From 1b494cb42634b887f30b5e303c3766fdf1326932 Mon Sep 17 00:00:00 2001 From: wj-Mcat <1435130236@qq.com> Date: Thu, 29 Aug 2024 10:33:50 +0800 Subject: [PATCH] update pretraining --- .../05-training/02-pre-training.md | 178 +++++++++++++++++- .../05-training/imgs/attention-patterns.png | Bin 0 -> 136952 bytes .../imgs/encoder-decoder-architecture.png | Bin 0 -> 295012 bytes .../05-training/imgs/models-architecture.png | Bin 0 -> 350294 bytes 4 files changed, 176 insertions(+), 2 deletions(-) create mode 100644 docs/01-llm-intro/05-training/imgs/attention-patterns.png create mode 100644 docs/01-llm-intro/05-training/imgs/encoder-decoder-architecture.png create mode 100644 docs/01-llm-intro/05-training/imgs/models-architecture.png diff --git a/docs/01-llm-intro/05-training/02-pre-training.md b/docs/01-llm-intro/05-training/02-pre-training.md index 80c3d13..4dec93e 100644 --- a/docs/01-llm-intro/05-training/02-pre-training.md +++ b/docs/01-llm-intro/05-training/02-pre-training.md @@ -126,7 +126,173 @@ OpenAI对人类对齐的相关研究可以追溯到2017年(或更早):[Lea ![InstructGPT](./imgs/instruct-gpt.png) -### +## 模型架构设计 + +当数据都准备好了,要想将模型真正训练起来,此时需要考虑主体模型架构、预训练目标函数、训练配置等。 + +以下是主流模型的架构及其配置: + +![alt text](./imgs/models-architecture.png) + +### 主体架构类型 + +* **Encoder-Decoder 架构** + + 最原始的 [《Attention Is All You Need》](#vanilla-transformer) 中的模型架构是 Encoder-Decoder 架构,架构图如下所示: + + ![encoder-decoder architecture](./imgs/encoder-decoder-architecture.png) + +* **Encoder 架构** + + 在LLM(大语言模型)领域,encoder-only类型的模型主要指的是那些仅包含编码器部分,没有解码器的模型。这类模型的代表是BERT及其变体(如RoBERTa、ALBERT等)。以下将详细分析encoder-only类型模型的优缺点: + + * 优点 + + 1. **高效的编码能力**: + + Encoder-only模型专注于对输入序列进行高效的编码和表示学习,能够捕捉丰富的上下文信息,非常适合于理解和分析文本的任务,如文本分类、情感分析等。 + + 2. **计算效率高**: + + 相较于encoder-decoder架构,encoder-only模型在推理阶段通常具有更高的计算效率,因为它不需要进行解码过程,直接输出编码后的表示即可。 + + 3. **易于训练**: + + 由于结构相对简单,encoder-only模型在训练过程中往往更容易收敛,训练成本相对较低。 + + 4. **强大的表征学习能力**: + + 通过大规模预训练,encoder-only模型能够学习到高质量的文本表征,这些表征在多种下游任务中表现出色,具有广泛的适用性。 + + 5. **双向注意力机制**: + + Encoder-only模型通常采用双向注意力机制(如BERT中的Transformer编码器),这使得模型能够同时考虑输入序列的前后文信息,从而生成更加准确的文本表示。 + + * 缺点 + + 1. **生成能力受限**: + + 由于缺乏解码器部分,encoder-only模型在生成文本或序列时存在局限性。它们通常无法直接用于生成任务,如文本生成、机器翻译等,需要通过额外的解码器或微调策略来实现生成功能。 + + 2. **对长序列处理能力有限**: + + 虽然随着技术的发展,encoder-only模型对长序列的处理能力有所提升,但相较于decoder-only或encoder-decoder架构,它们在处理极长序列时仍可能面临挑战。这主要是因为双向注意力机制在处理长序列时计算复杂度较高。 + + 3. **预训练与下游任务的不完全一致性**: + + 在某些情况下,encoder-only模型在预训练阶段学到的知识可能无法完全适应下游生成性任务的需求。这可能需要额外的适应或微调步骤来弥补这一差距。 + + 4. **上下文理解方式的局限性**: + + 尽管encoder-only模型通过双向注意力机制能够捕捉丰富的上下文信息,但这种理解方式在某些任务中可能不如decoder-only模型那样直观和有效。decoder-only模型通过自回归的方式逐步生成文本,能够更自然地模拟人类写作过程。 + +* **Decoder 架构** + + LLM(Large Language Model)中Decoder-only类型的模型,以其独特的架构在自然语言处理领域取得了显著成就,尤其是以GPT系列为代表的模型。以下是Decoder-only类型模型的优缺点分析: + + * 优点 + + 1. **模型复杂度低**: + + Decoder-only架构去除了编码器部分,仅包含解码器,使得模型结构更加简化,参数数量和计算复杂性显著降低。这种简化的设计使得模型在训练过程中更容易处理大规模数据,提高了训练效率和模型的泛化能力。 + + 2. **上下文理解能力强**: + + 在Decoder-only架构中,解码器可以直接利用输入序列进行解码,无需经过编码器的转换过程。这种直接的上下文理解方式使得模型能够更好地捕捉和利用输入序列的细节信息,从而生成更加准确和连贯的文本。 + + 3. **语言能力强**: + + Decoder-only架构通过自注意力机制等手段对输入序列进行编码和解码,从而在语言能力上具有显著优势。这种架构使得LLM能够更好地理解和生成自然语言文本,无论是语法、语义还是语境层面都能达到较高的准确度。 + + 4. **预训练效率高**: + 在预训练阶段,Decoder-only架构的LLM可以利用大规模的无监督文本数据进行高效预训练。这种预训练方式不仅提高了模型的泛化能力和性能,还使得模型能够更好地适应各种自然语言处理任务。 + + 5. **灵活性高**: + + Decoder-only架构的模型具有更强的灵活性,可以处理多种不同类型的文本生成任务,如聊天机器人、内容创作、问答等,无需针对每一种任务进行专门的训练或调整。 + + 6. **参数量适当时zero-shot性能强**: + + 实验表明,在参数量不太大时,Decoder-only模型具有更强的zero-shot性能,即无需任何标注数据即可直接应用于新任务。 + + * 缺点 + + 1. **无法处理双向信息交互任务**: + + Decoder-only架构的模型无法进行编码,因此无法处理一些需要双向信息交互的任务,如文本分类、情感分析等。在这些任务中,通常需要同时考虑输入序列的整体信息,而Decoder-only模型只能基于先前的输出生成新文本。 + + 2. **长期依赖问题**: + + Decoder-only模型在处理长序列时可能面临长期依赖问题,即在长文本中维持上下文一致性和相关性可能表现不佳。这是因为模型在生成新文本时主要依赖于先前生成的文本,而不是直接从原始输入中提取信息。 + + 3. **可能出现“幻觉”**: + + Decoder-only模型在生成文本时更易出现“幻觉”现象,即生成与输入事实不符的文本。这是因为模型在生成新文本时主要依赖于先前生成的文本和自身的知识库,而不是严格基于输入序列进行推理。 + + 4. **训练难度相对较大**: + + Decoder-only架构的训练难度相对较大,因为每个位置在预测下一个Token时接触的信息更少,预测难度更高。然而,随着模型规模的增大和数据量的增加,这种训练难度可以在一定程度上得到缓解。 + +* **Attention 对比** + + 以上三种类型的架构基座方法都是基于 Transformer 架构,其中最主要的区别在于 Attention,其区别所示图如下: + + ![attention patterns](./imgs/attention-patterns.png) + +
rOU*HgtAV`DCD)A*jukgzbrvTWTd*NMqVI$d4eiNzm0{%D7Z?*s!CPPy|gwzdUSg3by! z$0bv^jXa8)yc6A@k(u!0sQw%q$I8OZt&-rer4h}AIZx)n%WeJZ!9cm4@!L&7LBW(K zfz+Mp@-$aOJS&SVNA~uJFQQPF1+0I)AiOTnZC?;e@9F7jJNbdHxy)wLaH=tQVtH9t znl38_X1Q>9hx7h@Em2X=o$+(BwpyZwweN^{rLEIbQzeH=Ea-W7iofAxW4MFi(j{v= z4-F^2`%X+xqc6~%MxnO84Dv@6R905r;^7G|FZB9|T<~?L;hVd=yVJdPwzeTZe=5v( zr3Vh%wy<$IE~=A`qK-IsYOcSyYO^%R6D{C?CA`L)HQXc_9CBART`r#a)LFuyZ{NOY zUcK2YB_~(1=Z%Jyd$6~VTcH2-BmprovUZ~xqEDb6EbUGBaWKnR`h{h!txX1sH23El zq Pc8AzJ#? zKBqAc#&(h8$|8#)RpH$!vf9k*6R0m^(wG_j=H|x6Jb|_^V=XXN%1>>zQVffeLmB0p z2aC<7lf0=zu345n+*%w^M#f`^?kmy9!GP=c8Afmpp~pwtHQ_NSLxsk~+p *)6zWTY z3XksJB$n5 zGD`Zi081i zTcJ^FihQClEiEY}C1XcNN6g*7b9JjUStdp6+&w&G$-cv042g(fNS9BH@T26w;}h;X z$t_o`2qU|DV`-?g#2X++^JVVmLEL7&GVkBNpK1 x U*F(&MAv$^6i%RCd qXSv3Gx8VEt?{lhmm86=|6Fr$>kP9#^6k3GjDAO~54|)nrdzkrM zH$LZ7+Re5VJgq%z(w7sTb}&)rS71KCrBUge4;MFhczEMj5|-)IkX21jI1Rt8XoA;~ z%Rq@mY??L`JsG21*kkXDzL}Y37DQwyR8%yl!MkC{A&azG7Z(>U<2I_@?V984jL4{{ z+bdPu2|uDZlS{nSbKn!_n-2~SSbJ$;lnAeIO}Spo&=mi0mHq++>(4OqOP3m9ZA~>X zCWb*xYAu P!5i|NIX((MRrNg# Z~kE?ekE+8Mj?D$Hn z)G}ON $~b-QoV33F$L +5m=HTW##3P*4BC4 zR-?neqXsl*+u|{>UDtBG4y9*)MAM0hiKSU^a&i_}k3Vub-0aK7v%q@#l$=b@$*BmH zpUz^iD1WbtTTNa4wvCOAExwy+b!#gE`iE~|pnU3Hne*x=s{4*IqEepPXV08Lo3PT- zub9BLc=P6s#QxTjtXd4(TS*G(H}EN>moMMGE@1z;8|@^Xczl79z47bob9HrfVy@fE zI`al+QF&gLmX>QXu~y9;$xo(X9d(-TLj@uny6j 34egcz{y<;#Q<9pPn7GBxE(a|aOCB4Jj=x+~ zR;C`Ngxgb8RJ1+Vv02^TjvTFW)9Y&o_>Ixnvm|BW@34Ulr&MaG L!Y!r!CWIF0CkIAP_R;S zWniGtm|j3YQ(Id*1@?D%fZF={`t;7~WJplZ4K~f9pb{v?yN@z{{E*>y{{68#Q%xS{ zu%MdJUO?XyU04{|PW 28_|qpMQSpMxyxi=~Gj<9c)=y|Ah0YQ>S<= zkmjAALvP#`*RfOqm6W{1ZMl5beo0$LrziTZF>47EGqaLa^==xzJ0sNA#-^jl!Ol)u z2WPJc2&lZrK(EHL>b;MTLQYOjOm$p*e9xDcr+T)QhFUC+YmN`)H&@2=cucz`wl$&W zcN6gqf2=;*Gs~ >cwHy zou{vs-7xDjt?wKFC}J~*0C>p8L&0aUva;%O+S9VCN)1!Ow{X;`!1{_=`S|(s?GfS5 zuCAUG$xs#8$l*}njr2xGM@^wQ ;_F=b$CnhFlBnmj-Kf|8Pg!VOZIe=OS>zg?|GSXA+ zv7hBeca+Fu);m{!)Xb8r(w_rW52j_Xn59$}9atQEaNy1Z1(^KmRqR3weC~&9d~$Hh z;X_9s_(m1@hOJ+Z@6WER xb| z_TU}@AltH3$nfmvkYz=yz5Am_kGgv@)zGf4INagZ5YOR=*YP1Th+jmM(X;ygmp%BH zQoAGAw7OrMIHdx>gnLyBfcPLFK(xn@mb zzUewSiZh9CnoDZWZHVcUc>5CIO2ragrL%}GTc2! zbTuVoVR{;4Q`394Hn(ak20a-A1t4eXlb9d(R~4~9SS3BrLWUv;mH|9mJ=;R#{`+O! z;jsI9t7_FuzCi<)MJ-2t*hxz2J#Kr{EgQe!b-bUL;{iJocYL&;?MW;iNUdXuN(>44 zw70dSWk~~{k2a|H&&RLB>f`6 e-zNmA7v&{_aB(BLMpkJuom3 z?ka+f`E_)(ze1$90L7bdL2Xt&*3aKxCH}rsP96s_F)=v}O|F^OVn1h3v6))t=zU5` z%FRKu-0=HNPQSjK=qWPkvfX$2_41qwaFevG%F|A=bsuMJoMdGD$IVs-3e)TIQ7DB_ z0?YN4w7bS_D)(lm@OUi$&7VG1b?5pF+UkNQUSn^Sg)5ovZOr2w;kt^|kE^yv?+RY| zdeBj3V^D0;#o%`smO%A1A&l2m5N_g~hx`6gDb{APUbRZ(=;-L3omcAl^XHl4^wzhx z)$SVo_!+JxW!={ucYT#!!47EXXVT M#4*G|8$p&dGsc@5>v@+H2DrXvhj9_k__s03NJ@5S@1i?w$VeOj4qaU?{QSA` zw-lo^@p_?hS7)aRs7I+|uYG*}swIH7^{fX-m(;fL{5l#71v6Yg_u<2b?+8rSPa}Ac zEg-dkY!`(Z!pgjIgUXJ>LD%W-=9IVIp6jTcU>3k^7s6(cimzm(#Y0ie%{WA=hGk!h zB$;x>d(vSkrcKy13;3ev9gm=f#^4u6tA_CXnSy9pYnD_M01FNlYFX+@nQ9{jI=$s~ zv&`g?o~w0~F H<<#`_Yg;B(t6w*x>}-m5K4SmbA^}J{#Nl$Q_e@g*ybB8p1>AS?#yt~( z1!j)XB%}R~4p+R?=BthXz7aO8cPq=Ich?Q(`5wx)4v^@b $M6CN3xV-LyCn8%R=bzqPL*ko z<+EZx-u60X1n?RX9DLL3VAZ>FXTq;D@9ASeS-r&^`-9M$8K6IeZZ7n-z>Y&Wr0w>I z)54&-o8H1843n{rhPHNG&f;dDUSv@bcb6R_Bcsbwao^NbQ)ozNC>`>q8_OeFT{8>0 zH4$T8$2xs|PiQ=Dc^z&>ru}GYk~|CO6qa~c1C5vVV2Op ENfp*5kFt< zQ0Gl!W@nEu=}ME-)lEqA0ECTf@ipLV&3D@c>7XrkEp5Lh7QW+8Ny(wh3N;kB25L`Z z-qYF?;QKfW@{Fd--EpvRH^xAA?ZrXUu7qMtK_hN=QQUEP*ko@AkUq|S{@G jcIP3U1ZlT)4z9a5U_PLzg-%u zR*4L?%M?lN_9479 Ns>+9)3!?H2o(a7>)n_2YXIKk2{PXx$`V#tt)*8&=jw2g~!KdcXoE# zPa~}pT8<)crJ{QQQ18%u0l *0}+>6*o+sTp^HCDdZ@0KF|`g#b*o zlAB1)=l){%2pdh`fSWUIPY{}BpFNGrlke62T4mP9UYqIJnrnNf=2gYU_~K%guE!?Y zVQWzXt|}F2ife0YVM q~h&BNcd#5jv-wsQ3Zy!KZiyBQgsq1DL-Gko_{{wScFr*U>0bBeN6F!h_A(i}`` zYHAL1KW{3RcZ9DBxoxQcW{KH?W%$l!NoadGIRgQK0Cw#+BiMCJv7y1iNxH7{^tJ7u zJIIH5uDoVW4Xlu+86O`vZ3wuIM{W|jjVa6~t^|b&D=0eu%!N34g+7(li|+$4*?1v0 zRVFl7!yVJ^+dA 6_)Ni$cRa_v-u8XR}HD~aH|d$tyX<^Er;*5I(m6|)v_EQ zsCU5(+DnW8u-BfRXkLpLOF1)mD%PMO0JnV*{DiurIFZ{VgqfAKyZgQaKFqY^)7u=& z0saT6{ *w=(HKm}HcD541s k@$p5ENt%(d8lu(Q9v zZ&u<3%D_93VOB&&s^pUwTz!*sxHjFwR>D_PlkD>uuv2tNqM(aXsnDG}KdlFnXuJ+O zexHln4a^2e98u9;;Los_{OJ?7gFor;^78U@g8m7VHKBN@4x(5Hfbt5OTunF7(QaV> z=y(AK!kUFv#`moBWl+35{0#2Yh$MFynlP;sAS8JKuN`>0RH;7H0+g=a4>exLM-&Zu z!T4KcAD-1ztW;|$r!xd@0$Z@(zl-B@VOsBJV`Y`;I|5DborSWJl08`y5aF2iM8&ny z=OJ25sh|oNT=t62Y`Uz%G)d41a4xgETg9&dJRLi fq?a>jlo)37^%64y41-5_*f-+)j>9w?sO$n6}5?@5{?wTr?jMqr=R0L!tRN zq?W0gO=z{9uF^zhHsB|LJa!F{JnHrfz1Ca#aEH+i4dSJ@1#PE%a&q6iIo(s~VyB}6 zSVXq{PY?E{Z$6 zfv|bQfdUNZ6e$^# 9o1i~Dt$k }wX(Ka#wsl ?nGQ>P4KTOa%tKMBYQNUm z0%X$6R{mOjDBE7%?dYxmB9T^!c`(o!E%&G~)m#DQ_nb)OwJVEwCgbGfG~$jKxZL%; zZ8^Vzx~uM2YFu0#H|X%bz8xQ?;UO{r>9t#cB7$J`n>IIl8m)nHaj?4{vjiW_Qz@$q zCdqgwekN!84@h=!un L+S91iZ`07FpY;4c{B|cw2zfkZbBqb$-q1{O M Cmop?8GkSiACV(z?;{!x02^bSv;(4r}h?IKAI0Iu^_^Gj zQ7C3a0$!`XW~DytSxdyH-V<0+QNdoW!+hh$gLOgBg2R+z_P(Ff?4uKQhFyt)QJxO4 z`TgrFg+XOA_I5pYjBzZ8pbV?psz4`aT*L^L@jnK9!;Y_j3KI GXT@aZ?bwhITA;EK2)Ujc@ax(9 zPA1<7aC!>hW}k&$KtKdoA1$xWTrk{So2F>DKZI3@se4ae06NwPG3v>)OShp^#~!t{ zxA)2B=>kr?NOeztQ@Hu;o0*r$!mfkS!FqDty$e&Vp$t}4q3sYNWvfL51?le%9TfY9 z-MWaaJ>a1rCr9r(pFk-z1DnuwUlof6<_*4HpG2Z~sJd}`Lh+tx!{AYyD|kRt08_$2 z2B}>FlCGH@ke>Da88$|+w=YMhOQ%&SdZ+F=E6;W1^73-@f|ICh!^dFvZ*%|70-#XZ z^3dw1b(wU?Sm{}%`5(C}3~)vldhdK(TqsOQQ?*u+x>En1ye wGTp5-9m3vPBR$5 {)s;2;i>$ z(qPX %lkU&KmeDb=>m&efWOmO29B^n_ zLiSe_r$LI#`V5pm7CAY&HQ;|&bXS$A*MH?OgLsI67P*G3NMKB?G@d(2qEDa=R{?Re zosD;r0xsYaCKDIKSUEB>g6aOO*jeFZg{Z!Jn+q+V{9?YoI@3cvyJ-)2ZJ^91Imi9W zixX)z9v&Wbu*P6b%3=^>t#r(@;@eSte0(a%E=r}#$H$x9&;nZra-hN4ZsO6v5OeZs zzI=IL `Jm?V`Gt0qI!7yIXEvp z+cPIo2SSLTdAGw}s2HB3#*1mb yxP8 zPR6;bFU#>i%KIO?-+|9!0ty9H!OsC`Q?=<*a`$k#odZV5b>nB8r~;14T?2HhB2$x9 zuuNLT z*R&aN(KJB)W!L|`v5}Q0vhJG?ThvdoV=V{I2~HLp;M!2&aZONO3_DXKW2U`8U@?S( zwf6Hdv9Cl^=M<*hCtEEy0U<2V#+_tqc!J;5j2g8kWZz%!fpmZ+Zk|C_1GH;^@r@gT zEG(JBZlhu8=uFiD-~zH5pl$;JulQC1Vjw9g>8J8^c`$9j?b57F?}lM@z+k-0!2z5v zp#h(IxpG~u_9$!DJv!GXC^C`}SaEJIS3J}QV)4u!1RXSwt@m|-3*x}ie)`NA6U*13 zF)_@?dwn&Az#xiwbK>HtqWP>6a@+y<#xym+93gcyp8GNl4F@O 04_d@Gy;y=e+iJKxBH@mRG7PCz+LCZoH67jq>(ztrp4Q)d9QY*vJFg>T(d z;v(5yDjmZ&8$5d^;}u&|0yYpnWN3>W78te1hGMN-P ^pVQ(@YzKgLKF6*$?Xayao*=?oD*hVj+ z{x&T%k>2w|Q1XW=tE%cC1fpExvG3R#F0yrlk@1O9YfLKBLT9R<`|;s6ZpU`MGc_bC zN}XjA45rYVkKZ-c`B6FyA&bLBx2s`LaI_H|Dqs`pSu|I!m}t&$LSv;|S?bTPoj9Zg zT+AqPxDlGh3Xj?qWGKpDxS3dJ*GAn|!te8IU>OV)P^cpUs++=}=lLUR4BYd;QY~L^ zyYJ8dX%qPb=LrH?4cWGb8Zm{1_6yN4@w`5 z>JDMx2t`6oOiajgwhT@Dp=E4AAnOJ5LSJs8|5Y9-wIk50B%xtpU|YoOhuuz{f=CA! z?A3WNR 2>Z`B@{)|0Xrt<;bMA~4<$WG1(A?Y(xjyN0L~>FPpnb||tU zuq^2!2frWtNl$T`bc(8}I{IE;?{kD~#z=uE2)WY?78W<54S60PI%!n779;+e@X?Ne zPCUdLM%ET+2kBeHq}qJI@NzA0;q(oQON|Z pJMIvg$wyQrP znB$tZz&^V++VVLIn7EqhJR=Ha`f7LE9fVU4V~V8Jz(-R;(zq36 zzcv8V4bm9R(8*2I$Vt#1AUUqVvxIQ9VP_{sw8D7gGCA)zQ=tF(b_=K z>#m}vgB9l}bK(I{oPdK=IS$86lE3qOpdb}-SFliHEr%lYJi)mIaZRo?8#baTcwE?z zA0NaEduXz$=RE+4`iWXDh`l(7xfHipvkD6fn>GgBY#tk{8Rl%LuaDUSX;6vw6XIHd z0@?#}fMwUM{0y2)H-tF4gKj>yUn0IPU}$;_ZVtW#aJ4d`ULdZXp69NZ!^-H0H5Dkc zy;UX9TV>-Bn`6)8zTJ$!r5+#~X7H)boI9uH>@F(m;^vkKd6L>AXm;od$0d6Uu+@5C zA@;yNQ!zKs8Z5O+9L#(AItGM<^F%~w+E0l5v# w#9#1cEsGEU7g*&R=U#_qn`d(LerQQoTrV5k@wcy}jW`I~Q^3o8v(iA%Q zUEAE(*Eiwx3rL!S$8|yHpVnjf`T00pyU=!AS{u~faNrYZax0@%vO|G1A~}9cfN0Rb zu~P%bVtCB#C&3-%s#5{woV;EIv7IzDH2MzJVby0q*VoYlfy5Mc8y+knWv3B`$c!qV z&&YDWO95O_XCDS51N>hskT~^Ln8~+q-_GL^yaUsT*VTj0LNu8RJN`2`eVIUiH3cmJ zui%bM1 @c7e}o0aRg8G#PlZ73s7>)2cw)gs}YQW86{(u43ogy%?IB^#uHR1ca%nm@L zry *6G;nsU@yI`pkJy|8I*eN`BG!qi20C{8zW~8YeHAe7`&et0r7@ahz(?X z4`zAF&HsF<7Gfbn>p$)?Lr!kk15{4kYIm2^J$3L-(hdOzu?Ss+YuyC8eyzF$oSbI7 z=MQ;x?ihVE*2qAC;l>FRPm+M$of*cFKKoZ%O#6PsISp}s$#v(%^RdN&aG@FW(h;8# z_<0CRDHC?AD$Z(ssz^x+DFwfN>1Xc$-rnvjf>NvmL4u4 bii}~85N`m$0c&X+)TOCkUtdFp(I8(AoM4{qQ_S*!Dczw <(B3px_svWf)z8jly#`7sbe@bS!ih=LAHZI 9c3?%}|~&@ZJ-%v&Lu|_{ToM8rbC+uvy7Hsin#*Dp~-Do7oWjoN0}1fwy9Iw}3qv zj`&>F40cFX5%_{h#N*O;JRYY|3S9`=c7fnVD(pkmQX3GyUc7j*a1R@@|0qYJP+XbU z`M3TR2(6`=LkpMy1C U8R{u0Z$|rurSW*LAd3h5!6CA*g!;BL>N`|+)K$d|-;c*j~Gt9-r$&=$V zGYm-77mOnH9`D_PEdcHXF6%}kofFgZV>LBY5O38idY&{iGc|P!*jYF@WsyVP5THQV zE8jm|uDSP$Bg%^g0!OAzA@o?#W#6^b`-HKY0l#@(Y&R=cD-1D+PvZWUlgwtpB!CE1 z_NPyuRE&($jLI8e9)>2O03@qGUcvqlKt~4Pl1#7}VQ(MqZ}<6gf^yN-4(dt|AT**# z2}&l786zM76uBX-EiK9*pCAbkTnXexOqYktu^<#w9qlco*&@yWSl~K(NJcfSYPYAk z7pX_%TuQX`YL`GP%mD0#^pj19fnouI%h_RY#b71&&;<&9y2|}rf7M?c-h>D8NW~E9 z>vDTG_3iBiQ%JwQGhP$8e?Jpo@Mj1=sGBE-g{2?_Y -X=x9ajYE?^a(T*<37a z*E}2yS7N?@zhW5u8sC?j3mIe;b@iyL{I)4EB3{*dQ2JSl1C@AevZN6)3JZ7+YdM0$ z2_rZJ%w{xrv~^qOE>bCY>}}+iRT==L?je&Ge7bp_OV54vE&gZH>*d40E?l@ Z`IngY6(>-)tuEGg)&ds+E6{W=4A3bo zBs3{z-v|l`p}_;i50@8Sg+QAoR4^$CiO-$Y)q8lBo)QZ!9V*o=l1rCT(qy7P0pNR@ zpIBKbxCy46Rvg)Ke||DpU+8i>KSY5v9V*ElXAS^3hDIVU$Gh!bSuu%~w$p#|Bo1~j zpnc;5?l0dt9Np=wIZEBN$OlGkt7qUa3*O+%n8}ndrIV<>he#3|c6&%j$ai2bNK_s0 zp=x}G3wUF`A3lVGgCPYa&wgc82dpWXAtbj3IaeeY2V#xl+d~~t@@VPk5J?yjRZK>3 z#W`)Da3SaziFYPUM}>#e!zc# -_vY CnpuzE@B)a)NNg8ga|s&G>gHxRR7Yu0;j#rh zQ-Sp%>0wApF$2Nu1la}N^hs*lcO-&|L^>rTf?#z@I6FIs=Q6jnwj#x}8Pv;E&<;D( zWUuMOBLX$h=AGSLP_6yYhiU2Q(y&?pc}YUVliR#s0T$aWsO>PNEf%q0=|fVV95!I) z5oB(to`3<(ba8ESGkcBvArdIL#m3gUF=F1@bAJX23WJM{Ts}nSf&uCH<>uxVnf1v% zdi Uh(Bw!&L~3je+QDjV0*h6QY5I;0 z+9A*Z*_}w3(f9p(QaD0DaPcByd8l8H1STf^=+P^%X&d20!Y#0xz|m5lo^+mWCLaJa z4E;|QE`t%EOs_e@azLZ Yi+2GNUj(;xd0&|2|zDX)6-Xk!MGC>odSWp zX!SE3|D#fdyw0s#w NbTzHK-^^ z9ETn(^xoPt;6Re!DpO2qY?MIG^oWXyH9-lLm0SV=Ljn{6Sz_=zp)!+00@=pSjtq)p z*BB(p;W!OuArcOQ=x-wx8k%xAbew3?LAYEBc#`rk#8sK$%n;%S$W~&GU`k&c?n5)5 z2F>NqeSvZU<}-xdBf)Hy0IG+abU_*ge9qm&$TA3VAB6HVrG{mnJFyQ{h!*tHVs}Vr zk&=_s-@JK~l$x3yNnrz~g1mSzaC~3Tud|W!9KU`;^2HGF_!@|t%^*(P0&M{xIz3d) z$e)l3dNB!+#xMkdK_G|;JnfL)Y%OWH26}Kj|JBw)5H|&E(Le8~A1Ps7I|Tv+m&cy{ zF2v{!p>1+`9ylW>g^*KfsNbbwP}n&tf4_2v7=vw}juT=gPQg=4HuK=_t>eK969+ub z0KtP0sDqM$)Iuq6_@{)L0xqcbsjqDm5-WoF1!)mZtHIRm3~7OM7Y9dH+7d-L0JN7- z!zn3LPBO9Z&I3fv8>n HC+#lYgquL2KB~xh=Eq63mTuk=6-~*1qGK{)QX>+* zIIsSe*OuH#ZC}`H@3~S=w)YL%t>f}X(~F>B^*;WagapFgpd ZL@v9;keXz>3 zh);bvCQFQA9N2B{tqnSxBiD%yjzyjm5Waa&wT$}Wb%9&Rp}oyJRJ6;5kp}d%2wT!3 zKG8=|gFSJoDf+D~H~o`O95WJ+VmxH7mi)E}|NX#ezPo=Uhv7T2q9B10(%-Mn4~eL3 zZ#r69kVZNoP d(RMwJO#W+MonrfLmRqKJWbkw%#H zzSDBirh=#_Y;aLH_pr$R0*st=_uc78I5KvkVvp}KY=Y7e$5 qSBZ9|ECqjo{z?P|0;nCu)Udd+W5S$z> zU-9p-^!=S7v6H2X`OQCALQsJM@D@J(v-zYX8vAP4183UW9AUNja;Y`H_o>n!D+EU} z^GCjKeaH4{0SrczQ{;e)px|(CEeT2Rzj6YQGnb`cRoCa^1a)6}8nS!Hk(>Z>RA{nf z`C7- L{@+TL1NYp49wTLCxE`(_}vW5K3LFsaE)@y#`)5~mc0BQSehAr6FkyG~K zFGsFtws~5v%@KV_Rqk>{t}x6!NBC$xgsM7>MVQ^;dpdPPbI8VqJ*50H4gh#V#lY~b z)4>6mpleo@ifQtRmVAuK9v~ZWxow#P)Cz%pDfRkn$*~u5_y;McFlLyegI#1F54cLu zDur|>@R&s$>`VrBLI&9c;% x+htqJeC_fG4ubi&T;pd&${B}CB!l3xqv4Z~ zVgU^H=GU)Z5p_K_AOkU+k+VZbJCnqakO~GHXE-gC0ubdI#L}9O)33-%;5O}Uv u|x zNMs_X$Bu|J$3>2J11sTZKxe+e6J#^N396yGS!S?o0P#<6k9kFc;L!rWerd*=Ag2Z@ zqBM9M({Cwt^EMUCnT2`eXO<*L)r^A^WJl_1 v)MH1<*AB;>*zm&Cb?9_!4 zcCgTQ%NG~NSaoV?UwzYRo;`5;xp@~ERo_uK^Fp9@aO}yE)Z*OC*7~PSO-1gzH5d4~ zKE kz zc?~qYmJz2hHa`lsf_X7A5c9CCx|QmnFtUO2mhacDq5-EO3LKX-O?tDU-9d2TO*|HF zg}xB#<@zx`RFAc=G$FEk@#H+^;>`p{-lyu!cWcxg8I2^9&$4qJ_ZsmM_yDU*1x;)M zq#Yy!JmT>*yx3_)cNY@gQ}Eg0;KTOq9l;p{s0-RiF6d9aqR9lp+hSF7$bh6GT1m}Q zA8vtha@%Rx##@IvxAVnqAehMc-q_QDu*5ra^+X`!lE3fu8o6m8po5EJAAK5qNa${X zZVt!1jh#X>G4c0o9w8D0lF&K;;i-7jTH%6(b>uB`y+K>Kz0%)#Es_-lojK%93F{iR z^3HUzx9GOxn<92=7@FAFgi=gS?F*|)4!kY6&-o-_Zkn;QXbZb}*Z|9~MT Fv zf8!Cuy_V)591-!xcT?pr$h#CcE$NN_dY+FQ+c1Qv46iR5ZZ;Lf0$YfLw18uyxUiq= z4;CU4?B<4JFuYcy+6((49(zT@_Fb~bN%Sj%&eqv0HC*g^)vU<5DmWz (hpFJA1S1X1N z^96#!=*#Qm3f2-Rc(2rM(2&yK&y}z|zjxeUv0Zk%<-qHJqmA&K7=LZhU+-N$Dk!h} zo5Yq|4n33>(~;gc+|16()+x3t$6zo6CQEtO^ 8~1R_YnQi?(-O5*mWKb^rpA2T8Z5LaX5op-lsmKQ5%x${x;TdibFR1E}so} z7dPnWPT9@;=$L-%Y5^2KI40&jfE9^(4C)3aCkd=s+)D7m!a~01p=(%J7~%^{5qa&@ z(!ha=7ogM8K_iqR()57S3p=2Hfd%(H{kG$YJ?*b_A-@J%>GK9O@6hL5J6Sb+;+%c? z8P{?HDQ!OIqI 4 zv6vGKw-IB+{`nEZa{&&yzO8#kB3#{M_ze=_HqbXF0oT3zs{f*P{O5=f_tktjq70|( z^+8DfW_R*M&CzDA51g5q;E4(gdjoX+83YxTbYHWmW<5|;B!R^Lr-eET)LdUK4TOZ> zLmGQTFeb4v93Q)=9)W(f8hQFx2ul7Q)z8h|+P+hh1}9gS6KpT3a-VOpGx;*fI&0GOUInz^=p7_$ oh-v2wmj `|4&(}}OWEY@w$<@o%5ed=Om#jOADtkDs>vzE`ZAHK~J7d!Vczx>R~5))-Y z&!F~&W^63yI4Ms+CIQ@$c@>eFUEMYp_)y^7e*q}qP*p~R0&=2WU`POhO5U@&^W&2o z8U?3;H%M(Xg2)=hYjG8VE_sGcq~nub5Cm;(ZLNcVm3>VaQ4xE6;5ELB$N>wT^ZX|$ z%Y1*jK9PAUMwjFBS5TE_w#&7v)860Si@Vzu4Wje46^x7+3JMEt-~h*?tw#oK6t_UV z2n5PO&}s@=*ll+9dhk9{jXyfT7e;&m!TJuIxl7VGkxlj#=D)`ybYuohl$WhWWTS#c zMn<%d;LGUKx3<0mwTJP5=Q(d|K3qR67irhCntZRnzTmf;xdDUSJS7w?v9iL}K<`Oi zCOYe6naJ^T==$T@!{6qr89!|jN0i?0ERX)xwHrS)yI}JB!SUZTtnC8y_QS+m=r2Z2 z`VV}nSB8ZXOV8cm=S6w7FhBGN)#)#T{EjG`{jjaV1Au(HjfEmA45&3lMfIZhDM+M8 zfpq#a;Thc6XDs#`T1|)E<9KMu>u@#D%kWriiuNt}2lY_1uitei5*ItKOny3*w`%?2 zr{7OosjPnMva|5On-BAZ2L31DStPDEpKE*|niol^d!BsIE@~Or(Q&l1(@^+`<8-k) zYuPex0U4{2Q3cy13rPH_=RbS<^BRK;0~s)=w=fJ6W5-+Ou<5^osH)Eu{RV@{SHI(R z sm(}}?f1P7OimBp5b-J0x#^GpS)Kkwex7M-JO=58e&;v$u}$)cZG$oByt z-*vIAmU}o1^QEYuaAN~|fSj;teq;kDJO#)> MRKqxkq}hp>y4VXzV+1r=A)JJbv`(B)A5x;<30&9&hZO z+uHF>;U(E#d6Zct6iH<9L-O5EMZ;V*h%Ro{`Cg6v*;GNa+jE&ZNmn(=llqSH$$jao zZ!pEM958M@a4`465_$|`#WE1*=yz@d(Da%mw~`d;dwHB=p8FQVko^8uZx;b{7`~Dq z(#eLbys^F(efiQv@^EErWW}k+w1oXZUaIP<*VfvfsiZtC&pKH-eCPJ}b6S3;Z!w#) z4|$#)2zAu<>Fgbq@?}2vB6e54v7D9~&Z0I^(83OP^D2)s{^q@Vm%%KnH3$@9F#iFX z ^FEP`S}xCx zXHF8E?4A*F7y3EUB0G253}z0@c9yCui;cYCZ9sv1A|XfNcZQ9P?atK?o!b>vv0wEc zsHlYfl&l4l>*=>Q1aPwyA|fIH!OjCq`Bp!iZ{Tf9d9ug?{FjC_+1NK2hp9#q%vdg% zcKKlFJk=oaRaNisSstbS`@rU%9NFA-KqrpjronWWI!W@+_#u(m*%Ox%$ekG5uVl(L zRa2wB5hmPo7XNXwwC>r hFnizF4!Q|1$PqMaQHH-y*b!^s@X!Y==ecDr1HXl`n z-+lmoCJKqO4Lge`CE!a={7icMtzfXwIIy6~zvKBO-fbcj9J>*P^RgR<%X2pL1y30I z6xPipr$jNuy!P7;p+}9Y0hS|`LT_aAj4+s|5E*+^Z+j-W!v|S5S6U3Yl7NT8LvI1* zP0h|;xV8e_safu-xVZTF*uU;Z%OKWzP`)-Yxv=oR)wi^@sV?KEc*T=R5N@J#Hn`=I z3NP*VhU*uvyHn^sDbd&Cn2Pj`4r0zK`s5vn(|Eh q<5jK)s? zZ%Q9u_X9(Bh?WPAw@%yNc2Mt8N9W`*h+x;32MvRS(lu~ze7+$ zpZn_D53@2LRK!VlHa_P*-->XHri#*+y|EFHSbZZL9vUa#Dn08H_xWQ1$=B+H7mpq3 zuTQQly)4k=4D{fRmdP71x4zd+m vjHyS%KbLk6Y3agv*2TCjq^bQ-|?Y*%Nc01Kdn9S) )wKy{FlCB*l_Fo-l4%zggH&s-_I`CQFn z!371M<_p1G%M+^Pg`FJXg%dVnqO;0d^vp??n8J_;16e6lYS?#m36I)U+N7ojeK!I) zIF_Qq9e+sOPni54A8 EiAb2qLjp2@}k{6Fe_oj@NGBlAPK8iII@BI zI1btD3J_dqKl#0?9sdISJ`j#6W$9E RV^?6bxdf9 zE+qBP4t8YLBfN37kQR> JxaoPp${YL4iHm|4lM2Y6`fR5cuqB#}k^H_wQdr{eAhe4=6Z< za6b1De36vEhTYPOg6+)rIaWUS3_7Nkmi1uKA)JS!dgtVa4 zj-Pxw9T%Tje z6Mv*!aXas!%)^3SV6Z)V6E5su3nk|NxUi87EcOw6H-v(&ZUCI-{gEJa4Y^@kTQ2a} zS0StL3<6DZG?7+yqPF=rVGVf~6mWq^_7R7>3dbYLCIjx@0YZVabFc=SAwiM{@$7W} zRQ!FBzS7Nq7P*g4H-jnlfA*Ho+(g|O%g%T_-ZU&S5@_9N(6a }bdkG{Y;)S^VGQMi4LfL*pqgGhOL+MO z#Kh=WSqb5bh%N{pAJ}p8^5P7Clt?~C^K}d|)T#^_2355)W5foVgoRZEatv1rO ~!JR5J88HFW?;U xXTw_oTb0y=GdkLvmJ=P$nM&vmO~ ztJl{_rjg;q_Ihysx)p`&O4AY1czT$a+&ll?twJyVy<45ELvsKaUH~f@0q778c@1JN z5p>Tw@Zw1*DBc0O*9V`a?aGg&Ifkf3mP{2Km-JRO7mHD9!v~G|yDXpdY?E| P^%$$BAnm>nXt=$3H*7JTWv*U(|255ef zyDUc2xU8vdtHnc~#%Skrd`t!qzrQSCe_J(6{Uv-g%~=|c4U*m*9Y3fO-F y691+nwuj}tKrLZa3l<;WmpC+JP z7rt&SdW*W<4k^V^ B^;}fp~)AV$)CAB zX(sb$E&iu{B9&Xx1ir @rIDNfCrLB4V ztdHlfAgo5ym-Q5+MH-29J2+ss?QGd}uKd%K*9-r7oXZB9J6`_k`RjpBu0>{oMyV@* z_6KY%AD@la|KrM_ g1dN)zaO>jk_tAU#7oMn!FSq56>T$t<{i1o}?t9%-sKXh?~K;FNGY0x 4Nt|oIS zRxAF0$LeKQ4LfTrH(sU{9hoq1cl~&x{cPfirL((s+Ent6E-vQ>#mneuqJ>s;nl?b( zpg+|w{>_{gZu;diBi^g!B{XdycXKY*Ch=TZx4)l&@5g7Nsk#b9)n{i}} Tu4=7OpKh47B~cWHCiG`m6a!q3wJxObaHa~26IQsQ?xy{z_E`!o#=T<)rR`( z*4KA$aP*-LqdF|TZS &$ zp6!M8?8e>DeDddS(ACiJg838YS#Muo{xHo87kKfSy#qvn3210(tzrB82p8sE qfp^WmBDd-izz{0YwY^DRJxd98+u9TKg?u%)egUc`YK|I_+7ke071db5drb zt=p@I-RO 6{*J^ar;**o_7qqig zSpW+@lHR|DnT4g(7VUYY^0qELo4DuGJva;EFTPTg`RZ(%biv}VS7i33w {`RS-PQMxl8E~fl8=0}gjXRjQ_)4l)T!5WsDM<37ahuasQ !1r-YfASrtho8rYn`KZAV|w`qgqwo!beh{@a4 z#PN0MssshgpnCB#Yd~xKVb!_5+18*J+1Xp5XxQ|CG05DbZFse?>(f`oJM%*=Mzm}k ziq`nzAxVB>P!e 7#V6!4AWCRfAO$MO!m!c{%7;H(J9Ag3bI@-zNRvB67*wo z Zcz2`Lz1YlQT~>$ef|k5aI8V@F($-Qf>XN$X#O z_L$qSOF1a$o1kA3^mDXQjbT^TYmktUpxhTZ(CI>B5+O%TDOBwBIh9!jh>E-U_(cY4 zdH)=p^%QEat*VXYp?HUl%!AHrSBqwE$GU=xR8CxS{Od U^Ys2gKnHLKlXJg!E~ z8F<_x _u$fF z hs^k&i=i0h$ z8@o3ZBc1u{ERX7^e9hM?-9P3g$9-D3*ypA2J@KKYH{-2xubf>Ww0SP32bJqZpLG_p zAC9SXej2^3aDc@x`;48-_!}UngPP4j4bWYxK>%fW^86oM#$NEzqvpRti+Bg(P(GK? zZ!oC!CC&C;y9P!$-mImZ$!Oej@e8a*>J?J_Ci(-ZuAdoolvT3|o^Y_f^g5lIrKLr0 zfayoSbZbXv-yz)_N&qv@^CwzeFaE4#uEl+6np>cV>R4iO-Bh7ea}XbY?zC%1zjT*S z_(M^fZ8!w(=g~ZkiCKYztqc@{T>?qyz(wWcY@MANVG?=1ACwT AA0r&3akCOEN#CNZaxA)8e_;2e?Yw8AR#m zXJ=R&Kd^V7owtigKa7?{*7Zc{3A)LR;&!WEwT(sCyQ$3Sq*U8!syDA)ud>RTeKX&I zB)qQ>Du>1Y+NPb@9Yu*PJLK*@ z$*x=Q9~VHJm<2uhY-Mg el9+tfZsp3`)cHoT zWy9CfRgv4`y$a)2%}GvP8S;%yTj^V^m$qH(NUz~Gs}y*iy#Y1s-G>jdP-S)Y@eXJB zHSr@2fpbT(%);1uUhQrbG$;T{%EBLgI0F`B{OASWMmKvYV~}2eswEYzL^yl#)t(`y zb^tbYGR_5zrd8lc0<%AhYO@!*<&?lAn7-iLSOyth?)_uZVBs+X0RDrfcK|rLfc$7* z9wug!q^YlyZOdt$Hzd;d<1PjD3nS`gZ;w04ZEFL^D%$Ree~(DxDr#nH+csRs&g2^P zqWEXg!nnJu>oS#-{ztC{{y9B1t{^igm{1WI$FiY!C~7v@eT(F1eM9Z&xUItlA*OvC zADPZugr&u1Z(i26ZFH>uyq3tNfhWxY=EdZ#3Viwyn`7_}-I_6IGrIv`=Z s78cgYv|w}x;*2g#r?9zkrXD%hSP$A#U}``w&AIl~ZzF^&S3DP| z$OgPLI|%)gjS5en&`Km(U|`@e4UJ9YiQc !9133~L4rQ0TEl&+eaY zqLf~=P8F}e3G#SK@4N~?FYmm;oMQ9X =kgDbh 56sWsziw!R$V!&B0@S%JPG1evKXCHcIviwO z*C>Bi`eT^rdh$!a>NgAJQUb!SVkN!ObG^$Jsy7=uhB)(LBIB(rinm^5sAL&(H92zs zQ_cQ2cS-k}{La1h-xa)keF-E|P+)&?xn9^)WIx=ycdti(RsmF^8QP38lVU(nY3Hh# zVG+a$f`@28?X<49j}I3ZZ2fPQwX` Dbc##dEW zzYemL$M0_W?~wByGBw=}n`q9)ScR--@#{W_gmS$7%0R8+vcmmRQK`~gNpFoVvsLQr zZ+6d%efn-n?XiiUlYcCnv-wR{+?;{dVd m+jU6RhSOmyQ~`j&4rV7Na9*j) zP;Y==ODdj*@?yBZ|C))x#?Lg2eJnk#dLa$pQU{w)9aOWDRf+skQ1exGVJ<8)cBQbA zVEjcpj`|v^Km$ha(L*^`wDh&k_v?3zbUx2Zt`=!B9{hQ;Cq?+gkQwD^!TURLg@VOV z`vY<%Q}DT<4P7@Xc#fW^NwgXk+_#S&4;*OC=Q6iXCTRrbgG}n(`}f6ItzL_>g^R&@ z!3b`*x9(R(W(}b%mdQX@$yMB0T=%}^uQU<3sURui@XzB zMfsHHD@y-t&Q>=&a)PG%7hasI>uWV_UAo(QIHbQFbJ5LY(_W=4+M(da-5;iB8tO%k zq)kJ rkDQwp#9EfUTG5R*6wUpSwp zb2lW!8;!c&ok>WAyK&BbHPqsR0+j<%PJG_sgrcI;UYcQxaF^MHaC-iA+B!k{dV%BO zVT1M?x<+oEmb$#>K&8 !g}G8W;=dqs{M}>maVyr&;=dR)qOO0uVZ8+5Okgnm%>>#P(C@X6#u>qzQ>;$ z&xIS1=X4=!PXBNi>j7p>fyaY)_6_f(!Rt&;7Qm0uWYUERjtMm9*}t1EI)ySiZDY#r zV-;y)dT`1l#BezU4^3b6R+AhTUem*qJMj an>5!sA_Fnk3!S6nALHfYogHfS4_ zAw!jz+)rTBuSTA1*5a-uK1p_Mh>m{m+$J0@NCheP4V{pSz9o-39naCti4ETh^lM!! z=s@X;97`>bO*X55)%^Wu2YM!db++)I_ls6q|NRwQT JazUc605U~X7spaH70Dp|M^y?qy~RXGnsDTdR=^`2u##bh-14SUrd=U8-Ybs zIWk`g1?kZd3-V~9Q@lyT@83W5LLgIu7(aH5QiT0RXj|}3B?SQTz{Q3UD}7205+o(1 zfDae{U*C;gy@K+#yu2%NagGN_jIiej_S!Ova~>Naolrs`c}lrL|2D_S`%=rpLZB4E z zFPXPuMRqgJcHal d~Zuk~IiCoO%k z&^mN#{_mrxf }q$&HyTf4^fxxO}dqAh)9 Lk7J@xVStwUw`~WIhb_|AE;HBoG z82Rtn$_?39u(=eS*;8bl1xL@Vt}sRVR982C%c#As?mEzKVhPn#FkCG$vPqN7KiKHR z8Iev)7V <8# z+}6@MZF`(tgN2N9P>dIdDO~V>b>2$uj7jkKS^VY5i50gKshT&G@AE&u&dknsqows0 zy3<-949gnSjwzu8hQOjECvS{wmI*KPC+JVR{a|eITqLrGA_!pa-n(}lQQ?CSd7Hh_ z#U8iuw+9g*6NeYm^XEzaf+<18LEOhkHwj )-4pn5XZ)oV;?Kw@m zdH3ntGz>e>pz%Qfd8~w8c?ZaC2-yZRWApi -V?!W#FKRj$ jVC;ysAZ z@B%P$<}D=Sk^Z1QCAR`EtCG*38Q_XkjO8*q+rGF>TKb92X6Y8~Yxz6_clF!+b{VaA zy_6#sHGb!!g>%RK%#~Evuk88Q8<-<|J@$)3f#(n1QLDqk_8(X_g4)etl%u=sYEHS& z>1(HZ+52zh9rNisH$EDoefqGwyEvHkH%Wfv?S1@3TuRD1aB^hf$-4JK-FD&$mwRD* z)w%uBe>$j0`xo{C+|c{)$lHE<%U)vXw`H%%3bG#?e}o4=dUTWNwCgg6xX^>I3*@JO z3Mo&16mX0;h?luyDM))p;ga0}Hk? E(Luf$Z%tPbnS(nc@OPeqx_ z6s&G0EFzf|yJEIRr WByPN5d(4G> zeP0D5B|IfFDmiLp>*dxo$IJJvg{n Ws1vbttBg2j!H41BL_!WH~zQw!{a=tjP@ds+xV}8YKQkQ>3Mt)$?Q@xN`TGw(t z&)2)F{P1{<8154^Oz&<@5xGBk+;3}GI19#mvMXOWYXCnqeZfXmawX05ve!gT)>6(o zwKn}u17}?go5$&Ge(Of>=`oBhp4U{jsfdl5dAG*g(2H;p#t_dtkOGluLxcAS0t>&x zZZPypG0?}+&f~R?06|Z1ByD73@&(PxaN-KAxq;vxH8$o1;Omc2+IPiXzdZ{Dm)x;q z+&ErAn^M2H{3=og2VF!+&?-V4Yz$YE%&CES2phEvOR*S^)Kp +Wuv=e)Sil(dX}rj$Y{OTuA~gktd=z_SAB!IW0hIIh&HATHq&o Kq0nK%wG|kC3Q?$bPn?=-R`5X8uAM zl{GaLu#NY^RIX)EtcObPJ!u$e@ylA~YfH;*pgYVk75jtTYn;{G`QwLodHGR1jP)?I z %5ullPg4$=O3s$NDe`wCc^>RM#wn><-O@2FHGbyF?{}2c zU#3!b^uAZ; _?qsOP>$=i$15>|fG)(c#&$e^Vh5F{Qqi*&OKQnHE> z&&5lK7Jb$p#IcNA$zF)25_)=Ii2d=21QP&E@becqVyOkm x0eVPmS; vr+0I}G}!g7ls zUQkiF0;e5|lbKI2l#z&g>tAN{r0A2vyz-XUyoqVXifV$}9&yCE2_&T%AAY`->QaB+ zd+MwA#93Z%{@R_ptaXfshM^9Z1b^8IY`(o9^>=n>9rN&z#v)4v`VN#t M*vVr4#1xlUhI~9$I1pIr==gZukep)}$}9)% zd*nXv8?K{y+P^$&|7;qYypt T^$CTyzlB z3Ddt;tF{c$`t|!eRb|52;+zU678|~NHDX|Snn$bUnUb^en|u0Z<7KB^XC9m5(kB!7 zCN`yC(nOYpB&N%U#ro5{A^YUyBnfdCBk|gbVM(fhGtU NclU#XolH^WEQ#3dzgJjDb?OTHC->SmQTa^Q zo^qW|rWN&~jeEPhkKDdVb7=Q*Chk|q^tHC`FJsp}H1H GvWy9SHPC2*I7~+GoKbM{Duq;{!CnUFgM~kAX+jP0qUZ#RV5b z$uU21U$Vj?ScVYtyD&kd6cRNxq 3 zs=e7y2zcJr>C0YDoOeTy2t99Fo|Q41hR|X?oxS1fZ>_Uk>&)|ian0XdSz~y1(~M4E zIy1{cJ5$Bp;`l|{Wli-58po!CEZ*$QUbGk(@bzJ_y}3L%+^RqzzND3#+so(;y!j8I z8dP|6I`hpNR-yyDzo3|zOzFS`f)f1FQ3TpGs4cE8Q&3j^GVe|4nQd-g@F8AZu3GL> z_^b&qZ6P*p4h~ZJjgG2z&wbhI9^sOA7xOr_+2l`d#^#}h+;$FzKNU#7Y$3EL`7q$g zK5vPGYk1+quTx2{Lp%RGI=VKXZbZI9CJTqra=L9LyN~1z?cXmn)R&~OJ6OBTi#d#L z_hKh~RJTy8EB))u5 2C@^OjT!;r)=3Uh#pzMse%&Z{Wz5{qym~ zQ9Q&oY}#c7Hjp18J7Qee+6f;dCbXUH-~zUqEo(pilW?`VkxgE{9@tecrdTIGM8Y9X z >YL2>&sE=JD6tC$^Tm^Ze5s+-ey}Uy&GF&(= z5dZr18I2h6!n-Tn^Ui9#VvnfeD{B^=#3!ExO0O|8GBR*#&{X}Q#|1_%3L6p`z7<@_ zOSMzl$#B|Z+DyPO_rC7D525Nq7*8U`K3!0Kk+Aj{XhlCh26P1ZQ6~^7t)2W7k{(d4 zm%Iw-geLM0&x|m#H*z@(oYIv7- z|lRge+8j<|TR{%aKYaBva17 z;mCFTJr7Yt8B3L6!T}YzDfmI1Fe6i`NEUk}L;WzKFdFX$($z4HgYLR>+%EnKxjzDH z1No@H4SD{ut})VYspd^H`IRPaz}{ZfXqH=lceTuAhh%06|9&q+uiq~vY2UO)8SLKA z@s@=pP`E4XSwnVi;6u+IfL8weEMu1rcZ+?vyNBuv+l$SQLx4e^QjzioT%(=y>lYrl zzrJ;j{5Nk0$YV6pNAmg;lkNrw-@wCNljrshaT$JGI+%y3uDfIV_6`i&dJBPK03uK0 z4^^JtksHc>LLHD`m%s`(6&aQRR!`x naaS-DrhH1hH@nDw-J-Gix| z=WHYhp%Kaf5z)7Y5J8GS^sv)X^8E1=C*U7*<5PD()U!pz9dcf0oEBlG7zf);P;pVs z$jNjLdRWfh6koe;GNg_BmCG%f(W{X>UXz<}KC`BnA6Y!JyKlBF2$1iqr>W6u3R;xZ zG6UZaN9qSOFa62o=KI93q)(ZIK+^ z{mwE}q)8 z)9-dOe4WZinvf0HA;h)i_cZK>_F(a$?x!s&Cu3FjF0nhrJ|i0$gTR%R#Rji+3k>z_ ze^~?Rg)8cf!F}<;^|_mF3+Z{zb+e<9M4}l7Dt|EMv*Gf(i~ q;!Wc! zZ)c#F{vGrAP3tvPnf04A4$!!rJa;9S?R>Jx#HeP^aMUmFEs|+3W0V!NfCxiZL@hh8 zBFO^cgfk*x-T_l2u}{exR^OL|5j4hdc`cF7+JRq3hTGiJCH9i$S_rnKP`JjMYN4|G z1{ptUd5@Au^E!~ManTK{jx;n@el4Z*4$ r~!H@Pph=ND=`q zqaBC01RULw(f{QI3(9BCAN$)T`2+=rL_K#q9%Lm7JP>czQFKzzEKAAlPo(u20>g6* zUfjT%x-s6X44Q`NB$xSn2AClTVk?mQUdIua(c6q;hucm>L|)n=nHqPprHVf8qLsqh z-)j5#W!PQ5hi`N-e%7ZUWs>KHi*dcmGyb8>j99e6gNfJ8;|^+51ZD34VoYo{OGd~N z3%YNv=wzb#t+|gMrzWv=61pJ{RY8mwa=5eL)u1Ax{*?Q){)+~Ny^^-)H~4q^dN>=$ zGD^K^iRzf$LqQ*eVfI76w^HiwHKQ6LNgLQzSj7c@hSCSWk7;Rr*R!8F;2TE3-hI!8 zMg@?6vtRr0k#w_Lchj(8Kjmd*AL|kigNDc5={q`y_w&Sal&}Rzh6}C4yce>&>y<|x zfBn9CFGG!T{Yw5_ZLL6=b++?t=kaT6Pjx1{|8af#G+pgov=v@v$$Uc 5z1Aahb95?v1`=QXA+3m;+ZhAsKdX#O#} zf06nv1z5yjV%W^}f92V^vx|f<$k&KYQW9%UIVm*!!=wE6sLGvdX{Sz&v$mF2P(h93 zeOt5L^qAWzTFA#jKJt}x+;qz98t#zRYV>-$P5Q*ShR+oYVS-Lj5uw)ux;>HQK%aRK zK5waGKqg`b%iO`2h703nk<-@JLg >KUW^wk_E^v&B#vd? z1Q?W=&I53?4v8tI*H!GiVexoybiyM4gKU{nOvwp;OK0DSE5p6#Mt>hNJavmddYXM_ za9>ME5T7-E*UsSMI$BoRvkBQ-1CGMkd(Hbb=2s+x2gx_=*#ZPlaC;ou2eE;~XR-@D z<|FA`b(Ppvx-aM!+P2kQx^c&vC~FeZF3?ufK+)vF&Lmn(!_y#W)3H Y%a-#z}3E~croUV!*2tF=EpDmSvY=nUs%KUm~w6QM`E&ELY72F&x>=B zgFo8z3U?9H*{Sc_7_&gO0#v!~3C7zrvM9!11Zd1_j3)-Z%0`?l;&7Q<_&$P$6=*cJ z p%0ZWEw&z~Q4-s-q)VIieZ|8B2I$rAEeJq7$IVmA8*qS8uh z>n5T495^}b#hf5Y5#nX#Em}wa{7A`kCI-!1RRxgK?}t>%)r`E87FlArzdWHE^lNP6 zkC;oq-=S9kW$@j~#e(GIwTA|J%$)95+E}D38%#928uWSoN3nLwiDo}FEy)W~@L0Z4 z;eVeBNp$+~3LrP72)&tBcrCykgz#?;UjDNO6FGt&KJ4|UPq<;wFuO5G@-iL0ns%u~ z_VFnw5S9=w5G$A@Hx>fuLSORKj6*G8UB8Lj^IL#&KY985IW@#76pD?_h_mP7w95*1 z3FnU&oPr!ur-DDEjP86qIIqdeU#I;0Nf}>jh`=RJ%}W39z$N$?lPA!}qy|z3Ud3*7 zFl`}% ag{LcQ0EcLo9h0c zC?R?-me93(4s!Kd5Q4igMlurm3<5D3`Bq|*cBUaw6Q`~MN>7wSLV3guCR(VfasDCI z_{d|`A9rX&GVbjS*a?k+SW5gA({|(Nx>nxwDec%~4N=5P$|3ME$sDSxc1&&JG(C52 zIb|(16`Bx(_h#Z9!dqwGOIIX1dOXN4{Fr$095fEY$29uQOh^7%0qd;Q%fZG>1xX3i zg8LyML~n>Kt~}jn73{-DKd+T+4^l39K1rNhR!f4bpqcQdz(&S`?juBWWwz?+ypMF8 zstA9vQ-=1A=xR7)(u1^5OL4_q1T`HUKiG`aU>I{=2c!*Ox%cm90E0{vN*>A?;L*xq z&73_B=SJcNr*)VAqtcqk>_uTTYj(Vus8ie`<$eHNjAgK?>X9ipF?n3J`2Lcv%g@iT z2yZEosp@?$|09pEN~W{vnhm1LYc9qS8HC_x7;KKAchmtho>dgWZi5(Cln_V>$^vbT zt&7VsH#adzg|Fe9IdI@W_^byqU^2u_YkGo(NG&ihn3V`-PM$m&cS%OGre@zBq8`Xu zerfrCB7%~nmj(Xh4k1Ea4-fkQtp16<&lL%0Q#tD(<1!7m)|7hxOIe?&b+&2CSuoTF zZVb{%jNs9H5f+~WORQ3Y5rOXu ZqIV}nn9t4jg# eJDiQ zNR=EQn%blbjB%k|gs7&jUT5Qx4{kV|7g9m^AvyJOzItDTTuiBC0a@^Yq5nBFwhtXX zyo?xjqopgLlS%<);-T~vaSZLKMWUP%$ule2{7C6Q zmHLj zeFXOdQZ5yoMOX;WNkc>94D>g|W&maZWJ8~YkuuS@wX}%;Ugqh1sPWkH%Iq+`hGe-@ z|7*=Q8MKn;KB#%~ovx&$ 3YYf4-3m)NRM0KAR;|%Y~Qo@mO9W!B-zPyD ?04baw!iWZ|D&GL?y!q} z0@;UwL?%>{ys;o!68BO m=Dai_JiNX4=*AVs{Nsut+JX@!V>+6<#_>Uyz zJ9A2Zg`a|C1kX)BkA76YFehVAOiEJI)bxfd3{oBpbL(nZOiD}?&w4s!dvF6IBhf+Q z_BjCmhZ;I>9mW_71LsDwbe9TVVirRHe;AD5l1C>e%W#)_ZQ3NEaBcjtG3Y4Y)RpLq z+G6~*{|b9bh_n$-Y7`je;5$~L*SqvqfPq0oa2=x-<2 08Bj~_Er4!OD> z#GH~1TesdM_i^-S#H_>R%aXuxcZ?kG!HCD@h&bf{^@yAc)X{F}5X(>nf;TqhyeL^v z@~XQzh&;TA9>4e`a2 @-V?ZI+FKeAqF~fdZZQ znUT`>=3JR1I8W~2dj`ekJ*<}RtlAbtZTpV^YVz&5j80^4rO5rskxaM>Zf;R<6eh7z zD1SnIEsMxW=SPJW__grnXtMEW1$O2+Zaxmi9XU~SvaH!aMf68=`8KN fK1DT_D+4HeN!Io6==K_mSw{Cln;t!vwH z_8@Ej>Eo3WeocpMTQ3hj`$x(JQLTC?|IFTy+1+DO-p~uBG!G+J7}U%>m1!NF5|4fH z)xd!cq{QUDfkMnwMF)l%o+WYsOpx0c8bnE=FHnJ6HqE@2i;$E_XA)Q%jOsY@UbUNM zHSfig%(y9!7`lHHUH^)Of`=Q2oDT>KN5LjLU6Ip5R3vaow6>%X6Z;mp(Md^C#bQZ@ z!xRcUr^|D576x8B4*yEXfAfZ l5zVZl(?jgKL0;bs=kQ0I38j$JvU_ISqiLkuW`wW(A%Y1CPNU1Ikvvx z_ks3TbG97sjw|0zQ|5WU;(e7*wGc!THBrxT?3h^lr6`PMdfMgbafd}IP{buCKFOj9 zklXPUY1~?1Id3n%%%{$4y#t_{9{JQ;R73J1Cz*4ir@9rB*_PDd`yt}l=Ppxs^hdHr z$`d`j!TV=2_0U?nj$@2?P5`K%dEb5s)Eg`f-?;NU>n;>TURX*3u546w RK4v=f@G(I^dEAE}>#86u{fD#`~)m0R sKjwEwCEvTb#b6qEh2f zsNuANhpu_=woTP1${+eie4o~R|DW>pXFrnpx2OJ+Dw } z`O+q1TNuR8K+85mfC_HPMmRU*t8p1pt4w)Z4)|AbO>~=N3oL2(gP6uRUjD1GOZJ1% zPomfFIi!7595X^c63^|R3JhM_Gn&nSag0U6mUTq8=gjL@dw#^A)$F2H>d`0vguA*s z6@RUJ-cHQMIb>$`Lw+$YGLjwL$F{D*moqU@qkGHNCu~2>DBBj@zbO5t$zQ>$Z5Sa= z;CCVsBrXZ>(gDK&6eW=rr&X25WfcFP3*pfssmtuP8XL{E+lAbMWcB|@Fptx~J?F5U z-57o$7+DCF@E5P|+WY5p@)L+Z pV%b&_VktN_fLKXU~dr> zx=J{QdRW{nIU$!`b`IswYPOoEq*@{u^^cZupRkZ^Bv?nVWECP4I+X%pWI`Yf3NeTR z)p`8fqxvIlz4Hnz|78Cae|a?UMuDuvH0K6c69`CNK%l!Y&XCD~aibeOM5|m^ejSzh zxp`seV?^iuJrEMUe~K%M(2ildq&c+YGGX@cpdA; kxn&!pcP?W`P^7Z1GG3@)ZIeyz~uHU!1pkAvlSMF3y=qwwDdN(i|*p%JAwq7n0S$*T1gjG-cmRD z4O2b6;Nx4}ivKD_Z~w0cw_8w<4rnHRfZ!sxkar=i!f3whT5Bg5O COdIcQe0skW!&a%X1u@=CgknmV2n6BoF2@qPJ&tmNSH4qtW z9vnMeSJxK!%J?6Xi}3$3xd^5wo=(U@7YEM+WI#SF2l=LT;k+~4)Q8i{JM`0>u~m_< ztRD|QP*2P>evy6ETcL5q`$Qk__S?jY1bTnA|EvxkRKe8@QLzm2qidn3-DyHXLP9Tp z1ndw%{vT#wJiEFkAy%?=c8u{q?~?BDe{xb1`tRGKLdIOIne#I6$(IF0L-1!pB~mw& zW2#6pnOJgr@UMZKJdK^(!th%XeNY?*#&tqFQiS@9Q~)NR<{Wez-;R-Ys`~o3fNY|N zPGU9j2q2jHmbDfhle+pPZ7SQg{UrHMnkSKg|D&3w1MBYu061Um#exq{t!2N{&prCI z(kbJfn&|rbP4SY&e9R;n*y#4)-;L#z6dv+{qmw_Iu?i}4kF>Z?cXTtYfS(}+pKGi^ zXo9?NyQW-d>F0d*c4oit>eGJ&mY|FP-6eAhGhKnrUS3|VgCjHxd>41f`%V|PS74KJ z4TvxY0C}j~_Wgxc(&%2zs>*X2oWR6-AL6Z~52O2uYHL>*V-TNSQ=s>%KkzK$Z9b*L zD)iRt=KL-=Fi<|lJ <#lPYQAEq-e^ z>1S0| y>TKoqQ8usL=5^txxYyYklNu8mfC&Qmvtp!=r>g?LgV3SKr? zXdD4e0fB_rT%7*0OkDiq`UdBoANTn}s)moaUVRv9KlS^XZG1CrRMW8B_1al>1qxi< zVlUV!l@Yb0Xp8NQyU9r4i4obANc~()A}6JE31Rey7Ssr~LaPTh505|+*apvOE;PJ` zFAr)}Sp_Y*!ZQ7N9ram`gT_}`RPFbF75gOm#eqj};XzWgtg5loiT0ic)*^Yd+K%)Y z*|oeM*PDp|D7Eg>($WsJ9x9tmgt&EPEF~5V^dlG%o0?3xW8@lc4r*fl^j*w-y%M>b zCkZQg_4`C&(tsuyv2iIi$}^+!sayY8?vXJs2QU3j#-0$ 6@6{e8zz;hTExw*_0k)}nRnilSMXmW_o$VVJRMC5*6hSv58w9!f&tO>$V_o= ztUmZva6I3>Jqha>_2M^65zcNmJr9q9RGKgN5D+ikJac^zdC&_01Wln{#~N?>%n*av zCS+-9%UqM#2bfsAK7Vmnh)lEW)ar4h87LI@o{oCnw)94HTj`)JuI=>LL$MVv8;LuX zZlC?>WyZtPAR}w`dA|cq%LFLbk@V$PNjFEL_JT+lfjv3JfJ9^D!_)M1^%;*WQ+`1~ z!uj(yZFqbVN-|6`l^`c2=-{HEbMq+INa{=&sKnv*$FQ-ZF&GuV5r$t5R|lgsCw*P0 zBFczP^L&IGHH^ fw9&&4Nvp$&*{^ zgg^4<7$_8eJEI{{FPW3pq8I3qR($&Xk0UToc{=z$0B>yzW?rQx6RH~aI3&UMlqTNj zL)8ua0ra_wk=p3yY<|G#whBHMp#)CBdnD{#nb~OoafF>ggi$bJmpyuv8e?L-31%j^ zjh~lq!vlAo#KHb2$1Uu#)dp-uT1ynXJk+l3N=^tZ7^!OQH#`(lC1`oQ!Tdlp{2H xep^IyusA)OfrU!zzf*NJopf#}I<4rKCz)qa`GJrAzG&G0Sgz!U4g5 zbB%EP`Ee_NJp<>h_2q7P>;nv2{pKw4CbmW8=!dk@I6P5&XT^8TN51)?t;{C4J|6n_FESjtt8W%eE=pjXC||PjMBwI(B036cc&*pkQcnH%Kk0L#z}rlwNkKlI z69xtpR2_T32{qOY*e0ddm`t7w>VMh~iNfDrU0@()MwFs#yY2%&M6oL7;NrM~!Ybvy z3CZwl?Tg!o?y!n22OS8^mnl3+(i6voJ)#{W7!qMIlg0!JDKDVV6IrXue52k*pWfX~ zZJYRd-Px4YUmte;m^FN<@G!BzLv>L4$2ule)l-23^f0^&9BNw^>m;PZnAaN9(0Med z>{?oDGYyLaM#m9~g-8Ss8)i23-V8w5didy3AA6=yofle|E<(E9CF#sE9+J43l<#Fb zNJIvf;bkV@Rt)E#SU?1nL(m0%t|51eIdfa!{kzIK=f{KRkt$bdXgagsaf4iabw+ zRjj;O#VdDZvI* @ek!uj2g^8Yzy>>a~mD7=B>E87gITl86ABLa+ zTHJ6eG;&j$hg?D3^fr@s#`=KqjcxB<=G;(vGEUzgiuCLS_s^^ zuOHH1*l$?WY0tko)_;Du{aDJ);)KWU;TaOK=RbuHDa5YazsmWLV|Mn4^WuQfqCe a?mF|`oIIl`Fvq(fzVZ{XU#VQCBlw?T%1Uy0ntEYW7 zf%(yF^xRaoUEz8THq*k+a@5ntgN$99xn|3#jZIB Hpk)-87m)>QAjAa0 z!k>(GryK){t!|cR!Lz`PQsUHHJ>iVhqW8bqS2u28>+-#MC4ejp9QAL%dkopVGI)|) zDX>mMqV=Iv_OnmP;0W) Nn?$gE4PX1&+8pigoNeA6Rago^9NL!DaYayE>NF~IB`?TW$p6lyr zp(h`!t_w;T9dR#_p~|F&8i8^Z=*?5q$dB2Xn3toh2$ruW@3WUDrkSlvI^(v z4wV|llFa+xy!B7xh)Bfhts9=s-w~-XWWQC??|xse{!f42i7 E4SWoimwG?pPE^S;#IXQSy?qodsod*Mp`{lcPZl+S$KeBGw zA(=$fk#IVFv9IDho;3(JWZ-S@8 ?xO(x>@&heGeFRp-G~fXAllt7|zPvtPv+Xhr ztz8kty-#0|cihW0lZM5do#`TBx=Hid$Hbw{q5CwNpL{d2IBe-9vpHbnC3*X2xb{5) zoF}Jr9}R?mGgQB^%<%f&OMc&iX<6u0R+qJEAL~5xXywWVXI^1*H7ger8#}?08<$hR z|2)Vm{08I7fxiBM_#tH=qHFH7FoqeQP$9;2gmH`33E`+soD_Nusj>;!H3t#3>XV7o zW)2M3x5!aq&f6y>!&nbltyfP>Zc|g!bNOoY%+JXz%#BFYynjEYV_0twY=d;lN8yLV zxpOBqNj+{d@QivcPI>m$#eS&q5JdqBPEK!&?(7>4?1Z*#!EMu-&a6TiC4J))+gyD< zuVj7ss>?Kl&Xf7GZm;I+fFsK IKp)VNWn_hJ$ik z?y$yNXi9MKqrF^&5ou1B&OgT4i_sQDC`U{~?}N`wUMOy)>xoNSF^pwm>uq_#3nD&b zP*A~#`EB0sSM=0b%|j0iSM-(Q_$7QQ;tlQ0O954X4N22TU`Ia(#JX3{%Sw)d&5k2F z8(hY)>OJ`eaEvZ3yz_7))3EOuBO|ZrSuTO1uiTz_u@-~M_4N{XqtV~Giad9)*cEzZ zaC!0y&a$@6L~XL`^cWRAU~0DZURX#~=h30U48An+Pf2Gv$f9AXrNu-H-qTkmHHkYM z#$g GLhsi!R(7q*wnIE!winW8c_i;YnqUuQ?sp85o^}1X$Vl=PHM2 z#WYMyY5U|ymu* o67H4i-$zPPy!$?!R;1rWuGK%%8kFbzPAr1&=X6ZqZ3T=F(#H3ty&GXkpInKK+9 z==oqFE)2R 8^v%l}&sq48%=@ sA^W8MjDYoF_opY%%^0 5-2EBIxa-uZR zWS-YLe9I&7l$Dhr(N`K^EG}f*Q{Nu$Xjpgo$tmyfeJq&Kp{mL~#rNpX9vL~`l~0W< z_mn%^@cbC8y~Ug0d`9~)-M$(f+t=mSk}Jg%CgrGSxDu{#xVx+=DXNajHD_gcbaE%W zC$>pA4;BHXj`8$0f=3v1#H3vVR{C-6TNb!-0+N#a7DRTD0cV#sVyuLsmdM(O88;Hn zSd|o!ePLBPIrclC79( $8*2T3O!CFvK`d#F1kifyN*%UIPF8;xXAV*rg@VawfR>#?r~8$36FevXX3&c z*K()j1WV%3xRB@i^`o^`H7*6R@*?M)Xh;(YR@20=hcw|cGwo*ytuLCGc7i&-2Z^EK zwr7~z5mvD8*k;gn01g;dWf>|!!w1>q$(_OV;@^H{S{rmc-}xe;c4zdL*s;7;(+if{ zZu&_ck6n_)MjJhb$_x++9fc4ph)PB&usQQ06EaVv3cfHd#VD`gXr8*vo#8H+3dJ?f zI{)Mj1mF|2?lSyAgwf;|{{qv0Hlv?Og^i9`J*!a$k%Arr&pnIVF=MiVoV37bo~ER9 z4s$~)XUTA@87* Z|RPbdB1BDB;M2$kK145&Mdgq{B*9u?>gtUSou$-_40U}RGuY>kP60BhN_cQoF zzhT2wymb?hO3@<44Ml6+$=bz3ZtZ{m{QuMQ7yhN^*Ruo$L)av1XldbrBG1b_Ns9o- z%`USIoZ*XO?U0foot-?RNnUgP=D+<19+NRke;T`-0j=3$Ru%Z7%kV>2uU?(~y&Wgs zF<8%wepqsI*7EyXrY`{K$7W^ d1jA7GPw-DrZxZT)rp5I^AOE2B^xee+1X1{ z^drE?m%f(#>p)Uck}Q}hlrumC3|f|?^HG0m)*pL&d7Xi$1LZ0h5bqnvs!-GaUv>iz zkXcYDB(+AOppfE2eryxHkgbuNrY0khjq5l&D}}uA(fEe5Bl36#F%Q6NdWK~j|KbIa zB;3f&6>nU6;%Y3NJb9G-+)f{sR16`a6hTb67c!yuj6njM^Jv9>I41}@2ChNT#oY6Z zl`s7`Tj8mP?9ru@i(j7m_Jr{1s{H~Spw#~dvPu{#-q*XKm7akYbO=)x>zOCK@|lGB z5}Y|+Mz0eKvFCaJtaSda=~_8;ji>eE9<&*CDKSmgGKAN$3ZyB#;1+LLU(30ymx*P2 z<{iboVO0<{U#(}>=;dX0I05$@J>Ob$xf3VWU|{-=%scHS`ySnmjNC0n5J 2jcfu-1WDA7AIYNTb)JoN}%6(i&8Z~5-UtElqfdwRzfdpERJ7d~nKHLt@l z#lP(O{FNY9hTFqKRJDTpR9$|Z=$X2F%>PB|7m3)0x`&$Nt80oe@VE=p OE3X(~uKuZv3>P&?Ig q|W+_xArRz1fy-aryKP zdFnGKr<}8&1*%y{_3RI;`U4)xlB5=W1Hz}Tch7a~yN>H3M%1#t>&igg;LMEp6&n|K z7IVvprkprP0%}8a#pc_wV+WiMw^(O)QWM76(Pz>T`p`DH{s_@dg(bSFnHlNVVCRKs zsUVL4kA4qA``WGhR$vD5*Va`GYTqsel?|6H&L*r4OHb+;8MtwWQ+f|| y_lMQ zPs!FW2JWsSW9_BleJ1LaCN7;-Ph!8_(_Z 8&OcG4 v_pCpt3e^B||M(IwdX eI8VlJ=!fV(3m;TaiyC(Qh(r)u8g@Pw$x> z(KoJ;Hi#PMf*;+3uRH@{{79D2XWWcQJ{9NyIPI6IOVZv=ax0((*+O?}P?Xh3{#uLS zp1xq1fETolG?)N7#x$71S^;mF_}T*$TxtM=3T*f>A44KnLx+0|#H^I;t~Eg4IpFSU zp|lDnH+p)+hcSS38&DNnIS;=O-k05K{eSp+@3@@X{(n3>LS|7&NGVE)mZE`*A`NM2 zCzW>EQHernNSg-jsl5jc8X{?_q`imI{yvXf_jTW&-ygs0@i4B_*?GRl@qQhz@f;b0 z2PWU3a|gI6g(LBH0Yco1Z5shO5lkie*i1P)ZX=1g;bp(Jo`xA& (6I~u6VvJ@WVts-~A1Nt6V?o zbL&`k`hUF MUtX%Ad4C>b7t0GNYXOQ!J^o<6vzptZCDSktHA zZxdI-*+T Xd2P-EWGP Ufva?_IQwWYrI@tMS&GosAGBiHK zVoN|p2egLUVsMvX{){%xI~)O_uAfI$Luw37q9VOC((Uu%ZM=QL-v}})BodMitf2|7 zD#p)0z)){7tvM^r%y;tSNy2>t)JCH&LM;1}9@+b$Q@77%kdttdQa)a*12h`gH$kPT zHqg&6YHCKTW34+=owJ~0e+UO!lI^^oSB8PPG&r%izx3IIn} qQu zlb9#Hc@u^@6V=rb78asl7|9Td{M8sq0P&0=W9Eoz36&=hS-{kf$U~vEBN1rx5iuT+ zybhBrBP6K K(VE(S_Uv8|8F-}*r zl5ka;S5mI$Ha^`bue4!VvI%|2-d2Um;&{YDyMghowB7EpynU$^hCZr8h3WHj z{MH7{M|9d=$nY60S#M9!rFB$Oo@}5DPUMVr3GcdcsRk-_$Q|F~zQo6_o%5rk4}(2| zkoW|e0iWUfM- 1L>_Oq^A-B^(k0z9ng&+t(Lf( zY2p?<#cA( =6t|t^ z+E8+Xrgij=zrO3^vwfw>$AROP!YeMAZxVhWnQ*A!C0!0x8|^pss|{EA`E$KT$57mZ zEX7KQwHezjpORWgubvgXO*#;jXa(#w ht`x-w-c+na9p>L2y-q z+qa&_);-M*-!@$LUBz(u@|OH^W$B?phr8S^&x3!rO|RHAA+~!B*9{vTuhBTV9+o+C z%F>-5C|+x1l!~S9&2c;SN7wBSD8OKde84=4q>p{GCoMr)B)(lF#^I_Lmz{yhP+Nf@ zK ;vOV@NcGks&m35#O|(kD(f?xSvGEk5CzPH@S9;RjxOd$6{@eiq&CD6j zraD(rdJo|f_)jMJE@gwP&*|Tl|BP@*zLwYY9A++}>yqaiz5ZBMJUmbL 8%;we~r_s2KcKe8he`P|q%8NB#<3o6#q9gg@i9y9jbnVKmvcYFhpvm)DI zc8HRJ3}mMoRBSc@yRpq)>k~MgZnLx2q$=;tJVxXfnIvAoiBR~DtURnSiwOZ9<_}bR zGa^AafIZ&>lpV2E$`!3NHi_x^g$BtvMkCCJmA){o4&L!Ha}`}e?u|gL4}lr)sq*@Z z)h*R31x<}5GK^YVID4dHhS+VHqL;Equ5Y&%UHdxrfL&he`na0t;_VF=s01rUp`k zv^-MxyzWew(O6>A7&k=n49tSl35c8nTlNTj4Whk3%WH_)DcrSUOAj%RhAs}^5%Dz{ zcdk@%STH9 #m6nYJ8oFi)~uql=Sdgh{95q}f+TItDk^fKULrqY{9lvxPra2 hgW0%BXZAn=w(YCY0C9ssM2`vb+I))3D>=DC-T}%@}qB;&+*C+I6BzrBL6R|~- z=?-dTpK`z!!orS&9Yv%xQJp3w86*BDW3S_1nEX 8sGP*3n38p#iyKZgir& zs3V7G6VqymblUZK0Xh(TWI<_2;@>CZl;kDoNC!Zb882f1x>372DEhJ-1)(C$k1Q>6 z9KI58Xwcaa>c&Mw7K9D?_ppep54QRYA8&bCw5RzSnLH0{-r1NmoV5G8b@cDqe%iec ze)Gug`qFxMaI;$|!$OUcmw3YPjwer Sgbdlc8I zhX4ZlJQ^h11hq!fPuTB#u++i>G_+c*dV)u%r^}#D;{?_KQ76L`Wf!l-U{v2-)On*S zi*7gk%r{$3pJx4iVIzfIxKncf%iXDK&3ByMI(1EZ&BM}|FO*#Ud%HZ|@zZbK`FQT? z`1FESX1rpiiNdDdUCvS-@&_|=CBN6-URr2ddI}bzWJAWqY|plZVat2yMi2pEHF+EU ziBBgp!7%gXX-@wPO0fqza74iL`!Pr2&j}0+mt96GD`dqV6MZb)n0v6?)$%*I5#d2c zLglH~g1qfZj?KQjF28r6%;clGW9*P(t?>KVc$p5f0ZX(6WsaN8b&H)JN?lp}WXraw zno*9wzkeV$>2Y;Wh|T7u3Bjd K2n@hpF1~L&c__*HxnI2Bfo3G*H-2CqtUWtX=A%KY^t2VKXi4s(s8^beM_wJ zgPNZZ(MkO-^kMuRXaO3~L@BoR$K0BLtSYOntt|9p6drBV39VpvVuyVR2iernu4S;F zItgkmq+OB~9D2}GB6$(B#6fC48BO7a y zKKZe+meVp u=d)1xnd 4JwN;^-*Ys{MWo7F8}f9<}SzSO^CkXb+M3*7HeQk^& 8+vN%Leu9|xk=r()kEnuwENnfKGpH6 zbp{`eE&09vb!E%?QQILWTThL2kl0n#j`6zA;M2@rGE9Z0Q#h4A$-wL$u)!l%w$DH! zBF2bMr=hK_hC~!(-AD;qTUeqNe`wCJOiZy;RZ`l6Z5&>F*_ZX~$7$P<((aq#0{{rW z|2muHdwTU8UHe*}mM8ZGxUZ^@T{u->f+n!@alyX1mb!RhPljidmHqlpSM3$HjT|wR z$e6mHU(TLveK0_kG%rlMpP0xup2k$B1U(g(C%$O%qXoBq_eXjJRH9O+)(L6fBQ`bz znVH;Z6JD~|EtEX1r)a`Du;phDRR+Dd;kEONEKxg7e)d 8GtuQ*IrYx!O` zyxS{lp44`%lC_-LU#E032BkPO{kEKVaRy}Zh5iVZyPU{GzD9d{$-kl4B!8HJ$3&$3 z2KsH{(=pgYz@~W!M*Yo5jhz-EtD~)+4Db5sdYwyMKm#?BPh&9U#Pt2i$FFJhIg9Me zW3ZBxr3XZO!W2Z;&K4aS)pSICaD;E<8-f)I|Mm1EsAMXY`+l$hUyJgR_Vf>odbR+_ z2gDF&)%0)))ABp-cfM6(MXo+7a=2>LXe~U&Cioh|v3)U*awD6Dg>=uAtd4b?w}TX$ zm*Q=wlE`lc4%M`SBkuEboK>A@XY)S%b0kpq@*}}#e(wHHs=@NYhA+e4Os)I!R%?=) zlV>spib6tPbB6T7K??(MW&Lh8G}a*rQK`KXDq(2gmjAP`#h$L(dVUl0gXr>Izt{%3 z6$~tkYT7O~Lc^mbny$t7z;N{j_!f?6Y&k90DHKszR`IXLBxHswwd=z#QWI9=KgNZ} zh|(6moRp4*=W1HI*v_2E=*!auc5&ZKV8q?01D-M4#(tmT>Dpu}$J%p9+P~_)Ck5A> zrUOIa&u#KEXbkw|)zMG@8~NPd|Hz }}KVgJ!0j4F~KVySeF^Qaxu~c2ks{7}(LoI;BE7pR?Y86=UtKqENZlu?EUHwFe!h zNnaZsacKB5a0g3z%wGxnCRG3a!0wl_&0FZ`HbCo8pI;ym_}XPFquS96as7eGPl%z; zDc?|eLevBSVnklVOkf{#+CTn=q4NKt^?%68%Uc#XsFuU(Vi`#TZ!|!iTkb9 kr+bux}6lr@v~Z0FEDF+hJP+v*^gvw|20^DW|`8!toz+!smjqyc-8I z&bP)L`dSqiz!{OE1`|8EWrkW<`ng6w7Ml&q*H5!esa6$-2o)^j)c?96!XWP?K=2;M zB43+~?kk3)JxcKI7ol_xv~fEOU7`J;27R#<2{L5RGyiTwn$c*xmd1LeX~_NB#J~F= zn$z4iqKE@!t@ZH6eek7kzR@8zDyk3_i2YP5ghIFBvoAoikZ3NM_0@@LW_=YhjB4KU zSim`oxUKoiPW bsZ5MO>ObTp#VD+IP#NRP{67|pV+w0keB%fsqm1W( zocU)!rVUKpk5R%kZ>~0w>Xq_V%cSf4tkrt_L0-9?ti78a_H? zD+C(xXY<(kT;f0}O=rVlx8<8h*4I4Q$kFVb)f?C;)*6>&y*321s8!BL8eT}msWI#$ zQw;b*m-#|AzJmSR-CI)R5C21Phhm^OP8>Y0Y>$TgO|0Sm&i`NmNb8l5Qi)GHt(_8v zCdaKObtwulz;yZA6oA;Q24eP=r6twHaa!VxQvRJ?^vrHegwHby@>`-aE6QWWSP$$x zqy0Yarm$Q}@^l@wKe%g;ndWYkbspOK+!m&0O=}zT=;s6ujGs~|vfGON^^RUQ>Umet z6B&Swpl~EDE_euJ^=jM&+n9ho33(Gt$*qvoj?jkxQavNo^B^m7MbHK*78br6RG@7N zDE6_XT|dQkME?3owgU&Qe7EUyD!2c%#ys)YR=Xe>Fd>;W>6H4l-!DqEac9MVrT}BI z&s|#@=f;@+0^^^bNn!?)oFK&WA7Kw&K_2HZZ0=ZBLK7O^-rg%H*!^Pr fO!?2fKDw0C-Qq8EV=hk5Q*`&`MeKpj5FWowx;bJ z41E-p*0FM0beYi(o3@s?^>P%@yfmD(ge%X*0llHcsf>b-{JCLbeEe-P6+^~_K{>I4 zQ;^_6LEz3p6oqr0^Ze`|^_PMAz^tJ3KuQgfz=>X{z={6q8Me 0KRpHlim8LNBrkyM*elX%)MWOm_ocuqv1);LB!Khg|4K))HI{fBQZAi z&TK}N_QVZk1EQHk=mC&W$3z$eZW`QiL7anaQQI`O?ec$_vqcrULn1owAOE%J6W@!A zBr1oC^mB|`OvDcoik CNxsP98nJ%a1&S58eKTZtiVz8k)z %vZHpUL zrMU2NP$O8nOl&zoz&rB!>6E!EzSgphbFtELtm`*#zHsT%ql;&z3}(BY{*apDd{L%z zpibOEFie``;Id)`!NAi(i*FCsZAq7j8aVCu&;{!- v0lYG0KkcS~&7GOW}+I8PH zS;N>gWMzaEjGR#vm^dQ)L4Xy+w(Rp;DFy_r+Jl{$t$KIEDt@%l^c>=5TRxUeRuy;k zWo|#x9N|dS3s$K3@I#^?x85Vm+$i@>--nPef2;MsPL#K)nuo}bdzkY}!mg3pMldUH zW2(B`kB{Q^OCRz*9`QfUU@3S6?!m3b6s={A2L*-4M2-OJ1jM`%ee_KffN2wa7{PE5 z?zx~~LEjjGMF2c=Aa-6(19q0AVGkCn8{na*7IF~`(3Dzsk+hjMe7qCHn )Nu5IccNCjLgqq56@X8s!EhFLKy~VdE!#Ju-GKeO{ELi$ zjVuwmsFy>KXTCe75tA>}c%As}K89Ot=OLR73*b({h;{tbU93Gg#Qt4-tPDMxllBo$ zm$~#@?MK_0a-q-yZK5+IT1qU!=#FJ^@~vP85>jIJ?bv_w%-b*P!G;A41Y4%%;P UPJ?u1SCwGJc_wkZk%3bqPMW(HN>##wNX$yAC{gJB+Yn%10uH1i`?cBP# zxbg{%HhcYYo96o3xnnEG8sq;*Duq8>+|*}TL8N@*-kOZHfJlG9B%X{_3G|# (IBeA`c`aQVwrxb0TkYy`u;x&M Bkz0ndKsTN8>EuSloSvSgc z^!Sd(y&9e%&Wb-ZPjS)WDvjP0{LmR;u|a2zAN}Z7%L{LcB8hWnk8h mZIMb?NbSbbf7KPF0~@RbrFMQ_ON2zg1r@lnOynjxtl0EEyUA-U z*kUoQbq4hZXuDcG%s}*2X=p?V+-9)_YnfH7tH*bv{-bw@hbji55$uF9|M)#y=6{`v zbMNPcDzP`NVR43c_y6I)VMc!++ ^7}s4kvO5B7m?==f3jm*#8fY^i>tRk;D908HO`2<;$SvQv&_TT;8=-52^Y? z#+b7W-#T-ieZMJLUIq!?wqW1N?P?+sn`}5{nf_+zw2m~k!gE?rbVw3d!=|@yDux^& z$rXg^J5!Mz l%ue3n~8Bt~PImpNt;W OtIcf-xzaPMg^8rYvUO#IWz4>RExMol!(M!II;U{R%-UfVlKlHwSjq=F zJ$3%3!`!>$gMH$@W4APs%Z-<5#vH=FqWwXNUo72fRlQg &{w#!cznD3