From f3cfcb3a5c68d2bc48c1087c56d50165364c133e Mon Sep 17 00:00:00 2001
From: Kahina <kahina@kahina-VPCEH3K1E.(none)>
Date: Thu, 22 Oct 2015 00:43:28 +0200
Subject: [PATCH] MAJ figure

---
 figures/Compar_EA_algorithm_CPU_GPU.pdf  | Bin 7992 -> 7924 bytes
 figures/Compar_EA_algorithm_CPU_GPU.plot |   4 +--
 figures/influence_nb_threads.pdf         | Bin 7357 -> 7277 bytes
 figures/influence_nb_threads.txt         |  16 +++++------
 paper.tex                                |  34 +++++++++++++----------
 5 files changed, 29 insertions(+), 25 deletions(-)

diff --git a/figures/Compar_EA_algorithm_CPU_GPU.pdf b/figures/Compar_EA_algorithm_CPU_GPU.pdf
index 5bdd80f26353cad29f827229cf3dad061d83f1d6..81bf3faba5ddf3dc8864dcaa59ed25fabc1058f0 100644
GIT binary patch
delta 5063
zcma)(XE@wlx5hJ~lOWNJ=pyROU`FpHqW4a8!w`fRCH_Q-PK@X!${?cGA^H#^YN8Xp
zL=Zs`A)M#D=bZPP>&b`n>`!ao*Ke)+UVG!@e#j<k0&wc6{a<vglZyIj_(wLDv~qN=
zMSDW&U9*hBZBK5Ox}NV#=UZsL;eDaoN3gguWRN5g>~bGqY!4s*q~7^R2Y*_<gFY7v
zWxHZ7bYB|{XRChBjAyiD)>YoitUTvvq@K)lJNTOW{j?cR5_s+DkDX1iORp}MW||%}
zTAuXgJ0Qn;AC#YK#Y|PY;`XEZW+#<AYm{xKxuzkn`5^6G(LU*?;v$^YX|SnKO$VFr
zAu)slikT>Wqt9B#S0RGeaO?}d-NUtv=~`>Cmbg^_gzz(suoTA0qSsQ8R^Ak*7b45>
zVINCF<sT)y@R#MDCFNH;uM4De4Em{KUz1%B0XQ)XZ8kA|b7<ccftLoa0B+3q$E0sx
z30*P{`>eN<4g6Hhx;wJQevnrXenZd`6n90mOvo#U(@TR>Hr%@W5pn=?e0RrRQ4~kX
zvvMiibV^C&YWx~SZqn967bJo+-AZ4sAxI}A<~8izHHORwbtfm2ZZJs*cXyu_K7<ni
zf;OPIc9w<m9SSdtu*WC=%W<eNFf6wbIuO)7o29Km6A7MpdU;d{bvY5~w6J7o5!IV^
zqxOmVlda4`cgPnwnEpp1PXG3mU?FXp_P}@YdY%?2&NQ3kFI%#@a3WlF*Qh7GBmd8U
zY5O1qPQ`S-5C{Wz9&Z#Pd6pEj4*I!lUB4XtvPej>?O3GVl`d53Jt0Md)sUn8ok<8F
zq%|m*QT}soqV8Juo43yowuc1*Bh6z#Rzqc|r|;$O>|X_-Wj?pJUu`0T{o8({W#kU_
z^=mm|LVuyr2rKKW!}&J)eG5hNW#!!dA5C-HX$&$702W)!=(=TJ?3gy!H+APTUtezT
z!uCRcsh-ZW#s)$KXD$terVvb_&6V8scM~tutgydOKPEAs<TJKUmHW?Wh-&w&i8<1G
z#&enqThtTNaC9Esnhl;R;kp-a-1h|62WU;Kt7`yPn=NZSxZS_tVOl}!faUMCqZ_>q
zeRGy^fa~(jajfGa?%GxYmnB^Iyo|-vr!FDfsAvydY=GK%b+q~Qtcziex@G3q!UV;>
zXC*o{&CvsXAaijK6n?DmOE!yWbb9C$?%qp<T@{})>WZL=f$5?6b^6V0y(6EURf_Op
zD`E1Vt_-k#BiXt!3+XeY0@S8i1eQcR89r<X*y&q*7d-j-CRtnqgT2RR5G6UJcl(Y@
z%4%f(o0wd|#xY+xD$%r#VN;~f$-Tv_ArYVLk9*YP`Hqai6-U8zBKwT*q)$eZJ+9xK
zSIT$n$o=_wbM!FrLPRUHx4I--Zo4UHY+L55Qywe-T{S-%fvre2uv4zWWQ*7!^=1nn
zHIQe?Jr|(O`9>p>sMSGc5c0^p4E=t+CHTFoua@)Vila+sNxb@5PVJazr~Yb$YW`V5
z%4QrkyRJktB4-n&3P~VJ%o^Y}E%bY2b>}!UZrW~y6ALOb_vOVxk=|xiXrqyqo_Bpa
z!#QuvxT+EERk$o4<Cq5?lja38IEgqTz>}6P?7@MyK?wFsAeQl{%|>R|EY~QXmd^V@
zqmDr}b~_LoxYK5XQmfG7ca7(zDM>x$CbD_s-Lmi@Gh6lL1gPv~3?G(F>m;dTx@CdQ
zCvVH-Jz*nd>;vA4Fz&CU=$Ikm5<9-fO(Qp~Tgy%uJc{$>yKAmr$+xaEB+j<D>0m3S
zN%AInP<Ni21l0I}M;aRg?pq!g4=V>&QFTgA^FKVQ)LOG3+)=hLu7KI98<+C0`x(6~
zGq6@ScIST=_vz|aXLUj|I{u2{(d;A%CXNUU60a{KN(B+C>#FLhXw)l_ocz0%Ba;GQ
zipbRf6EdUQrVM#dM;NEQHdue0`x|Odn3I6>O%8kZ!)|dULN`)UQv1FoY?W?9pn{O9
zqF#Y7jlK#IUH4Pvg{;s}Vuu&@*rwn6>oS3tS48uGq|1o((PCTB($l5i-~6AK3`OaQ
zX=gt#o0u)HNF~G~H@hr9UHs&@AO!U=ugN(8RbB*Gz7SEcIcajF`7An))&3`v8_WXQ
zkuM+=YnSUBkQb6gaPi!e)bzZ4yK!b}adD+nU?eXu@6fmf0A7%k!3<Nx4w36TmRKE4
zU1MZj+xn$rvqf$SyRN}j$z7MhmoYKrDj4$$gGvi7st5X|#igZAA3QERHiUI_Mnr*u
z<qims-(;&+K!XA1p6Ni5k;cx%VEmP3F`rv3@36cqm#Bn$uFq3Xr9ytrdpv5nQuB{n
z6Dr#=^>J^q&jnjZR3i;(CTRInVoT`t;YO5nn!}~5WoZ6T^5SQFF8mSXSZ95^2_-i{
z@kIOA1*wuwiV4NNsS(Vo-V?5av4y~E=!DTTzCP;u&l5pX5sNyfRQfmXv3}$jpv$4Z
z_=M^(Z%L+$BC~~xt@R5!kHlK3Iu%L__662x&bXZ%=$#gbD=%f7XHI8KXR*8@&on<w
zz|LNLEnPLK)MeP+X-N6eaEQ%Ok=C0dYAgic%^iVy*{_mU0l!0^7jg{&Sw_IewS-lJ
z^kJ8`s=ZR0AEaHkKLxr@P%IMyS@=)ZyerqhW3pr@yVe!|3=)ck5d2A9yWGOOGn))^
zQuL1}IZRk0vgqoaK*zLqljf|!wj|a|T#&hg=ue^9MK|AaSc;jl-tOp<N5XnGNiB_Z
z18B#<XWZ=!iqwHuN8ZtPdzpZTx1|Bx%>a)#XrqZMl_H=hpkBPenSrjqhuCA8eI3tv
zT);R*Tb|hbDW*D8I8gNw&$tbqxr#yu<_EozDHKh#Gp!KLK#0Rr3t}_^3G^nidLd22
z>Vzz`3%bpl%P-I~J(4=Gm?`l(R<*8Zmc7p~O|&Yt)q+rn3fNM^29SewpAHZ%k<kQ(
zRIH#j-aFjAxiIsggLY#BsPz}M=MixjD;L*no3$ZWu1dOQ^AT^-9!j+#)FR9F?9uYd
zIxOum-IKh=nC}|pTFsYgHs)}HgoLCk)TPhli?!L0+N$$$PmJoThC*c8cy93~Q^aq#
zE>&B4ha8e+PS-A1iv#`o$1}f<jD@Il-RU<pg%bMfq#l}*<b0)`K32GAb-G)VLdm#>
zPQ*{ka&SHGF4}Wht_|TR6|PJbZYdw<x=zvE`Al+%P%&sC{uWZCo*q>*tGOF#l?<3n
z7$kM^m_^sn#nnF~c=8NqJ6Aq`NAtsO1cFJkY%p+ezA?J<nFvsWurrYdbI;)Lsk7(@
z3g6d2lDC7TjzcswF4O5gnv8E+XP*Qo&J+tpPQtpXiCd0Sr`MzR{d+D)0!GP1&vwUC
zLOOim9fB$9B&|YvdF=uls`Vr&70=TmfTwq&Fv{>o(#%=-yUH-#fV-7A6DswA6^5UW
zSa6kZ{R>&6CxKuaUjyQ1RoU)z=++yv^bEmat)-OKAn1G_xXr)B;Q7o}BhtIhk25u=
z-Mbr(>VW!hWoc80PH5^w1kCrpvtJ~UBsfibKHy=nr^*>>bGD98T+f#pSVd9~6*PFT
z!0HCzeuL$sYn95z#tGV!bk#`%tyFBEZM`EP-VFR3z~cw5xN93=!Y<GXC2^cLExmH;
zSQrSfipG1z)TD>i)=*Y_huN_ySJaf?CCVc<`>AOUCO{-IiT>2B5NZj%Cg+oq$(^H=
z@fqM%+r`4~T^ap@sny*6@q0$*UKcx<{@6sonj%2$1N4f+iq3AH`ODT5o7oF%9VdhE
zLLWJxU_nJ46}9E?C>+e&J<zlTDc9TVUJs}+B4(fR9)J9ku%c>vv0<t*%a)Ht@U<$o
zO^HN~XB88Oo7+AedQca(<gB&9eWTu660^W)O>_Su(Z5^lq$ey;3$K#th`;T7HW7J_
z8WW{i>=JnIjQ0~Uu*P$>Td^{9T+^&+`@ISbFM}*dksw6nPr-btS0PS3D`!eGy#*(G
z$1Ls!HUZX+Jd35n?E0hlqeZQV?T6#D1X}lEqy$`%2Bfj7A3l8g>eF$ynk{QOdqMy0
z;nMJ1>*zfk%WenD-eP_BKoS>!<YQL7F~!d9u<54+dR?qHeKL2xD0vT4`MD%nD^ZyP
z84&fj()$OE@`gc-i*uCZ>?S{2y<^f%cW*Hm7Mpz{=h7bIO^+5h_Nw||>du2)%e`M0
zteVmxJ*X?7TybFLGGxzoTGw^tU6(~S?4CV#-M4o2<8`=o1VK~P&{TzC_0VtH*Ln}^
zrpAv|=R4-~`$p`^Q4KT@g6%Q<?WO5DAf>7PSe5EwuY_Ex#Je55gmRHcQxBIzuyro|
zjjwL?-^6K3C^@yTk~PB5L&kWnN#A<E8}?D>U548x^mQE5gmqCvM93^Y`;_!2aY|zt
z!3z%si95{os{=8PNQ1s8w~5|EBGLC!O=ozTi!O$!wn(Hwhl0vQk%5B(*=MC3X@J@x
zN#0P~CjYmtvIaudB&DM}@34nEmbH*A+p~G$Op%VW54e<Ve=6l2h8)zTZck`&V<{U-
zj7~4le!0=DB6LnLUf1}6ZnwU>e5$*7l-=-d6+D9ZAr(`!|6&%~plqdpyvHD>OItk_
zS^Ne;FUY4GSZBq52DuC6=m`Sf0e+7#t+N9z*L3)|l|9H1vhHR>JsjTxe#gEdIuN+H
zSlzkPBsL+7S^40cLiM@1&?P8BUHa{F+x^|P$%Wr9zEfkvr7eENgGN{g6CiN{?{<?E
z6<+Mh$UXk{EmEB)kP!ULu0@`IpVx-!4eXf5{q43{R6nD0PucSu8`=y`K{bGF!*4O#
zD3hu6#u`ZMRs0U__U@M^$k0=h-C-Mi<+;dxf@$W+&Y1mU!D_Cj8+R1ZKJBiL9Bl#*
zZ<_G59&h+F=u6M*9)2HWG*yy+$`Ly3IO>bSb`_9HbM5*tJny)>y3mX3Sx0BYb=?Sa
zzmE3DbDxNaeg`<dbiZE+s%Zr%3P^KkaD42(Qf9Sr8J;pNpi$Lg28U_%?p|yR(-pz0
z1(FX%_uW{pXNB-SX)l=s2lc=hx#M7Ps%LJZ+@nyp@N4|>-U|e@RpzXnf`T9HYOGQ2
z{kOcXy}j8pC6iorj@*{r{`!H2jwAXQzSHigJK;53$J8X6-VtsV-97=#yA!Z6t+`4p
z2!-N<<q*kB9`SLsuc5j1G)YTc{8~R00y|7JkMf8?ow}npD4obXgDopN4=?93Y^$sT
zVt;&bcE%jW9}cY+aSSj;R%lR;>Ur4I&gbtrpG>lq$yk{@xm<m(*4wlcdzf&Eis97Q
z#4*mJD=259a^D@gZE^wE2lMc1l^N+w&q&V$9}0cJDQg|u*ez|))mzc`NzI8=Ue#Eu
zNj)}N`MN4z8g7X>zwe)SVnVe>`99snc#!)yl}?EN*?~k&&JnHU+WU^hnUM5`?Af3Y
z;H+ScN8E2iJ9^UE0xlwq5I=ZqzDa*PQX^Yp%UEdC<k9x5xH1>$8oMb6KG`PDUz+DV
z5KvbAd8Ux+RYF?T<Sh{%Mu`)+V63qrNes+7<*X^jSW!~i*^{VI*h03LJ4ATz9xsyT
ziivX$ExI7JgWxgeUXFGa+jI3$-HAQ!Z}0bk>(a@i7feY>nlq`b4@^J@N@Z6Rar3Ps
zA5EoNzcs!F|6~P<M-bO`&PfdiScu9~W9bwnBV@rn_{3jR{39x#^>?&7EuQWx5<BDs
z)o^?1|FVCH68R~9wUG4f)lrNsQGGET?y(397uc#tc?%uY*tXr_XQ}(Oz>S*VGB>Yd
zz@0F-c3YSkVbk;QQJXC3eDA8viICxS$!a?&PLbR_)A$`rdYXb+Okw<ZW+%Ah{A16m
zQ&^u@>@P&oOGFIDgI<XMj;ODtmjH2#IzjDWVxr<g_7E`#At=-tA_V#C2uVQTFh_Aw
zJ3C27am+17Ef5rA%gFxE@G?eeCQ~Ozb|GB{AzyYQ7*vWKCIyp%h)YSq*fAH3P_lnt
zF>of~n_}!<cD@d-D5ob*D0Udehe`3D`7AIg{WI_%Cr@T>CU&=TMS9xR>#_ub{#tqv
z%t8wLS9S;tvj=7-hQT0`;$oN^tl+=rMzHe#cQXdb3XwxV*#Gk-A?%*)<o_xl2pC-K
z?-~>ih5n(5!6BGwR$f5tj}cIWsQ4eaged&)8cY=SrxgP62M7J@pa1BEOZ-<a*Z;{5
z`)lIgL2(2Og2}%lW3392l!S|mDncaT2yrzPRdF~%O+`&f1*Renhe0J(<z)U}!kS!8
bj{LE&osTct$H|!-A%=jG^YEzZs*(Q(xN10>

delta 5153
zcmb7=XH*l~wuPlj=som^AP`y#2?@Om0+HT30wPFn0vbh%pr8^u0v<XBP<j*TAP`h~
z??rl*P=$N$edFEn#yLOUIQ!Sy-<o^PHTN%tI>k3SSWVif-7~g^5fy`gucu#XM8d#7
z)TgW@BP*fS!P{M!0peUrc13lgo_KaFg-7i4z|FT(=*sLaNGtHf>FOhW`|<8Z@Nbkd
z@QQ13xGOsvVoQ%$1X^)1sBK%6Ox-}dTGg#4Km7LV_vQl2+*2ju?gr%YQ*LN2llSyv
z9#$$R>^Gxbtz(Q4S5WkVBdu3pGlSB0RBc;HJ||AX>4Q<~My4I%Wd}b072EnqMD&f4
zx7Rr1L<>~<C5#Wfx=C9idi8{-d0zTW_?I;#;V;d+jk05X`>1Q3yd^Wfnbi7@Tmd{Q
z#cQ3wUGoo^hl*C&Kb+cOIu!>JWChsGSRz=wv2K#0P~H+x3j7t@e1f&9cMcx-Ve^iz
z7bw7;su(MWidt(3XL0CEv@v&-HJ<^PUWv6(Tbq05h;sw)37u_hZ#ay<Qt%9SNrfe<
zAK4@wQv-f{Fz7Tc2}!~eO}#%FnLppZZq1BJ)gya3*5c?zp(Y@Z=sI6V>9p3_;s`d!
zHUUgS;dLX$A6wS1zw`5kWKgnyeAYP&=mHkjk^V%aGQXh{F9;vO+gHmxch8svSjV@B
z22oYI+3$0iZ<Wr!aBE|$<9jA2_`j%sez35Cv=)KVn6!EL+|{Ucqk7@SpPPisw*sbL
zw|vL2dvKkc4m1C0+EH9Hg1t6@<?ikIap#Zc^h?oAJoiry_l}I{;9s18>gln{jrKhj
z%Gl|-OTQp&-RU+lqkF&o^30(bdv7a8F+%jmyQ-g)S53`lhll;YXHHI6KVf<1?53yV
zUhmF*WoCX*X5v58JrljKc#vY3Vs_m~ERV8bmsJE`8mKt!aII*mQ3neK`nEbQ^CVA>
z)C^3cDl-w&j~WXby}>_(ElBMv%b7vvsoDdW$9C6@Hty&ct<-p2d@Ss_)DKsp&y3gL
z$#V<hiZG8=_mk!5SGZHv;WrSal6$1fs+Lgr2Zs`iUJQL9PiOM?2s`mujj$WK<|6g_
zg(4=G`;TTstjdX_0-RW5pklcAk!tV<jw#EJJUJuy<>jMr<6I6}Ls47knxWAY-SSDS
zfhAt*=4UMf_x!WuWi>>P>=~GBK$s7kO;BxgOLm5Z17LFH0Py?ov0N+qX))8@=;NyQ
zuHtCE`vphl%C%V#9fEqUl%>0?lAX8itQ@ONHwWVBN4SEICHDSLx?d86<h+TYh^XPd
zS2V*%x6+n_-=14Ky55zLwvtLolbs#Q5D+@&@zNXPP;j(B8*frIbueyL%u0)~<pvkJ
z#Z1tkLaEgTkG?bq*)<o*_A;<X2)=gF$S&O?@u;^xswn9K$3Sg5z>gNhVq!7xCoRA9
zKJBw)eo-R9wT(T%fbkO%6sFMn-cO0N+CmMc@vL-}Wh3bm7%x#A{vr{&WsxPK-RAi9
zK)vTcXi#rrFkcm;QzKB<rJo}S>rZ;1fHEsPYs+u{c<=3y@<55~&}eEYTHegpB+FOh
z@I#+vk4ecdGGOJ=V987(UfVbnFA2zhBxJE1xKso%#%6ep62&@a%`%`;yE;}GMYwZZ
zE*P^tYH?mI9cs5d+wfV6?q)HQjI;(0U^EpvO8If5esE_cCc`92o+LQ2SR{ata9OE1
zZkfh_mU73tgx{vTjbKq!X1+@<3v;156iODdy6b0MSk%wKoo6>&cc1i1sbJYGa4g@w
zy7cw&9rUgas*xt-XKTHU_j+k%Xl2k{*+v<u-%Q`ij_6V6#$`V4;Y&>u#vU-G_;ifk
z*KPx&9PK0214}qG%i}ENDnKht?t&(yYv2a%H3bg|w6cUEk%UrD^Ny;%ex)WA@xQey
zwJZr(NY&ZZ&C}4?&nv*!$ypZU;^yHD646)J1ZjGC`fL9C=H>Xn4hj>+g#vD4lc|l3
zZgX_c!IxKJULf{kVsH7l8U?a3>07LjGck(SX}(aVBO$RczOdeq%^4w+WTjAv9MrI8
zWYcFqrt@(pCFOdh5t}qgY?N|cJN-gkGv|x>_KxtmK4|CS=j<G<UK(A_{d6RQVKLlz
zJ*NDQ(f4Py1*hfDPkcxt5M95!upSGjI|e6#A{C4vn#zQ7cDc^IA#W6vwn8zNTskw!
zYChv#LS{NJ`;BC646U7`yVvgC9Fr>p1H<XYR&(>$-^Ok+`&_522f}Lk7>u@|+n~bA
zmwPpqnLx4EX0C;Tc|A!!J|9pxi$udxOECs5W8s24LD#Pj!yc|kVldx^uv$xBAW*lX
zGwDYWhPYd1U)xRgH%EGhuekF>9wgkFkP$*iKpr>2#N?2eY7s@KVdnDk*5byhqMD*#
za<?(JRcI_ApWOgg1ObOz>Q3mtHD*O*#}+t>DD`Fo-oGmbfm72}BK2vC7ZOtw^lys9
zb7@-`NF!po^y2<7e*kgDVl4D=F*&Si1fo9w8YqNnMn(%=6s+F}vhp_FyIXnclCNqC
z6bS48L6CQ$_EYJI-BPbFL2vf+aeF8Rui1ZW4OpdLWm*mG=O)nUKO=~ro-NWo>4*Eg
z9BpJF2AOL&Se-axa<-**BESPm8J4z6C9x)2`^~b!^;-PX(i&LsI#G2%yYFYEjeuij
z*$QvfFAIg?O$zT=rM`t?NtRFi#Le_;HIR`#IYK0bXR|}-gre7u4NitHCOYyF8pALa
zPTnEoKLgWQO8*u3r8cu{ogKIx+~L;JZxB86Mj|~op4MibTZzfRFG2z=tUz=Jgr*NZ
z2VHx7aw@1^LBtY>Yo#$6(%OIAh_QXqiQ|11X@7m2l<8ITNNVOq+?MWxXJ_7m?f{eS
zsr3%Jf;ihDEA1*e^Y(x?w*uJ;WGQF4{cp<qd*n(%zzAoUb}c`^j+>*cCgi34^YHU^
zqK7;Wg9U0z`_@21RCOx^7+6`V<3jy0CS0eX<8_RaSPvH8ee0AjV_8l}RSGj~E28vx
zakw?(eB3PO-L%y4LzR+c6G6+Sz+#RmHS+1-+Aa8y@dA#$*3Uw<$4>Kl@`)Z@zVU6}
za>4Y9Itl9)o~w!XKqG6ZsZy&S^?4Q2Zp>JJ%C&bD+U(_NQOjtz=b30J`bPD*At~in
zR>GsK>lc<-KW3BovU=lzi?tFLpR(b>V1Xvyz}oh-K%W2^)^@trfnwUt(Da|Euy!&-
zIH&yJ6D~dlsWrlg$zc8%BIKU^jXg6+^g8H1O}44vw!`Q%I%H_1!dsdHJqA1E5LT33
zz@u}~9~hkpI!hVt9TgsAmRpeMVg?Up?+5lTI_+VFhyrONRM9VxI}kVatYwaqJiBk|
znR+4m#);=9X;m6k&c~}w+)Uifh-O2|lOttMg(XDVA{DRqd#4?mgtV|OEp2`~d7819
zWu{9{nnaEr?MDM8Pq^PsJ%3@R?fAf8J8iOi>w;v7{mS(-&eS?TI``gw-$iZpbd5se
z4@?L40h0Y)ax1SvkUj5e80+Q|bDo>16^<zGAeW|g{5@%t@jM5Nwyd#@V1^+j#^d{C
zoOdl7A31yo;RM_hvY=;By9ze98}!xz*YgDI`CC2@xFMS!y2|*nP#F}RQ0t|oCp<J9
zgO}+tr^16bxW)Qrd6EKn(NErQiS%^L6s2Oni{~uB5`E{Xs3M1e;#~{ov<s?Klwm%K
z^sO3ge3Y8)zMtCqBAaN-+tLG<UI?V~YZ!On&UyEMvnp$CPqEmZNsElJdn<zP2d<RS
z^%GR%^*L=1BO5U}@FMx$<*~xMtnV%w0KTu1b1!k;Y=Tpxs{FN^lgYcVz9o0Il|!s{
zZ(LA^ORypl_SJ!u*6T6J%>!q6+PgG-;*%Ev))%CTWO&M%spO53!$W5>q3XI+v$d8+
ztuRZ5F}YQR+60gJT5cRldt2PPS8(`t;wekBlMN(Jp}d)I2x5C{Vvltsv;N{KU9e;u
zcd$^JN8N(<2lxA_h4`hm6npCAAY1GgUUOv{mHznxHoJM;*~rIILHTTk4D@hKuFKGA
z$5__b!<b{yA+2G*{ps2z2e7%nG?|fZ4u-*;oj)SyN9^G82Epsgh0AULvNla_ICRri
z*l}u?qG4Ahl(=)_#7Di;yPWr6a=mtDufXgYpsr5^=|^TGDSxGQ6v<*Xa1+bk)jztZ
zZ8*K>YADlgm7&6?9y2>Eb@c0%<%VM{tGlIro%UpefKNT2WZ>ETQo+*CENF55w|U29
z2ZskBclk-q%JHeDjw{2et&84*fVj0A4Tgb7H!=iNpG=uL-yg-BIb-9EMW9N*gH2nB
zPI6-7oVr<YflRb&vcJ}bk4>;8c}J>xt!hAI6vM4}AJgluMaQkC!NGa2@k5IwWytke
zMo2z0gw3_>O!v&8@Y<G^VCC6MIiOR*1c5q}a4jfqP~gl&#%oq$-o2;z=x2<_Z`J+z
zuSvJ>3TZ9%A&ql1lfP$Ry2|_c;~@-T_CMrO1y&B#JCwl4Gq!>Lj(RK^H0#tgp=a~(
zs$SnvS4m8Jw<Ysnki0W+;B{P3`tId>K*FNZ)y^!MyS8O`r8{O;!?yOw%tbu*?T3uS
z{AUr#O_%pi8`uEEQ#-96>uWlcMbg*b6M+2^%73IIpnYnCyp)itCOVxKlC8-Y02*X-
zHB@mvhzNMu8_u}tJc{)j$ugceSQ+vtlnP}qU<{}(?DqHn3e;<VD@nq$;8%Y+E$QT+
zsuj0R&<oz8G<C3KUq1y)^oIh;FP<ojDW&!_o<7XKoQ#e#XqL7Pjrz4_YMFcR?qE7$
zN#!diMQI$3p2<Ut`tFo%N8%WdxRRlv?|ScgNJq^K{c+5RV=-31cD0UtieSxF#VZ%L
zIzmtuRq3G_&tp4;sXcx6gMRc`yd1%JhlMy=`fi~D)jROSqQ9FLrh2h=frxbfPFW-P
zi+SVjqrzxtR73;k3QT*heQ0h(fs-t`GTXsjexRFXYBxC$dM?Q;q7YWG78c-k(=os-
z<$K&WOzf11&J^~;EL+8xKOzC}>EQ}ng!V)ADCFMiry!2tt6AA+c5LEpQfKXvLmJ*q
zN$th7d2I>{g-?%Uy@!WB3%?bLe5Y{*y7d8@w<qLRPCQqwF#NtfPmSY<91oR}n@d(%
zRAf%hw*I`Mx@;7{9TU13J=a3NJcR9X%5{<vE=^8SdBuo*a5=abUzU4P9bfi@Eak;<
zrXUu1ZSxRl^p)lmpBS4&lID5c?>Yl|$0#4g@x-hYZnMzDuS}WyuCcrW>(k4e<iSsH
zKdWb$(MVa0r>G!@?o8v)H0UM&XsuLGO`i*#`I0LfX$S?8T-n~WTR@P0`BB9Y$1UaX
ziDQ=O>BAhXH~o1$njy{0p1MwDv2ct$?3`!NfANmmClX>p)H2$upJ6r2Bqa;Mq&8o0
z)0}^2Ba(vV&Qf;Sn>&i%;$PY<BPd^o?b7<bX_mProb)Sabli&Xrv;(SVMn9C_bCNb
z>}UVW;wQt_R==&IHVK0Kjh?p&>6}~(TYMq8xl4gY*fHT>s&(``57zxCaq35q=VBdO
zuSt}dF!Jc2{n?dnjSzC4@Ea3K;N8xd>&1|!HznHzj+}hXsq{DbMv{@XZ?`)S1-1&`
zGgfVcVc;}3Po(OIjnCpeY1F1&)n_)K(@*viM5?}tT<C>0hiV`mEldknE0$|kNr?*!
zISAvKu``z&jbcS{+c(vNAHI^z$!=n8VTZYbYYgY@BQlu+>!Y75y*cx^XYJrfOHi4Q
zYN=-b++a_7p2B(Zh1GwFe22_@=D9ujx9irdjPh(H<DI%3S>`W)f)2nPWzg|HHWv7$
zkb3QpH**5>V((wHmosj@cJe7vdQ(85l~S%NwZQ%IB`8nJplyv{M>p`;*<m02-BCp2
zH#eA3dLF0Au1boQu8d_zk%$HaxZRV5qaY{*#L-E@5dwutK%p)W3CN#E0xd0rK)FDm
zE@&hQx5}YQg2d5sf&RgpAfOy43<5<+Kp_$^s4)~F3ze3I!^I#lSqKEz2ZT~XW&guu
zAvg+7NqQv6+ri)IzK3(5vj+%?Q{hzk2WADFs{cU!&w}W4)n0e<3h)o`b#tzy;|?Ja
zM2Z5W)O?*C{N21f)gAnuMa-P<f$lo_gJ4k5|K$8LA)bee5{iII!{N9-9-hC(JK_QV
zcPLJX7ovzng8u#Q5RfMb@Sg%A1BXNY%AiPy%-@(a0*S-%-onEFHUcUGhyG2Dg2VpG
zU~t&qtz=~Wrh}p&e`7Ei82mr;ZvLO$VK5l#uO<i?1R7_>CvWp-6Q-e|iH1t6Nkb5t
zFio_KnkovWqN1UqrlPJ1Rh0jK6*d4xMS!2bgRg(Eud@q41_4I{goHHiY6AWR8AwlQ

diff --git a/figures/Compar_EA_algorithm_CPU_GPU.plot b/figures/Compar_EA_algorithm_CPU_GPU.plot
index c9d1baa..a92ec70 100644
--- a/figures/Compar_EA_algorithm_CPU_GPU.plot
+++ b/figures/Compar_EA_algorithm_CPU_GPU.plot
@@ -4,8 +4,8 @@ set terminal x11
 set size 1,0.5
 set term postscript enhanced portrait "Helvetica" 12
 
-set xlabel "execution times (in s)" 
-set ylabel "polynomial's degrees" 
+set ylabel "execution times (in s)" 
+set xlabel "polynomial's degrees" 
 #set logscale x
 #set logscale y
 
diff --git a/figures/influence_nb_threads.pdf b/figures/influence_nb_threads.pdf
index 8449d4ac44b5191e7c1b0fc9a285573380b027bb..09d0681bb9c91c803ed4bdf470cfe5f3e03a73b4 100644
GIT binary patch
delta 4636
zcma)(c{r4N|HqHA7vk8pjBOG|Gh>V~CbA47WRGDO`#Qu3S#Cm<<5-5Qku4+@V~J3a
zeH&9$#EI<tzAsO8I=}1pJm-3@=X|fvAD`=UzrUZ?{krdZg#}c+7SKsND}OR_>&U1J
zZcdV%ed-Y=5|bO#f_EgNZl(|PH0x27La=8O1<w=Rnl5`!b`@F+CgdX40!}D;gdMFP
z#bmsTyEwGDxTsFpn@iekIJm_+6l0`wL+6sGd?E5)(VWpDtT+wFHk+k;I6NbJ^vlr<
zz$ZVXKebl9r*T8^6@boB9Mt~Q8ogG%mQ}r$@s1Lkm3?$$cV~Y+W8J*iD_ia^O^Gmx
z%&omz#g$}VAa+%F6#mJ_Br!P=8X3_!9-S{HB~D;vF>5;;o7tfSQ@PhE7MaA&Q~YG`
zSP4h1Z($+H!o8rGFTF^ho96uS;b^#w!Es623>PGSHv1Af3kaCMz&PU_CrI_Wn446q
ztgJJ~gKS~8o>o2FmyW%|CfGntF7Nx%DNQS7X3<>Al6kGClWj<CP;@?j>FK<)(!T0~
zY(j`2YE~kt?Fw2<y!1)_NX)x>>Dm;mAC3=U`&@#85JcvlJYq5UJ+RxSvX>~`vK4;X
z=^80o1gJEsbcmikapvWv2CY0o_??TS)k-jJy23PLS9Qu(M>W6ixk?k?tpXe-|9e@^
z@amk=`%pHG=Cy)^jcNDzYkjX5iLwKUnKCYY;*eUg!oUxp7*eg@iSpez4)64Wntrs<
zWN_q828v@<z{cgEu|;CElacFQcc|77plWlXw1GN)LNC9sf;V$lwbeQ1PbSlXKnnYh
zGHoeHl8*XIGJ7Wed$~+Fbu_d_Bhb&RG=ixGgJ-*FGls!@caFAEt>)!wM2hf&Z}U#b
zL*J!r$*Ik5oAETwTZV;|ONiNdOvtMxqc#;q?lgxuASy=2L<e<2qtILu@{~q>Xtbz7
zF}AQQ$Wd8qlI%8gxsiN_(JJ={sZ-EwB4{yV@F0ukd^47pt(Nz%8@T0!=Ra;F%QVki
z;3T}zpoF;oR$TR97WP)E(6;F2P42s#jo9qR4iPZNzb+Yx=KTNy)Q3Klea_;F7uss!
zGR;6n0c}i@jjgt4un_SRIq-luJTt&IjBza!KgaTOxG^NnY4<0|u2iu(=wh2x#|2WS
zbOOJq<@#fbmek2Rj(;u?L~xk6+}DmNK_I3vPonSsDVH+&>W3Wg&5rWZPLOnhS3co;
zvVzvE*+`o%*Eq&j%hc(R5Dm91z$(ji`0VecwnhaS;0ZnB6B=TSEM|USiwSV+;!hL_
zEEOb@%xmW2OpTO|RR8fswF6mtO6aH5SbCzkGD`{zwF>66_4^+VS@LXpV+sJ;*dP&N
zF*7Mja3SGD!;~`JFH_W0mmbi2jrrTA`snUStYkm|;8Yu-E0Y;QtWH^N=mjoX7ri(*
zss<M4nHH027;h@Z1zabMKMW37+34JhJ6Cma$x~*j%B*(;__&C_G$rico>LwLO-W;4
zZORDV^REovIoMp?7<#z?yqj3qoZS7|oJ|84Ug`+&1TWt_++3eud^b1rva>W|IYyZe
zIMVU}`={qty*WRzgHl)_K3K*pc{t<s5t^{3^S+?v&WO`gu9X$soYzw9f#l03cg3wj
znLyL8xfc#GzjQZ#(%yQ2Id$cAMU=v{seRw7Lr$5__S8Xu<v0!rMB~waB<j>$%+rRr
z1fDFv>6xvg5~$$t$ne;p=7M#WSoeX@!itUDt-ubpg$bRm%;D(Gh&}(^_vpbn`>s*-
zm)UnVFXDQ&%=cRRcx3NuP&ZRw<LiR2L~Is!R`E*>p069TxgWC?cSU*qoap4U+#~hW
zSC0?e?6vk<9XLjm*?`BitngM%p2I-{>HAL6j;Bqgtiy3ZhsBHn>GYQDc5p--Fd5oC
zFXbH9X<l0zJg{x<?YfUp=8#(LV+hgfXO?X$Ubte~-~VB5&eODgWbPp*W1bK}b-LR4
zdG9!IZMC1vrIdG|%0lCDR<sq~JHgn&-Wq~!uoM1RU}6o?1sblqoU*`|6d*ARz)5#r
zQETb?&iuH#Ic3T%tI|s7AHL^mJ&N(GYSov>I;<SSRq79zj-rTxX9reZd+1Zno}1l^
z$8uC|iltFDUN01ydFbCyODR}mzqWY3vn<y_HKL45<fJ}x?w1L&1X72YwbDZM+Wp?p
zMEb|#EYr)Yc|bO6rM;muVe8(NBpQ){5?k;8EO<bwe%1R5A*uceth?W}xjcbd);^rH
z(4iyF0P~!8MY!oCM}hR4eZ5=yvRAsY%BhPciL4XD_v}aM+Q~k#`9w3kh#9U1T>+^%
zGib`XHE63*T55S_u%|K5IYSjwg{7Z-vV<3yQuG>DEQNxp5ij#TCZ{yl4CPr{IxMBQ
zCZ#n;**vcQ)Gv8ACl~Tm!eZz*e)B3}jdV|^qYz?%ywS$F`osAhaxl|rIv6FLDT$6z
zQ&->2$e4m)iTl64o%JML;z>Qg-qDm!?o;YU=#>al27~x)QSBV=+nj>eE_)H)AhjZr
z#PUxa8|y7|bsN2F>Su0crh89W;w8?->V4id6*o5suXzIawu)+5Qmtk+X-lssrf~1}
zM#Uvrr=B|bt&pveorbNxq-Px1ck2}<7WG)S0S~Ib*=P``n`vj+hk;oL7!Di;k6LO6
zkLM__{t8n5V-oZfPk)K>(1r1RPd+`uYRDf|&{$DyXlCJPD&5tM=c{!#*zQ%-Nx5kK
zRAOX(KSs5<l$I>Wv(_GiEqMkNsL=4K6Nyxx+o)x`XLtZMGEY`DGR%dnJeqJ>AM|e4
zet>s^n_TBUVWi4qkdUAQ@R2p$AN5?bv?^%p<1gWM#a2~SSUfA<?+0TI!dh639Fl7+
z)?7VS?r<%%z^!UVo<m7j#%b3Xu%(X%u9+LNSKjX^SS_-b%<L#Mln_tWF3mSK7EIPF
zE<Pzq-er@EO;_p8Re$e(@6qix&pduEQ~ereh2hJ<V$(KaFGzeD;G3pjXrKhk@8LI_
z8!wN#=9qqjjHfY!@4DE^JQp!NR@x>Xx>Rny9ea?g6gUQ*_tkFx8eFF<QWfalMD00T
zviPH|bd$|h;IOY<>blu(<qmws|5%4Sx42K9bUSir$4fDIfWb<JF7r#T_VVo_n<sBO
z`fQjZ8SIoVbLBT*1;((em+mHdJ`*4N<ga0>`Zm#BF<NE)uASu~!;NJEyFqnzWSo^@
zS-p^uc#~IRP5h8Se+-IwU(h+4$w7MCrp6NURQ=P0xWMOnb>7+ciJnThFsIR(G%1k@
z+d$F)s4G<91C!<i9aPm3Cofs68(J{NR9zoFyvcs^HuiWc8t8eT6fpnxa4zr#)BHe-
zRbZ8<-ad$rC*?>uECZBRzvo_|BlB^TYk4LpG=DU(-*-L^b$U4w?H&-w(uHU{Q~9A9
ziHpCfr}9RqeXcTUq`Ix@Ovv7{qK74d!m+pI_{I|cdg)GJ77DL;&Rg{?aCO7%>t2yZ
z&%|13y>*t{Q@|sM;c`h$Hpd*#0mIEvdet|-qApv+M)Hj<pV01qg<%CRJ;`Zx^$2=~
z9cU#2ez+#bx5*9t@4-wMI965J^9kn$ijXbq5_+u-=NOZ{T!s4FF6nJ(M?*{zJN%J7
zl=#@0_8kra^>?(M@8`+H!o)qpy&bKWMZ*kHS}QU8z#nKa#aX{Rzf(@1gSPWe6Q6&5
ztS22{Ze?W%E`irO6j`^j$uc!;FIODDaeRSiXVsNA*}N)$;qALB_d%-$2*uDk+BowC
za(`g<Xk^xP@z5CDkXn6YZ{qiblT@_wo{qhjDVg46{z(af46T3a@1tT<TU9yditGFk
zHJ-;52Q0cNyk&SH8sA-7LECC!P{#sEuSwo=0gqVTM7^=9<3i^cMIZ3*=V?leN9tq=
zw$#@N3t8J0jEbC23FX>6!6$n?f>Op@9yxk4{|h)XthAAZaq=>!){TT^PT7Jtl}P+T
zsCr3JAgG<iEcz5=m>51@9LDp3EvP-Z*C}fb4s0^rc0U;rfAVgbvW<DilCGQfxL11Q
z&PT8S@aXMtJPEIoMt#I9xdf7%er;cjt3IlqB)LTGlHh%`I_CKp@{PvSW48$d^>o`F
z<RAfx@25FI@iCDB_SaYAZz`VMw35&xCLY!Hl4V|u1x-9PwrpJzi@m2fwtVB!6RAS+
z<SzgtmLS;r)tK)QA<NRzkI6Ty_G43NUFR4YuXejt>F)XNU8iPEO?!5gU+6#c-$I$Z
zW-qxV+#-W+6~gRt7N<^S*ksVNH3SEAYSt!fOXbi9AKKD<x%6(KICw*|DSZ4wGlO;I
z&q+KTYIAXBmPHDbxvNb)Ps_}_zw{N#M{xpvM~@_{&i2c{Cx?I1Mj39X+Ps>U=nE1_
zIKu&e)8lG-gKRGCj)v72ji$~caW6ghve0kEdF$_s#c7*t1h75`%ITD{NX+(S!dKCP
z^~Nl2H(bcdR8|-$Hd3s*?$A1yF4?ECnC27v_*uht$E~#z1~{sT@v=CK5yxiyfm#jR
zVK}8B*&5)k*W$5k#f#~}d^lx)eP&LNu1j?K27dcPT8@fVvq$5Sz&>LT(@Z?r82W<C
zjFn|lwrrE@wO8Wv`Qk88&C+2bUUvj18G@L2u7($_?G5qW&{&!}=WN!#{BEjK$VrD*
zrxPNx=dqYfHI8-A4Z8~H`dDI5&l&)dlDB;7(_iX5;=eJ4n>iGwb3ebqYf~&(C|buo
zT9ko0fZg{tOLJzv5Snu8Ehu_1G{S&+GDJH(N%##)hKymH(bdv?&aILpNaG7l!gc;O
z7SF!V)d*wO<ogogJg@79C0Do^{-QumjE}!EnYMsBy}ko;7W(yajG}eo9aAAdo|oGp
zwTbgWoFBU_EJE#Lu<Zs;#q>aTl&?JYft!V?u*@63F`9_CM9e+jD47fU^5ZHa1$SAV
z?Z+!--wDq<hH8`7#>D0=?n|4-&7?z6MZX*A3*0|$$sX<17qp)mDxXk$_8hoZ7KeJf
zPx*RI^Qj1NjI#cP?}NRxw)DQUCRHTPk=;?w<l_h?B~VjYs|z*0A{G&5+wO;w0Gg0$
zWpxa!5ngG+qKv5-0U0TNzOr9aH*IRaUQ&L=1gx$V79AbmQI=dKGjgjQL&{UMxlwdt
zD7d3N3JHTjY@tXP1O{`2LZIIc1Z6L8heXN}2yh2^atY5>IvDv2ALyUORd^KzjGcW!
z5Pdrc31ke1qd`zK6petQ(NGXMnOB7Wzda@Q^2)FyKwborowK{cO$T=noP2^$<)2}F
z`BeW|@E?m@;IC$MBRIPd36yF6TXaO&1=fpd-VOwkiziW?Kyr}y?xAl-0>R-R=np|S
z6a<ID<i6!}J?(!))Y0DuFen@jg(Bck1t}=}JQRBVuT7rb5>7;4FLzH82qE(y=2St+
zpLp^yA*hlZ@*Cva0TDs0KN{$_A0+>uvu}vM&0q=$B-u*{48Z@k0uG16{<cE)htI#E
z;PTMFt%bvp-@X4m2UqypOcwf+!SVmzT@I=sOBOqgu|mR;DsU`9P92Vvl~qwuP*X=D
u)Zhqt6*y7@si1~b!u-#K6|0gGs}G6bP4f44aAZZI5C~Rrajd=u>%RadrDfXy

delta 4747
zcmb7Gc{r5q+fLcHQX%_f$vVttFbN~;2#tMTVlXA^Si|$m62?B3$i60_vJ*mCvXg|6
zr3J~pPkicqzu)m4@B1Cc_r1>_&vQQ4abD+jp7(wKaj(cW$;E2`eI7iuEMdF5q7I@`
zF!Vg1xpCo34V*1W%hfr}<03Ip`)#s(P{ScXMiP%=AsP;+!TG2!5%PoUTX+@=1iG_-
z9`77&jIDO8Z_bAeudiy!eO-^!LN(V%C&s~+-2sl$k^{FAI6Hj#TlYt<FF-T-%Gr3u
z!_}3a>)T+(d%QqW+@udXL0$dMSF^Ni%K`t7)7I16Tcay2l0aiqKxv@&?O{i$Cr@=B
zdOdY6kIxqpQ01W0*Q`_SpNP4L6TBfbOJ5J;5Phrh5YuMp;UH`(S8_$eE3CjEDpxE<
z+T3;%9mj#_$r(kO1r|nzkML)PGjS?>O9AJIg}97gzkLMsv3FLMS1uG-W{sat&r(Tx
z8@<cE*wof>X;yqnWZJr5<Qcl%xIy2`>^GvhW;`enVl?TrojgsaX3U{xEUI?3)9H#X
zPqI!sH4`79K+y8Dprw$|%F_Zl^TEoy{x#aV*6dXt8zMvkCo+%mm=)XaSn+bAo-1yB
z1mwsJL@{9ty>8bq4+Ru%ZjBi)BAf@;k|m$NH$YkL+=g2(P6TK^KIwGY!>kf|j2BZX
zhQTMGtRm-df?)mVN0ySGuwyf(KOi~d1pFwYoO)YiK28uv58%;899tQ@_M0v8U13_A
z-!i%0dp_7V&0v4S7_k*(YnQa<bw;xfa8xREz5Fa0X^oGfDjvp9F!To$dhV#^4&y)M
z%!b59iyLzom&3}xM~fHwGMD^zk|UtlV;GcDN|v~)s1<Wft#HI^74{{>Wop+Z0bR@6
z2q8<wd45UET>2DF*x~tF99+|sZCExxZnKqX>}OaUm{o=H$vUoE)qm2B0t`&O;vNts
zweQG^e$7$kEGr)x%+bo!AtKBy^K;QXJ)GcSC$E@r>M0L-^MauzPNutCOXy01nMJW-
z$Pchnf?DYv1mau5EkXVmqcJC^d~=3$A%4a&{7^*<blY98g?YWdB%>jl$M9CD+fXr{
z$F^VkznfrP_ypk3ev~|5@aJrEqT^q)eaZvX{)92S@Ndu%Ue6JMycG4wgoxkXVx|Y!
zA}_UjnQh&%%ebc~Iwp*s#!BM-9ZFtbn$0sFL3OlorH}mSY7l0S|5vu<4gR9P5~-ae
z0)9neY8dma(a0Z_=H%Sc;FU@K<*8~2tj0gQSfhTL$^Xg#E;#~bk#E?7d@FzCxxPND
zndI|OT(uq>iEgXTjP$NA@uU80oh-W<vN6A<2m-p7|B}MqUzTj$enL4`dfwt*K`|!(
zP)Bzpho*x57?5?qS2Z-7mm>XNYp9^E?P%mw=pb`c`FnMBPRqK#g!NXZdRCJqdI5Rb
zcU7{&!(E;2nL(>PGwsL6-%=Hh_%pGyB<gjF%1>PDKNNjjfn)N~Nay_K;bCLv{GrUM
zB5&LbAaqT=FxR{2b!kt>&U)wO-qw#j^1y>ez94^jAgJk{Y!G>EaYbsPC<VR@joaL*
z`?<LBWqpi~mv=QbWq4-ZYr!!NCR@QkR7l~DZ#n#;M|2*h%AR+=-UH+3rBc^U1rl9p
zucfjk>enXE$UWGzl%aCznH+vsc3Y#&Aba4Ng_QcE=fT4KF{JHRA-vjSPb`pT#cG+W
zo1$13U?1f0$U{qNyE*nr^sN<WmqLEvU8a?7H&Zh$r|dEykkmGboS1*(AG>2fGqHRY
zBHzfdLbtoVgS$~x+x=<QzQsCayW(oU*yurLBrDv==*7;%SL1ns;-NdZC6|X+C)fkV
zZBop);xt>96dil5)sMp<z|=u)SNwKdPg))Tn7ylRqSVz9*$`0QG?@ma`*}SA7+i?^
z#aRR=PPc0zi-Y_}hNnBm#|C**EuJ?8R`2<Fn2{wEt+D-n;YM?>i`>~PZ>$C#ug#9n
z$vRpa)OV*DVMx~#e2aBAHn9?kH|`}w#Hzv$`&$xr_)Bn7iKDj?5I<F_e77$W?aNsJ
zVrW;8C7JKcJZIII#!$W0b`?-()YNEodcSZoYZh0{?y^cry+ih1_?naIqJA)>6{zmr
z*I?Da(>-#?P%9wgTVqxC^NlphBee3Fw&>;xKGtGPcOaz7o40_~Pbn$S<oxGZKP57K
z7ESNPfisv8`Lhv5+wwUtx;Foqs1r*8KAxN)@koqZlR>Ok&85}_49*xUBI+JJ$;(%v
zFGb>R4rl3^()%eEC3v<W3oEd%**>Y4difg{CTxM8b@dLF-t<QFL6=>5acbv#$lJWp
zgd%HI_XVPt+TEnx^_nu~75uqou|#WCTfwFM=!P!7H+_>|?$?{`*<;2l@<cXltYU)P
zg@~P6x3FgXf<9gtu$2rilnY+&ADz~j51%CTzWcgXYRRbIX)zo1V!%)}T7L7KKu^;n
z#jB44?(IvhIV=X?T<kpw9yr^(^e4#m)@^zu2m<=`g~}r2DidjvD5#CmSW_eIN(s8S
z|KL`7MhY<@Wt=14MGxoc>g8dFLxCLd&Nz_BO%*kenyU*z?bqLlkTn!0O6q0M1-k8x
zD5S^ZxBt)#HKM}CXA4B#q;I8V5&_jcv*8j{#+=uqrC9%JQeC~KQfm3+&S=42$nX?q
zIgdAt-pu^Y^R6fa3nOP#;k#=Mg^fNQR`OHq??!fdGvqd>KORoq`+7L7t{=b`RkSE7
zUgb}G|J1yAy}YenDV<?s)?xh|vH|dE)V^<;bTD{EaiQmWGx-as#)|S9JO|JDPN&!x
zVL9mwDQv6C)iXA8FzW5;v$}u+g7zw|5>q5h^F*fC$VBCmvf*S-R?jY?YH0<8qe{*5
zC4ZR8@^*t)l-^HjebZ!ReZ4&JdeLY6)`Z6!k4!5^n4!tVO+95+Y(fH&4Tx8FF6zH&
zVOiKUbgA^>ZPl8ZDzl0b^3)YoY;Xs?J}$Z5Y!h>Lz2W@I0nD;~`dqz;5mbtBS+%Ud
z2y1G<T%G>5aO1JPSjO98JrSW~47k|9fHPUAq=Zq7l#Y&kd@8EwNJ%@l2#a2*#WK>B
z7F$$hxa72K*aoBrHh<n<2M8~{gH8bg$NYQ@r>VrL%+N9yUcH8{LRaB3p#iy+W-K$=
z%P&mpwtwa++?#`Z_r|=j3(U~wues;kJ}60^Np3!rnHVd<?Xe3NpKBPd=uL?1Jb$w}
zS0s&xCDFMulc9E`*mCgmTr2cP73Dw-eFx?#H(mJ6hgT2af@rf|N+3&WCRt>E7Q@f{
zYUIUvel~|mG-KWXkDZ59L<oatL_-re;7elE%G3uDj_~>3`j4?stX?aB@=>}jFJjk9
z)AM-_D)d%Ts@rB&kUm!jynobF=u4fIUXRd|tWkGlYC}Bq_HtACadx-c`Hq^34Baz>
zfYl<OXOE^^W9f!oCBy=7;W$3In%yPIoh&!c`B+PH7V+j(VpPv@;;UHF(6k?Ff{NYQ
zbG?qxZ#}$5S`yp2F0o@>#B4rnb$W!!Lw#kmuaB)D)AZ(=|AyI0@LBK+FwG2V&zp;@
z?|W-dlPQGAxK=!y)fsC%5YA2N<iiHqkk3{3z4WcA-hDLEF$%=M04M2PPur%vmR9Br
zB@ti7LygksYs%a~=#qm}_11+<<d#WU%xX>7L8$r6`0z89=Y_7w>TZgeY{A@Y`1=U|
zjAxx`2qlpP35vPS3^20~J*!*^6rT<s!(~AF;kuVbNSl0ZIXqq&-|D)r=w8_^-0@8C
z#x^oA$IpGO2jWnIlS@8%wJdi&`mWV+m(z6`WSVRwHZ&C6Fv9td+-wQwao7p`*{w-)
zi)KQ6<MXJpfx~!G4Ug`4m967`N-rkxvflH#i8U_q<9qp~^@j{;djZqa^M+Hw4+euf
zE*zT3(-@pLc-~Y#e4}lvVJ?O$cyZ!=dCy(&3{QOAcSYc3@#j;^tFcPR+F{HL$2<#b
zlW=g!!tIS4EPtF0X_OTrC>NhPgzd4%DZQd&Q-DVM`CUhrcVOE6WW^|izOzc$Jfn5A
zW3gvw<Irf;mOW!mHP6@^${#<+-+J9aFQoKt#so#A5q4K8@q#4FWwVAU>h236H!Wn=
zm;@9a`4#m5ANXirV9zPR1UrtRaiRdSOe~>Y^Kx%1vipO+kb^`Fxr{Meyd=5nF*mQ4
zcTmmts<g1y)px?A$P@>48wH&Xx_o-ta1I~pPjT8CZ+gGHslX>i#F$(=HG-a4@g4Lj
zm#x=4I#h^j{FJ!)c~Z}vr#2HI_9LQQJ?%w#MvB3Gfa_uyo;yz8@?rS6hx-)xo!?x*
z*+z2BxiNRn^YRCN^7!{s;tD8!Pg-*8@x)+A_i1mFAqJ@T5J&%~p_$YuxpKN1jloam
z>@tB*8u<Xxq?`d$r3Rfg&9e^e7HeKRr|kqRAEmOVlq>l;tqetZN*8-)+^&0#+`;Tz
zBhMW`fLp6p#&6!|AB6jRK+NgXpIFg;XXm++t}FOr{!?Jy{=>%J&iC!v-zQ@@W4m1F
z@9a8H89w;%I?tH2fGv5Vpqon)C-|vqZB)9nY8f>QXj%}*WV%V4X?B^i&+n29y{pPg
z&X+l6qsAf*Hi%Lc(k*(R5PfCfv0#TyY48%~0nh<C+othZHm<L`j*0xHwY}Gq2_2r?
zytL5je4qDg7!bq38EWwH%3fq^MSEO4GyXJHh`4*<A2tfCccds7h3SadmuM3YcU-@Z
zE;JR+Js>e(U69UeY;%>eUjDgcw?fYmv=QL9LeNb2>Fzs!6n{??VQ6P+2pX{-;x=S?
z;14{Eikdblb#PU@y30%x=zVcQ&2Mn7KeZq?xnrA3mE((BXraWkLd2VM%(gy}V=mOD
z+q+@bJ@0+WZ<_{xpgh_O+g~ua$O@*lG}&|Q3VF#eKW}xEa5X#pr-1y20cnhUjKB}F
zL@w`$^dq;MJf&F@%coM$@LM3*72nR^C@Aj)9&~R~(uO|-yvg%}xYw~j8ZUY7N%VeX
zST?iS!cgzg(<1swE=Ld7MVd&iaQXB<AU7q*EHs}hCU1$P)G7s^l7y+Szpk9xH);SP
zXw18HGl+$^Gh)~HL-Wh$x76()_uN2)UVH_kgwp0+1=&*GA9uvZ!(MZ>;}X?DP0Wkx
zv}~6n^sXOR#J?y_W8oeSPQA<>;zpp*iRhTFGD4smulUBpFVoSb*^vACGWvQN8`9iw
z)XR*nmshMdwHzE^-yKtUMv8fpMlL9ymP1ssUzDXlczNONQ3!;rovj?)4txs&g@K_^
z2M8E)@_-RC(ny3Y1Oi7wZG}O;cb#24QEv7QBqeq>QWC2;1(NiN74+{VeDAuQNbr)t
zZ09*(5U4a53IW5Q22g1f6oHaPh(ll~2!v$9#(&8eXAc7F+JOlm0~izqf}(y?P)JfD
zn<O(5<Yr5-b8^Oc<D5ZAQa>A7^#7fP1ZP+N7wnUm|AIZmUQ27|>P7JKz~d^@FZolb
zAVuk=uAkh|2zXZ)6<Y#M<X13VI|2v>1^pQtfdu_piW8o;tNm|^3hGw@3V}gS-Uw*~
z$%K>p@0ss&iv4F2=>;c50f_+p+Bpcw1w{WFK#(#}>A%-tP{==OP`Q&4Ag(I_{2vl9
z7)<UT5^y-=AGQB&6inuyJot&hzuAOCWMIE*Xa9%yliUc>J1%)kn5>Kp6b+G4Ln<SX
zFsPcUw2UlTRYg@+Rz?|ymQz!Z|34X)^a={}o&;MDg0Bb8fgULbL(mHesp_iH{};N-
Bnj`=K

diff --git a/figures/influence_nb_threads.txt b/figures/influence_nb_threads.txt
index 787ea7a..ac5fcbd 100644
--- a/figures/influence_nb_threads.txt
+++ b/figures/influence_nb_threads.txt
@@ -1,10 +1,10 @@
 #500000		sparse				full			#50000		sparse				full
 #nb threads	times		nb iter		times		nb iter			times		nb iter		times       nb iter		
-1024		523		27 		545		   					   		8.61	    16
-512		449.426 	24		520									9.27	    19
-256             440.805 	24		480									7.73	    15
-128		456.175 	22		560									8.64	    21
-64		472.862 	23		603									7.84	    16
-32		830.152		24		920									11.33	    18
-16		1234		24		1870									20.47	    21
-8		2632.78		23 		3589									35.07	    26
+1024		523		27 		2100.7		   					   		8.61	    16
+512		449.426 	24		1459.35									9.27	    19
+256             440.805 	24		754.24									7.73	    15
+128		456.175 	22		718.623		27							8.64	    21
+64		472.862 	23		715.554		27							7.84	    16
+32		830.152		24		1089.61		27							11.33	    18
+16		1234		24		1746.53		22							20.47	    21
+8		2632.78		23 		3112		20							35.07	    26
diff --git a/paper.tex b/paper.tex
index 62ded30..c8a6698 100644
--- a/paper.tex
+++ b/paper.tex
@@ -6,6 +6,7 @@
 %%\usepackage[french]{babel}
 \usepackage{amsmath,amsfonts,amssymb}
 \usepackage[ruled,vlined]{algorithm2e}
+%\usepackage[french,boxed,linesnumbered]{algorithm2e}
 \usepackage{array,multirow,makecell}
 \setcellgapes{1pt}
 \makegapedcells
@@ -478,7 +479,7 @@ $\Delta z_{max}$=c\;}
 
 ~\\ 
 In this sequential algorithm, one CPU thread  executes all the steps. Let us look to the $3^{rd}$ step i.e. the execution of the iterative function, 2 sub-steps are needed. The first sub-step \textit{save}s the solution vector of the previous iteration, the second sub-step \textit{update}s or computes the new values of the roots vector.
-There exists two ways to execute the iterative function that we call a Jacobi one and a Gauss-Seidel one. With the Jacobi iteration, at iteration $k+1$ we need all the previous values $z^{(k)}_{i}$ to compute the new values $z^{(k+1)}_{i}$, taht is :
+There exists two ways to execute the iterative function that we call a Jacobi one and a Gauss-Seidel one. With the Jacobi iteration, at iteration $k+1$ we need all the previous values $z^{(k)}_{i}$ to compute the new values $z^{(k+1)}_{i}$, that is :
 
 \begin{equation}
 H(i,z^{k+1})=\frac{p(z^{(k)}_{i})}{p'(z^{(k)}_{i})-p(z^{(k)}_{i})\sum^{n}_{j=1 j\neq i}\frac{1}{z^{(k)}_{i}-z^{(k)}_{j}}}, i=1,...,n.
@@ -579,11 +580,12 @@ The last kernel verifies the convergence of the roots after each update of $Z^{(
 The kernels terminate it computations when all the roots converge. Finally, the solution of the root finding problem is copied back from GPU global memory to CPU memory. We use the communication functions of CUDA for the memory allocation in the GPU \verb=(cudaMalloc())= and for data transfers from the CPU memory to the GPU memory \verb=(cudaMemcpyHostToDevice)=
 or from GPU memory to CPU memory \verb=(cudaMemcpyDeviceToHost))=. 
 %%HIER END MY REVISIONS (SIDER)
-\subsection{Experimental study}
+\section{Experimental study}
 
-\subsubsection{Definition of the polynomial used}
-We use a polynomial of the following form for which the
-roots are distributed on 2 distinct circles:
+\subsection{Definition of the polynomial used}
+We use two forms of  polynomials:
+\paragraph{sparse polynomial}:
+in this following form, the roots are distributed on 2 distinct circles:
 \begin{equation}
 	\forall \alpha_{1} \alpha_{2} \in C,\forall n_{1},n_{2} \in N^{*}; P(z)= (z^{n^{1}}-\alpha_{1})(z^{n^{2}}-\alpha_{2})
 \end{equation}
@@ -591,18 +593,19 @@ roots are distributed on 2 distinct circles:
 This form makes it possible to associate roots having two
 different modules and thus to work on a polynomial constitute
 of four non zero terms.
-\\
- An other form of the polynomial to obtain  a full polynomial is:
+
+\paragraph{Full polynomial}:
+ the second form used to obtain a full polynomial is:
 %%\begin{equation}
 	%%\forall \alpha_{i} \in C,\forall n_{i}\in N^{*}; P(z)= \sum^{n}_{i=1}(z^{n^{i}}.a_{i})
 %%\end{equation}
 
 \begin{equation}
-     {\Large \forall a_{i} \in C; p(x)=\sum^{n-1}_{i=1} a_{i}.x^{i}} 
+     {\Large \forall a_{i} \in C, i\in N; p(x)=\sum^{n-1}_{i=1} a_{i}.x^{i}} 
 \end{equation}
-with this formula, we can have until \textit{n} non zero terms.
+with this form, we can have until \textit{n} non zero terms.
 
-\subsubsection{The study condition} 
+\subsection{The study condition} 
 In order to have representative average values, for each
 point of our curves we measured the roots finding of 10
 different polynomials.
@@ -614,12 +617,13 @@ to validate that our algorithm is powerful with high degree
 polynomials. The execution time remains the
 element-key which justifies our work of parallelization.
 	For our tests we used a CPU Intel(R) Xeon(R) CPU
-E5620@2.40GHz and a GPU Tesla C2070 (with 6 Go of ram)
+E5620@2.40GHz and a GPU K40 (with 6 Go of ram)
+
 
-\subsubsection{Comparative study}
+\subsection{Comparative study}
 We initially carried out the convergence of Aberth algorithm with various sizes of polynomial, in second we evaluate the influence of the size of the threads per block....
 
-\paragraph{Aberth algorithm on CPU and GPU}
+\subsubsection{Aberth algorithm on CPU and GPU}
 
 %\begin{table}[!ht]
 %	\centering
@@ -646,7 +650,7 @@ We initially carried out the convergence of Aberth algorithm with various sizes
 \end{figure}
 
 
-\paragraph{The impact of the thread's number into the convergence of Aberth  algorithm}
+\subsubsection{The impact of the thread's number into the convergence of Aberth  algorithm}
 
 %\begin{table}[!h]
 %	\centering
@@ -676,7 +680,7 @@ We initially carried out the convergence of Aberth algorithm with various sizes
 
 
 
-\paragraph{A comparative study between Aberth and Durand-kerner algorithm}
+\subsubsection{A comparative study between Aberth and Durand-kerner algorithm}
 \begin{table}[htbp]
 	\centering
 		\begin{tabular} {|R{2cm}|L{2.5cm}|L{2.5cm}|L{1.5cm}|L{1.5cm}|}
-- 
2.39.5