Scheduling Block-Cyclic Array Redistribution
Texte intégral
(2) INSTITUT NATIONAL DE RECHERCHE EN INFORMATIQUE ET EN AUTOMATIQUE. Scheduling Block-Cyclic Array Redistribution Fr´ed´eric Desprez , Jack Dongarra , Antoine Petitet , Cyril Randriamaro , Yves Robert. N ˚ 3117 F´evrier 1997 ` THEME 1. ISSN 0249-6399. apport de recherche.
(3)
(4)
(5)
(6) !#""%$'&#()
(7) *,+-"%
(8) . +/
(9) 01/352 4 3 2 1687:9 3<; = 1 3?>A@%BC 7EDF9:GIH/J C K1 1 L C @%M H,NKGI6OH 3QP3 NK6ON 3 N @SRUT 16OVW C H 4 1K6 CYXZC 1 G @ []\35; WGI^ 3 1KN _`ba cbedfhg)ib jkbKlEm5n:bo(jkp?jqo b a cbj rsktKu bo(gvbKwQl r glEx5x tys o{z5b s b| ` b s | ` b~}U?5dyd:fhUbi sq b s dK y fhexlEbj. % KEIE_`5 jUl s o |b j(z5b t okbzo t o ` b s m5}?o c:b s bz jqo sq m5o t } tE l sks lp?jo ` lol s bz jko sk m5oqbz }Ql t |y |p?| | lEj `Yt } t b s lcm5o z cb }5j t }IlEEx skt | bjqj tys sq z- ,¡ `5 b%x s b t m5jjqokm5z bj ` lybS| t }5| b}?o s loqbz t }eb¢| b}?oqp yb }5b s lo }5Qo ` b| t ccm5} |Klo t })cbjkj£lybjo t bbn?| ` l}5ybz pQo ` bx skt | bjqj tys j }? t ybz }o ` b s bz jqo sq m5o t }-¤ ¥Sb ¦t |m5j t }Ao ` b§©¨ª5«¬y®¯±°y² t o `5t jqb)cb jqj£lybj³ `Yt ¥~o ttys ´lE} µ bo ` b]c:bjqjlEbbn?| ` lE}5bj }?o tF¶ jqo s m5|okm s b z5· | t ccm5} |Klo t }:jqokbx5jeo ` loc } c µ b| t }?oqb}?o t }- ¡¸b m zm5x t } s bjkm5oqj tE ¡AlEyb s lE}Yzº¹oqo t ¤,¥ `5t j t bz¸l xl s o |mY»l s }5jqolE}5|b tE o ` bUx skty bc¤5lE}5z)¥SbUz5b sk blE} t x5o c]ljk| ` bz5m5 }5 ¦tys o ` bUc t jqob}5b s lE-|lEjqb¤}lEc:bp´¤ c t }5 ¦skt c#l¼½5¼¾¿y¼,ÀÁ-Âz jko sq mYo t } t }QleÃx sqt |bjkj ts sk z]o t l¼½5¼¾I¿¼,ÀÄÂz jqo sq m5o t } t }ÅleÆx sqt |b jqj ts sk z-¤ ¦tysUÇÈÉ ¯±Ê ÈkÇyÈË ylmYbj tE o ` b s b z jqo sk m5o t }]xIl s lcbokb s j(ä5Ƥ5Ì?¤l}5z]Í Î:Ï?ÐIÑ£ÒUÓIyÔE z jqo sq m5okbzÕl sqs lp?j¤ s bz jko sq mYo t }-¤ t |£|p?| |z jko sk m5o t },¤?jq| ` bz5mY }5I¤5w rÖ ¤Y× r S . ØÙÛÚ ÜÝÞ ÛàÚ ß áÜâOãä åæçèéêëEì æí¦íOæEîï-ëð¦ê ñòëEó-ô5ókð¦ñòðOóqð5æ ëEõö/÷ óqøù-ê úyóqíOðIæí¦ó,ûñòð¦üð¦üEóéóqýEæ í¦ðOþóqëð?êÿIêþýE ð¦ókí çqñòókëEçqó î, ëEñò÷óqíOø¦ñòð{êÿ ?óqëEëEókø¦øOóqó î ëEê
(10) K÷ñòóî î ï"!©å©æçèé/ê ëEìæíOí¦æñòø?æòøOê-ûñòðOü%ðOüEó#æðOüEóqþæðOñòçqæçqñòóqëEçkóqø$ókçqðOñòêë?î%-æ è%ù-ñòõEìó&-æðOñòêëEæ '?æúyê í¦æðOêí(î ,% æèeù-ñòõEìó î) *+ , î- ï.!?ö÷óqøSù-ê úyóqíOðñòø{ê ë/òóqæ÷óàÿíOêþ10Içqêòó2-êíOþæòó2Eý4óq3 íOñòóEíOó%õEó2'-êë?î5æëEõeñòø%ýEæíOð øEýEýêí¦ðOóqõú éù506 57 é.8 ï9E ëEõEókíçqêëð¦íOæçkð I0 ù50: ;<+7 ï=7 éù506 57 é.7 ù.! üEñòø{ûIêíOèUûIæø{ø(E ýEýyê í¦ðOóqõñòëýEæíOð%úU ð¦üEó2, æðOñòêëEæçkñòóqëEçqó >EêE ëEõEæðOñòêë/ 8 íOæëKð? ê@Õ ! ï &A+B @C ú ðOüEóéó ÿóqëEøOó(ï,õE÷æëEçqókõù-óqøOóqæ í¦çüôIí¦ê OD óqçkð¦øSï-ìókëEç/E ëEõEókí{çkêëKðOíOæçqð%é,ï-ï=E5< A+BFG + îæõEþñòëEñòø¦ðOóqíOóõeú+ ðOüEóï-íOþH ù,óqøOóqæíOçü%J I çkó% C ú ð¦üEóéóqýEæíOðOþóqëð%êÿ.0 ëEókí¦ì% I çqó êÿHIêþýE ð¦æ ð¦ñòêëEæ æëEõK? óqçüEëEêò êì ù-ókø¦ókæíOçü?î# æðOüEóqþæðOñòçqæ î ±L ëÿêí¦þæ ð¦ñòêë?î?æëEõMIêþýE ð¦æ ð¦ñòêëEæ çqñòókëEçqóqøàé/ñò÷ñòøOñòêë/E ëEõEóqí2Iêëð¦íOæçqðSéN0 ± ï56+BO,<+,% ù P<C ú+ ðOüEó -æ ð¦ñòêëEæQ çkñòóqëEçkó E> êE ëEõEæð¦ñòê ëR çqñòókëEçqóæëEõS? ókçüEëEêò êìTIókëKðOóqíNIêKêýóqíOæðOñò÷óï-ìíOóqókþóqëð5 ê@!UIùA,,BVC ú ð¦üEó26-ùNW+06 '- êëW+L ù5L ïQýEí¦ê OD óqçkð5X YGZS[ \5C æëEõú+ ðOüEóH06E í¦ókèæôíOê ¦D ókçqð]=^_F`ab6\cd!$ üEóæE ðOüEêíOøæçèKëEêûò ókõEìóð¦üEó?E ø¦óàêÿ ðOüEó?±L ëKðOó? ô5æ í¦æì êë e-ô7? B çkêþýE ð¦ókíqîò êçqæðOóqõñòë%ðOüEó% æ è%ù-ñòõEìó6 æ ð¦ñòêëEæ?' æúêíOæð¦ê í5IókëKðOóqíÿê íQIê þýE ð¦æðOñòêëEæ çqñòókëEçqóqøkîOÿfE ëEõEókõ/ú ð¦üEóIéóqýEæíOðOþóqëð êÿI0 ëEóqíOìdg ø# æðOüEóqþæ ð¦ñòçkæ î ±L ëÿêí¦þæ ð¦ñòêë?îkæëEõRIêþýE ðOæðOñòêëEæ çqñòókëEçqóqøIéñò÷KñòøOñòêëø(E úEýEí¦ê ìí¦æ þQêÿðOüEó.%I çqóàêÿ4IêþýE ðOæðOñòêëEæ K æëEõ ?óqçüEëEêò ê ì% ù-ókø¦ókæíOçü-!QIêíOíOóqøOýyêëEõEñòëEì,æE ð¦üEê íh ö/÷ókøù-êúóqíOðqîij+kl monp q+kr;stuv+rVuFw6mxr! Unit´e de recherche INRIA Rhˆone-Alpes 655, avenue de l’Europe, 38330 MONTBONNOT ST MARTIN (France) T´el´ephone : (33) 76 61 52 00 – T´el´ecopie : (33) 76 61 52 52.
(11) " ))$ U+ )(* &#()
(12) *,+,"
(13) .Q +
(14) K* ) $U.) ($ :S5S
(15) : (* Ï5
(16) ϸ t m5j} t m5j }?o5ib s bjqj t }5j la »l s bz jqo sq m5o t }Qz5b jol bKlm5n]l t mib jz5bec]l} ¦ba s b t ||p?| mYbUjqm s z5bj s k bjz5bex skt | bjqjkbm s j -l:x5m5xl s oz5bj o s lylm5nQ| t }5j£l| s ib j la |bx skty ba c:bUjqbj t }?o ¦t |KlE j5 ib jjkm s bjUokb| ` } m5bj s s xIb c:boqolE}?oz5b%ib }b i b s b¢|Kl|bcb }´objc:bjqjlEbj m z ty b}?ob o s b¸ ib | ` lE}5%bi j(xl s bjz b s jx sqt |bjkjqbm s jU tys j{z5b ±l s bz jko sq mYo t }- t m5jà} t m5jà| t }5jlE| skt }5j lea ® È ¬ y°Y° Ç °5¨««°5ÊYz5b(|b j{c:bjqjlEyb jK¤E| bjko lUa z s b la ±lcb bm s b l!| t } z5b)bjlEyb }5|b s b} ¶ bi o£lxbjk·ÕzYb]| t ccmY} |KlEo t } m c } c jqb}?obj| t }?oqb}?o t }5jK (t mYjlcFib tyskt }5jx5m5j b m s j s ib jqm5o£loqjz5b¡AlEyb s bo(¹oqo t ¤5bo} t m5jc t }?o skt }5j%| t cc:b}?o s ib j t m5z s bUbx sqt ba cb%ib }ib s lE¤ l a j£l tys xIlEjqjkb s z" mY}5b z jqo sq m5o t }A¼½5¼y¾I¿y¼,ÀÁ  jkm s mY}5b sk bez5b]à x skt |bjqjkbm s j l:a m5}5b:z jqo sk m5o t }A¼y½5¼¾I¿y¼-ÀÄ jqm s m5}5b sq bz5bÆ x skt | bjqjkbm s j¤x t m s z5bjylEbm s j ÇyÈ É ¯±Ê ÈqÇ ¯ È « §z5bj(xIl s lc ba o s bj(ä´Æ¤IÌ?¤?bo(Í #LÓI ©Ñ©% $&Ï ol bKlm5nz jqo sq mib j¤ s bz jqo sq m5o t }-¤5z jko sk m5o t } t |8| p´| m5by¤ tys z t }5}IlE}5|b cb}?oK¤5w rÖ ¤5× r S .
(17) U+,"% S+/
(18) gmY}?8o cb s bz jqo sq m5o t } t l sqs lp´j:o ` lo]l s bQz jko sq mYoqbz }Zl t |£|p?| | lEj `Yt } t yb s l¸cm5o z ceb}5j t }lE x skt | bjqj tys sq z jQl¸z ¢| m5ox skty bc o ` lo ` lj s b|b}?okp s b |b ybz | t }5j zYb s l bAlEoqokb}?o t }, _`5 j }?oqb s bjko j c t o ylEokbz±l s ybp p:o ` bU× r dK/x sqt s lcc }5jkop´by¤ }]¥ `Y | ` jk| b}?o |lx5x5 |KlEo t }5jl s bUz5b| t cx t jkbz }?o t x ` ljqbj o{blE| ` x ` ljqby¤?o ` b s b j{l} t x5o c]l?z jqo sk m5o t } tE o ` bzlEolUl sks lp?j t }?o t o ` bx sqt |bjkj tys sq z- _ p?x |Klp?¤ l sks lp?jUl s bz jko sq mYoqbzAl|| tys z }5o t l]¼½5¼¾I¿¼,ÀÁ-Âxloqokb s }¸lE t }Y t }Yb ts jkbyb s lEàz cb}5j t }5j tE o ` b sq z- _` b bjqoUylm5b tE o ` bz jko sq mYo t }xl s lEc:boqb s Ìz5b xb}Yz5j t }Õo ` be| ` l s l|oqb sq jqo | j t o ` bl tysk o ` c |yb s }5blEj¥Sb lEj t }¸o ` b| t ccm5} |Klo t }?o t 8| t cx5m5olEo t } s lo tQt o ` bol s boUc)lE| `5 }5b q
(19) {b |KlEm5jkb)o ` b t x5o c)lE,ylEm5b tE Ì | ` lE}Yybj ¦skt c x ` lEjkb]o t x ` lEjkbÅl}5z Osqt c t }5b)c]l| `5 }5bo t lE} t o ` b s o `Y }Y tE l ` bokb sqt yb}Yb t m5j:b}? skt }5c:b}?o ¤ s mY}?8o cb s bz jqo sq m5o t })oqm s }5j t m5oSo t blU| sq o |Kl t xIb s lEo t }-¤5lEjjko£lEokbz }d?¤5dE¤5 lEc t }5 t o ` b s j
(20) lj |Klp?¤y¥SbU|Kl})z5b| t cx t jqbo ` b s bz jko sq mYo t })x skty bc }´o t o ` b ¦t t ¥ }5Uo¥ t jkm x skty bc:jK³ #LÏ5K I Ï IÏ Ï?E5 ¦Ó _` bl sqs lpo t b s bz jko sq mYoqbzj `5t m5z bUb©¢| b}?oqp)jq|Kl}5}5bz ts x skt |bjqjkbz } tys zYb s o t m zm5xQlEIo ` b cbjkj£lEbjo ` lEo(l s bo t bb n´| ` l}5yb z b o¥{bb }Qx sqt |b jqj ts j !Ó
(21) EY OÓ ¸ /Ï5"Ô
(22) $ ! ,o ` b cbjkj£lEbj(cmYjqo beb¢| b}?oqp:jq| ` bz5mYb zÕj t lEjo t c } c µ b| t ccmY} |KlEo t } t yb sk` bKlz- yb}x skt |bjqj tys op?x |Klp ` lEjSjqbb s lcbjkj£lEbjSo t jkb}5z-¤Yo t l t o ` b s x sqt |b jqj ts j tys o t ljqm jqbo tE o ` bjqb Ö } oqb s cj tE w rÖ | t b |o yb t xIb s lo t }5" j d #q¤I¥Sbcm5jko(jk| ` bz5m5bj t cbo `5 }5j c ±l s o t t t ` ` q s t lE. } $&%¿ '?¾?&¾ (*)+'?¾?¾| c:cm5} |Klo }-¤bn?|bx5oo lEobKl| x |bjkj ts c)lpjqb}YzQcbjkj£lybj t }5po t lexl s o |m5±l s jqm jkbo t/s b|b yb s j o ` bUjqm jqboz5bxIb}5z }5 t }:o ` bUjkb}5z5b s rs b t m5j{¥ tys ` lj%| t }Y|b}?o s lEoqb z]c)l }5p t }o ` b Is jqoSjqm x sqt bcÕ¤cbjkj£lEb{b}5b s lEo t }- %w)bjkj£lyb(b}5b s lEo t } c]lybj o(x t jqj bo t] m zlz - , b s b}?oc:bjqjlEb ¦ts bKl| ` xl s(t x sqt |bjkj tys jo ` lEocm5jqo| t c:cm5} |Kloqby¤Yo ` b s b p ymIl s l}?oqbb }5)l t m5cb©8c } clE5| t ccm5} |lEo t }x ` lEjkb bKlE| ` x sqt |bjkj tys jqb}5zYj tyss b|b bj} t c tys bzIlEo£lo ` l} }5bb z5bz %× t ¥Sbb s ¤?o ` b m5bjko t } t-`5t ¥ o t b©¢| b}?oqpjk| ` bz5m5bo ` b(cb jqj£lybj ` lEj s b| b ybz: okoqb(lEokoqb}?o t }- /¹}5b bn?|bxYo t } jlE} }?oqb s bjqo }5)xlExIb s p¡AlEb s lE}5z¹(oko t Y.d t } `5t ¥Lo t jq| ` bzYm5bc:bjqjlEyb j } tys z5b s o t | ` lE}5b o ` bl sqs lp)z jko sq mYo t } Osqt c#¼½5¼y¾I¿y¼,ÀÁ  t }Õl:Ãx sqt |bjkj ts }5bKl s sq zQo t ¼½<¼¾I¿y¼,0À /5Á- t } o ` bej£lcbU sq z- (¹m s l c ` b s b j{o t bn?oqb}Yz]¡Alyb s lE}5z)¹oqo t j¥ ts } ts z5b s o t j t ybo ` b &Ï Ï?E $-s bz jqo sq m5o t }x skty bc¤yo ` lEo j¤ c t }5 ¦skt c#l¼½5¼¾¿y¼,ÀÁ-Âz jko sq mYo t } t }QleÃx sqt |bjkj ts sk z]o t l¼½5¼¾I¿¼,ÀÄÂz jqo sq m5o t } t }ÅleÆx sqt |b jqj ts sk z- _` b)yb}Yb s l }5jqolE}5| b t o ` b s bz jqo sq m5o t } x sqt bc oqm s }5j t m5oo t¸ b:cm5| ` c tys b| t cxY |Kloqbz¸o ` lE} o ` b s xl o |mY»l s |Kljqbe| t }Yj z5b s bz p]¡Alyb s l}5zº¹oko t × t ¥Sbb s ¤¥SbUx skt zYbb¢| b }´olE tsq o ` cjlE}5z ` bm sk jqo |jo t t xYo c µ bUo ` bjk| ` bz5m5 }5 t o ` b| t ccmY} |KlEo t }Yj }5z5m5| bz pÕo ` b s bz jqo sq m5o t } t xIb s lo t }, ]¹m s c)l } s bjqm5o j(o ` b Ot t ¥ }Y³{ tys -Ð ylm5bj t o ` b s bz jqo sq m5o t }Qxl s lEc:boqb s jUäƤ Ì:lE}5zÍy¤¥SbU| t }5jqo s m5| olE} Ó 1 ¸ $ jq| ` b z5m5by¤o ` lEo jK¤,ljk| ` bz5m5b:¥ `5t jkb}´mYc b st | t ccm5} |lEo t }jqokbx5j jc } c]l2 ~| t ccm5} |KlEo t })jqokbx j z5b }5bzej t o ` lEo-blE| ` x skt | bjqj tys jqb}Yz5j 3 s b|b bj{lo-c t jqo t }5bàcbjkj£lEby¤o ` b s b p t x5o c µ }5%o ` b{lEc t m5}?o tE5 m , b sk }Y lE}Yz¸c } c µ }5| t }?okb}?o t } t }¸| t c:cm5} |KlEo t }Qx ts okjK _` b:| t }5jko s m5|o t } tE jkm5| ` l} t x5o c]ljq| ` bz5mYb s b bj t } s lEx ` 8o ` b tys bo |okb| ` } m5bjUjkm5| ` lEjo ` bb z5yb| t tysq }5:}?m5c b s(tE5 xl s o okb s lEx ` jK ¡¸bz5b »lp o ` bex s b | jqb c)lEo ` bc]lo |Kl4 ¦ts cm5±lo t } tEt m ss bjqm5okj(m5}?o 6 5?b |o t } 7 b|Klm5jqbU¥SbU}5b bz)jqbb s l/zYb } o t }5j b ¦tys b ` lE}Yz- ¡ o `5t m5o% t jkj t yb}Yb s l op?¤E¥Sb ¦t |m5j t } t }5bz cb}Yj t }l s b z jqo sk m5o t }x sqt bcj }o `5 jl s o |by8 (o `5t m5 ` ¥Sbm5jkmlEpQz5blE%¥ o ` cm5o z cb}Yj t }l l sqs lp´j } `5 ` xb s¦ts c]l}5|be| t c:x5m5o }Y¤5o ` bx skty bc s bz5mY|bjeo t o ` b ¶ okb}5j tys x sqt z5m5| oq· tE o ` b }5z z5mlz cb}5j t }5j _`5 j j b|Klm5jqb)× r Lz t bj} t olE t ¥ c ts beo ` l} t }5b t?t x yl sk l b }ÕlE } '?¾I:¿ 9+;]z s b |o yb _` b s b ¦tys by¤cm5o z cb}Yj t }l ljqj }5cb }´okj(lE}5z s bz jko sq mYo t }5jUl s bUo s bKloqbzAlj jqb yb s lE }5zYbxb }5z5b}?o t }5b©8z c:b}5j t }lE5x sqty b c }5jko£lE}Y|bjK _` b s bjqo tE o `5 jl s o |b j ts ?lE} µ bzQlj ¦t t ¥j Ö } 5?b |o t }e¥{bUx sqt z5bUj t cbbn5lEc:x5bj tE%s bz jqo sq m5o t } t xIb s lEo t }5jo t bn?x t jkbo ` bz ¢|mYo bj } jq| ` bz5mY }5 o ` b| t ccm5} |lEo t }5j Ö }<5<b|o t }º:¥Sb 5sq b>=p jqm s ybpo ` b oqb s lEoqm s b t })o ` b s bz jqo sq m5o t })x sqt bcÕ¤¥ o ` xl s o |m5±l s bc:x ` lEj j{ b}o t o ` bU¡Alb s l}5zQ¹(oko t xlxb s Y.d q Ö }?5?b| o t }"7U¥Sbx s bjqb}?o t m s c]l } s bjqmYokjK Ö }?5?b |o t } ¥{b s bx ts o t }j t cbw rÖ bn?xIb sq c:b}?oqj%o ` lEo%zYbc t }5jqo s lEokb o ` bmYjqb mY}Ybjqj tEt m ss bjqmYokjK S }lp?¤ } 5?b|o t } #5¤?¥Sbjqo£loqbUj t c:b(| t }5|m5j t }5j(lE}5z mYoqm s bU¥ ts z s b|o t }5jK . ù-ù ëA@@.
(23) +/
(24) $+/
(25) $ ] (* t }Yj z5b s lE}l sqs lp
(26) d t j µ b o ` lEo j-z jko sq mYoqbzl|| ts z }5o t l t ||p?| |%z jqo sq m5o t }U¼y½5¼¾I¿y¼-ÀÁ- t }?o t le }5bKl s sq z tE à x sqt |b jqj ts j }?m5c b s bz ¦sqt c eo t LÃFd ¹(m s t lE jo ts b z jqo sk m5oqb m5j }Y l¼½5¼y¾I¿y¼,ÀÄYÂvz jqo sq m5o t } t }QÆ x skt | bjqj tys j }´mYc b s bz ¦sqt c o t FÆFd ts j c:x5 | op?¤ElEjkjqm5c:bo ` lo%o ` bj µ b t jlcmYo x5b tE "!$#&% ÃUÌ('ÆUÍ ¤yo ` b(bKljqoS| t c:c t }cmYo x5b tE ÃUÌl}5z¸ÆUÍy³vo `5 j j b|lEm5jkbo ` b s bz jqo sq m5o t }Qxloqoqb s } s bxIbKlEokjl oqb s bKl| ` jq |b t) bbcb}?okjK _` b s b ¦tys by¤ `Yt t tE s t ty lEjkjqm5c }5lE}Qb yb}Q}?m5c b stE jq |bj * ,b b|okjK bo+%,-/. A bo ` b }´mYc } b sStE ¥ jq|bb}j l bm5j ¥ o m5o jqj b}5b lE op*vo l z)z jq| m5jqj }Y]j z5b . 1 $OÏ43 t }Yj z5b s l s jqobn5lEc:x5b¥ o ` Ã5#Æ6 d#Åx sqt |bjkj ts jK¤Ì*#Y¤%lE}5zAÍ7 Y (t oqb:o ` loo ` b}5b ¥~ sk z t Æ sx kt | bjqj tys j:|KlE} b z5b}?o |Kl{o t ¤ tys z j ut }?o tE ¤o ` b tysq }IlE% sq z tE à x sqt |b jqj ts j _` b)lE|okmlESo t o£l{}?m5c b s tE x sqt |bjkj ts j } m5jqb jQlE}FmY}5?} t ¥} ylm5b bo¥{b b}~d# lE}5z yY (| t c:cm5} |KlEo t }5jl s b¸jkm5cc)l sqµ b z } _ l bQd¤-¥ `5 | ` ¥Sb s b b s o t lEjl¸¨ ?°5¯±¨ Ç Ê¦¯ °¸² È ¯ ¬y (t oqb:o ` loU¥{b: b ¥o ` bj t m s |bQlE}5z¸ol s yboex sqt |b jqj ts sk z5jlEjez j u©ty }?o } _ l b)d byb} ( o c]lp)} t oelE|okmlEp bo ` b|lEjqb Q¡¸bjkbbo ` lEoebKl| ` j t m s |b:x sqt |b jqj ts 98;:<>=:?'@ d 'A B A C'D à Fd Ejqb}5zYj)cb jqj£lybjUl}5zÕo ` lEo bKlE| ` x skt | bjqj tys 78-GH>=:?'d@'A B A C'ÆD dFE s b|b bj ? t t cb jqj£lybj¤Io ×b}5|beo ` b s b j(} t }5bbz¸o t m5jkbl m5/l o t l| t c:cm5} |KlEo t }jq| ` b cbUo ` lEo¥ t m5z s b m s b]d# jqokbx5j¤5¥ o ` lo t olE tE d # cbjkj£lEbjSo tU bjqb}?oSxb s x skt | bjqj tys tys c ts bSx s b| jkbp´¤d cb jqj£lybjlE}YzlU t |KlEY| t x?p g(lo ` b s ¤5¥Sbj `5t m5zo s po t jq| ` bzYm5bUo ` b| t ccm5} |lEo t }c tys bb©¢| b}?oqp´ Ö zYbKlEp´¤¥Sb| t m5zo `5 }5 t/ts ´l} µ }5 o ` b s bz jqo sq m5o t } }A jqokbx5jK¤ tys | t c:cm5} |Klo t }Qx ` lEjkbjK oebKl| ` jqokbx-¤d #)c:bjqjlEbj¥ t mYz b)bn?| ` lE}5bz-¤ }? t }5d #z j u©ty }?o/xIl s j t x sqt |b jqj ts j _`5 j%¥ t m5z b(xIb s b|o ¦tys%t }5bx ts oS| t c:cm5} |Klo t }Uc]l| `5 }5bjK¤¥ ` b s b bKl| ` x skt |bjqj tys |Kl}]jkb}5zÕl}5z 3 tysSs b|b blo{c t jko t }5bcbjkj£lEbUlEo(l o cby 021. _ l bedy³ t : c cm5} |KlEo t } sq z Otys ÃD ÆD d#5¤5Ì Y¤5lE}5zQÍ+ 5 %wÅbjqjlEyb b }5yo ` t µ . j b 7Y t ccmY} |KlEo t }e sk z Otys2IKJ5L5J53NM ¤PO JQ ¤?R JS ¤5l}5z*T 5?b}Yz5b s 3gb| d 7 # Y d dyd dK d d d d d d d d d 7 d d . d # d d d d Y d d d d d d d dd d d d d d d d d 7 d d d d (5stE c:jqI . j(l s b }5z |lEoqb z O tys l yb|o tys JU?VXW. d7 d d . d d d . (Ys(tE cjk . . (t oqbo ` lEoe¥Sbc]lpQljq¸j t cbo `5 }5)c t s yb ³e¥Sb|Kl}Ao s pÕo tÕts ?lE} µ b o ` b)jqoqb x5j }¸jqm5| ` lÅ¥lpo ` loloUbKl| `. jqokbx-¤Yo ` bZY }? t bzxl s j Et x sqt |b jqj ts jbn?| ` lE}Yybl cbjkj£lyb tE o ` bj£lcbb }5yo ` _`5 j(lEx5x sqt l| `] j t/ }?oqb s bjqo b|KlEmYjqbUo ` b| t jko t l jqoqb x jS bpUo te bz | o£lEokbz po ` bb }5yo `]t o ` b t }Yybjko{c:bjqjlEybbn?| ` lE}5bz)z5m sk }YUo ` b L-5 ù Lï.
(27) jqokbx- (t okbo ` locbjkj£lEbb }5yo ` jc]lp tys c)lp} t oyl s pj y} |lE}?oqp? _` b}?m5c b s j } _ l bdyl s p ¦skt c do t 5¤ m5oo ` bp)l s b ¦tys lj }5bjk |bb|o ts ( tys leb|o tys t b}Yyo ` 7+ Y¤yjlp´¤ % d +l}5z)cbjkj£lEb b}5o ` jyl s p Osqt c d +Uo t + + o cbjSo ` bU}?m5c b s{t/ p?oqbj}5bbz5b zQo ts bx s b jqb}?o t }5bzlo£l 8op?xIbb b cb}?o jq| ` bz5mYbeo ` lEo(c:bbokj l-o ` bjqb s b m s bcb}?okjK¤}lcbp?¤5jkoqbx5j t d#z j ut }?ox skt |bjqj tys xIl s jbn?| ` lE}5 }Y cb jqj£lybj tE o ` bej£lcb(b}Yyo ` ¤5¥ bUx sqt z5bz }5?b|o t }7I Y ò5 ¡¸b s bx tys o(o ` bj t m5o t }jk| ` bz5m5b } _ l bUY }?o s p })x t j o t } ' : }:o `5 jo£l bz5b} t oqbjo ` bjkoqbx }?m5c b s bz ¦skt co t¦ts |±l sk opSlEo¥ `5 | ` x sqt |b jqj ts )jqb }5z5j okjcbjkj£lEb(o t x sqt |bjkj ts ? _ l bY³ t c:cm5} |KlEo t }jkoqbx5j t ccm5} |Klo t }ejqokbx5j Otys+I 5<b}5z5b s 3ygvb| d 7 l d z b | b l 7 | b. b | # | b | Y b z l d z dyd l z l dK dK l z d7 | d z . ¦tys ÃDLÆ-d#Y¤5Ì+L5¤5lE}YzÅÍ J6L>J63?M P ¤ O J<Q ¤5lE}5* z R JS # Y d dd dK | b | b z | z l z z l l z | l z b | l z b | b l b b l |. Y dK z l | b . d7 l z b | . d l | b z . Ö } _ l b(Y¤?¥{b| t c:x5m5okbo ` b| t jqo tE blE| ` | t ccm5} |lEo t }UjqokbxQlEj ± b }5x sqt x tys o t }IlEIo t ào ` b(b}5o `t o ` b t 5} bjqoc:bjqjlEb }´ t yb z })o `5 jjqokbx- _` bUo t o£lE,| t jko t o ` b s bz jqo sq m5o t } jo ` b }Qo ` b jqm5c tE o ` bU| t jko t l o ` bjkoqbxYjK S¡¸b m s o ` b s b±l ts lEokb t } `5t ¥Fo t c t z5b| t ccm5} |Klo t }e| t jkoqj } 5?b|o t }7I Y dy _ l bUY³ t ccm5} |Klo t }e| t jkoqj Otys ÃDFÆ d#5¤?Ì Y¤5lE}5zQÍ+ 5 t c:cm5} |lEo t }| t jqokj ¦ts)IKJKLJ53?M ¤
(28) O JQ ¤l}5z R JS Ï 1 Ô Ï %ÓIK $ Ó d d 3NS 1 $OÏ*U _` bjqb| t }5zQbn5lcx5by¤E¥ o ` ÃDFÆ d#5¤?Ì+L5¤?lE}5z)Í+dyd¤yj `5t ¥j{o ` bm5jqb m5}5bjkj tE l}b¢| b }´oSjq| ` b z5m5bbyb} ¥ ` b}bKl| ` x skt | bjqj tys | t c:cm5} |KlEokbj¥ o ` b yb s p t o ` b s x skt |bjqj tys j m5jko s loqbz } _ l b 7I¤Icbjkj£lEbb}Yyo ` j yl s p¸¥ o ` l s lEo tQ¦skt c o t 5¤%lE}YzA¥Sb]}Ybbz o ttys ´lE} µ bo ` bÅl o t l/b n´| ` l}5yb)jkoqbx5j } jqm5| ` l)¥lp¸o ` lo cb jqj£lybj t o ` bUj£lcbb }5yo ` l s b| t ccm5} |Kloqbzlo{blE| ` jqokbx- (´l }-¤?¥{bUl s bUl bo t lE| `5 bbUjqmY| ` le t lE jqbb 5?t b| o t } 7 ò5 ò+ _ _` bej t mYo t }jq|t ` b` zYm5b ` j b} `: } tE _ l` b ¥ ` b s bjqt okbx5jt l s btE}? m5c b s b z ¦sqtEt c ` )o t ¤-l}5z ` okj | jqo jà yb} } l b #5 ¡¸bz | b|o lo%bKl| o bed#jkoqbxYj j%| cx jkbz cbjkj£lybj o bj£lcbSb }5yo 021. ù-ù ëA@@.
(29) _ l b 7I³ t c cem5} |KlEo t } sk z Otys ÃD ÆDd#5¤?Ì+L5¤?lE}YzÍ+dydy w)bjkj£lyb(b}Yyo ` j l s b }5z |lEoqb z ¦ tys l yb|o tys t j µ b d y5 IKJ6L>J53?M P ¤ O J ¤ R J53 3 ¤5l}5* z T J53NU Q U 5?b}Yz5b s 3gb| d 7 # Y d dyd d Kd d 7 d 5stE cjk # # 7 7 d# d 7 # # 7 d# 7 7 # # d# # # 7 7 d# 7 # # 7 7 d#. 7 7 # # d# # # 7 7 # d# # # 7 7 d# Y 7 7 # # d# # 7 7 # d# d # # 7 7 d# dd 7 7 # # d# d 7 7 # # d# d # # 7 7 d# d 7 7 # # 7 d# d 7 7 # # d# (5stE c:jqI d # d # d # d # d # d # d # d # d # d # d # d # d # d# d# d# _ l b Y³ t c:cm5} |lEo t }jkoqbx5j ¦tys ÃD Æ d#5¤5ÌFY¤lE}Yz]Í+dyd t ccmY} |Klo t }ejqokbx5j ¦tys+IKJ5L>J63?M ¤PO J ¤5lE}5z*R J53 3 5?b }5z5b s 3ygb | d 7 # Y d dyd dK d | } z x b c l u d c z ` t | } b x ` l u c z } b t } b x z u | c l ` 7 b } | t z x ` l c . u | c b } z t l t # | x z u c b ` } l x z } t ` | u b Y c u l ` x b } z t l t b u | c ` x z x b } l t ` | u d u z c ` x l t | } dyd dK z t ` c | u l x b dK x | t b } ` l u c d7 b u c l ` t x z } | d } ` l u c | t z x. d7 ` u | t x l c b } z . d t l x u ` c | } z b. 1 $OÏ*Q ¹m s o `5s zUc t o ylo }5%b n<lcx5b j,¥ o ` Ã-LÆD d 5¤EÌ+L5¤ElE}YzÍ+ Y 6j-j `5t ¥} } _ l b%5¤o ` bà| t c:cm5} |KlEo t } jq| ` b cb j%jqb yb s bpm5} lE±lE}Y|bz-¤ }o ` lEo%x sqt |bjkj tys jc]lp ` lyb(lz , b s b?} oS}?m5c b s/t cbjkj£lybjo t jqb}5z)lE}5z3 tys o t L-5 ù Lï 021.
(30) _ l b2#5³ t ccm5} |KlEo t }e| t jkoqj Otys Ã-LÆ-d#Y¤5ÌF5¤5l}5zQÍ+dydy t c:cm5} |KlEo t }| t jqokj ¦ts)IKJKLJK3NM ¤PO J ¤5l}5z R J53 3 Ï1 Ô Ï $ Ó 1 %ÓIK $ Ó # # 7 7 s b |b yby ¹m s okb| ` } m5b j(l bUo t` lE}5z5bUjkm5| ` | t cx5 |KlEokbzj oqmlo t }5j ¡¸bx sqt z5b }5?b| o t }7I 7ljq| ` bz5mYb | t cx t jqb z tE djkoqbx5j Ö o j%} t t }5b s x t jqj b(o t ` lybc:bjqjlEyb j tE o ` b(jlEcbSb}5o ` lo%bKl| ` jkoqbx »¦tys% }5jko£l}5|by¤ x skt | bjqj tys ` lj(cb jqj£lybj t }5p t b}Yyo ` o t jqb }5z-¤I¥ `5 bx sqt |bjkj tys d ` lEj(c:bjqjlEbj t }5p tE b}5yo ` d tys ¤ m5o¥Sb(z t lE| `5 bbUl s bz jqo sq m5o t } }ÕdU| t ccmY} |KlEo t } jqoqb x5jK¤I¥ ` b s bbKlE| ` x sqt |b jqj ts jkb}5z5j>3 s b |b ybjUlo c t jqo t }5bc:bjqjlEybxIb s jkoqbx, _` b}?m5c b st | t ccm5} |Klo t }ejqokbx5j } _ l bY j|bKl s p t x5o c]lE¤yljx sqt |b jqj ts d ` lEjU d cb jqj£lybjo t jqb}Yz- _` b| t jqo tE o ` bjq| ` bzYm5b jS yb} } _ l b 5 _ l b5³ t c:cm5} |KlEo t } sq z Otys ÃD ÆD d 5¤5Ì t j µ b Y I J6L>J63?S P ¤O 5?b}Yz5b s 3gb| d 7 # d d d d d 7 . # d d Y d d d dyd d d dK dK d d d7 (YstE cjk # # # # #. Y¤5lE}5zQÍ+ 5 %wÅbjqjlEyb b }5yo ` j(l s b }5z |lEoqb z Otys l yb|o tys ¤. ¤. J<Q ?R. J<S ?T. . . d. . Y. . . . . d . . d. . . . . d d . . . . d . . # #. . . . d d d d d d d . J5U U S. dyd . #. d . #. dK d d d d d d . d7 . (YstE c:jqI . d. d. d . d . d. d. 1 $OÏ7V ¹m s }lEIbn5lEc:x5b j%¥ o ` ÃL Ƥ u tm5jqoSo skt j `5t ¥F`5 o ``ÕlE oào ` b j µ b tE o ` b_o¥ ` t x t skt | bjqt j tys ` sk z5j%}5bb z]} t o b(to ` b(jlEcb _ ¦ t s ` t 5?bb l b]d o b| ccm5} |Klo }: z,¤¥ | jm5} lE±l}5|bz- bj m5o }Õjk| bz5m5b jqbb 5?b|o } 7 7 j | t cx t jqb z tE 7| t ccm5} |lEo t }jqokbx5j¤/l}5zÕo `5 j}´mYc b s j t xYo c]l8¤Yj }5|bex skt | bjqj tys d ` lj27cb jqj£lybjo t s b |b yby t okbo ` lo/o ` bo t o£l´| t jqo jb ml5o t o ` bjqm5c tE o ` bcb jqj£lybSb}5yo ` j%o ` lEox skt | bjqj tys +d{cmYjqo s b|b b ` b}Y|by¤ o{o t´t j t x5o c]l 021.
(31) ©+/"%$+à " ! v"
(32) . ¡¸b 5sk b>=p)jqm s ybp o ` be okb s loqm s b t }Qo ` b s bz jko sk m5o t }x skty bc¤5¥ o ` xl s o |mY»l s bc:x ` lj j( b})o t o ` be¥ ts tE ¡AlEyb s l}5zQ¹(oko t ò5d.q ù-ù Aë @@. . .
(33) _ l b YY³ t c:cm5} |KlEo t }jkoqbx5j ¦ tys ÃDLÆ-d Y¤5Ì+L5¤5lE}YzÅÍ Y t ccm5} |Klo t }ejqokbx5j Otys+I J6L>J63?S ¤PO J<Q ¤5lE}5z*R JS 5<b}5z5b s 3ygvb| d 7 # Y d dd dK d | z b l ` u z | b l d b z | l u | b ` z 7 | b z l . z b l | # b u l ` | z z b l | Y z u l b ` b l | | z l d dyd l | z ` b u dK | l z b dK l | z b ` u d7 l | z . d7 l | z b. _ l bU Y³ t ccm5} |Klo t }e| t jkoqj Otys ÃDFÆ d 5¤?Ì Y¤5lE}5zQÍ+ 5 t c:cm5} |lEo t }| t jqokj ¦ts)IKJKLJ53?S ¤
(34) O JQ ¤l}5z R JS &Ï 1 Ô Ï àÓ $ Ó U M _ l bd5³ yb |o ts t. t c cm5} |lEo t }: qs z O tys à j µ b 7PY5 . dKY¤ÆH 5Y ¤ÌZ I7 ¤-lE}5zÍZ 5 UwÅbjqjlEybb}Yyo ` j l s b }5z |KlEokbz ¦ tys l . ¤. IKJ53NU. 5?b}5z5b s 3ygvb| . d. . . . . # . d dd (5st cjk .
(35)
(36)
(37)
(38) . . d. . . . . . . . . . . . . . . . . . . . . . . . . . . . . 5stE cjk . . . . . . . . . . . . . d . . . . . . . d . . . JHV. . . d . . 7 7. . . . . Y. . d . ¤. JQ ?T. 7 #. . . . . cb }´oS yb. d. . ¤. JHV ?R. PO. d . . . 7. 5?bb s l- xlxb s j. ¤. L5J. . d . . . . . d . 7 7 7. . . ` lybz5bKlo¥ o ` o ` bx sqt bc Et b©¢| b}?o(| t z5bUb}5b s lEo t } ¦tys lE})× r l sqs lplEjqj y}5c:b}?o{Ljk-o£lE5ù okL bï !!³#"(³yÍ$. &% !('³)"*'³yÍ+'>C'.
(39) _ l bddy³ t ccmY} |KlEo t }ejqokbx5j ¦ts ÃD d5¤5ÆD-YY¤5Ì+ 7¤5l}5zQÍ+L5 t ccm5} |lEo t }ejqokbx5j Otys+IKJ53?U ¤ L5J ¤PO JHV ¤5l}5z*R JQ 5?b}5zYb s 3gb| d 7 # l | d l | l l | 7 l . | l z # l Y z z d l dyd z _ l bedK5³ t ccem5} |Klo t }e| t jkoqj ¦ts Ã-dKY¤5Æ-DY5¤5Ì 7I¤5lE}5zQÍ Y t c:cm5} |KlEo t }| t jqokj ¦ts+IKJ53NU ¤ L5J ¤PO JHV ¤5lE}5z*R J5Q Ï&1 Ô àÓIK $ Ó d d. . ¥ ` b s b It o ` l sks lp?j lE}5z % l s bQz jko sq mYoqbz }Zl t |£|p?| | lEj `Yt } t }Fl }5bl s x sqt |bjkj tys sq z- 5 t cb s b jqbKl s | ` b s j jqbb 5?o | ` } t o ` boQl8 dK q¤ylE}Lgbbm?¥ u boQlE dK q¤(lE}5z ¡AlEylEolE} l}5zL¡ t b ò ` lbQz5bKlo x sk }Y| xlEp)¥ o ` l sqs lp´j z jqo sk m5oqb z p m5j }5)b o ` b s l:x5m s bpÕjk|KlEokoqb s bz ts | p´| |z jko sq mYo t } ¼½5¼¾¿y¼,À  } × r ts l m5 t |z jqo sk m5o t } ¼½5¼¾I¿¼,À ¤5¥ ` b s b jo ` bUl sks lp:j µ bUlE}5z)o ` b}´mYc b sStE x skt |bjqj tys j gb| b}?oqp´¤ `5t ¥Sbyb s ¤jkbyb s lElE tsq o ` cj ` lb bb }¸x5m j ` b z¸o ` lo ` lE}5z5beyb}Yb s l t |8|p?| |¼y½5¼¾I¿y¼-À
(40) / z jqo sq m5o t }5j A5 t x `Y jko |KloqbzQokb| ` } m5bj }? t yb } oqbjqolEokbUc]l| `Y }Ybj jqbb ` loqoqb su bb bol8 ò ¤?jkboo ` b tys bo | cb o `5t z5j jqb b mYx5o£lSbo%l8+ Y ¤ t x ` lE}?o }Yb/b mIlEo t }5j jqbbb}5}5bzYpUbo%lE ddE¤ydK ¤×(b s c oqb ¦ts c:j-lE}5zU±loqo |b j jkbb _`Ys m5c]l±l l}5zg(lEc)lE}?m u lc dBY ¤ tys }5bKl s x sqt s lcc }5 jkbb }5| t m s oSbo{l8 &d> F| t cxl s lEo yb%jkm s bp tE o ` b jqbUlE tsq o ` cj|KlE} b ¦t m5}5z }¡Al}5Ubo(l òy q¤¥ ` b s b o j s bx ts okbzQo ` lEoSo ` bc t jqo%x t ¥Sb s mY l tysk o ` cj |Kl} ` lE}5z5b t |y|p?| |z jqo sk m5o t }5jljb¢| b}?oqp)lEjo ` bUj cxYb s |KlEjkb tE x5m s bU|p?| | tsS m5 t |ec]lExYx }5 ` t ` s t ` ` sqt ts)` t s , s mYjqmlop:o jqb)o tbs }Ybzz })oqo bc:b)x ctsbljkj£s lEp bm , bb }5s bj lE o _` } b jqx beclEjkbbyjk¤Sj£lEbKlEb| j(cx mYjq|o b jqj bejqb}?olEjeo t | lec:jkbx5o m5oktEb%zAs b jk|bb y b lE}Yz x skt b | bbjq}?j otys c:j¤/bljqjjlEo y` b b j bn5lEc:x5bj tE 5?b| o t }F m5jko s loqby 5?p?cc:bo sk |KlEpy¤bKl| ` x sqt |bjkj tys | t cx5mYoqbjeo ` b)}?m5c b s lE}5z b }5yo `AtE o ` b cb jqj£lybj o ` lEjSo tUs b|b ybelE}5zo ` b s b ¦tys bU|KlE})lE t |KlEokbo ` b| tsqs b jqx t }5z }5c:bc ts pjqxIlE|by _t jqm5c:c]l sqµ by¤¥ ` b} o ` bc:bjqjlEybb}5b s lEo t }Õx ` lEjqb j| t c:x5boqb z-¤IbKlE| ` x skt |bjqj tysU` lEj(x s bxl s bzAlcbjkj£lyb ¦tys lE-o `5t jkbx sqt |bjkj tys j o t ¥ `Y | `Q ocm5jko{jkb}5zQzIlEo£lY¤l}5z)bKlE| ` x skt |bjqj tys x t jkjqbjkjqbjelEo ` b } ¦tys c]lEo t } s b ´l s z }5o ` bUcbjkj£lybj o¥ s b |b yb }?m5c b s ¤?b}5o ` ¤5l}5z tysq } . . .
(41) "!##$ . . okoqbloqoqb }´o t } ` lj bb}QxIl zo t o ` bjq| ` bzYm5 }Y t o ` b| t ccm5} |Klo t }Yj }5z5m5| bz po ` b s bz jqo sq m5o t } t xb s l o t }- 5 c:x5bjqo s lEokb bj ` lyb b b}ÕlEzY t |KlEokbz- % tysS }5jqolE}5|b¤ UlE}5jlE}5z d- b ¥Fo ` b| t ccm5} |lEo t }5j%lEjl o t o£lbn?| ` l}5yb bo¥Sbb}QlIx skt | bjqj tys jlE}5zz t } t o m s o ` b s jqxIb| po ` b t xb s lEo t }- Ö }o ` b s | t cxIl s lo ybSjqm s yb p´¤ ¡AlE}Ybo(l -m5jqb o ` b ¦t t ¥ }5UokbcxY»loqb ¦tys bn?b|m5o }5]l}]l sks lp)lEjqj y}5c:b}?o{jko£lEokbcb }´o³ d b}5b s lEokbUcbjkj£lyb(ol bj¤l}5z)x t jqo(lE s b|b yb j }QlEz5yl}5|bo t c } c µ b t xIb s lEo }5jkp?jqoqb cj t yb sq` bKlz ù-ù Aë @@.
(42) Y r l|]lEI| t c:cm5} |Klo t } m , b s j Y l sqs p t m5o l sksq b s jkp´}Y| `Ysqt } µ lEo t } I7 5?b}5zQlE m , b s j Y S¡Al o ¦ts lEc:bjqjlEbjo t l sqsq b #Y (}5xl|]lE m , b s j (o `5t m5 ` o s ` b| t cc m5} |lEo t t }x ` lEjkb jSz5 bjk| sq bzQc t`5s sqbt x st b| jqb t p?¤?} t oqb( o ` lEoSt o ` b sks t b t j{t} t b_n?`Yx5 | o%jk|sk`t bz5`m5 }5³%l cb jqj£lybjSl bjqb}?oSj cm5o£l}5b m5jqp pm5j }5UlE}lEjkp?}5| } m5jS| ccm5} |Klo }x o | jSlEx5x l| }5zYm5|bj lo s bc:b}5z t m5j s b m s bcb}?o }oqb s cj tE{ m , b sq }5)jqxl|by¤-l}5zz5bKlEzY t |)c]lp:¥{b ` lx5xb }Õ¥ ` b } s bz jqo sq m5o }Y ±l s ybUl sks lp?jK _` b5?|Kl r # 5s l s p 7(x sqt z5bjl)jkbo tEsqt mYo }5bjeo t xb s¦ts c l sqs lp s bz jqo sq m5o t }- (jez5bjk| sq bz p rs p? lE}Yz _t m s l}5| ` bKlEm d q¤lo t olE-b n´| ` l}5yb j ts ´l} µ bz bo¥Sbb}x sqt |b jqj ts j¤-¥ `5 | ` l s bl sqs l}5yb zÕlEjl s okmlE v|KlEokb s x ±l s _` bo t olE-b n´| ` l}5yb j c:x5bcb }´okbz]ljUljqmY||bjkj t } t jqokbx5jK obKlE| ` jqoqb x-¤-x sqt |bjkj tys j l s bl sqs lE}5bz }?o t xl s jo ` lEoxb s¦ts c l:jkb}5z 3 s b|b b t xIb s lo t }, _` b}o ` b|Kloqb s x »l s jj `5 okbzj t o ` lo}5b¥ bn?| ` lE}Yybxl s jl s b Otys c:bz- 8(?l }-¤byb})o `5t m5 ` jkxb| l|Kl s b jSo£lyb} } cx5bc:b}?o }5o ` bo t olEbn?| ` l}5yby¤?} t lEokoqbc:x5o jc)lEz5bo t bn?x5 ty oo ` b lE|oo ` lEoj t cbx sqt |b jqj ts xl s jSc]lpe} t o}5bbzQo t | t c:cm5} |Kloqby _` b s jqoxlExIb s zYb t oqbzQo t §¨£ªY«£¬®¯±°y² o ` bU| t c:cm5} |Klo t }5j }5z5mY|bz p]l s bz jqo sq m5o t } jo ` lEo tE ¡Alb s lE}Yz ¹oqo t ò5.d q _` bp s b b¥ o¥ t c]l }Ax t jqj 5 o b j ¦ts c:x5bcb }´o }5Qo ` bÕ| t ccm5} |lEo t }5j }5z5m5| bz pFl s b z jqo sk m5o t } t xb s lEo t }-³ $ÔE5yÔ,Ï5Ô Ó , $OÓ- !)EÏ5E&Ï Ï5 5 c »l s o t o ` bjqo s lEokbyp tE ¡AlE}5bo{l8 ,z5bjk| sq bz]l t by¤Eo `5 j{lEjkp´}Y| `Ysqt } t m5jSjqo s loqbp jj cxYbo t c:x5bcb}?o m5o s b m s bj m , b sq }5 ¦tys lEIo ` bcb jqj£lybjo t b s b| b ybz ` b}5| by¤ o ` bo t o£l-lEc t m5}?o tE% m , b sk }5 j(lEj `5 ` lEjo ` bo t olE, t m5c:b tE zlEolUo t b s bz jqo sq m5okbz Ð % /EÓ !Ó
(43) % /Ï5"Ô
(44) $¦Ï5 Fjkp´}Y| `Ysqt } µ bzQlE tsq o ` c }´ t yb j/| t ccmY} |KlEo t }x ` lEjkbj tys jqoqb x5jK o%bKlE| ` jqoqb x-¤ bKlE| ` xl s o | xlo }5¸x skt | bjqj tys x t jqokj]l s b |b yby¤vjqb}5zYjzlo£l5¤l}5z o ` b} ¥l okj ¦tys o ` b)| t c:x5bo t } tE o ` b s b|b by
(45) {m5ojkbyb s lE l|o ts j(|lE}QbKlzQo t xb s ¦tys c]l}5|bz5b s lEzIlEo t }- ( tys }5jqolE}5| by¤j t cbx skt | bjqj tys j c]lp ` lybUo t ¥l o ¦ts(t o ` b s j b ¦ts beo ` b p]|lE} s b|b bl}?p]zIlEo£lY (¹ s`5t ojqx t oqj|Kl}Õl sk jqb jkbyb s lE%x sqt |bjkj tys j lEoqokbcxYo{o t jqb }5zQcb jqj£lybjo t o ` bUj£lcbx sqt |bjkj ts lEoo ` bUj£lcbjqoqb x- _t l t z:o ` b jqbez s l¥ l|´j¤5¡Alb s lE}5zÕ¹oko t x sqt x t jkbo t §¨ª5«¬y®«c:bjqjlEbj(j t o ` lEoK¤lo(bKl| ` jqokbx-¤blE| ` x skt | bjqj tys jkb}5z5jU} t c tys bUo ` lE} t }5b cbjkj£lEb(lE}5z s b| b ybj} t c ts bo ` lE} t }5bcbjkj£lEby _`5 j%jko s loqbpbKlz5j{o t l jqp?}5| `5skt } µ b zÅl tysk o ` co ` lo jlEjb¢| b}?olEjo ` blEjkp?}5| `5sqt } t m5jb s j t }-¤-lj(z5bc t }5jko s lEoqb z p)bn?xb sq cb}?okj ¥ sk oqoqb } }Õw r Ö d # t } o ` b Ö
(46) w 5 r dl}5z Ö }?oqb r l s l t },¤?¥ `5 b s b m sk }Ycm5| ` b jqj m , b sq }5jqxIlE|by ¡AlEyb s l}5zA¹oqo t ò5.d x sqt z5bjqp?}5| `5skt } t m5jejq| ` bz5mYb j t }5p ¦tys j t c:bjkxb | lE }Yjqo£l}5|bj tE o ` b s b z jqo sk m? o t }Ax skty bc¤%}lcbp?¤-o t | ` lE}5bQo ` bQl sqs lp z jqo sq m5o t } ¦skt c!¼½<¼¾I¿y¼,À£Á- t } l¸Ã8x sqt |bjkj tys }YbKl s sq zAo t ¼½5¼y¾I¿y¼,.À /<Á- t }l sk z tE j£lEc:bj µ by _` b s c)l } s b jqm5o jào t x sqt z5b(ljk| ` bz5m5b| t c:x t jqbz t jqokbx5jK o%bKl| ` jqokbx-¤IlEx sqt |b jqj ts jjqb }5zQlE}5z s b |b ybUb n<l|oqp t }5bcb jqj£lyby ÖO jSjqc)lEb s o ` lE}Qä?o ` bj µ b tE o ` bU sq z-¤?o ` b s b j(lUz s lEc)lEo | cx skt ybc:b}?o t b s l o s lz o t }IlE-lE o t qlE c:x5bcb}?olEo t }- ¹m s l c }Qo `Y j(l s o | b jo t bn?oqb}5z ¡AlEyb s l}5zÕ¹oqo t j(¥ tys } ts z5b s o t j t bo ` beyb}5b s lE s bz jqo sq m5o t } sx kty bc¤?o ` lo j¤5c t }5 ¦skt c#l¼½<¼¾I¿y¼,À£Á-Âvz jqo sq m5o t } t }QlÃx sqt |bjkj ts sk z]o t l¼½<¼¾I¿y¼,ÀKÄÂvz jqo sq m5o t } t } l¸Æx sqt |bjkj ts sk z- A¡¸b s bo£l } o ` b s:tysk }lE z5bl5³)jq| ` b z5m5bQo ` b]| t ccmY} |KlEo t }5j }´o t jkoqbxYjK oebKl| ` jqokbx-¤YbKlE| ` xl s o | xlo }5ex sqt |bjkj ts }5b o ` b s jqb }5z5j(} tysSs b|b bjc ts bo ` lE} t }5bcbjkj£lyby¤?o t l ty z `5t ojkx t oqj(l}5z s b j t m s |b:| t }?oqb }´o t }5j2 (jUbn?x5±l }Ybz } ò5.d q¤Io `5 jjqo s loqbp j(¥Sbjqm okbzÕo t |m sqs b}?oUxl s lEbl s | `5 okb|oqm s bj Ö } 5?b| o t } 7 òY d¤y¥Sb yblex s b | jqb ¦s lEc:b¥ ts o t c t zYbo ` b| t jqo tE l s bz jqo sq m5o t }- . $U
(47) &#*à ©+/* . .
(48) #$ $
(49) . t }Yj z5b s lE}Ul sks lp+ ? Ud> t j µ b t }?o t : l }YbKl s sq z t à x skt |bjqj tys j }´mYc. o ` lo jz jqo sq m5okbzl|| tys z }5(o t l t |8|p?| |z jqo sq m5o t }U¼y½5¼¾I¿y¼-ÀÁ- b s bz ¦sqt c 4 o t à d U(¹ m s t lE jo t)s bz jko sk m5oqb p L-5 ù Lï.
(50) m5j }YÕlQ¼½5¼y¾I¿y¼,ÀÄY z jko sq mYo t } t }AÆ x sqt |bjkj ts j }?m5c b s bz ¦skt c * Åo t 7#Æ d m ylEb}?okp?¤¥Sb xIb s¦ts c#o ` b× r lEjkj y}5c:b}?oHD º¤ ¥ ` b s b j¼½5¼y¾I¿y¼,ÀÁ  t }ÕlÃ8x skt |bjqj tys sk z-¤5¥ `5 b j¼y½5¼¾I¿y¼-ÀÄ t }QleÆx sqt |bjkj ts sq z _` b t ||p?| |Szlo£lz jko sk m5o t } c]lExYjo ` bSy ty lE }5zYbn tE b|o ts ± by ¤bbcb}?o <4 t }?o t lvx sqt |b jqj ts }5z5bn -¤l t |£ }Yz5bn !q¤ylE}YzlE} okbc }5z5bn,¤ t |Kl?o t o ` b t |£ ¥ o ` l }Yz |bj%jko£l s o }5UlEo _` bc)lEx5x }5 ' !C' àc]lp bU¥ sq oqokb}QlEj d
(51) yÌSc t zÃ2' ! Ã Ì 'c t zÌ: ¡¸b(zYb sq yb o ` b s b »lo t } + à !4)Ì 5 c ±l s py¤Ij ` }5|s b j z jqo sk m5oqb zA¼y½5¼¾I¿y¼-ÀÄ t }º` lQÆ8x skt ` |bjqs j tys sqskz- ¤ okt jUy t lE t }5z5bn jUc]lx5xb zºlj P'%*' ¤5¥ b b Æ 7%:]Í 5 ࡸb(o b}Qyb oo b b z jqo m5o }]b mIlEo } + à ! QÌ ! Æ % :"]Í #? bo 6!$#&% ÃU(Ì 'ÆUÍ b)o ` b)bKljqo| t cc t }ÕcmYo x5b tE à ÌQlE}5zFÆUÍ bcb}?ok$ j UlE}5z % t l s b } o lEp(z jko sk m5oqbz t }?o t o ` bj£lcbSx sqt |bjkj ts & yÌ Sc t zeà b|lEm5jkb j%lcm5o xYb t ÃUÌ?¤ ` b}5|bUÌvz z5b j ¤lE}YzZà z zYbj . : Ì F ts lj c ±l ss blEj t }-¤So ` b jqbo¥ t bbcb }´okj¥ b s bz jko sk m5oqbz t }?o t o ` bQj£lcb sx kt | bjqj tys
(52) 'Í vc t zÆ Ö } t o ` b s ¥ tys zYjK¤o ` b s bz jko sq mYo t }:xlEokoqb s } s b xbKloqj(l oqb s bKl| ` jq |b t bbc:b}?oqj _` b s b ¦ts by¤¥Sb s bjko sk | oo ` bz jq|mYjqj t }¸o t l:yb |o ts tE b}5yo ` L }o ` b Ot t ¥ }Y bo y|z ÃU(Ì 'ÆUÍ ±t | t m s jkb LÃUÌEÆUÍ _` b It m5}Yz5j }]b mIlEo t } + b | t c:b ( ,+ ,-FÆ ) * ,+ .-FÃ. 7& /-1240 3 6589 7 ,+ %:-;0 249 3 < 5 7 ,+=.-FÌ ,+=>- Í ?:ÏA@ OOÓ3
(53) B ¯DC«K°Êª5«¬¯§Ê È ¯ É ?ÊO¯ y°>E ÇyÈqÇ «ÊO« È §Ì Ç Y° ¬ÍF Ç °5¬Qʪ5«e² È ¯ ¬E ÇyÈkÇ e«KÊO« È §Ã Ç °5¬ÆGFʪ5«>HJIKMLONPQHRLOS TAU PQLWVMXZY/HV TA[ IR\ ¯§Ê ¬«KÊO« È ¯ °5« Ç ® ®-ʪY« « §§ Ç ²«§Ê É «U« ]y¨ª Ç °y²«£¬^F{ʪ Ç ÊS¯§ F/Ê _%°5¬ Ç ®±®8C Ç ®?«§ W` Ç °5¬ §?¨£ª ʪ Ç ÊSʪ5« È «¬¯§Ê È ¯ É ?ÊO¯ y°)« Ka Ç Ê¦¯ °Zbdcf e ª Ç § Ç § ®?ÊO¯ y°Q¯ °Õʪ5«e?°Rgy° Rh%°?§!OF %iFjkF Ç °5¬lFS§ É m «¨Ê{Ê )ʪY« É ´°Y¬E§¯±° n a Ç ÊO¯ y°obpJe^qsr E ´ÊO¯±°y²ÊªY«°5 É « È W ` §E®?ʦ¯ °?§t` ÈÇ ²¯DC «K°sE È ¨«§§ È E Ç ¯ È2 ':h%¯® ®<²¯DC«UʪY«b}5o ` Q`ʪ5« e«§§ Ç ²«'q ,+. !. ¡¸bjqo£l s o¥ o ` l j cxYbbcc)l(o ` lEoSbKlEzYjo t l ` l}5z5pj cx5 |Klo t }-³ uàÏ& ¸ 3wv «e¨ Ç ° Ç §§© e«Êª Ç Ê/Ì Ç °5¬Í ÇÈ « È «® Ç ÊO¯DC«® Ë E È ¯ e«xF%ʪ Ç ÊS¯§ Fy|z Ì('Í dRq yEÓÓ _` b s bz jqo sq m5o t })b mlEo t } S|Kl} bUbn?x s bjqjkbz¸lEj + I2 Ì EÍ {z| ÃUÌ( !
(54) Æ Í@ %? ' ¥ ` b s b z } 8 d A(Ì 'Í Fd b |o ~ Zy|z (Ì 'Í ¤5Ì+~Ì-lE}YzÅÍ {~Íf8 mIlEo t } +S|KlE} bUbn?x s bjqjkbzºlj ~ Ì EÍ {z| ~ ÃUÌ ! ¸ÆUÍ %? ÖO/ o ` lEj(l j t m5o t } Otys le yb}:x sqt |b jqj ts xl s ':¤o ` b } ~ z z5b|j zY¤ z {~z^8¤5l}5z¥Sbz5bz5mY|bl j t 5m o t } ¦ts o ` b s bz jqo sq m5o t }Qx skty bc ¥ o ` Ì ¦¤fÍ ¤5ä5lE}YzÅÆ bom5j mYjqo s lEokbo `5 j{j cx5 |Klo t } t } t }Yb t%t m s c t o ylo }5(b n<lcx5bj³ üEó/þê í¦ó,ìóqëEókí¦æ Eæ ø¦øOñòìëEþóqëð Uh ^.s =h' ?çqæëúyóõEóqæ òðûñòðOüø¦ñòþñ òæ(í ! ù-ù ëA@@.
(55) Ó 021 1$OÏ*Q (t oqb)o ` lEo¥Sb]}YbbzFo t jk|KlEbQc:bjqjlEyb:b}5yo ` jo t c t yb ¦skt c l s bz jqo sq m5o t } t xIb s lo t } ¥ ` b s bÕÌÕl}5z Íl s b s b »lo yb p x sq cbSo t t }5b¥ ` b s bo ` b pl s b(} t oK b o{m5j s bokm s }:o t n5lcx5bl}5zlEjkjqm5c:b ¦tys l(¥ `Y bo ` lEo%¥Sb?} t ¥ `5t ¥Fo t m zo ` b| t c:cm5} |KlEo t }e sq z } _ l bU5 _t z5b z5m5|beo ` b| t ccm5} |lEo t }e sk z ¦ts Ì dlE}5z)Í+L Y¤ j£lp?¤I¥{bbbxo ` bjlEc:bUcbjkj£lybj¤ m5o¥Sbjq|KlblEb}5o ` j po~5y|z Ì('Í 7 _`5 jx sqt |bjkjUc]lybjjqb}Yjqb b|KlEmYjqbo ` be}5b¥ j µ b tE l:b|o ts jq |b j~ s lEo ` b s o ` lE} 5?b b _ l bdK ¦ts o ` b s bjqmYo }5)| t c:cm5} |KlEo t } sk z- {¹ | t m s jqb¤o ` bUjk| ` bz5m5 }5 tE o ` bU| t ccm5} |KlEo t }5j%¥ s bc)l }o ` bUj£lcblEj(¥ o ` ÌLlE}5zQÍ 5¤?¥ `5 b o ` b| t jqo } _ l bU ¥ bcm5o x5 bz i p ~) _ l bedK5³ t c cm5} |lEo t }5j ¦ tys D Ã Æ d Y¤5Ì d 5¤l}5z]ÍL Y %w)bjqjlEbb}5o ` j(l s b }5z |Kloqbz Otys leyb|o tys t µ . j b + Y IKJ5L>J63?S P ¤ O J63?U ¤?R J<U W ¤?T J W W 5?b}5zYb s 3gb| d 7 # Y d dd dK d d 7 (5st cjk dK d dK d dK . d Y 7 Y 7 Y 7 Y 7 Y 7 d dK dK d dK d . 7 Y 7 Y 7 Y 7 Y 7 Y d 7 d dK dK d dK. dK d dK d dK . # Y 7 Y 7 Y 7 Y 7 Y 7 d dK dK d dK d . Y 7 Y 7 Y 7 Y 7 Y 7 Y d d dK dK d dK. d dK d dK d dK . dd Y 7 Y 7 Y 7 Y 7 Y 7 d d dK dK d dK d . d 7 Y 7 Y 7 Y 7 Y 7 Y d d 7 d dK dK d dK. 5stE c:jq # # # # # # # # # . .
(56) uàÏ& ¸ ÈÇQÈ È É ÇyÈqÇ È Ç Ç Ç Ç y|z ÃUÌ r ÆUyÍ°?x§q¯±¬« ª5«U¨«¬ye¯§´Ê °Y¯ ¯±¨ ´Ç ÊOÊO¯ ¯ y°o°sh%E ǯ ÊÊOª>ÊO« E È ° ¯±°5¬y«?ÊO¨« «¬ §UÉÌAË F{ÊÍ^ªYF« ÃsÈ «F ¬¯§°5Ê ¬)È ¯ ÆsÉ ?F ÊO¯ y°5° ¬ E5«§Èk§©Ç ÊOe¯ y«)°Qʪ¯»§ Ê%Ç ¨| z EIÌ £®«Íʦ « Ç ®±®dRqqÊ ,Ç «K®±Ê ® E5« ÈqÇ ÊO¯ °Q¯ ` Ç °5¬ °?® Ë ¯ ` +FÌ Í Fd yEÓÓ ¡¸b s b¥ sk okb mlo t } +lEj IÍ EÌ z i. b |KlEm5jkbÃ Ì ºÆ Í jlE}Ql sk5 o s l s p:cm5o x5b tE 5 }5|bzU bj }o ` b }?oqb s ylE d ÕÌ £Í ºd ¥ `Yt jqbb}5o `: jÌ/¸Í Ad¤ o jSymIl s l}?oqbbz:o ` lol cm5o x5b tE |KlE} b ¦t m5}5z¥ o `5 }eo `5 j }?oqb s ylE +FÌ8)Í Åd t }´b s jkbp´¤?lEjkjqm5c:b{o ` lEo
(57) Ì<)Íy³,¥{b¥ ?bn `55 o{l x sqt |bjkj ts xl s :Sb n´| ` l}5 }5:} t c:bjqjlEby Ö }5z5bbz,¤ à ZdelE}5z j(o ` bUz5b j s bzx skt | bjqj tys xl s _t jqb bo `5 jK¤I} t okb o ` lEo Ì EÍ (Ìc t z ± b|Klm5jqb z z5bjà Ì: ` b }5|by¤,} t cmYo x5b tE |lE} blEz5zYbzQo t IÌ EÍej t o ' ` lo ` s _` s ¦ts t ¦skt t sk ` s sk t. . 4U. ('. . +. ('. 2. . . ('. . . . ' . ?. o bj }eo b }´okb yl6d Ì('Í ) d>q¤ 2 . . . . >EêíæëEêðOüEóqí5ýEíOêêÿ¦îøOóqóô5ókð¦ñòðOóqð<<QA!. . ( !?. . @ %. . . . . 4 . b b by¤} cb jqj£lybS¥ b{jkb}?o. . . c-eo v z5m }Yo b b z jqo m5o }- . L-ù5L ï.
Documents relatifs
Dans chaque ville et pour toutes les lignes de tramway considérées, il faudrait disposer des trafics avant et après ouverture d’une ligne et de plusieurs projections d’évolution
Le fait d’écrire à partir d’une oeuvre d’art visuelle ressemble à une forme de contrainte; nous croyons par ailleurs que cette pratique a eu un effet durable sur l’écriture
variables d'ordre psychologique: soit f.amiliale ou personnelle, soit so- ciale, soit professionnelle, soit une combinaison de ces facteurs. Ce patient a récupéré
For the two coolest objects in Figure 3.6, HD 4539 and PG 1716+426, both at Ta < 27, 000 K, there is a good match between the predicted synthetic spectra and the FUSE data: the
lui inculquer le registre li'lquistioue, les l1abitudes alimen- taires et vestimentaires ainsi que le comportement des bour- geois de Québec. Pierrette Paul doit
La conciliation emploi-famille : des mesures à développer dans les milieux de travail Tableau 4 : Les dispositions favorisant la conciliation travailfamille dans les
Figure 2.4 Predicted (continuous lines) and observed values (filled circles: stands aged from trees with root collar; open circles: stands aged from trees without root collar)
Cette posture permet de dégager deux idées centrales : le poids des milieux professionnels locaux dans l’intermédiation et le transit des idées, modèles et pratiques