From dfeb88f9504df3df837764837c337b64445e85a3 Mon Sep 17 00:00:00 2001 From: Jing Lin <82669431+linjing-lab@users.noreply.github.com> Date: Thu, 26 Oct 2023 01:24:07 +0800 Subject: [PATCH] upgrade perming --- released_box/models/bitcoin.ckpt | Bin 10959 -> 10959 bytes released_box/perming/__init__.py | 2 +- released_box/perming/_utils.py | 16 +--------------- 3 files changed, 2 insertions(+), 16 deletions(-) diff --git a/released_box/models/bitcoin.ckpt b/released_box/models/bitcoin.ckpt index 64de7e9f60ed6e9836891875a85c7ca63360a13f..49e322baff8e165e7a35e0537877276c8bf0ef30 100644 GIT binary patch literal 10959 zcmbVy3piC<*Z+1+y3j?bB+0E(NfP!NE3sWpB&0$mT~R7ql1k1dcPdGukXw=@5y@U- z*%V>#+>(UKk!mMNB}uApJLkQebKdX$p8xZo&olRW_FQxR#++mQ)|z9EF>I|QBpD1D z8ODDUdB$YMHt!wo9=^Ml?A+$FZL!y0Pji!r4ClWTj`)rp2RuD@?eOt9u>YX!TJN2^ zym#$ndF=3!Wi#g6v&FO=CySu>d3r6j_SnB`o43y5!@E4(+BRn zr5q=S`Ybin*IA*judlaEPgjpE?IaykjEJNOk z@L^B-T|@|bvXxi}d&(d1Q+?P9_UvhY)56k!YGL|+5n!mJ$5#BafEjB9(mw2&qY`FY z5uxl^qP2(?q4bB8**A+ZZKI@MFZf-D3$+|YtqivIarUC$pP271?}H*j zuoqj29dwlVL$mB9$JsjWzqgG0qvfBJU@tw+*8Ss-+&}KD5)sOG+bF4Y*vpQy_5QbU zOWDhhv-N+!bLimq#kN*sWZctQlA^>JjL~ZQU#UHlvFI<MRfC>be2jh|bB1&qSwj0f(k(OcFQB_?Z_&xJ zn_%~^lJtEmAKJ^?n^t}_iLd-tgLJK$O6^j*MjD4}fXdSC#Jc(mq|EN6=(livyi`D1qJ~Z%>amzJ&YsdeBFcK4PlpMWUvHLx!|RlUv*h zXcM*+z4uiqogyDX+}qlMr#0hg6iX!EzR-oqi_%F|2dtG%{#+J%Z7yA)@Q%1V!IoUT zS%KEululp0f0jNee~!Ol-DHvxlTLT3wBygAEP8V7CekQgh3+iagp7+q?%i)EtaTWb?F3^hM1}bl(q0d=?!~(|zH5%LTvkAL+!@ytXK)j&)0@lwdW~hNT>DT7b*Y|kQcZ!%8a{nTE zW3Y%HdBmAq*ZK>cx=NNj@;sXi9kM0cg2U*Ug$qdPx4T%n!muo_^d3;EHgskDSfWyD zIjKBNm;RnwN=c@8)Q;7R=QVaj(49-7K|eZ{R9m!(=AF-`AySrp!d@;g-M^1-w=lFu z_~LSPME%K1pW5SRtM;igHU zq}L5T3R-VMXO}8okyfQ&7>(np7#h<{R3+&q{dn>hD-M05!GyNkc$G|Ckjj7KGEi23 zAQkTzB?7ZY9g2qa;N|IXWPIDkj4hAg=YL**?R$K`B);UH^~#YNtJJMEt(?M2Cx+j{ExUur4ZEk4so&;cy7y69 zPh5u%Ru88u%Wsicbw_B4uADM${X`>ymlNsxYdX!)IZ6)vGM(g|3M7ZB*YUL`(8muqF94-D9?a`&gvRlxN#P4`CffLskKr< zYAXM@;fdN$SDLC0hMj5lsXIj*Z&jn)TGo=hm;;2Wz9!kr3ZT`Z(y;E1E&cLy8=vd@ zrDpkvVoiCac-4a2x_l|Gl-l1m{-|10bfeiZAeUYxmQTJ9UrYuZF{fW$jHeBwP3h_d zlVHmExz))J)Pc>s!n`S+Ntd2lN9!xzqH{dnW8<SJo%w=rseOtY!_xOHN4>TF|b z>mgHmo&Pm5+@TG+e5}dzPj4_`-d^~kZ$b+yeCZUMGvKdiFADQ9FMxh&^wl- z(@Rl`Ziv_d*4bxhEw3c{`yO+?$x7Fn*J+W}5hI?Jtsm2BOJn6~JCE(IvND|0tZcrA z)Y@nU7pLE(J5`NwS_DC|c3IKowkzlbI}~X53CnoOS1CG1dlso{bcxi9cc8DW(Iid2 z*wKbTb^JUXZ<_I{fNJ}=n4CU%iX785jdoreLnj*S9g z5p*G+pu1WQlgb4@@StQE>Gvj+W*GG{t83O^_QnE$!y)wcn@36JOeRfQoaLRF^nrdx z#*zl5cX8VhQ`(fciJn16=>1Q$1QQ-!CXJh0sUU+nwC7+2t~#4fn~SH=`3d#F+Zcue zH$3>Y6M}2(%`>Xcorw&ax7C3MEP=(6+cpF`KwC~}2?30Yi!6;@ZrW2NsbayNs?AKmnqt8h#?B0F)k z{$HEE!GCP}|F-7LP4xcXH~l}E0E-mT=y37*uzKDyGAAOD)^SS&-F6!?Uwb0*GhRdB zK`%OPh8(RU9z-YSi&g1wn@8^z&adjITuS<97m$a}U88SJ35HT8jd!+2!Z@c7mA9X) zta^DYrs}ltCV44n1hNflVR)AonV~SdvbK6Rc{U**IwKMZejQ0SUX3MH9Sy2jR5ZAp zbE&$XlSV6>)uV)lELu3;s$`HO@WpyLy(DJEy{xodq}R=w%4&;e@cFUn5ItmqHX?<(`n55tA@Byv>WEpY)C`$cxz zX#KzRE%V>>Ei!J+O(cKU_e7)5KxLcZZk;61NE-yLy~a?Nbq5)9jZ1Y~UP1HLK`3!@ zLf6YPD93qPuunT0JB#w6@OvkQ%I1M<(`9C=(30pV@`lwac{noQihkya82-c#4&MmG zgqhkDE4mS%?eN6h7jwbIVH)1L_5o#N((%>IXOLPFOgtJNg%c|a(fLRfI&MA;;Zsm!+occB>Rn-&edZ!O@}5;IIa@eE#i zi;>|oB*6R1bx7_ykGwEnVsp+dh}{~F$zcq#b>?)S5D~o6zzZZkgw}bp}8bv-{gH2Dfxg~U|BBygM(g;9aAI8qx9BY}^Qu|yt6jLu_IU?plT zdO?&(pCO)Wzd-qYU#RG^bSkpr7J7xBAYzQUDF1d9yld;j@uqvhG3q&C(>Nbj$-l+? zWJkhS>jSss-4U>4<$#vKAxu5Hn{xen5Xo&p=q~<{@a^fxQ%H==585Tvq>g5C)yV3ZJq(Zq8oeDjd%UEcsMU(Z0_%Wl+f%LLue-#|ckVsG13 z>e#N|$ctBD`6M6R4_0124tKSbqv zzQ?BbjbQou5zgS6vKrQNh-kAXK%~fnwwZz%@AwIpT4n;gdOO?f^U{rWLa&#wXRV3- z*l-IoXQ_o|w(r|mers|m7A`Tn7|Aqi7~f-i+>&o6Y2j-xxg`&>vW(3Z%yME`O9tTs z_b5BY@Wav}o~BvWOKJ3)A%yHs3A2IEFmkhwbUdoO&?<$UD+p!eq8sn{JN^n6d9hCwiFz!bdXr-%yv~LP^MUQnL>ld$V%#_1Y-nL zHrYvBmi&fV9||F_R=7@Ust>3f5~pMi2;o%>!r8+c)+u%AqCO`I{35d;()S8vU6e#W z0gp&(y$W5^u0Ut0Egl_QhEt{9fX(!FASzzL25dp2d$L$9kqxzns-gIO3HYnfFz#6( z_AgRIbCYNkhT4JcqbB6+E1`_LThQL}1-L3)BNhZ*N5PR0aNRhL&=R{ybR7tWx`Ch2 zaW?~4orAEsV+sfx?NRwtBFH#R#(_mV_}U$fEt8wTVOJq$u6hb3YMMCphd4;A79(RE znuv$GCr~=~4j60X5`HZil;Vvhs#!OmGS)msSjN8~lz2*zn%WDD^rf&fBp;Oaw;*qz z6Wn{l2?<^uj%+f4*th4vYcK|c7Fm$+y#PEL4}y;MdBVuC7yNJU1fK`a5VOS;+`qPA zZGtpTB|C7xZ$JKO^$Kktu7niA3}piRDcZUYU8@aXsq#aVoALseYz{&hsSzS)Qr z5}@(fX1G^;2Yn6+Q3XG8t*cmQ(?Ox?k|xy7oB_(>1u#!jl0LwAfZ4A+Mc+0*%Kg?b zQF7uv1X&rQ^CcUn0|*c9Z1 z7E!z%*9o0+DO`ED7u{!gVnBU9M#t)cpYf_@ETk?h;<~Q>%#_>{NokdJLww*j2tRk9a(4*<@(C9^&t#&isTpc(1_LMm z5V(2|a~)3Sqm05!g5xrYc)g#4jMYuhc;y)~T4cF?;dAkVR0Sx!euv>X7g0E33EKr{ zF(tJcQe~y#=)QP7+FJnwV|Acs{s403JRxG5eg*T{*~st`BV6{gP||E0@Z1klr;5_> zgYzSFH=KgezAac+a}p9%>#+NA2Ic?c6m|4oHl`+@0HuX%VCsUmlt%GY=(c%{DiI92 zq4hGMcgF=gCK!U!>N#L6_MXsNok+2YAHXfqUMHViMf7Yx4@nsmN{$Hz#3syi6Y;XC zj?kxkvHD#+CA+8ywfb*>jNKVRpY;YfCV@tl)6GHcx7|>c(S}FM(xKu>7G%fwLDIN= zs8sNY(xDs)&#Xo&!R{q-XO#pgY4Z-;_Y6?swXu-@?hE0pPoTWHHoBZm#RAQ5@Nw}; z{OI@|H9l8>mL;3IcV7doqZ#x>`WT9vtw-T1ty>I?q0e_b52b@zqX2u4 ze@5kT-9Y8FLibfQ^xioOwc014`|eH9q^X70PY;4^$Vo~#D#pduj_E(x9Nh!1A&6t&Mkr) z;u8f`@*7Z!u~U#?cTjMv>oNb(g@por2o!XE>IK1vBLbh6Xnto$Dm>?m=X3H)K=-nf zfH&gHZAi|=%QF`W>|d%00jiX@oud%qfAp-9WjD?i!0eH;<&r;~noDY6d##FRXGdx`*)AbesUriMfyxG8sz~ym4f$Gg|jg7xC;3@V=^nX>BEboD~P|-KLbm#*b9k5i#0x zPAZP)%!N!RH!#?@4fOBchgU;NI3QmR{k}1T_0jzx5G$rwr=O$R(OlTWc>u1`dDOk; zBcNdz0->QlQ1Y=lO8Q)(+)p&1af1{%1iygYGm|k|X+MPCU4^HN3*mHg0bYF4fZ2{Y zM6jk3_?MReFVdMg`QcqS{6vCOQR^dAct?qVicoMLDu<>mX<&Q9kRoryVoGrrbk4A+ z8kV&|!xcXeu984whl5Npsh8+=Js(t5!?=9|-@y2VC#7Sd3W^Q{mbm0X_kmo99y<;^ z`_EFFTOGjC<0>^&=m;M?da#uxiKzuNledOJl&gx9j9$32LGK9|-%Mq8q+J7hemq#W zj0f@DAILi$PH0Zfz-nuns0dL<%6SI5x`;zbSRcW$Dk#0l&%+q=bgJK-54?B-E@$fl zLULU>R80R3vcKz4{mZt3d$|Sb(h+F;^C8#2>^#WqQ-jGP-|$q>N$~z$4d!FsW2bU8 zQ-jTgzLCqgb5RH7BiDxcVi!(4?o_vg3L-jbUY~p z6VGeVYtlqb+jR+y?Sv?)un>yT5(Qt)(eg+hn74@2g83gXQSK&^H(!B@>t3S2WhPZH zFAUQ54&g`rEa+VNgvvL6gpP|(q2;3KFn+oU46{p-7q^C6|6XKozbz-SxqB(svXwBX z(~i2c--6fDK5oI_0Nnan1jcuqF!XCYvZRJ6X=gR8+qw~tT03B8a3GxGYM|D{!w^>y zLFwE`0-kXlv-)NLFpQ=UgGcxvb}JN#H!bL|W&p0+pA)tnncTFDPgtP%6&z;fzygg} zl-;-uATt!%;V2@YO6dY9B(y_&3lQEk&`~)3CbBhN@oh zk&rK(iK+Dr!gjGS7#+$(M$$}l;J6~^R6NLh2_d}ae+5ogYpI6)1?ZJC2d|m_l(gF& zY?x+2JoDO*1|cmtGNGSh9Q|NavQ-rZZwErEr6i=74w+1@DR6*68PY~nfMF@`vP{Gb2==_O=PlXAXdpQwr z%@rVh+7$((N@`{;~*$ylQ~=jsv>SqM+4|0o2tipt>~y zo_)N8G8&7iZdL(AlIH08s~j4~o(JiyZy;~|j_`UX1zN#Z(fHMCrqY8pSgkHb4?lba z4Z(_FJY)gt*Bg=1u5Wg;Fu9t$e7s){XTBjAQ;wHP7G#M03TLT~_Bi+uUx5Q&B+9RA zz^*_Qv_=i&+<1nL2Hix}iDvZs^aAM5S7DyTcT_q^W6|tjROa4By^T!Nn(9vV*Sv>* z>s5rS!&bPmMS=_u*$2vT7jfYd4(iSeLG8TLl!M7zXs~(CEnQLrcIx6}r`{1{XimTm zh7%_Is)Ku^M1F@5K9!*5OF4$+LRaBWoO?!y?l+>4H>VgppSXf`xf7_=reMb>8tUF8 zqe}8(LM7rmzW23x5av=+iWq8ch4n-jP(1P)ftJE}>I#&OZ54?4!370irAbiyT zDh*db@f`^fU&XMv=p5$#Qi21GU#Y!aQMmK;dCa|*0d*5TgKsX4!@lQHB{Ktwfdyb$ z)g~?hOT$?v4T|ZMluYY+H&qNsp@& zAAw2cuVH3S8br^U1Ht+^@S|c3x=&h1)ogr%!_6DfRBu>hOMm6^WQLiJb=L^xU}fxa zKZr_u#3Azr3wTHFgX@=fl#cjQoK`vyZ9C@@{q^>!7(5nduDgq=<_jUF@iq11V+4*g z1j4O3*O0fyjk)uDH4Myj1e1IrzTyX>UUWLx$2s7U&==_Yb}d@RKc}+P<56dXB%Gtd z(d=CcUN~5WCL1$xzU^1Mn8P5ozNLVP=$$&_FGe05H;i4Hji7Va4YEt@sln$9kebp( z4J5eZAqCO7r)4vgEH$E<)0RQ!XIa7qvoUuU3pkd?aU|mm3MX^HVZl8JGI#*p-TRPC z?T7fJQz(>t2)3$os2|Vz&_`+~48$rze`Exhn@Z6BC*DGU;5+Wj5uHbty(Df%Qkczo z0T;b{Fl*8lym+w==fn!}*fAk$&2*v|OLB~Sk4`{`seMqrR5XvNdmw9J4#*DNMB90b zLFGgtH@e#tBd7ae|6Etm{+mgalzbts#NNj?$B*FRJ^-sX>!Ey=Cyak!hpMM9pkrVP z70uHG2dx{_xliZOMm-&x#|^^3(kPrTF9Ej(RHL7dGejGIMb~pF#Q2{Zv0Gy=_B{Fs zS0G>91GoQJh>S0Glvm!b&>K4!ehZWk`GRTe z)W~AegWfoB^C|Wny$>AQngoGOCiYn9wXEScR_LNHIUiTMfBGMfOM5D#<|Y}%D^6Vz=bdl&!kiWh6#fmP7n|w zdWYiru+`idF7Q|5kJdMEYqJwNb{(U_=X8NTw;dSI-MKCaA)*+?We_-DhtdcS)ZLs4 zMkz_~u&WrSZAt)R13RupKsGe=tf2hYF9ODOSt{qA<^^_M)xoy>r*Kic0#(K#vvcfZ_&)ap`hOLpcViwpbaX~h&*&6lKwuE$+$;l?MNYU=kqzF4Dd11+22Q#+ zH`M1g&Q7>tp3?mh828M$j5}}9r!U0f=h@A{Hc}N zOy-R}7K`tT{CmYx_5-&c0!*jOhrOzRp|O~-UEK!#Gc|GY?jhjmdT=S(Pt=Abi7@$f zHRx;&rK&4^vEMlm%!f{b{?1b{v~&xW`ipFTg%Zr#EKYAI6-O7r9Z=FuLHYV>LUp{z zCOIj3o-@K=?x7%*KUT@jmro@I4o8E>trM7no=25*4T7UiA}Ff`!M&Y97*FwmDtSq%=IdjJ zxX8a!PzIceEQ+;27qgeUgTv-{%1!A9UR#!jDwjH#?iVY-lWm7pD-vPqMn}m1ehf?4 zh49P7Z)okf5)yVGumpyfD&qCg;#}PBtd8xfk1;9M0UvyLgqzhu;MCP0;E;HRij}(w z!J$_nL2engY@UGwcZ87iN*@^Y)<)B2{fgO!29STc5SK6GqRP-Lg3+o9AB=@~M*TT% zezG28lv1fLNqLxGZV20zcyQIG58YNukUo486>n4lFEtN#CLRLT+A0V?T>>hbccY0Y zc1&l~<9?@p(CJx@#!`J;r6NA1;(r4kX!c=?VKCUrB~#+}FXLRif`XWHm{gn%oD?_0 zMSY>Et=bhLpi<;Ju)9YsJ1))|r?A`9{!16!n=H$+aad-TI!2Lb@11L3=ChcU60E>_ z?^R}65EP25(r2)2KFwq0%igt}=62Oihq=bSRboA?_S9nKG=pi&&uVmXa<|Lw>V~Sz zlUXyh^{}<87hSKuGL@>6w2c<|QJ(zZ+4-GlH?2@!#OfQI!b0UScE-78%6=G z>>)BGlkMu_L}%7rD@^N-?Z-|&NhG|cz;M<)(@?jUn0dMex`tjsOZkxLa)nK%$_iQN zoF>7#F!7wJ-ar#3>)kaiU#Y>u@QJLo0mY`54PT@FzR9crmJ&<5B+~RkV27#YI1QH0 z8D*S(T7|WiuV*^X_AzoyZkaIF7{d4a<5;hzHh^zbE><_To8IR?Gqy`*K7ad_>f% zB%3xztFgB4R5BfzI0KvOi%|W`6Vuw$pRgw^+|*oj4j5Cv*tFSJ3x!1?l;qk4xGL(n z)q>s2F}KMZQg0Sf0ozwuZ`+zZU5EVI`iJGrZ3{j533ExX0M|&s43@dQMnW?+M z$vQv(1(B2l5ZST7`rWL-Mm?jk(A!z?a6+Q0wI7RP9YAifzUMdGlsTP+Jss_+5NXrg zpjg6vHASaUzN3+_KIUkh&#>V{%YMcG`pEDISGt+UyP3LpKm=` zwE$Ye&ph10`i9c{Fssq{+tXz8Xq{OM#%TTjh`;@w`1Q~DoBH>Yblm=NbdW+a9-bD5 zCRcN*^*^=fYohqGX;(DeI%6SS-C|4+H$>9z4TzTvBI%KDQRuV#BF+g8r&oNc$Bh=2 zbmZaVbWv;s-SbM0o*ci9_FH{~mT@L&8|%Ah$XHI-FY%)Gwzp7Pc2UNoYbaWn_s~Za zKOC+9eGPI9xqrnF|B+H=ZZhuAf!bxVqiBsOZtF!EUyRXeYb7>%`BzTkpHsp{bNv2V z{+{9Z_tAfjEzkVR&~}lOKac)v64~Ez{v0#?D^7##f8zW*F8z0$KR^4w;uw$ruQ;N3 z>)&zytpC5_@HGDm&hNbWJI3Rs8X+O1gOa4Fqz5sQB$Xr?Nzz$`6zOoU z-IUHHNfMGu&Zkg>ki|?vG8s!B;>_$rZ z7|t^=G@7q(Xk=($U?>=BH&oK*w99#miN0Xi@^&d-f!s<t!iD-qg3*8Gp=e3@3da1- z;;=x;QtGhaAAi6r`wGU|2vq*21%rQSVch@Dz}Rqsp+NP|4Ahp_4fPeM4|14bNd*hW zOJtD5@Yfy-3f52<| z3Z~l#ban*@X4nmv=xOr~7vC*|Mj@E_yAEgR*hyMh0^I3ag##CZZep?2ON?$NHKw$L0(HRKl1qkN< z{$`htqaNRKnA`!^*>8?Xvsi|Hb0}`XC#B z8}pyhjF0?6ieJx&QI?@ZH^J_(AsA1n2fNgJFr${icKbV2)cQP}VjGI> zbTqr;MimAI1wqzQPdM#bf~+?Nl!&zmI4gF5M)-3k+vzmy&p!&L%PTR&Y9tE#CqvyU z4(i-81Ac!zT)U1#Ukw zLD{qoIQ4Z*q(vn>B4lhQGJ@i}b2 z)q$I5uNLekrq6_B?#PEkzPl3V_vq=SJ50bjdg$ zQ{7|2DNUg&V>n+G=~e@LpF0`F6aB!87eaYl-iC|QZbIaR5=x_R2kPp}qL$Gj@c&Q> z6X!PJ+xK4}y8aR)o;s3Ub2Jv0?Y{?ES0YfZ{tzWK@C^41xZt(0O0eBP@YTqR7ie1z_9@vy%CB<$0T0-@kJIiZj+903W$&OXa4WQ* zJV42Zp2hu3i$VTP7sTxR2rO3iji8yPz&OOimoL5;cb0?J(;xFyYHz~2aQ#}(+vT-E zB7Q9k1F1vr&eZN}i(%4Vo~L9*b=B*~H6!O+7VJza=U2&{rxx(@Yul<{))zmD#M#wafM$1>=XdD`kvgtOMO@ zYj0D2wU^#K$F}r>+A>DD*0s8;X8+vJEA>OOP{3*BXP9B_uVI zATD5%pPXchp0(J}#z)}l@_D@Vnzg)#b8UG6Y-z$*jOX=mui(fPUomt>quKg3eDoet z4X=tzY?_AOWQ=&oTdDYgyKcu8-dn2+;PrDBFQZ_GsY8m85{J%Mxim(aPM=hX?%Cs3 z=}T9vk{xj7ITY(KZ%)~)@(Vt>GW1CUPxNpf&qVGmwxtr@gd$a5+NamtXItK{ivE$u zlu5PNJX~MOi{4hk98eJPmMuF0d#WCqm8HF47>!4e=HG#97Mk%+Zl1t%cPipJ?)nIZ zmv4aL0v+npfn{8uy65OijRjf5LVUjRJb38WL*LCRO7Y_>O1RX&NL$kf#cMAX$y*zs zdHyqe3E^Pd*#><-E2yf-T6D|WfvTrIK*k7tR4^!KCi31uUPdY^zI#q_re#t5)*wh9 zxe|kx=3<%8d0>72wlJt`6{xuX1kbT=F`(lj76!fnR-=pwz4sU{8?J`M|LDi7X65LA zNeCa;g<-;^yO8=R8ypf}6*)S^q63#<9L$s`i}GH|Av_*~dTOA56kPAe4?tM3k`ra-Ft$oKZ@-Ulve&Q!6?7EE2SD&JuZ5}$WvV|VI6WDzq2K;Ws zLiUnn)PCtm82EA>D*dEs_o3Uci=~9N{#jsuBOm(3uhHS0F7^G=b&PIgu;uz1bPw2q zrPj;QfxViskCQ_S`5Vl#z$Bm-7@+FoXzFL`d#t|~4!(Z#aLof2-KqEtR6D*>I)Tp_ zkL6X6Z+`$D8l6VUHwlv0grY)Y0oYA#z|}_|Gc^^Buv10yowSc)+~kLWC{{#?J~9}% z;1k##Pk{>#1m(5*AvO9YGzF={K;BnuD{TSe9rnN)X$h>I`Ruv3Z{kedyD;FyM_-N6 zkjxZe@%stppOU3Xn$>llm!_q;o>4O|p4o}h6epUe|ENQ^ISe&d!-o6*ODb+PnvH&= zmhcYrbR(Aw<_aTr^1MAec%>QQ=`d*c|9eNXY^zmoT~natqLc()sxG3 z(F0vP#p?UisKIvUm<5544MPv&hl{P=ih-FYdOYIt6*X+`rIRm>l) zTWrp9i#DD)Qq{boO9a>x{6xqe-gv5@T?mrT*0AMC*i&RW6ZuFJ~RR%nUV<+0X3hArbaD5z4I(`m#?ROvyxCJ+p(^R4>A+wc{Ahs&&9xGM$kwUWy}Pr09lQ z0%~hTH8ySY#C;iV_@z}7`=V0OIqN#;GOro`$Z^mz@(aVb&4F+Fr*ZY89AJHD1RcqG z@xSp1dK@2sIOrHyJx1oG>^#tFsYdV&kn)TmKO9uU}w< zo*rz&$_B{t7>~b|d`BvBv}B#`rF7>`hn$cq@J%g+_3siu!T$=}U*3mxTG?oPFO-VA zm&<&TsX_Hq8?n#m5*4gWp>3ry&dj?CVmTf%yDJ%eIRpdUPz;hjkJm~|Fx&4D!zu7) z@>0HnSacsE9luh^Rx-f)wg|@T_<%Yy>R|If?%~TPcPQDWk6{0}1w4LkMu&eLSO|JcD;3P#`+17z=$2mv{9FDUc zZz6Tf2X7n+Mk+N8TBBZ|=>BB12n(V5JqRlPutwRHX((La!|1!nfsTtTUf%f#!p=m3 zbH-8R^0eXm(K*pv&P8y zy{Ub_FV&)w51F2UXz@G~>%A^P%f1tD&hN3C%y&p~K-(Oi)xH>USKXRzIe3 zQ}GgPobnDLuZ*B{eyB0#?W0is@&GiXodQKQ2e5d&6IrHNl>C<`=xn(F^3ImvwX4S% zuL2=>&$$M3CWPRGH9v4mXB*1e%!gCgPowDLD{OhSh8cPN4EC>>0d8*tDNVD6BKwLm z*uVA_xc%ZWUeh9=J9G$Tk~J4o-knB^SH+Z#ojks@Sj?O$eU1(HE2*tTJJ2Cfnen}G z2t17=AZyVV@Gdxv(|p@evm>5TUtNcRhkWtnf)|v|AS$+w+=s!pUx-WllLltS6-6=CP_3Mh*kVBQxFK%sLNEQtAz4Ln!8#(TzuMIS*{ zo4N_-lQu=2T?h8|O3=`y%?PVCu|`7#1AQq_KU{`HhvYyoD;xV=-C)X)OPIjD&n}rD zMMRVoDQUZk-ELp0{ilAS-rB36s}=*d@3*5~^$VD(_8Fd>y^8hkzXI#!jr`=e%h=cO z1j-V55Z0)Ka^{}cU3{3@m-3C_?7G8_3j7FV_YXn{y#iQj>V+yl4UuB)K+a*hh&!$w zh4cL&J1Ux*$kIk}aaWPC$usz3o(MBr9)K}hiD`aw3d|G2apttiIKW?ptG(wUOM7Wi zw(o-?zP>y(C=?WRMt0y7-Q&ah6GZkp&{j97bxs$Ae#l*tc#c&`pgPxo|G?DX9ny2hJgDMlQu# z_sGOiRSh4=^`gSqYbbmBH&~pz5Jhv>Gw;it(KjOsRgr_)u!njdz8?p+OQX&x78X8F zh1aep@Y$GOD0~Xk;vo$5)ue&uj*o1uUz)I_BLrEB2SCx|1Jj+ihw4cV#@4c(5+C{k z=u~E4e%NeKn9#;(&bxq~rtP5kQjelMF2KvvYhb8M7sl=Tz_hM80Q~lGG&}eASR30<}Z%n6lGaL&Rqd- z&tgb;Z>U|dJ;<4QmFeETor&=7MF(43s`^|kwzo}TR6gWD&Bt_9 zK4cD@wHeGB)vs9Z_8R;YL=bnx0faX;6-BaB!DI4QsKOCgw@(PV>PhG|cO1nUU0zrk z+kr-Y1V$YFiL7%%>ZiUG8Jo-^_STb8fH|nB9#bTYYA7oFRg5|+G2kB7g?{d5;LFh; z5TqH-u%gGYTVE(cNaJ(HxPd^9VjGkSIT)ENi|tnnDD4H$!D3MZ#R)Q|Qm0kHOQ&m8 zg77?BDfc^QNcA!LHN{1p28}2TH)k(7FHHyIYos_rU{5-QG0kUCJj|h}M)5Al#fD+X ziQAI1t}KWG$KuOpVN8z}2lk%|hn964QMhvoJL_=*G)+7X?lZoD@!@8yA0vx0bEN2N zv3ii=Ux&o_Hh4XqMMXDV0L7d%$~?ReR&O$acB_%V>b(UPJLQ>|UoKJNrUbU&VGd@$ zoe4c2fe^h}9$D+G*y%^oFIZz@b{M_q6ZE^E3oG)Yffc%@P&TFxvS1Fpp7#@0s70aOrW@#Wi3`~YB2XQ+5i>MW zK)0fSnX+LR_E^O;Q$I@6t-(s5HLjhBt0at3s422G%wVUW457sF(BRFXK9%@j{6|C7 zX&Mi5ztuq2@`tDxB1h?KAA%-P8+e8$z}BnvXyYJ5b`*$_71|A)*OqKnayKR1_NtJd zd=NRY9Cm+42~+RB4DG%?!rN}GnBFDBj2DPee`g<+r__zzhm29VZYgxl4PlswkBnlu z3^g(N1?Y1wQu(ekm?z#WT6(}AnXAdDT}!}Y?mFz5w;Z$AXo3DoCF;kg3Uuh2hn;4N zF)ZvI^ZH#3cEyDNYiT)K=W-m_s5}7vh&b3M(f^+N4?tFHKN#(l2DeE;;4!C~Nlx{E zm*+Pz8nGd0bL0!~?H5vKvM*q^+H=sbT!3}~u9!7u7X)a@(Biw5OyTx$h~y2WI=RoF z;WmrnTUw)VmOQ(6NI1Gx%mb#*9bY!t<1)#b>z}3vzK;&TQ2iWyKfDlIZ%7f&+Qy>p z_WKyZI}TaI8O@uHfNX{>Sbg>daB4#1@>&?j>PI)LK1$uy3Rzi+MP!B)wqL#vtIZZd z%ch^G>Eb|nZCnOzZw9b+^l)@gxyTMW=>&UNM=(+x%=lk6gY)?kyT30>DbA8Zt#3zA zXLd7{Gb#X$I+MX8q8a!HA2VHB-eLN#U+Bg6gZKAK;dSj@&^ak&BHxW+Ov2Y8XGb5^ zKBbPTJJbvbqHQR&@M9WYUt$t+UtqUDg9$s*kG=L%Bq(DDgba^hyw+TzjEvO4cg_}A zt0ha@OU_+dR0*zJdkUj=v&iPxGPFsU5VGHxP@Q`vds4)5CbFdyD{giG$AZsp@l7hMry3SnTl;g(K!dccTwJ69;1V+0hVDYlFg( zQAIW<=3$PGH71_OYKF2f*{j8)PM1q;(DFOqEUIs5oxoH_w8Ux zx<8@r`X*$Z8BOiGmW6(AXJGd57L2=okO_58#E?)mV0~@@FP)9xzqX&+D$Iu&t6Z%8 zznB1bv@vfVyPkK?e;rTG>>9lOErHi(Gn(Oxj$-mFJHNsDmbUd)BWaU3a-IeW}3TvAh-j{IvUYtOM>-*^(*;?``vil;in-t zwat3h_wg$xjA`PfZxr$zE?L3lh!S3b(s-Uq$a}7n{67Brw=zW2(b-ykWjW7(Du+pP zh~-H|OVbGp+RVxvav9y>&p~n`rgj;a^Y&Ct;?&L2(=yr?Ke>N{Zl{UhfBYi6o%ISF!uLXg z9u`FjOF`Ahgy~9Dfa}x0qg)*aSW1y>Y5im1;`I{0rzD`rrI}HX%$v^!8T!*!Hyp?t zfWEGLaD4X>_kO#DiotK0;KC^IonH+7ub*L<^$7^!x&!an33T7Q4XJ1g5bAfM$Ko%r zxalhDTf73JMu|;i+@;c_^Rde0DSYbd0Sk{-inS*J-K8Fb?+*?dXUd=oCAqiR{*BGz zGA0Q*9Mu0U4P*_bW7(BeShea4_4@ib)VdP_Mv)`X;$aGE9@YlJEx~n|8E= z(}Gu@eU}@T`WsZu*Wk70Oo6J7smzERYcsz`ccI0IKrf@k-*>GNOGdJJyOwxx?# z?<$i}=KDpi*4oz`KZ6-qF+Flcg5OoiJwqdueiQQhH|VVF}4zC+7ck;;sU<83Wpa|`5rEstMI<}#G)C` z&dj{`jbyL-idm0pA?A~qyEpVK_qfqQUaNu=Dk`?&b@#_OR-wwQwB-WMYdVM;tx_Pi z;}tc`e+#S-xk7)5yq3r7P<;0+bj3Y@6@iDLb4>-ZCcZcEx1GjVlm~<2!w6t03X8g) zTSAXS-kIw2k=~Gn{d*>Wvr#i#;!Bf|#>r4RQih2AkFkkF-mR+-LR8ARf6FUZ7J~}b z;mn}C_ayS}nO+UCMh{>h>mDqjk7NCE3C|-x*@N;nZlnPt6={kiL!d!7rCxw%B0FO0_VVxqP}MSi3C|W;jwYV>x&9me+vD zxsf{DIqUAdP3?EJ#hWbM! z{!5TQZF}YyFj!SHbcdotMrQ8IvCjQM2|nnp$|qgMOt=&WMSm8@_JQE zx_f6Bx%c%-a-)_EQ&7s5EWQ{Wt}nHbU%!^JCs~v6~WBxICMH*VKxBHJcxG;6=PNIVQs+d%IwB%Z`cKex0aNJ-oi_B0 zW8+9)z#iyToyk4`>^MQ14IW`$ z!y(di#F>}})L_`b6Qtt9Pn@aTi;pM0L!B*?$+FBjBtPaTSzDz^Wby~_=cI!qM9+*E zYOW)7TIV@~GRV&>WcfI~yT zl8IE02C3M74-H=mYBg#js?D{!s_fIG%1tL2)$Y9&T5WS|TSc6@Etug(-P=gl&I#UJY-(FaG=Huoi;wKWwsj#y&3qVr zW6@cn;A~ZM-~~+_;`12Zw^Q^Q<74!=#t8amRxrJBAcoeyI-NWzJ|Z?dtW@0S=1pg& z+S1SBOi6l4J}F&#j=6bfSFNkVC0a4KhnktC&*)CStt~m<6 zl!uY|USsJkyS0d)xefjFUL4VzI)vsg;1RmLnizRylf`q7;gh;#_+ceS9+laUdo$$- zJ$ri1{N~AYXuK^E26V#ewGx~53WUvuL3Gx|=OBdLjHbp>^7(uw{pGeM{kblN4pw)f zf0*i_uAlFszq0@`Z)db&I`j@;6i2nwFT#BTH6 z8spV=__RZf>bQ}Kc7cnD$&ktPMl>VSlH5sQptyQ>oow;IB%02mF4Jm3S|FPG7?Ljd z(6>}NF)~r7=9g_2ZLJbbSkum%bl1jGQ=2A`*$Z=t-I#vxdLPbAf9F)}tj;GqnXPp4 zKo(h~xPsvHDxN>qidSPT~%>D z;&PQY7w?{}y-2^?5Jl(pSkZ|eXV6iq^Xb5@K0I)EHW3ASkW-_gX%Fu-xboX%GXJ(0 zebGQf6c<>a;+_<0xNIibZ_-g+@kzESVcY7;ikhjmWI2I_n8OCDCNgWC!99P|3JFkR^`6M~U`PC*r2Lg}j@iRAYBaw@T1nnSyf!KMevX6gt2|)SL7ev z-NkJwwkoY=>K!UE$Ub@D$R*iuBO;HSyt9N%`k7v{Q*v+Yc)p0_HwDpk;vO{Eu$2BB zeu5tJaU-)b>S=Yp)o#4j7y&}Nvv~ggaa#A~Tym)YEXhxkoTJLlkSJL_vHP)eMD~sn zExJ1tHP8RRCp%>5cTV<1%2lfx93ks<@*Z{U-*n##|;NF2X7(XPvwnhy)d*UmCsP+jO8Rkgq|wJb{eMa|eL zhSkd-jjhmJDcj_v7C|q5uSRE>eZ@Bl=V@V+D<$4*METU8poJx|BuCb@_WH(+mfe!ltsN5)RP8Zrb4AEoZd2O^J#pE{;pFt1M8fNrB2Aocq|QHzs12yoUw%!i zooE2GxHkm#nkUklVOv3N*cx2qWKHf|xUeo!4a?e(Ds^)O6A2!D7)Fn2d;l@k5#)*B5~(@eT79C;M%?gJmPkK2iNrgNF76pp z97Uy(z3W2BrW2O61G$~WO-l8+cX0uR9f~4pvvP>s4a1@q!!~&O`cqBDG9UWH`m?lM z=6pC9kxNhemO~3&tJrdPBFVK<$^H8%U8bCuNN1Ym(kDNp6ZcWm>9egFbp7NxG%I39 z;m)QQa?`+qNMA}KY;ujxAMqQoga!GAuDj{hsjEoGya{3|VrX$5okULUiIl`-VhAVj z9L-HhqSaXaH7x1xOv<2B3D|QRXu%^@WdqWvwylO4Zu8SubdrlIe zPYqseHX(}dO`-o$4iSA=hZXapNPNv&GNO<}Dmt!`(=8Lo%g6)J&1a*c>lk8T8v zw%`2`*G5PYO7ipu>wn+NN3+cSy_f$pJeb`*CevP=X~=m zhYr>KXOD?8v;W<9FjsT1{OkX$)F01{5{SVfp&LvCW$l= 10 and patience <= 100, 'Value coordinate with tolerance should fit about num_epochs and batch_size.' assert n_jobs == -1 or n_jobs > 0, 'Take full jobs with setting n_jobs=-1 or manually set nums of jobs.' total_step: int = len(self.train_loader) - self._set_container(backend, n_jobs) + self.val_container = [*iter(self.val_loader)] # replace previous versions of _set_container val_length: int = len(self.val_container) self.stop_iter: bool = False # init state of train_val for epoch in range(num_epochs): @@ -357,20 +357,6 @@ def _pack_info(self, by: str, state: bool) -> Dict[str, Any]: regress.update(loss_) return regress - def _set_container(self, backend: str, n_jobs: int) -> None: - ''' - Validation Container with `parallel_backend` at `n_jobs`. - :param backend: str, "threading", "multiprocessing, 'loky'. - :param n_jobs: int, set jobs with backend to accelerate process. - ''' - with parallel_backend(backend, n_jobs=n_jobs): - val_iter, self.val_container = iter(self.val_loader), [] - while 1: - try: - self.val_container.append(next(val_iter)) - except StopIteration: - break - def train_test_val_split(features: TabularData, target: TabularData, ratio_set: Dict[str, int], random_seed: Optional[int]) -> Tuple[Dict[str, TabularData]]: ''' Split TabularData into train, test, val with `ratio_set` and `random_seed`.