOV9gC4vt+eCYeQohUzj=>7KI;a!;?>X78lTl_`JYBE-IJ&>O-1E$O z^l$ot@SWxIHbw%`(vJAv;VAdDV^~JT(SPc~naXkVHR;z%q-@RJpuQ01-Z|YLan;DF zjH>2rkIO|JAd&(skb2${w>6}*aC2?|9u;8(WxD)ByvcBBO-2En?5d`u{VScv1+sWF zv#f6ZV&Cc^1k1R;-dvRUA)&sAY*$*HHPG3)860EK|LdXaf1{c5Pa4)zAV>s-OYn>PT2T7aPiDuA@1Br3MKeMk36wDsd{_kxh!7yBcm9SHI)Etz0kpOoaPTU~k*q zVi;uYUaP6CoTqyCjdFnLlGk5i`X#j4qk-?$VV1om3AF_8z}b3py})Td{`^MGJKz8K z-Zdk*IK0`QiH01GsQLIMElo&4*BMj06jaYF*VJJQd?iJ&4V?@4zTuRdEm3ydnF!^n z*8H&J&xzRj5W@uYPFn^_b4%+tH6K4n9<`%aMbS@j=Kea1=H4HCid6y1B(QlF>_zx< z%8Nu}y`o|I&EWcvZ>fY38X9(sI0XGdK^HwO{IZ)V(05OJBks5U7vs&}7=FcgoU4YK)q zicSF&HUi(Z(`0+a`@N@Q!ZBwY(kNdg=xoueJ&?3Md+U7VEN{i}{y`@^!R)!|E^QR* zl)GRa$}YRByAGblC2A4LCadJ+r2QQq0u#vsDD>}yKHxuLrn&R^EAk9q_j4{V`Yl^? zWL7XB`gmp}=PN8ovvXl_Rr6nIwle*K#~t;!cdxz?D!r%6!hId1ltHN%A5On1DVhMy zwY7EPyAitW@+*4U*ilBH20D3oNW7Zu6gCr$CO%IV8U6d37x+#;ySQ-yt8l(SK;*HK z6Mgpy4F`G5A0#=&xsN!%cwI{IkG;{D>FSedL_4rltM09&Dw$a%!N>CHK~lMUHSd0p zS3nVXWf=!~m>v;nM`^-8A_T}pEL7UBz1QUPckaAP2Kyb}SGstK@XA3x31AcK!l%}L ze$Mabxqs)zoeqztN3@pa^=dyF%nD$K-Jb3UgoQnjc@U`(O`}S&Ej-v7{wK1Q6+_V* z@kL_qKcVpr<(0~!@zW1j6035g$&1 zxl%6HG|(DuF@V~CUP7lcGAMg36KX!tb~GSTk+;%4Dz_k@0&=vP-^_h`W6Re{e=YJp z0Q(^DW<_C6*(acs9DJmp2pIE;UDIl?73u4LJV;+qTru$_&_`ok%pIpHJbdW zT1GWV2Qz@d&@PP&a=WZuvI(m#Vybro)%#TGjaN$zIkELca-( zUOiZpQrd5_eg>7LC@=*bzF3pw!oq5`9I7pWbCjQfSU{#Kn4dPgZ1f`>v#XwX`Mv9d z%V<2DGefkT%PixRnY5HN?zyvS5Z%D(2ZL>Vmy{EOJRgo$LpM015mOn;jw;bJF)-0S ziGZwa-<#?A&lO@zFT=tuCvg?)MP!k&Ix@$#9$2}d8v5Xn09 znpFMZo*_;AdF<$~_)^M$3M*pgg`A4!_^I$nUESU|Bv5D;uPALB#hR8ICkO(@5$#q; zt|SNb8RNS#!ErwbqLRMAVH88lF3s|{wXeambwhaY>_7cc!dyskZxF|v* zzpbOajxz*Q7}@YNMiAdo+6n!B=nN|J7{B~&G2ZwQt04*gT}{9Ra$XdYSbmRwBFDJUnmbqZUn|QnWhw?-(y11 z^H86$ZQ$i>fkF_mG7bBe`fr^(F^%Cc!HU%G?eC0~SZIaT;26L6X5#Slp!><18tcry zk6CPg*LVDEO3*&rk6e2xw|8nyWoEKV86smOu`DArtz9`3=7d~N2_KRsWUQ|UBLSuY zdZJH;1`K_X!dlj#lhaR3pJIcJ?~0i-j1Vh)zZd9ce8wa{zAxEsqpro%4`a%I&>0N& zBL5&;mG3h_zg;MmQC&HKOX?_#@$*2caOsj|yAn9^)(}}&P1^gumG609wVWef^Y0tS z^%h>kJW=uP5b<`Kmv4h+!VO(f6M z?@gPfv9-B{nLKttNwaQA+pe^@eWqWObnWV*oamu%YNx?#9ck^}dIY;EKG1PM;7q*N z(!UlUE=1V4c8kKU-+x-P*F`znF!bCxH%;#yml%}P)g$0ac*h!j5v?eO9Ef3dfm!^{%V?7TDQ?Cd6*1nK)PsZv>7D~z73esja$qJ2SSOU%*+%&V5%&&;C<(c=wsdC}9)pvr%FsXmE zv>xroBo?Py#uv9HhHlgdM0owY_J#AuS-dV2Ws7jf0hQGMLALXUT#8!uNn1=R&8VEa z;oE0yH*w3rTFz4&$0o%`=o}}Bcf=8a4|VyQo({f4mrY;yPwCIOleen(=VS#aU-D$v zvuXbTL+biFSPH%wn1!J87nICs!Q_+WZP~n_1O(FFzx!qdB9%CC@8)BzubGNd=5|a;pk(FEDo$@5c({KTAEMIm4Hy{8m&-Uh~pw znO#Yf(hh_hcgT1rFW}_jEjMS0)-pxQaD^s+)_Xx1H4fqXV+Jk6I-#^@BQ7A$X5)EpRP>p z9{wI&F0vH5^kw-cY7PTL{`v6u)`IJ}(l;Q&vh2k8Fg~|q&GB5ro-UI>%D1aS z&&Hz}Kvu$%J8oDlulK{^hkY%9MXj>Zc6;Mu-s!a;-X}?z6{qe}Q17~Tj*A}sneIYh z_t=`(Rz|{g12S9CjRzhso+}#4=97Bo4UXxg)?p>WsY&d!OIp7^%63vsLtM;#Erbi` z?WZm99wo2}DQ=DK(xqqpOE#Xhy$VMk*n2Y=G?np`r18UG*y_E?8dIJhU4}?U|KXJL z<2TZ`vXb8@>pgkEn8H#ZY9Z_pwwDrpz!ijNXHy(=xe38z_EAkm&WD#|9s zqclERA)g@|M5!6czsi|9S}&WuiAueZDN zcsgd;gc6aDXM79eC(KHabHM~s#Upy0XYVjLCkO$oDzW1I@%4^@7FU5GGJ<_LfhJ^- zx?k3}^P|BQII+;*<9pYPW69Z14Qf~*XzpIbjt+OsoSkeyKbJ|cr3{V%o+J4{@hc$J z13A?FATpiQLXYYK7vZ4Hp*qlHPRvJ*Endbq$FOcmIvhKWSY=`nO%%sQuaEh5Ft2lY@+|-^nKaK zts#HbZ>p`uuh?uC@(kX69(u#|^d&UZ-9Dwz;LkX5JLI8> z(bht!hjos&9w?O;iK~x5>_&b1ASu83r z5%`-gQ|O(UsB0acPvKDO9-AGp_t$#D9l2ip3N{#vo6n6SeHy0(7y{7CyCRDK24t z`1A6@>ejNhf2(Q5Z$GUjwt&3{j^-i9WfcySdQe+2Rd&mRTgLg?!-z4uv!(wSs#l;1 z27@1uZ{2;D;38^^*Mc%Oai9@C1yJDvWau2TG9QPFK>d(kYVVMlC!CH9e zH4cEfycida=CHX;>;JULrVa|#Cxkf(cBmHpm`hdD^*w5-9hC3+MOdhPo7BDLG!O~b9a z^x{fSr1LK1t3f2qUl`vO=99~lFP1&OTokP3>##01|Iq-3e5<)0WWrdZ!V)=mmQ(n;2`Mt;dBVhBb z4su*f4kd7x1>;}hh8m4NflbzifAy`@h>508>WT7sNVlqdj2#NP0j$Xe>E`H~$63*w zwY*~=eoJQftVYE$rty|^ujh5B&;%K`KHe@!h$L+?55o7t%R54q;^dtNn9*$BCvaVM zY&5~{^A1eQwm(Ykf7OISiMs;Lur{uFH!P?`sJJBa&L4qHChR}>hg|r9eT4XWZmQq@ z@%#%+kE$3_p^|`uleX9AjwtIfmxP1_YM9Kn5sAa|qPu(Iy#gTu(QrvorKV76z|Ec9 zuzM1!DwG@Qn{(jjsQgZ%Du$enUm}3pxxYL$!S01X1^JLJjb+B z5@lt_iXh{YQ2koY%TB6QYx8m3K&s(s;xG^|)^_*Hy2GCJI7M}Zw>|r}fzoMtk^F_Z z@R%KQbK#$IS<^J3mD`p@nlD^4XEwf>&bWAk-xZj5w-3-TakBQ(Y&hN!z($zXdTM2XHoT8ge94!JV@PFYXpvFWHEEBH}P1)Zx#`+nd^VD>|hGc z9tfKkW6gmun<3`@MG?E?YdUzz{B8NujiPSy#QI3Ytey<{nq1@1!kcGe&jQdspIt+U zDLFytIZlF~q%GCYOs52cx-cm4K1WfUT-6KO%j-;#vB{*GA8K0}gj9&KOn9OHr}GmBeyw4fVYM`k+k`>i5%2hqeE{QHfM zHG-ZiRY+f5r~s5Zf}m~zXeNJkoa%VEq=BYGmF z26=;U=FpH!Ve&U|n5)rTvG(G*%ytqiSFS>4KQ^mT_7SY;IYq%0{bVFO_8{4Ne^|Db zD|kVz@el)P*0zLr&~gRW<%sB|XDCc4jLlWvuYaob7T6zAw&YL>ewKjk>i*?G{&HMz z!mxhz+$$BhO;N33q_1)Ij}xI>m{-@uBUtC*@qz}^1gP7cw?#>0ib4C2?31#xjw`ug%&i(LNrO1iFExGL&iNz)Y#^@?g_+ zNY2dLEXk~qxc9Kb?f#ET<1_D*JEEXgS74io{WC{?XD6nps4kZMP0lg9tIGA}eP3!# z0NMf)7MS0(VF*#E7)@WXagE~}Q|<$r2H^)faSW2Kli1*8={SaCT`xKuzYM1pB{cZZ zGlx%xGa%VY^)@1tSVy>tthR-Tcl=TJUMM)zSjzw4msmW?_zL+VrzhXhOb(i`8&O(~ z1WK|(KKM)Kh)E{|7*yV00^IXpjyn5CV9hNk#y*IDEP7^7fYXw&>q)j%V%tV7MsGot zzeL%$JztHj59Y02&v91qS$kh?8aO&;tk7Y=2m567K>Vz5bWmYVzkM=j=e zd*;$NeHGeGefa@)AzEt`+O=WWla}j_Z)rZQO2Se9`}%_u$sp|9%wJ*kza+Qd2XmB5 z>C+yi_H+KuD+6ETFxFuSlO8&p;nalc>OJu2r7J3Y_>oUKAoKQ3O86=3hr?AI>Lub8 za?XN7AwZx4roG)S@7KddX1hCOs{&9a*4CK(!Ru1yfe36MCZ{BlNSpSV5{O) z3;VQa@4V1iTOj@vrZr^*sjt~-o2`)wWoTq^gBS`3r5+juT^>aeJ(W7_-64juN)uN_ zZ5|de=}eNB!ANI5QY}UOgO_gb_4CK$Msg{Mp5a>k()Z(DTlSf7ADFAuR7|!#-?Z@D zu&NTZX(^Wp4;^@YE28G7zj&f&&4+Nr@48VU>~z}I;~>hRW~|EOA~ad7k*yvGDnru0 zU2mo?2^1pL2J)&_P|Lz=-iE{TzZS=)hwY~Ax}GRx0lDI4CH8NvxvT$QihX2RYrsr0 z_xYzaC7UhNQ^=P3OVbNtdI`y8PvmwShoJ~`$pH!-MO89LVPrqywHZgvMeq|6=#~uy zLTknY_ugJ~Tixat5qoZMZ}bFc|%_(M&5F$ zhT@6-8Lpf~O>-V1MO}*Tx$`8VHakd}KZ;ls5?x$6s(z1e!D9KY$Od?O#7;T-_CR&G zZd4~GH(6J(3^7}me&Rhv*pVOc9X;=)D*g6hf^Jn|rQOPZQ0N_gZ)E)K>S4{E!O%7T zusbSCZ}>DV@^ybu0JNo%F%NI6R-`qeGm}UndgP5!UuDP(Z@UqXL!}UUm!axU`7U>w zru^c)^sGj(E(pB%sDk9*SFW(3r3(%+12{HmoUi{?AZX>~aq;<0k0K>_5u?+mANp zf`_l-P0#;&uq*2f`YO*Ey^owYl^ju7zRuw)E}u?=V@=J3-<{B#(fTBBn6i&cGh(OJ zcS=3IPsxBFOc?GBgf|sE3onTHPowVTadNbrS*_F*kR#y2f8fvg80p zi^MO4SGWwk#vP61$bx4t_Dl1UKL?qC(wA?5(c$#BO3Mh^D{4~#hJ8q(+v4CcdBGh= zhJT&RT06*Lk$Amng_xCVQ{cwSk>bD}y`jbfpIYW*qTZ;9OcCp)mC^Fpx)2gXQo$(W zs#lu70sCts{GeYg#pE(qXU_vSLkYihpbBqU4Q_=6@Y+v8k2YOBe!d8(U915yYPX)m zC>nr?8+`1e%(N!y(wGYWew$45&BUa+jQ9+ZFk(@0#Ba5t#xw1ILK%M64L$PsoTtqt zm>9r!N&0(_+^~vdXh3(_aQLXwjQI}CrU|gl>H}H2!=ce=$({YvA0f{hCLK;s-MqVE zK&GAN807nGOQkP<0}{C`3l&@1Lf3F`JOb(Rh0G)(KQpho#ihamOU7)}W&>~}9z^p# z{%-Z9yL~M)z}7yW#Hy&AgUiYh&~f`c&-$n;`)ud2*~i`3j6onB2%L`;vK$86EBcZ| zi`%2~!`7^4!~?6nvCU6?3boq;N`&C7IV~p;2NEw+NH(s38)4M%`yh)H{A%F~6Z`uj z)#ZH(Cn3bWPiVj5ylOOJt#evO4k_&=7S2c0{Yb47tfB9Hkk>p(}_pZ*v=K($vrxJa`GHr~B-#=3oYw^RCjPdYy z3^TL1i8}mJX==o<%nkE}TY+0wULqW_{~Gllw`F9wDsCrtuWnkqsB$T3KQ-da{di&W zJK9Q;(SJuKMx&@#zgh9$B1howMl>`$qEoKs#OkG|Y%s7jaadX1t*S;!&{u@?Bd1{_ z<(l%y@B0^68OfH{7Iip@5{87;?lJAP(Q{;rw}|U8y227eYT4zD8}Qx zcD3r7@pkeTL6=7Iz`e=SswE>fSk=ka^2hV{dt&VV6j#dl$D7j&J|B3TRv(92c`r=1 z*lUhMnG+9v(PwWhX@~`zn&-6k3e&JEuH4nL?uGbKyszqnAQXpMWV~bFy*b!NdvVij zFmi%@FY5VC0S^9*XBZqg-&Q`#vGG9pzBWG!2a^UU&e03Py=-4ITBI~HNsjS{VgoaF z!6YmqSN)UCDL19VgWyVH?I5g*2*3Hb5vax`1^<5gJky+Pz6voX_r{d^jY-xdO2yJQ zDqO$aI7sIIR$Ba2A18iHR~Yw0V$p@o)8(@VI?(}?epW%ST;x$sMQ=n+hGSRPQ}p1= zNzT|MW5=qMhB6Ug_Ti7lQc10~STuswi;S_kUYE^h#;NBuNvv7}4M%y9rcKMya7~&7 zR(H`}JzHX<1j)QF4Z@@ literal 0 HcmV?d00001 diff --git a/images/fc_computing_block_global.png b/images/fc_computing_block_global.png new file mode 100644 index 0000000000000000000000000000000000000000..d4ab1ee0d854f1e231e7d0a19a21e976e9736739 GIT binary patch literal 27076 zcmZU)1z23a(m0G1FHnlRwYa-4uEpJpyKAvUi@OzfcXxLv?oiylI4rRH=XdXY@B2RA zcb?73oMa?3lWdYRIpInQQmDuT$WTyFs4~*xDo{``)$gz{BK-S(o#}o93hE=Rm6({4 zjF=dilCy)km8}^RlyrEqCW4mg7*4isLR{Po3`X2%FU%s%vOI}Tadaz)GGuv!ai7G` zNAqE9L?qzo+v)O;b)Yb?>ry4^9z!YU#@kCHQIol4p!DB1y|?(cxIMs`ye?C~sVx39 zXko#0N*s$k0w~i+=dY}J0l&j##=gy&2t%Jj!G8Nbx+6OTJv)m5HLe6v{NaH~b^}iD z`m;Q}2T|wv;X{iH^@U(pEjuX#^;!hVk-J(e0R<`#;dIh`KZ2Y}G(}h!21(SGY2-xq zoP4BAmME__Jkm%c6UHAoc_6+JHkayX==WZ+7{J=>6MvYeD8}IArx#~9B9g%za+2gM zL1JS!o3JX?p4&t)dQRDZ5O3z4QRQz5ayk*wGM-5GTL{AlB;}l8Rp}%9N-2ztR+NCn zj}5kx&?Vl|E7GYBU^t^cz=^O8?744?+ivwsdO`%5NH*Qf)MUXU( zq(5utId{E>CSoMQS+r+KGJl9zgcQIrd!+Ze9fb zQ}aE?U9aJI{HI>%&v9r^y?#pU9F)qe6oJ!PN>Je7F!aKKTNvyDpE!hj!=Fv#C4$nb zQHQkVrhz4&EP@>4;D8fY4dMf{pL;P&F~C?^C~f9_RHQF5BWk2`7(wA8gDl2~v+&C! zzD^DTFhXxeF8zXz)8qzQ=SYf37r`UJgu!V2Syug`W9Yxrz6%`t6N$k$$h`^i|M~3Y zHU#TLdQ1u$#%~p>9nt?@2=xbj*ga(Js%`uyJ6K~v#LyIhO_oIDfm#9!Kt zsj{^!I!5o-s#CcWPkQ^^R}(;TJ^*YS#4$mrZCF7%7g&nogragMvKeGDk~;A8v=dOS zjLx%UMHWh%iTzvRnc4U2rd)>Dnz)@<2t6i1&(E*=)x=01cRC4i9-RIBc7nk|OM z9Zhj!5al0<1MePZn;#QO=O>7J{oMLHMo>O0u&}U`Tdq4&P&`nNs^e7-d}nH{z!;cq zy|0>7W2&c)&q29QnzQg;y@;3kODvSs+wh$M07UpbVXQD%neTL!4N%ppNWY-XgWz)U zk^&FDbC!O{=+&sjJcoV}fwhFE?!|Y+(1Ygg6>QaL@0FWD*$nXeAR>*3nn&ps#%dg} zLaq>oup9Y-5<~i9LU1A3Nf=^0c|&}NG_6XE8ij5g!M?{ni!%&wY$K&doRl>84g7Pk zF%9;jB&xEU>&Mdo_}m>!B0e~IDVG_TMnwIHYKe;34NE~Un69u*Vg8v^OHz0i^{9Zf z?+?EahWqntO&L%Vzq{0Zu7s%=KCPvCDy}gi)4px$-O3|}9(C-^zCrze1r6Pdb` z{G`xH0thi2Al>PD(u9frE?i6LiLnwK9_-rxQIs_=ur|vv%#py4Uq9GGoFZPNk)nOT zfjRt_NTvh>r9Ii@*XB>_;aP)1pTi5K>M5V&@}-GXn96=N#x!QQX1XRXNPu$l%Z)2{ z3qR*4R8pwWs+B3N7CC=AC?97}_N#|q4Lp~Kp|~AoADb9mAC=#q*k^JENF*9dT;~lc zv(cc?*wDHq%_qGiwUn2a7nf(3W2%Le->NT{U#be0fTZs!)g!It%#^8B%@&Flh!=29 ziBEM2qRnM)OTNxKTgh2*HYPTPHlka*HqBbwa%QgyG|@GAHC0&GER3DvoI;mpYQ9% zOZmt}8Ce%qm*bRpZ56x|=8y4;At$*I-O9Jybt$b6)bF+rzckn&Y|pv-<<;kv=0$%; za7S{y2Wkdk-dP+wEC8yu*j2m>AEhrx6XIW_HaUe+ZBdOsn&aDYwwlgZSeoKl({Slo zc+S<1gcu(DMn-WPaD#k5Ewe=WMx5Ok598@wPHWv zZeok(X5`qg0rf^19~z~YH;-2?RxbZp@#%cFz16wxz%fNZM+q1rh-|>QVyt4oWW?3x z(h_Q!Yckfw)>_orXeriy(LU1B)HQ4&U-MisU9+uiGmczqUqiO7uw`D)bGLUF?Lc+E zC_pR_kP4Snk8L+oY(lS{Zm4Mja-_5J8N2Qr|D3HE{uL`j(qR01mDP|~kGP(wnfH&& zf-}*P*73^z)9~0*_?g;)>qgok(XPOB+w5~wWERSnS;2&zX8W1vvP5-Nwc(#X8(-|* z>^CkCFKI8&HXMFfdW(A}{m8ui;tB6Hb!+?ZdVFx0eAcve#_ZsI_3cW3b9zK4`XF|L zt9gE8A#|@{sAM4ZBxAQ@wPj#>Fm_M#;&El`cg|7I21MImURbjC(qA(GEg+#+EZ|Dp zppv&Tg^YoQqx4HDqZU1nP%GP$QJ9sqm$aRdwO7mA~VEM=+W(62gkFkDr|OG-G;5tuSaKY{Oub&r6e)(etbFUGihUktu{_ zD{<~vMVb6Q|J6`;w_;V-VZ1d2H_RB>f$Kob9O)phr1&dSDee3Sc2d`>xW!kE-3aUB7Y3^hpaS6Zb z=?~bcBUC3(we|``cf+`mqg3Qxnb!AzH_h3YSsD^zn9#=SEBiu zX_ZN$P_;0+ZS8NIuZ%h4i^K!XGt;BPx`P!5o+pV^Ube}`RU+q8I zRSojy%)j0&6?!unUE3%VB4= z&emc^n2MPinX;v~(_(DVX8uFu$I$&~lOh^-%&Or@M<3it|)^7~-Na#seZGX3=)iUO&dQz;I5t8BHfV81vXs4}Tm)y$f za5is;v_1tsyw;s`f4eAJ?>YZ;alC@xaH|&WEkDT=q(5OjtD|lAcsbTlbB?q&uVrD_ zV#aLZa3WNz*nBl~MccFWhqSxr-hU*ZJqQP3nKYl2u1xCGV(F0!k${gNkzgG?mjBP% z{)X%E=rJXKx_o*?%qfw+dz5qK@k;M?;GQqzZb~-h2{oT?Nz*1j@Adw@DyBkH78=0! z^4n-yq6O>}3E;@3`nhxYc>q^{i9^q|Lkl=|KbHs4gYYaIE@=Q)-<oG9b!M8_msgjWH^Vw-{n){W7rKcKZhsCp{QRiTrp`Kkc)VOq_9(U*-U#oB42cDW zE<);`mp9Q`VhUmdN%XylUY-o7TW$|9PZFo~B^0d`>9g?x6+bTTI@|aQU&bS4nA;5^ z3?Ck`AZ5=-AkC#3H1Gjrxo9)IOTXr84Z>zp*P?gFoJUIVxI+oc!T9^ZWs_3T zUYR3{Bt6Q&!9bAcuN;t_U~|#jZ%lY9;QW1SwVP?Gv4s6T#NHy5HrzTAVp*j(B+lVt zZ)zcu!ozP8zzAEzY)6`Y&jk+j_NLm!ofAXpI460CwvArpX6Wx9(@_G2onrh$U}S2+w6RHzlyhyUOx zyyyR1aqsCLnt$i82|u9_-k(0dC(m4%|G|c-&V~IS7)toP4oXB-Oh)ECS2b}qGqZQG zba2hb#7=lGKysAUc7cMz`T9?SmQnfg_nrTum712Tmi#w969+pcBU1-sGbT?v$A9=h z33&3ogLY=FMr59Lw)QT3o`Mwr!r*&{|0!msAo~}JtBoLqmb?;~n1iz!87C756AOh9 zG8q|}fU~JNpNhETf5_jT1Su?CT^;$DnLRu_m^|2-9GoqfS$TPRnOWGF+1ME0F&JHb z*t;5eGTOUP{+r4F@DVq2F>$tXbhUD@C;Nx5k+FlDs~`o%KZ5>y{kxrJo>u=W$=>BZ zYP~DS{7(%tD-#Rze|f)?3j9;br)1@6W~(J`W%q8gcNs!lJX`|*!vFu({IA4+Q>wd| zIg2^iy%V|${jbsgL;Qa$|G$L)5~=-vL~{IJiT|hKKZF9z|0w={4DoL(|Eu)f%tFWl z%>Q+n5OQqHKK8GR?EOyjp8m<-6DysZ=OF_W6w8B*xQLo3^tmrm zqvlZjqpxiQmE|BD2gNXPDxx%&#h+C1g4waus2E=A@19hktg!U(h?hWiDtt~RJU3T! zHIB4FGZ;Tf%*jDGj8A>+_{*h=5^$XU`MoCIj}?aMnr`=9kC2s3@76ykSMF}=Zt5QI zzb)`q5v{|-Z6&Q-Or|q!d06-lx-8BBZRHTP27`cYn4-YEC^}=~?j^(Zo`)Vj@aZ-6 z$2C5VpK1;FPlSwQTvoQZ^^+05e$^c1c!A4~a;kHH>CSw{()3>f%67`iRO}MI2N!() zHBYg`?3GMsHCiN%Nf;2!uZ}>)I1Q)wvsVXb2U&we#21od8cT>t&X1Cik<)0an#g@( z68laJbbDRAwum=YO%|64!$!rIr}QQU+6D~jn2WKi8gr+T*OCB*2=^4*9o0#N%R@;+ zuu7`MZ8kHRxXZPr5i#k?==#2}DV^bFEI!2gDW3@SDO*D-_G(Cgr`OyuI2gNCN~ZJ( zaqkVU|0W1ox@GP^z^nyJ<5q{c@GSr_Te~CzEeiXGDzc*xFzThTQO!`KssLy$=8)wn=MsLR%wY5SI3OcqdTeQ35ZaKQ4nw=+=!}?ysn|&?jDMm59f}4TZ&<{0)&LbWWStBL{CD+q$)`DecAIigK`R*LQM zD^#9X*sE!Yh@ze4;v4qdQYoK1y)GdEE}6bI5o_{bp>@Y0rn%OB=9?0AXPVd?rN(~| z{egiqAtCK)VqmrevU$k}!ls%yX52Msf~uWO!+eqvT%KrNd-NmDL}`nJ^KD&{2O2H_nxJ#f{?HIZY)l< z-GXt}PT}>GBn%8{;$(j zzZ$DyA@&Mv+do6`?7D^oV#br}@(;t<>M@q08Rh97(xB&5K4?~*^qWXT6w{5dSvFDs zFvsHsX6>!9uNsV^R^b}L(p(bGOcHfp(!6ZmYK83}c&1-9F>rTW{#(_zdpGSjSaWg3 zD>tG(wva$o$T5GzqylqwoJLdxE@q5gE~jlQ z66G8|j6lsUrOda#dC6eg&JSIC{H_}@zdf2XIS>m)oAmQroaXm=rG4}oTzKoTe|h)u z(Hd|!ID8db(?A9-Habxt%^L%*>5YFG40pov!`Wx;g49DVF@-A4I_OiRVOV;Fv$CO3 z?@uMNiHJ$|)E-xTG2~FafRO4!t|FeV3eD4DEiVt`&2B=< z=8Me-e)<-XKz?{$n|$*}H52A*{&M^!@h^Ue|Mbo4vUrV?#EV=gJ`I}sAZ8s#F|l?+ zZcl_K8g@C4e1N8w>cJw%E+v*+c(6#2`(!o{{DY}}K8D|Xy5}!UO<}}^GE%y%RoaMv zf}6LOa>?Y+YPhULaH@ePEB{@sSSeqggjSrc!-4kWrC|M0wl~+=hW7wd6C_t8==UZ6 zWh-nSv-w853~|MI8IOFIui)jLIm9{A#}3=T0}QZRQ(aA>RWy&pX)>47!L^9QVV+8< z(u&XGF&1xrx$MZ`HIbi8%zTv0#3mD-@GK=T@VH1#Prcu|&)6~@A@--OnXA$pBGHeX5gyM2Ce8SjtUqTkG} zfpdO85pr1K5zs?H3`yLNibA}L z!w`w8s?`XyiTZdfLp}s?ISIpx{;Kdd$Q}SJ*s&cL$@UErCqoLCdqyRkZ!;Q~w+fVh zvRg^L;(3$5<6>xE70rO2R6>KpD2XdBRingfOrrZ$=znA+qCgN(kq_K_xowc=KAAx8 z5&pBNX_%GezGfAjq^?GLtS9zXJ$z8C{(ZbO`78%~_i;^RSfQ9G!@gO&S>$RnGa$O1 z+ifD-HwCAf&^A|2x45aXGhOg$`%0`Vu9okc1h3+*FW0G9t>=1;pPR)47y;!M2Dgg| z_Mhk{=LEp1_tu2h!>L)!Blz`Md#l^jgCh()a9J>R8CN;dan+r;;WFKop1g2E+C43_ znjQ4`rStd^+~T;?f8MvLY^=p78jJfoh;f^hKsZsJzZ5#H3E!J``8goWR{H(V zS}5rKFunzZyahjkUm!Wx_A}l=necUmvfsNOH@z`=XU@)?-kDLc`5u;6R6Cnx+_bqI zd9n4)tzb&Ue0%zau;|@&zcc~RX`LCbDtnU`hT$=xFD=`{dk$htX)6ojnt;ySo9fYXTOQ&S}WZzi1FnVPW~qGjwf?n z>bB~qR#tKEarhLw^heR9W(u3oR@kMt(=|polCEKAJTP_RA(D{Wo--g;dN8 z9;Fa9q0{Qbke24UA&AI=mroV2YjYT7@y@^aDc^k$-9?yw657kP*l!7=Be=n2II6CF zroTz`bqlAul5h)nA8H;Vo%B7>KlQ^=7-F0>?f7jyG`~4~)IAwSc zQXhdUc+`JcFOeS0SH}BE^-byTaY5|i+5NdyXDI+@RJB+ET02JRBfftm4&!*s`PLQ) z+ibUA_|64`uc^8DFg2=c0p{x_+3?)F3%<;bjLJK~m4PS2A#F?B(vc^EQ&|VOrC`7hASJ z=L^bMs8{`#*^gNJjhkgdAf=@|=34xy6)x9o54n85YO&fAHFr6q;h%PzD+I{L=3!G_ zk4r<$w>7_~qZK)(@XoxdP~hT=MP*{?%p7!$HhDb>tUNtSKzssJxW6$FnJb%^JxIc@ z2qpd=Z3$pwo$2-D&@JtjO*kc!WoryXGuiiF`~YobrOs)%)U`* zvkfj_U*v#Y|2RoFt|^?*odQ6|1(Rtz;uhI%=6$_$Yj7wyGyS=-t1dad4`YDWzXK6J zkDf&kh`+E|&3Ks~vL_3yRo$`M=L7Go3h3`E;tchGUDs#5TANN^FK589La#J8s=g0@ zToiR?=8}s!cXXd&cuPlYGU2n^!CBy?2PoR59`L4C#uK{DNzopF!)e$R`!dF%8n;6lpYNEk^nw z6}WH4A2c)}^=1?2M;AK-p^>>v3s*Mwj?~93x^RJ*oj1-POyHa*HVE=G0*GJ_y%_;- z)M@CWzwX6CSb2O?99lL~Z{8=8=|p_VM@C(p#*VWETm zit&Nt$urj_2*<|xROvFDno7Itq`NQk(gP+P-K( zF=b_O7MdXX=tFg<>*F@_6#HFA*5&G`zshVN^a}Gri=|eQY6D^&iFXHS!gle0fXo%i z^%KpQ?$NxuUUs&99-&)kY#w@_Wuk%<6;pYIwHeiW$0ddDCstG^M^`?Nk&C`)GNi7E zc71IYSL_o|<`uE2$T@;ahkPl#D6G^e43FEnnG~~-IdtF-~&fI&k7Msqi6=nU{&r9>eXEt ziRL)UEQ9_*E<%p*99JwM6F-_T#Jp(ju0&1bNUF<+|G*}%1dD*ifv;=Vlw1+^SKx0i zEJs=INyZJc?Q6(u2yV8bsoc*gJyMIu>pl6DGEQMx`An8R*8)_JKTe^^tZmS(2ZzAD zaJBVvD?L1aWo&7$@v)L^a>*s9Ihn0kQ|!xp3AuE{gV_ZKTX}d0a9-G5a0OUF_{Bs(q;f8(s=3>$wdlrIg5JrIV zAcem<^wn_PD3thy>jo%Te#+ytD}IzC|D5IVr|i61IWQ0yp=d22Yn@29@+~}x_h3J< z>f5ahHBx;q<*4&&KEs&J&U+hVfCb>?5c;*Cv1D}YD(v##^la*tE6!OVH#1`BX~f$F zU@*VBCX)>ov{sTevQ>Je^9xEsmXDOOdcbqK{*DFZK^xDB+5nk8b%KJ+gS8sBt|9R9`7f0sg(4Xf2mhe-Ri07*1sUpk`(ef2Wp<`1!+>Y{D+<`{qcwK(yZe!8IrgI?{Pr z9MZIGAU8Fe zJ0UMefDAJO;6+pC6_sz=W`k7hYhEZR(`f7(RQN`NPs8N*N6*`qg@Q^*olI=UkY&o2 z`-@%PxH1zKlVLZ*meI>a8;Ms9V<73p65(xAaIwo_XJXBkx9>yHwC|faTb6b1~d+cAuZF<8l^@0>Cnj z?0JbFLFY^B_K{{}btNPrk{O3T zu?tObKTf>5^ivs6$&HBuxjg1#rd8z@^L9~YVt?+wlY7#a5>I)F7ywY<-edoL32QLm z!hGmId6IplVc~!JpqRhm7R@?1ae-wLp1hiC$AQ4mf;V7ibDAT4H0!%>?IE9s$J#8U zj~H-t>w0x=JMP`y2M4K{L;tbe!Y2Hm)+9Xa<;NY_SfAl=ApD&j12N}$pQs=85gCe9 zE!8C6S8z3L@p|$^uEqA`wT?7l-i;7z+I?|LaZ|uY^tJjxuMVSU*7x>$JAH6hglh2G z`Lv6YUm*G$Wsv)MjQW=L?s4A~RNy*wzN##c{2aO$Yhp1p-o2wd6B{Ar1|5S)J$#M7 z;m>IgNk1ML(8jsL%Jhk)*Bn|LSrmX4dpQwo3I8at@Uwk}A8?x&6#6S@!*LHa&vWmA z6!?10aF)qxL0wMAUI-kHN(;XPc0C`eNm&jPdu)>5=W-d~khJa!7j~YvwmaZ)~i9kQ+iNfS z)qM>EpWodUoYMp5WXv=*V*V%+ifIGaWG{@j;hzB3s)nk{f6FN#_9NckK0C?@ZGqZ% z%~{*^L3~YgeCpWwxt*hjtw~yf(^0p5A@9)f>nK|s$KGOjW*A>_I;?%nkGlcL*PVNa z2678H6A>^uAu+y}-`?M0&3e)%FP>K>h7Wtds6JScFEPu^OD@jpq3kw|0so=3DZpIU z2Jt(;N)g8bEZ=cem>=}1{p_z^dSj&E*D3dyXCM^tGDJl?93g9r0;(ohq zIr2%0!C)yC9&ss)n2?(V+0m<49Eemy$_*m;O{k$ok!#D0x&~nW2Z)! z&lV>@MDC{@W4KT9=)`3`D}Hvgdrk5S@K!1OxNB|8GkJ&9>jQujJl5TgpZxa=s`$&t zh2@(sXWpGkkTFHzXS=l+Fm4vGUvfDSI1HOysIS*m`14OjY$Pzg=D!ziSHZ|nQi-p=<@j`0R&`C z&K8>TRwlw&*TnCu{vdD+0c4h0-9^~@EmofHuI2%9-;;|+zk=TbbzVQg^qZRXA?o?V z_}Yc>)X}D^OYi&pBoTB`KU2X;TOHbg2o)jRJC8yLW%J!b6WE7P;Rr-}=r82^mySW3 zU0&2@wxZT?CyG_t1m$7NG*SLW>e!A>;>E-C#ps3gXeP$y_?BD@9>I;+1`WzhU|)bVf1T+R=3skm(pW zziqRFjALDR3G>xzQV(BBSU6j;BYq`bAl2PB?v&I3IwXrsKIF)!0L8HGZKIs$VV7a13KD6 zxT|Sp@BPn2cY6`BFYzy(v?BvLVyLu`Kueh_XYaLYGF9bdME`OF5*;GauWBRUSH*4F7r@x6I@Z# z{qw9caeWk1N{4VeXTs8WV0IQ%w@3YeX{Z8ONEa)4D*4vgk_c1)TI;A#DU{bGJyGMB z$~WSXXr3yL9#G;afBUMl`sLoj@LSsl+$s|C0}Vh(*9D2@SCw?xh#xg=qnK?fZ$R)Z zWaTN=!*6b4Y*MPJXHhXeG?qy(se4butt#AaL2jah%KEDu4Ozr%I;8N_P;(Dp%WJbl zxC9Ans(6N$Rys!f*>zUk!CO27*`pmU){c_-Skw|JlSevpi^}&fMwHuCn9sS@^j1?B z(mobrb9AbB1Qk(ZiWcW2KLT7pYSG+nO7tlW|6*}Op>vx6YQQEJZhIB1UU6CssW?J) zWJvfF`EFo3ixx*lJgqkEFJ_{fOr}^yw0Oj%8%{r$>H4%h8Rg~VOI(>cHGe>w>v`>c_l~-5wnP0#d=U{cgU%TEr-YpW47hM z{V*HNmtv@$3g`vhGTCfil%1y|-t^0bZ%;^Q%#NOzV(kOvt7Z80<65Wlqf-^q@+f@p%^nM#2#y`hRwEC zmBke$>MP37Kh0T|2Gk#7B?`a~Yc+treET=hSwE*N^uC*yr~KWP>%6=$&J|)Q@>trjic?4kM9wspm3|bi_Uj z)?-2VFA*Vn<`mGLZzS+v$8g!nw=gagsWsnGT<&mv@BCrWO@YC&yQvNJv0UM??#3@o zVxO_~Eg{wKF{5E%V*?Mu6JF38=P(P`PBi(1)yUlDun5n#Q)~r1!mFWiB?5EUN#Y*U zaF}J5wSRhsYV5tE)DS5oJ-|!#wdOp(mhvCXqq(}@2MPE&03rAZl(EyvZxF-W^>sXr zPK&Bckrnf%f(`t4K-=i80Nuih+Ov+tK>wv9q#{BxJ>o7&TJFc3Ubcxco7dg3Ps@gT zQO>xKahfNxvL?jSa>t{m1AtBJT#^kE+gmq@6+{*&mr*4z;WZRTFx^$6l1CL$q+Y|; z%S?LxV8+5*1jhR0#J4J2jw1hI!^{^+_aGVP)-}HO4HTF=AW6J$_nySWm}>yeMz=CQ;f@hekriEvoJ*i;#LRK!w{!xE>7Iwhny=k+ z9`oJ%Ie#B_^FlbWz0z;Z2-bmP2^zP6@Wt(%JOfPXO^fa@>TIXi6GceYV9#Z1IT(Xd zawX()!(&VSE5TVTywU7s;T+Mp@VkIu4vXI(lJ0M((~Pb+dR$}a$GK8)tY{U}BS8l# z=)|OEqJXDdvEvD&mHT*=28(H@8dsZfMWJT|Wnm;0`E+El^xKf}i`YpUwQ>v+=j7rO zYB5MV9>fTL@K+3k$OIzJYF=zJan<3FKkLvYapVtaekL{J7+#p8yx?jn)-(Pcjz#5h zxdt8~%DwIR4V_g%x+mXQGq_65fiTE?+jQXI;uC^b_~U+`bcU!m)GfFHw^!0rQSOIN z4C&PFGa@P346)|FT&=9M^@;R;{^;jkU#*n5$|vmb|9l)`xb+_^5McNSW>7om!!05yD2XC1dHlXBXnB2AN2Ex~ ze&G}#B1Urc+f--`<1p#wH|~wU#S6kjCrBkybfZahQ1_3M@AE;bJWKY6~B~%Ue=VxJS6gl1g;gKt4bL5tUr>8Lw|dL_z4;o{;#)QALOqX zy6)CQu7u{gtN;7^z3JJBEHjK|?u$d}aTv^}yT7%&#&l}a1MjLG=F)wx@Ql=4k6%Y( zQ!33aku9#rZHwP>dLbUv$TNIg@kIxvac&~#*0*dt$PGW<*8l~>7-T;lE{K-5LUT7@ z|De56CSeLIs8mWmD$g-YzI%CZ=r1gpHo}GEUuq=C-aHt?_<8OYkR-T8xS12=GN8Q} zIQ+3SFpQh9m-#xB=O*#=c3LpUBM7Jh++L=lF0T|)5=0*$*^x!!`%M1>37=PGC0y2E zz4(d{zDvcNhQ_(zPS!wF5-s3bhbMh$4}Y?xPn@Nk`8SLDR)S%8oNm1C1nJzKJf5l^5Qik_`u|S z_wZ`}J$4o-t9n_G*$zQ<(kMwZ$y5Y3OVO06-K)zV4PARPOjz6ZXy(90Gc40Vgyaw8 zCOI`KSz<#d?#=YSm1Irp@qb?EYlEW769U#=uOlmFUsVVehjn2 zTB6xk?}tew9b?k878_Y<2XCK<{>MDSC&Lb&E$Wpk6TQq=SY!=uO_(4q&BFihN5ogy zvU8~Z4bOpSV@yL%EJZS=i_ zCVgAwujsfDpb9u+Tc}t3R|%lG;a7rZ79sNXn}NkdVOzChD!98|sS~w z9HV7P;Eo0~vj!@z)5lpE?w;g{U2aAjZT4#eeo*SS>aFM=-^!X=4Nv_1v2_X!5jjc6VG{X?#e4tS`%1)(1}*0lA_CjU>-cR4QWthWeF(@EJCH zEp-!iL#t;oSZgK)>CP#XhI!)J8gCEDO~Xoe#ztF-`Y-TBcgwi@G%@AxLYPUIg1Ou@ z&i9>%qlb&woW`HKRWPO~cCp1Zou>}bNP@F{pdH{J!$RQiRSWINhjqobhMZ?=odY0- zupr<`SV#~BVvB6Z!q4|qqLugdkRb}+7(DWis@BtB>WrM~bVwPq=BgoX!gfGTb%bA8 zRVI)>zz?3P!5nyqn4&7^>MnO;_yMyrl=8r7!TfxO#NAK{eu=HAM9D- z|6!0m`SEq=hC!Eb;B6%Z7>Pr7S_{V3Iu4RM85-hglvV~{V!{u6@lUZRH2ctd7Oe)+ zHZuB4)0F@V3h3F5pvQbe7bNPbhb8IO3>Ej?Bi#D#cfKa@a^6r;2{5vao26@6_UqjL z@qJ}zm)^WxMKS`gA+cCtXIC?4mfGA|0QVZry_wVqRNq6#g(i@a*45D|bX)sHhRytN zNrI!MC7$_ylH@DBW&Fe1bVyPi8M%n=us=-8#GFT0&po4;C&M?Tt+&h3Lit)=QaV{x zYMAeV%~8;BmmD2}_AQ8@X@OhYgvAuVP1qClxz`Z3ra0V}o1N{PwUNJymVv;)9{vr* zSE84r@)Ie$qz1}!;MmZ9$$6?#NzQgYq{weA2_2EY3Kst37sKIdR8NnWd|BT^KZbCnf)}g8O2wz?E%tp$*eB8reO1Ic^GS<9X+6BBXCw9!7M;IS zEc9oNNoPOQbY`00hknR8aTN{7N#w6Dh~vcfabu*2KOfR0tIjA8Yrt9pewM#cJSLO{ zm%YWlwCo?ZUQ3-7IIBVm4L=<7d<4t9h1Iy10j=NcxWhc=GoG>v=ZoWkKeKWV6VoMJ zcPbA8hF?lXqC2vgC?szQHPMQeA<+b!5di<%q*wjesrnuPahkmvA>n*J-}YwEV^FNh z$34X!?aPA-$Ydt3*wbjv?Bkx}*(YKH;KW(&Do_3D$usK~&rgFiPc5PHHr}3RLxq_v z!&NncweyIFgvi7w9xl7+&VL!J9aYw+jMjl<@wKiAf(-V`AJzccs0ERr-N7%o4+E2W z?F?&?>|gK$nbkOX-lxMs&AVOB`RUVEOC9ieKLTQJsDopgQRa|yK#Ix{wM&QUmjPp`c%|xAZFmR98=`99~z0kFMb$W_lR<|WSV@&BQ5OE zg+4Sja|v=%!_Xq#w`f%$5Dy^{g)Q5)O#ibfNR`D(#VoyjO~yAVmsT)S{rZ5RfbBak zMxRArbP4mEC9(U4n-bW_QwE|4yiv_gYRXnEIrWXFlT)Rh3y?JHb;c&jZJO38zVh%BDVOP1Vt(l?4$an!gZWGd{T&amV^R<-HO;se(NH zn^COp6qWOgmoxx{B1_#bVAK~%*DNGRVWiq3DX<@NgJ%HX`wHu^vNH?VDvm`Tg+9^I zl|2D$Vhg?>_&kKn%%^T%23#w-?fT92ycW%_3*`?sSph-&4GPuO)p>C0;m%dx{t2=k zqnMxRc0@Q}1=uFLJu4y$t<4#iubK~xnw!$U4ZtzGH*@x&Uf@Y(l&KY>x#uElChc>U zlsOlby_+D@M1@ENfnO;N`|FQMt8zUnYc+U=qhB8$o$w*btOAO8zHUotSSF2a1-FV( ztafrBs4wF?GrYOnlh6+Ho=t2J%%3##9&jjyi7H=fc;%Dn<)h!bOBC&oule4oEwnBY zMA8TE!ot5n6*1|HzMnh7oh(szS4&GZ1W%g-S5$$|O4|9tF6mU(j3)1rEnJVkT{#WK z&|lM56bH(W%M7#fln2VbLEb-tfIylzsh*&qXmkJh0^-6KsTF4^+0xM6Ov=njqyPpc z5QBp$7h_NK_xu++{5`g`{m7UxIW{H?$H?(-nO_XCq6pZ>1oYTWf43To-%^OP7=K}q z43qolC^96{hgcusY%`^Dv`}^mX713FzJGkvFPYLgx+^<9Jw0I73!=9(Q;R^lhljRF z3T&1H-Ctcr_61fjoWUse8zQ_yUYWNPeJ~u1UsA?Y|NPcw53--(1cC*osfcprgjE$XxF(zI z7uWLMVzT%;egK~%%WGgz;1tw*79UC!fd&`3zy|Zl&n2=4 zP9s2_J>ZH_Xc`x1YjTA~`<4E!V9Wcz;mn*AX8p$~;soRei4nV>Ws*HKvUmvv7A4@V_BS10F&%9&PQ&~I!%96~CyQFEw z(JGB9owkyk?D88;ebi@K`P(A3|5wd-e>D|sZPR-dLnlEIkR}}jksw77REktVLYLm9 zC=hyw(2F#Y-a)#QAcP_oiZtmY6qOokAR+m3?_KNtAHJW?T4!d?nR)hJbI$B%Kilw! zi5aA!cPOsppVNnZR+8Qa)h@p2wy`KV2WWS9>K8Ku?O*L*DuCvVIS`>&#(9 zwB5_|Dlm9u=M`UeR#|#j6L}&E2DU~;Dsi_x2z+z1b;EP+X*`#=_^&)P=D{8XNS2l9 z-!QF2zHz}L<7%~;+X$-Emw0-;^{4F~VC*v&oVKLC(xt=0et~@@lBdINvS~Tn#=b3S9LeTL1R4W9};|-yBO<*N2bdDcNP)-=DXq#|9%2 z334rine%_91ZaUuuH`(8Z}!~dLGrG0Lju}8hTh&ZJHfO-t{`o)!#`7H%d&86kxQK7 z-GBhd+k|&_n9!0*Q&+WR)Uis~}J36K1QLxP`^R^AF zb?h&8qhJqG*B@Ri|7tKtt1cxcdpn|$!v{$a%x&UzV*QJDHSoK{_HpEGNkKPxY<$n= zi)0$zy$`c}5AIK7cMtgb!SjMdTK0yjNx#iR*m1$ z_qV7<(zZF@p6#P zjv4JmeHpxr)_4+o>~~3*&03<#u2;BVhYwt-t9$qQ@AO@Buf8+(O)=0fqLUkxw0-&r z)4f#=7|_1+L9a+}bu@UK!#q7q67Y?i>6V-wVY>y@M%eHPDe;}5PgKbw#_vqw>4$Tc zUbChGOY&jJ#dbHdPXE6$p3%8gdGe^1kB;ARJg=#DXCY4Y=aBqzzQKAywrFuj^>Y&q z%E_5{qVt4GJg!|N(OecRl2*@(kPD~(S1^ZxHMEAhV`_%p6n1aFcZ>W+^|5%2 zbm4CeX|8*loO~ z7YUHkx2S8eCp+Mn^V^%#+v^P#4?59pCgYzALeg>6OQix;ompC>b9c_PYFZEpJ@Gx? zsWyXwHkXF*XWRN(AV&6Sn#pOA_D z#EtidSdDSB$)%zl;`dvevj3j>kQzAxNw^C+wC=N!*`)SN!%+Y6d$-pThrOJD9w@kD z#;%WZ;l`_$BP*W_38OI3p=THVZQ#SrX>uY};TZ+S=QNW&SM~`Do6q>__D6)*rykjd98DuLcoW%cPXGH7L!h=B64EQjE zan0CY%iSimub8_QSc~-Vub)(edXCRsuJMaC=2bO|mKR`>DsWlO5h+U`pMbHcRDhCb zWivc+qK_$-H|A^AB9#zN>tv)2{2g;L*Us0B&Rb5OE{OsM!lPpKRAk=k6XQMl2icK` zX+jt}sU!-=nW6nKB>fN9mywLlHKA*r9^3DX2mROs`)naX*!3=?PUX1oYFsRP6q5d- zc#$zsAbqW4Nz9C=U(nbq5d~IYz~=E0SVy#It>j?}hfnWQN27_sa1cEjg2rPH#2}Z{ z=H)JruWyXD5fvs(sgS4w*&QuK|GNjc89fp4tczaC0ei;V$Ctv_^h+~IKS_IaV*agFEriC{ zQ=dNktg}~GaDwDj^rw;Jwk0eMAyRqbJjAgu#&m$$-h31e0YC@TLAs<)dB)J%z+lbU z+QS>nVmjU_0JCpR-YJi3pW8+o4XB-P>K7=#sby05!`mb`(@o@02Nm@MqZ&P&!Ol&w z?pVMo>G|tH0XCItKkDL6HKE3>0B9FpBk)tV;IAeKxbuL#doURVwjC@p#Kkd#fFi~v zq;*H^SJ0^#4p-_-wi$q#73=TT?AnAc5!Apv_=crnN(~U2C?CC6U45#^l5t8?;1n0ZDFk{bUavMlmRw!(=0a^eqn8}=dm80 zb;aIB`Hd*Q5>Nc`$?@=W;997eC7O6f=qXQ5MA>=X*^X&E{St#uJ{$A! z=c6Xal#(}imL~i6A;QHNu5sI?M&tgPRKmi~8EEnlz%2RctI5x*_ozZLc&NjWY@S8k zM~|I)yE3I$txvB}!yG+C-N|BmoHpX+P#M+3izR*38k4u%e50YINq9=@AmEbY>)R37 z_cF4@PHryfZNC1G3Z;$Sc91KMkt)hU@>Q%@A-Oj>Y5Jw&ed@70+?T+DqrB-H@!$fx zI1F$bd1x2E;5lrZ462QC8$@ourZfOgB(SYRZO-{m*Q1zokYE%uROhrd z$o1Za>|zuxpnr2(ul-fft__h-^wZ19%Vyo8AlVdtM%S4jr9D}KJ%EF~OH;;}%$z|R ze1T89t``$bt=Q})IX`fVvvP|GQj{IB*CQZ6fZEn~AT4D9d+isysU}G)3N%Becrxqi zxiD~HWAm~Kd|l(V+Dq9Hd)%e z5I3!uFE0Zj+^j3g{ls*Itj2J~({=J&V8LSO01m+ztjl;@O{2fuX74YL&d`&b!f6sj zz&`E2+)aID9-_EM31MUU$d+WmOK#1Hix-4saL0xl1p7X{(Oc1I7_g{~`7r3sBJ+75 zaw-3_yy#(fnlMs!@nP81?VpCq0eEy=&jD|flX|Mc{OoQ^URk=eBW!96b-CF`ll-Ig&Q9?ol0iyl3(j7Zc2xkyNsj29oUk4-FJ@R+e!mifT>k5ZnVn|RQ3Y{MWrZC zqr8b(u+%XWhYNPSs-&6A&yPGu4ZRfuAB8@g`iVnw$l-&~7Tv*E5eaqsis+-e19AP7 zFgi>R7ts(ELS5ETg6bNMQ-kwmg+rL+IKS{Vy(^CA&Rgl93cUJ7K7DO*+m;IG;%g@0 z%QNlgzit#A5%cj`_UR#;+DDU2sZhJP_wpU09; zfg(eJTBLkzBC6EjoNo&*_dyyf>-05I47BduE@`dUm23Sr-zyHo7JX;XHjdH%ezmJg z?^sdbTEi3Fgs89NU=<)6u!#T1N27Wh&Q3YJ*^po8+|SN_HaJ7h6{x}ai{?eVK&m$* z&*bM0AxxG{H+pcMgw4zvP_9j>^0FG~>x6?e1#=BO*NU;9Y1!_8 zD;$05Zfp02dgwC}nm&v6O2q_V9GlJAYH#Sh)gBmyN^J{2*sy0=9Ogec{x6-*Q=hWRRzu3pA=qzjjRN%~rNG4e)c|(kW_NFmSl+r0DgBsQ1)7Z( zTGl#@GkyCk$O{-1)AHpS=$rR9MA~n#S^wSa*btn4|CR6wLlTu;$`# z%07F+*e&m0AVN#SIpu>wozOVzE(iTO+`L~nNDmf%0Z@>0Pn*=lPrR46L}TuTCvy>V z!ow{$#IgeK)E|xeyg%P-6@B3diNE2<5ZHhbgK;2xxc(}s6_jc}_edja5;UwdA*sK{ z9>QU`HWYXSfSsr0C_Fs!6uYDgjhY|@PiGkxO_GH4Tj8n}E>$0}{1n7+MjRRKh2X(@ zEo_M%*>AH{M7{5`^~US`L(DFz)Y&0Ldl%9cGJ=gs^2P1*Ex1QQ(r@2zaG^A@NTWB1 zdVo86r26&WpJ1Sa87m~gox&EGgqB4q5+PGSMBtl6jw1#?+Fru;J%P-!nuObm2~j2 zS6@?o=DBtMxC|(_PWiGEtu$~YIfxnNQ)comcA@3aXzD+9bwDNmnm9Tg?6X9N#k5O~dg&b# z1k4>a0`9<)v>G0{p*xh$CC_%kRcGLyzQUo~cQVUD@TGnvPpRrANL#KckET1@xFEhE zXMo_%)XV2!lz#=v@9VN@S(I8MDon07@7`5yiI0aj{F31PI{S)Y0*pT>^wW{lqRbv> zYQYez7r3VlIopm(g9{c~(@7Oqzx|{z z_RhBw;#LN?-%CDYm_{WyY{e@bu_pYb9o8;(5x23WE(!YrFasw^ab$X0b#JSMvg>0A)J)_@8(=LJs73yDi;)D z?g(Pwq9RqCQhjcPrsH_vFme5kJG(kuLfSzGz-n9jn+IEG+T=SiAd9RsZJ4V>&7zl; z{FYznKct+v?5FeU2;+?Yx<0axN)*$-OD`pznPjaj zb%nCq^z-kPBKoHvV&^sqmPu>nRztWD^f0*gAC1)c)WuGC;9}bjZ`d(yr$jr zdAv_&vqzt(EBW$U*g9>__}n<>0mLH|TJNX077a5rS6!onEzX?_fLbC0ItKB`&Mw$S z!F3Q*T1tV}wO!s%(t)IF_bYz_&C=sNlxRnxnB>(c{V+v)-xrT?$$kHdusODa?J?7D z{gdsQBPk0U)>b|qv=B<7hpBvSemDX*sWa`ac~KI<@!KrJLIqDVQR+9~)dl^k6kf!W zOUgF|0_ZJ^aAQb%G@BU{^`6*ZfTD`$pxL*W-K9?Aaly0bl%bB#M$CPKEbwUJDv|A{I7I-3bQ}`dW?6yQB$bP1dN?6R(6$H)iRR5^ix3bo{%62$h%kk5xV7G8R%C}t&feLF z;8K$0ohAm#QxyYT4@$O0_rL87^vHeMSI1jIhx?vA#ADRi&)IkhRZol5k-XeEnIWq% z10=Lpfz!MsSLww2661@V7@h8aiVM;Cb0g(R`nh2)w3$4Y;WF+9PkcR)xO=T|pOs+Hfjyft=z2k$q4J|d5S$|#A~b46JzM8eA`3cB2o2B-0JP((}x-r@ba5 z_Q8UQ#?p+cs91Zh1g38x`xCqJq~2AB4}riP638i8zi9Ja=&LNOeII(>S|W&VT#?eh z7SJ9UHG0SBp*=!q`_%>AD2ZCYYyDsgtXLkzX}o$i3sq%6e#lBT2?YEgS#58K0xx|z z*_1v4&@Mj37X@$UYicOtMd&?yG6>mtPQup>2VuMt$XT#m!=m;$%=K;% zX7GQ+F1gIIxa2rNfV*CH@TZTGIn$>7o&a>;clo|*uCdCd9ol_U8T0+K&&YLX(ET1B zReLfv(?Xr~xM&Zn&bVtMdQw}T2T|AgvJS(5CiZ>V#<@(nV=GCYy=eRi>Cz{h24QPo z_lo3d?E_Kz>W&~#12K|(%cFyIlpdU#_i2o!V)54O1PNEtdT03#3ohhR{B?C;qEvQE zXom?5!LQ_o_aOLgnyZirhxZBGut7oi}G z55y(g$Aa=l!QN@{3HK7YmQ8|B4de6IoCYC7Kx#sloc?iJ0x#4BB0)em`M`MI^1>(7 zMABj43x)*V9O><^!X+~;yS`UDKk`uFRsnvYoNUmlprZGkpNER}YnzLj3F;Vbme}TN)K|kRdnsDkOXvA)kMM+vg@L#I<^Ocw#3$cZtNj8laVBG%oE%@ciGZYdz=h!j78!)~@CVjL{TEE+jXFfRM65BXJ;?#E-kMNyA|&uK$|?hR+QS#2<7> zEaQh;jwUs*4?;{ip%(*(Khc5HdY;5^nIvD_CdHlg9d3X98sxr& z5W6ejUp+HFKLi(l1dc^BgP*<0h5cR$T-iTb%Ep9_hhBqx4ZiEhjn&y{iP$91cYtJT z6v*tJ^*@fOFjsMHl`DIwt_>J+D31`_KK}0-0-s^$2O*=#K_)y9s-s#NEp zBvWChL!fDUWny^6GQI(jut`p@{$KcsHA;x^Yjf-92AbZPs#hVo%R`*!|DhfWtqEZq zj-)1nAKqX@Df_~A}&CpAF)wK_oatn~g#D7_AwoiTd`Ojp3 zSyK<0stiO0cch_JXX^10b0~^$1r-3H7=Ke~qM|mDVA0zZo@p)(T~&z({J2W8?qk09 z9DJQ@cL;n)7bMbrA4OkMh3i<9pCq9O2^Uuw*ut%GA(;t$kY%N?5cKNt*03J*ZB5W- zdK`V%$4Zs~xDVi{=A)e&fmAClbw7z!px=1lb?wLMy*>Ol!|Z9`yJ&J%HFlo$XJGtJ z5j4zat?#0;@wsmgHUWsdfYTUcXW3LV_^+ zi{fH+ApCN>fD$Lb@wo{b~a&EYyUr!EkS!Nw8Q(I zYld=BO!3k~Vv)JqKPA|Qd(5A&>668lx};NhQazwgK+S%oeOK)a1y z@_nuskAoSFIXy^xCDti2KDBhnIbvUJbZhNRD0E19==}>3w~hdNrai;u_`W`a;5Me; zX~duz)Ed#il8Q!N^2@izE}Xw|Az{A@q^=Oov|FskoVWis0nO}o8->?3{iK3f+6K1q z|9gSVQZA>DI~qG0ghT852eqdAG7)CVDVO($`(wr8*ZOe2m>w5`;7vPu-2Vpnnk7O< znTn7L5t)0!htdH*jzC@f{SCJQa$oGJPU3cQI|uWG>G(3Issjr|E&)*Vx7WA^1_X{CD!dXiqcrTG!?yR6emYu_R(X4DKU>)n}E`HdPaO)+{ax zA`}JUWaH#^pg*DU;eUUV>AGYLe{3ee`!@HHKRVet`k4Pw2Bs@>{`^6i;zU{@S1a!N z8U$UJTukb;p*&l+?z7Eq=L_Q6h91G3h8N{`6F+i&*Yl>^Q$)jwM$_6=XmA-(zkiDc z<&;~mCfrzm^W1j=1W05R%An;Ydss}rjG{`RVp(eZF{;!uJDO}eL0A3UW?a%==&dSl zku%(#iLQPW8X2jSsz zwhNZt-%ygHxAt6k)4ym=QKgTrIfrMD5uXBt%KO~5(HmK7MvAhsXJ@~8bR~1|W3YIQ z^jGnWfJU*(JdX2#UIWqzt^c-s3Z;cnD2zh1=^0bVZrmw=P~{#QzDny)PAY`n0Mgq3 zgcm~b?hQ4i;dh=KKyOCK-TU7Yk1+xp=`-V~iF*(5GaKJt9Z%i`1`_}3q#YvFjAW`- zPI`Zji#0vr&oM|mbhjFP==oc9^h>Jd4QY`Wfh;9_muGarCTv7>r-aF-P?9@;nQ-?e zFY_`==rR)v8Donm-_-dX3WOeGGDjf~!ki&rcS=0M@U&u$%2Y8iOU=r)as0|tH97zr zCU!lZz7Khx&$-$k#caIzO!iwfW)LAjaWB>v*WT*g_SAZdXmRGss^g5;(?0hV;%7W7 zi5T4_e%F1D)FuAo2??f4Cm20H;J;hJ_}2Cla9)>!&CTviEflM%O_KEsC*#k#(&Lp* zL1izR>kH3o_-cn{UnWkR`{DfXkJg^Pv$C4F){kxSb{#`8GgQj?jG-i7Qx;TZ01a-4r zq?ue>Dh)bwUK9^x@7q(T&yXY1rLn#&33(qYepamTy!vWLZ%XdaEyfs3)gp{D>dc`O zR=LECveFtd8^oKWsLiV-ZSz8TsXcDGYYOTn(;G6UZ3*3HH}p-+QO*r$x=ljEfr^|Z zvG9zvXBDh+uJLoZ5G4!umcD1s`2ShQUPZQfM7VbnC3Ndn>+Yn%H=1VaQuE#p5nsve zvGX$8u$zS}^SsbJl}VEp3LV|=Ei6@OCAThA;;fA=pKMN`6+vAIk!;BKCz3mm18BgV z7Cyn#Ocne>SG4qkokZd2S_uAk;Ym||SL|l(?B6_%>1X4dZtXNNJQO&Y8WTgx8!az` z9N6Ax*~OT}uxTMm_EFIk$ZXWalaDoJY8eXcM`J>AA{KIu7H?$uNwrgF z=?B|eMJDZvyPVF5?umi|2`86c^U8#o4FY`Jo=*-l%Sp<`7oXi5p5=Ek5)0u9k9rJi zp^?SQD6`PgnQTYD?EncKxdc7EPwG&+b!*{vvfB8ouk>TQ1YUwOQ5bnM%H{DE9`d^? zWOCZsU^FLWO{D)Ft)}gK;&yFW&#bXoxkY$OpYJ;(ta}>oym}e=m>H zJ7_6Erx@sOQEm9qRxX6@E&shwq4D9%=M|IAy-)80+_S2!@H)P)v{YC)5SjZsxQS~p z3@Ru0C&)IIjgm)D)C>rHT6ptR&1w_PaXW1S{NV6XIM`UNwa-_IUv!Tf+XJ4nxlk!w zFE0L&=`PJqHs)KJYB0b`(c`{0D#LVh_WsL&5)_f^y3EBwfKcyjlDFjGa^1e$tLQF6 zdTrx{t^aJRGr363QtsDjD?2C5j|EDg9q3Ey;+q4d$=2q!B(C0Y5$>g|FS1A`;CuO~k`w)d3)|c&rpU{P_#ieJ+xCxY->nSUel8RE?{^cn(84fy zFs>a{&y;pwHH+Hd7MqqBT^8kyWbbV>2U%+ZstMwgJvq!eEaJiU!)A*Vs!tsdnv~~=-zKg9G@(jR%-v}x`aO~Li#qxnVYlT)xC#!kb;IWv z3f7wu68~`qeh%XIq%jQ(f-%S#A=){=wKbcGlD?#8P_9$s_FQ_6yM%}^)pH_(9?BDw PHc6gnJ=bhhw~73J`mDFu literal 0 HcmV?d00001 diff --git a/images/softmax_computing.png b/images/softmax_computing.png new file mode 100644 index 0000000000000000000000000000000000000000..3cee647d71c7ab8e5727020d43f39805cc564118 GIT binary patch literal 9980 zcmb_?by$=^_vo@TNOyO)lyoadhjcC7i*!i|$kLsX(z!@Ur_znmASnpao%i+2-@W&_ z|K0a_X6Nk8iJ4P#=G}#9sJ+6%AjbfKKv+tO@>(De0y6+dprHVtuC*+|AkZ^5dpS7` zB{?}-4L7Kby^}QvqzFsZL)F(FBF;5RN=TRl<0atx5ftl{7bxH+u+O6@(H8V4;L0Bi z7J?mR6p%Su*$a0KL3l)U=?ZmMAL!YKTg#%cQiYX3CJ(FrYhr7{-j5$e+{c5)bHp+c zq$RQ#h;0kVK~~XjOne0)qcEi*m1#?9gx?@U74yOM*IyB)rtm<+8c*uJ-UPI#k69hd za}%3SZv=b;*hoN(EU&-mxdz)Jct;J%w;s_hccUfLK!p&@n#DgDkW)b*=jI zSA|tcdm~7HP{$JNeBMlP*UYu@8_f?A$m79^qw1xE(Wfn!$fuFf@b0>Q3Z9@oUC^P8 zRMt6_uiZi?pr_M)f88m-FBCAjqYx5IBx1#o_;paE&pR$eKuIxX8iju%4SPG>7d`A? zP=+#*BN9`4{A-Du2!=~5uI+I#0Yik(>9tJHa64SKlQl3wN|$>aD~7CLjd?tZx?v#e z#-PBhgRS3rx_!Q&rK82Qj_vGg$O~anwIQsz@t-l#x^CUhGDzkjwAX?|=E}%3GAOuB z7Xs(qX2XfN-3a&z*w@{G8vFtbntb%36Z#sU$FNA8qP{aQ(Wig})C;qS#^F*4MeUd! zHXEzZQe4~jt_jFNBZT$xeN*_|1Z8-SggKZkHa*NVcS-{~G}CzRVKV)^7HCr_a|7?* zLdC(74-ofW3D*fa)3pP1b@V@B17Q?l*u6RSy|P0%qnYO7yTO!lDD}z@l48sFex6?u z-_q>T+*?>acs?F{T1j1=t_II8Y;T4^Cc(_{L`38 zk9kP@x9iRO{A;}_6u)k?Lz5r83@krU+C!w!P&TCrBN3I%*{kY7HQMMI2sZDL^GQ=e zx6K91kg~gV;RFW=cQS}}C@kG%u6V`>!rc;IbX&WXCoxw;0+D1C(Xa{_{37`*Lgwkz zB2hP@kr?n4pCyGA(e6c}CDPR=hAXmZ#p%!+C6I4 zeSe9isqFFWcL+-Ux*eq`vg#}MNpJ(2NmPwO<6B|M6uYTxR}Ax~27X3a2t81Uqdyzu9~v248dTjH+2VGSQb@K?I4S7Ye9nr= z>d5AqGLv$b(p*tdQBsjxL7)>}arS1e;!srx$ zBS09 zt;*!Msj*#7(e%!Q&e*`L)ne7zrfC~TTf20JqbZk}!|zkmZ>N+dhvv$sMJi@`x=GWX z2{A<1#nk1!O+K*?TaOIJyT?<0IUD;$bfe=?(Im*E(*<^Dx4E-cZ|gjB+aI2xaxb=-12-t`;F6?;aMB86($a5$XD{{dg3FlYEA+!5(6Q9 z$>!-s3nL=^?}jVQB?fl}zx4Ht%$n&Iedeteo!~7N(TlB%7*3T=JWB;$E?%;2SYCfV zp?wm61$+4>zSUa25eGg|U)vZYki{oz;jz9OF;)95BVLKR-ePot&y32L>N91N$g=ya z8|5$k-TAHSZ$m#|`#RemE15f#8{!i!Q#Xy#IhbqKpGKVZTK9eC6l$t#%$Ao|7+pMF zRt|R#*$($tpuTqg^8P8lAI}(lQ2fTvoG$Now|7$a8`t)Ep#DcHM<%Ni1BS8N@hd`2 zGXt|9HtWBZ_NDJ-Z?r8m_f7Q2Z|eQInqM2u`_;AbWDu+>{j&QoST6)SB&l02}zNP9&;MQ255nd5HNWE!umzR!FV+{j5zDBYy*km{GD z%lH@V_1WY3$jVFaa}a_cx+Klkzmb(vQ$l+!s%h7|3`nvOZ`?@xZwXewExT4!gpj153P*n}}jE@@0$C7-kb>elF8yPTnW>b}E zb$n()=Hw)Tq-K^YRgByQKdm{dxuLJgP_??OB&qFtoriJ*?RYiqylK${T(V9G*Rmh=#e|Weo(i5R+@#wqjvGHeGmug2fz}@zEE`nU ztJ?5nJlLsqf8=scY$&CE`qebJlhN0$dON^1%y54}<+@mO5z}bH3 zd9yV|Izf7L+M4ltvxRMojjxRFui+DpeLX(C)T&$mi-zyNIE>kastc+TtM~LN>YCo> z+_Y}*OX^{;Lv@gK|Cm7GfkU@f6h0I+F6V3d%|ou*dnM}G;n`3q`ihpBvw=xn>K8%i z{){vF()i=fiP4zX!=K`%t^?dZyYpoAXF9R|s$<;mO-3B13=N#G4u{%m56~B9^liYN=oDH8<^ZH+>}H+ycfPZTdk&7t;k&#!oM1cYf#wEj+kw5>0TZ{;^z& zH@Rr@+c2DLzSqThe*&p9;^Yy+v8tYR3VsYZ4>MzPnamE+pBZrl1Wwi9-gfCz2 z`XPr#LNfOu<$BNHDQ2Q*!m(>U!2Xu}@#0bXvO73~VVyM&OzLE3NDhK}fuxne!GXxR zG|X&AHW)G~S4zm>Cv=V@D8^gFd~B~%%NLc%!SCP(O{_J9(t$|vXQ*ZMXRZ{4_F47G z(A<*-66_aU&%&Q6~qp}Xdom6au6~AAplJhf#N^#O9WOB;y=d0AkYVU5YoSJ z)PVl)lK`~8H2>@olOjN>$ zfX>z)5LzE+Cl_~79|`(@V2A?n-(enl+JB&UI7-m#t7_27LEWrr1-S*ddFdrFXlZH1 z-K=axwd7y^iyZhSL2u{b;VR0*jJ(9{1F^q=RS>$LW<|F0w$_kV2**dWi} z86G}vUY`H(21v#Kj*4p7`&c{a%iB8xIs;@#J{J)X{|Em6HS=GI|D=55ZtW%qbp{AM zB>$`Qe-Z!B$^Vn^A0iF@E0T}@e-rsXX8uJf&hvNY|3ef1RP#SZ0X<7%i1Yl%W|A1u z=qZbU87b}M)pdX#aI$|qa=<4m(Ej#7!{Eps4?hRI<4Q?hM#l%?Ajj89b&O&luTYt= z0N>x?PEIf~ACFF!Lx;eD#R66g!wvhUt6UM4BCn{aJYCii6=}jXg%M;>$Ohvo)4C(R z^IAL0S-V?ZURs^GZTaukV~e|_d%&3Zugpx)2Z$^K0zNH5EE zZa9*nG+sXMi3}|Q{$v~|T&ay260R7G#Htd20(1=w(vayIC4D-827@5)FXDq zb0vi!qKZyP1YB!GU{kU8^zf^B1Uu^ob+<-($?aW_nv^Je$-hh1uBB%UOXFdn5+3y z^^hax&B(!_tfi$@WZ391ekNWf4kj!awj6_=B7$qpy3%H6buQi)Q2jZ=&F6ifI=t7# zLJzpRRJ}>TCm<+>^hLM`-rt;+iu+%xP>cJ}?rLI@@=Evi_AZ|u|5u=z`PV3-;i;7x zleXvHN$Ke5VEKqCpBM?ykM@fY6w7E2IDLMh@VPcH0Y>|)C7_bRw|i%QD08ZU&$taC7p%gAc3 z#$>w5*(g)YyXN-pd`}w|AFs!!SZ_O#HudRMrQs$PWf(@>pZR%xGJczwa=E*QyQ}F^ zbsGC0Rhg9HJ{q6eYO>xG@V*)IYFsfPA|hgYQh)ol?v#Lug{2K^t?<()<&JmzbG3PHUK4pzW-nt%3y>zff;sLY zs08qj-NC{x%dVu@_OE`8=TN=G8H7YeEm4tee40+kO-}waz1rdb%jbMIu`hDVi;$4; zMa&>Hbs+NG>;C$r4-%Qdz|KBg=X++88gz5I&AxK{swH&{r<1OmTHE?bz5A#>1$3`O z8Vb?Zt<>dO_^ZVyoL&&`eJBokC(B$pOHFEv-$jMfJX}UrR<_9dXf?Fib=Q|p+(=Hj@8cJSa51D6p z(F8dbfw1Z(LS%XF)h_nu^bGi__E$UF8eCQkb!$zz0R8N^*3d_qmS|_RBMpu`Q6rp( zPEv#xG<%%yYF?1!#Uex;thDJ(&&;HDp*_-7VH~qWeEyj&TU(`9Yg$3_b&owr_VlW@ zfcHU?V`nz9d#=_j)sox-p|3IkNvij7rH!Rhw>pVKuST)iWyNZ`NNKvx@>S|(Y1hve zPk?J>ma_*LQrB|ifx^oJBvrnrbOTzkUTyasUnCp1-@X$GdTcizD+0oxLL+!^P|=o} z`WgoTBl)R;$nm$Vc~2;^+wHl%C(5|}v%1A*C=ZpW2kwjF7GoGDr<8aR?+xTr-7q~6 z=vvUBZi|h6m~lgOlmsDR3Hy(HuP;JCOz-P zTiI~@DzmQ6URbM*^>M&9khGk?1*PWKqx6>11v1kpnT0 z1pyIyUs|m{qlLt)?y^0c>bBmC+)Rj;%m>i}GC^@K+A{u456@q$!c6_4Q#5let~8#W zNvx60CcCL#k3tvUZC+IxAThpM3>Bn9z`srhg~Q^(=n27Iz(N)U(K+P7jM9(|erYgc zJ{6#HFV$X*L=fO|*Uu6_=ypJ87nvl(Wf`S`>=%@WU}^iTXEtIwA{GDr`}fLuJGQ`S zLW2*_;e{mLM3eAD)p^D*O^l@TeDAd^C@64v>wjPk#E3Ot(@mn^#cw4bzcKRhC5HG* z29O#Epx?jh_Ua8|;)lC`1BhoWE;4?A`m!c7(4z9F#JtKx^gQ=}yxBP48KX!=ss?@)=hAYAL%7YUmQiJ z&_PgITG~!>ZI94`K0?wux+Gh6cv3JCk`tGTe%u9c=tMCz-54~xc*s;=-$WSGt1M794{I50+cB7aQz1 z6Zf(N9cK?K6~o-cd3Yu)C36`O@Zk}`&f#ogVn)ta&tfz+HIot(A+HH3*b38;9KTnj z9xOFa2=Ea6RRW8-5hN7xg_M*To^iWRUH`y9_O$%s=0N-#KPRWEi2$h*qRAHp%IVzX zbK{b491;)VaD`B9>ptuoSwO|h%lLu)z^Pm`XIfE#~@XRO?Bd>8jSX!lK8p(-G1vtP$=T6`sKT&+5! zt~f?Qt78%K!GiI9?9UYA%*;wM4?YokVhoj-uFY7Mwcm2FGRZoR z0Wp^$V_yVTGEi}h9Iy8kYkqn;)LirsxHX6;vK~e-Z90b;6-=K%77_qqC~0zD8g5<- zbWCWu_+eBGUF+ma!KM~x=1;p3 zajZB=&M9=O4Vm8Eo(~xc13t_Jc+4zb)EcCg;g5KCT)p4mG=jt4D^VT@4&f5oy$ z`@sad({B_|Qr9VmNtcfaM_o^*h7ERfcKSdX6VA#YxVY`WZWvl}Y2y;|Y`RV6F_R<{ zcKJA4Z8RsEdXn5asd!__E@}BKCak;=U;8E6J5RZ?$h`;(mxK=gt1N_GY>yuXwj$5< zX9fMv?OJvVqpgNh*y3i%QeJo79g6Ku7QC0{JaN0-D;+sls4td>;h&Vczq<$2F|4gF z!NjRU`&y+XVw^-cA|ivcIzn^3SRbf*ED>jG&7^LQ`*4blnq8(_+-(PbW4%@&e#>$N zq*&3@gZha@)34$I*YF0%IkhI2m5Tn9XEhUDA0jd~%;G9*I}KmPQSJ>+p129vO-esL z-a#`Z-?bXM_8`a2QZ&5Qf4JZM6z}G-f7o`ECU(@$KX9|0dwo8mUhIE$*hyb}6#WI>|0HGcI|@QGBbWKydO8hrI(!mWdm>lD`r`L@n*)G>WRG(<`pxMG&sg-E zDt$iRs}*nOr(3ZpVxGA==$hpF8=kKFq)C;4PG+@_tc?!eU%v?AGy_UYC)cZyisgr^ zH69M#ssu1Hh9Xc0SeiTlsu``|Ynt?Fxmxw#evc!W0C>p|(31wSeHpmsLpG7TJE$LI zN;k%D0sMJv4ah2#`);#GL$f!NayXfypU6`zJyEL*`e~5Qqq~k^(+~c=1nkm9<{Pru+DWGIb4zB_BFO2ZlzffcCpB^7R`(L?;Jl&sJ zuJk_(rohDR_!>9T{2O-C6VbtUf`_~`=9YxMY`L`Qp)J80w*V#JFd%(U2bpvi5 zUyNJaY${$IWSfOQ5s)_V4*}W4Mb}-Ms~>kKOnJnyw!>zbj`x^AgPK^=0%JtcAD&kg z_t_(t6N^Gf0K0PNSI2FR2IB_j$?d=i0mZcMuN+(1WKpjJ)_H+sCWpZ^z(3Txf7*rS z%{AE1#0bSL&~g^`6Q(6znoDKo=5v|Tye4Lmi%8n{`YonCHI&RkfrVo!SoU34>se}f14Rv*ST*|+~NzD_$d zLSk~MX2+>r0NmeRr?S7nANSuL!I8SB1u}sUCe1t%Dh~BW-gk2QeJ=?;EqPlys=O@A zewph2e6FfT*K~WapM5tu*vt4@1w!r|f9VNaHf&m?T70eieYR8e#7PKMvAGpt#X-+5 zNDnr(w{U6ZOH?Ula>|0T8=MxVDUHZyTRrzx8bCMQ;}TcPTP_2gXOyA&uoD%p)|eH- zNkpcSVC<^ARt2|?C1{t4kjrw$r-dQ%S8)`d1Hk_HozSgIcCDgFba`&0CMQ`A-rttX z11y-TA3&C2F&L!vPuH6`XH>P&l2F~}vNdw1x~H;9f8Jtyhf+Y>r&7>Iq=03U*~ecc zm*bHmLC8+rE*ESms@Y5#U|qRmmWqgAYa(JLqF>Fx^?%c8c<4 zPJ?OE=9~Txn9a#{R^YF(pSTw^4LU3vpQ``{E1A0VF{?J-*X73~;dW9imkr1GQNDRg zcC-=PbiR`fC9j6PgfR3WQgtzE3GjzAyqcQ|^B7H-+!@ObClZc~mR|Y&y^>-KU5tn? z16O-q9>(UxaJc@6FWc{sw(X;Yq7u_(n(*{^rw)`9u_H6(F=e_EM`C?Ji~U(vjJ`^XVz!6x$9 zsc$T~ps_vOc&rsSmrhwiW}5YBYZEyFBq=SN^hJN{-WvhE)VgXJMXTF>OG?xkUSt6y zpR@9Q!uSYkTOtHgkF+&|R9UTX=!=E?>pyKkCKItF8CHFm@2Y7(9VX@5{#LtN+x3XA zOXSW$`am~)bM}iu-A9)`Q!?TWuxZg#>RsWf(-)NVdM2K!;*ZyxHBC{G?{ueWK~DOd zH@|cvz3bf+R|3w)P6rv{i@0ttm!K4SV6dxu_I2FzEd-Y9bWS2%FPD)L=g4>-R=yjb z(}q`yNVL^`^bvYbu_wvV?E~aGw;LHm7lbfrOg8G>i=o z=OGOlsmW=9KBv%t^8~ARwa>xWv|d;i#Yre6JA@+imFNl7$C<&-3b@qgG<1TUF3QaC1)4V_TW?1zcrwF_BIJr>jr>fU(u1D_? zw&h$@X6>$GOn`>n#9^m;aPe(6_T6emlwnA#*Z!;<42_kKX`^7xSRVAm=%pkRiP|UF z4f|=Fw#esTsltNn+zu~%DccIvSYJae`2;q3iZ@JI_9B7C6?t4~U9;&?HY8_s_zBqT%Zs9K^G?PW1cWQC9EdMib0 zWg`?D7)v7TOpDNzN<$1P9Wv8y&lZ`vj-G*EtBn6FYb=rpE+;H^2i^iX9_}u;)Egu! zyZe8e@rkr#>HWs zzI(;#)5e~M=Tl9>y<8#RpIc1M;}1E$^%*a~{g{=K5z3#IyALBeOKqPDroghU^qP(< z!fz1Nsz^XKKU{7pcbRghmXn4JSt8=6?7)lET)DmSozNbYUkI1rx5H0nUA|YmkyR_! zx%w>vrOof(ihYZw!+{3;rzP3J9idsY)#qfRp)$av)dSCqnM}|jMZjTpu$tMf1DhT| zrp++?{)7kjLLVZg?k`%$PIyhLG}0+wD7^Abg6Q?CSZV)O2j9uN=&E*wh2Lm&bU+NK z-@FiD5-3rr^kT!@AKHuv#-Dln-jwDe780BbVo5JqtDYyh;8P^ohX81v5~Nvq%neR^ z2XjgovVYyaso~P*GX2R;PD_1>+~Dzm!`_ zVnM3n`nJHC54>+-9^