From 7e942654b7ad6c69e023c04f6175bd1f3fa496e1 Mon Sep 17 00:00:00 2001
From: Julie Bareeva <julia.bareeva@xperience.ai>
Date: Fri, 23 Jul 2021 10:00:00 +0300
Subject: [PATCH] add test data for LSTM layer with non-zero hidden params

---
 testdata/dnn/layers/lstm.hidden.B.npy         | Bin 0 -> 176 bytes
 testdata/dnn/layers/lstm.hidden.R.npy         | Bin 0 -> 224 bytes
 testdata/dnn/layers/lstm.hidden.W.npy         | Bin 0 -> 272 bytes
 testdata/dnn/layers/lstm.hidden.c0.npy        | Bin 0 -> 188 bytes
 testdata/dnn/layers/lstm.hidden.h0.npy        | Bin 0 -> 188 bytes
 testdata/dnn/layers/lstm.hidden.input.npy     | Bin 0 -> 288 bytes
 testdata/dnn/layers/lstm.hidden.output.npy    | Bin 0 -> 248 bytes
 testdata/dnn/onnx/data/input_hidden_lstm.npy  | Bin 0 -> 288 bytes
 .../dnn/onnx/data/input_hidden_lstm_bi.npy    | Bin 0 -> 288 bytes
 testdata/dnn/onnx/data/output_hidden_lstm.npy | Bin 0 -> 248 bytes
 .../dnn/onnx/data/output_hidden_lstm_bi.npy   | Bin 0 -> 368 bytes
 testdata/dnn/onnx/generate_onnx_models.py     |  27 ++++++++++++++++++
 testdata/dnn/onnx/models/hidden_lstm.onnx     | Bin 0 -> 3809 bytes
 testdata/dnn/onnx/models/hidden_lstm_bi.onnx  | Bin 0 -> 6069 bytes
 14 files changed, 27 insertions(+)
 create mode 100644 testdata/dnn/layers/lstm.hidden.B.npy
 create mode 100644 testdata/dnn/layers/lstm.hidden.R.npy
 create mode 100644 testdata/dnn/layers/lstm.hidden.W.npy
 create mode 100644 testdata/dnn/layers/lstm.hidden.c0.npy
 create mode 100644 testdata/dnn/layers/lstm.hidden.h0.npy
 create mode 100644 testdata/dnn/layers/lstm.hidden.input.npy
 create mode 100644 testdata/dnn/layers/lstm.hidden.output.npy
 create mode 100644 testdata/dnn/onnx/data/input_hidden_lstm.npy
 create mode 100644 testdata/dnn/onnx/data/input_hidden_lstm_bi.npy
 create mode 100644 testdata/dnn/onnx/data/output_hidden_lstm.npy
 create mode 100644 testdata/dnn/onnx/data/output_hidden_lstm_bi.npy
 create mode 100644 testdata/dnn/onnx/models/hidden_lstm.onnx
 create mode 100644 testdata/dnn/onnx/models/hidden_lstm_bi.onnx

diff --git a/testdata/dnn/layers/lstm.hidden.B.npy b/testdata/dnn/layers/lstm.hidden.B.npy
new file mode 100644
index 0000000000000000000000000000000000000000..ca178d67555d0a8f20aa87fe27309a5601b9618b
GIT binary patch
literal 176
zcmbR27wQ`j$;jZwP_3Yzl3JWxq;934Zj)xBuA`uymS0p-l$aNvUzCyx5_e0?DNY57
z7iT0EqyqUGhB^vHCYlPh3NXNR;QKL~hTeU4*NX4&%h);9w&6<8?jw6&?k#wKYM<TG
z)%!%ApR-%k60)x+?5Ev}6QOnqQB!Pp{Ab(8@UCSykC~ADl?kDC3NKr26z)y4{bccc
WU(EYi`=)GqXBYMK{XT{BntK5)BTH%k

literal 0
HcmV?d00001

diff --git a/testdata/dnn/layers/lstm.hidden.R.npy b/testdata/dnn/layers/lstm.hidden.R.npy
new file mode 100644
index 0000000000000000000000000000000000000000..b4ff454c1b1f4488d3a03497200b8a145642f636
GIT binary patch
literal 224
zcmbR27wQ`j$;jZwP_3Yzl3JWxq;934Zj)xBuA`uymS0p-l$aNvUzCyx5_e0?DNY57
z7iT0EqyqUGhB^v{Mmh?{nhLcFV8F$|wsUX8iZ9lTo^AVBw#M0QXJ_5tFhhRtsb7rt
zOlpPul*(D{Bb-jz$u(ctr||KTO=IGPebaX?+V{qO&AvTcUUnJk8}>OQ`0be@9cDK#
ziFH34`)<1xg&limd~MzrlK93>>%qHy9}d>qmh^w$D<*N-&VobL?iXjDoyDmDyJ^~d
X`xsXL*!yzk=Y5B?7uem|{K^ghP7GQv

literal 0
HcmV?d00001

diff --git a/testdata/dnn/layers/lstm.hidden.W.npy b/testdata/dnn/layers/lstm.hidden.W.npy
new file mode 100644
index 0000000000000000000000000000000000000000..f35a32424de7950e1c6a27c0d4ea58e1847f0509
GIT binary patch
literal 272
zcmV+r0q_2kPE}1%Spfh>0DB-OWMy+>awj?<Cp=~}CoCW*W^ZzIa$#;?Z*pX1awj?<
zMqzAoWh@{kb7*03WhXiyC^0M`F)}P5G$|l`ARr(hARr1}Bon?MYSldOgRDIeI1E0R
z0cbu@rwu*6JCMFo;EO&{#|^*1G_SrU{}a9m{*S&q*6+Pk9HKtB(4RhSiw?hDWVk;1
zPv^dH`T4!rw{N~Uz~jAuDCoUBp#;A%JpaDt(oVi?Nb<gDg!{dizx+K>lfb?Jx$?Z8
zo6|nf8gsp%a)Uh30!+PVOz%C;^t(PR0SrHaxw}3rQw%>a2P?h*#RR{JBaFTxN69__
WM|Hcl?UKGahT^^qQVPG^efho&9(PCp

literal 0
HcmV?d00001

diff --git a/testdata/dnn/layers/lstm.hidden.c0.npy b/testdata/dnn/layers/lstm.hidden.c0.npy
new file mode 100644
index 0000000000000000000000000000000000000000..1f43a8dce5620d13fdf8a4261d03f38736a9eb30
GIT binary patch
literal 188
zcmbR27wQ`j$;eQ~P_3SlTAW;@Zl$1ZlV+l>qoAIaUsO_*m=~X4l#&V(cT3DEP6dh=
zXCxM+0{I$-Itr#b3dWi`3bhL40j^VCzist@3G9EwvES}oWXk?Rt%Lh5m+ZA$o43n8
lX?lTuU5uN3cBP9Q`;mqAzjT)F-`eW6KaYF$9{+dd`vF={IRF3v

literal 0
HcmV?d00001

diff --git a/testdata/dnn/layers/lstm.hidden.h0.npy b/testdata/dnn/layers/lstm.hidden.h0.npy
new file mode 100644
index 0000000000000000000000000000000000000000..889bdd4cacf3b418bd1dac5d35312ce936a23b09
GIT binary patch
literal 188
zcmbR27wQ`j$;eQ~P_3SlTAW;@Zl$1ZlV+l>qoAIaUsO_*m=~X4l#&V(cT3DEP6dh=
zXCxM+0{I$-Itr#b3dWi`3bhL40j?PPqxJzd)Ao55av#{%B51$xV%L6M*3J8?n$Oui
l?Fh4XQMB04-F$AJ#9oR0$I`9r*!`pT&wS8hzgnhqKL89@Hx2**

literal 0
HcmV?d00001

diff --git a/testdata/dnn/layers/lstm.hidden.input.npy b/testdata/dnn/layers/lstm.hidden.input.npy
new file mode 100644
index 0000000000000000000000000000000000000000..4b36d6f6f6dff71544b9630bd97507bfccc40765
GIT binary patch
literal 288
zcmbR27wQ`j$;eQ~P_3SlTAW;@Zl$1ZlV+l>qoAIaUsO_*m=~X4l#&V(cT3DEP6dh=
zXCxM+0{I$7Itr#b3MQI53bhL40j@q(3HyY&qxP#GFxr3i72j{SOK`t^bGE&uexLme
zsipQRRr~kb*1GM}k$Pe`d(le!gS{8_Gwk8ne{IdzeNNZ@@7pdsVgF>`Mf(`8b?=X?
zTDLbwcmLkDNBZ{HW{2%pJ(+2>)<OM%u-eW2<~uU?IfwPzu`x}vwP@_K4{e=bcRA>u
n9sie?cE37e_n%?*uorU5-G3%7*lyj<Rr_Z5-`=OxlxGJ3QD$gf

literal 0
HcmV?d00001

diff --git a/testdata/dnn/layers/lstm.hidden.output.npy b/testdata/dnn/layers/lstm.hidden.output.npy
new file mode 100644
index 0000000000000000000000000000000000000000..8770791d599b86b0b317a7f0e626df43c62b124c
GIT binary patch
literal 248
zcmbR27wQ`j$;eQ~P_3SlTAW;@Zl$1ZlV+l>qoAIaUsO_*m=~X4l#&V(cT3DEP6dh=
zXCxM+0{I$7Itr#b3dWi`3bhL40j`;UUfZ3#D6w1P=G8s7Gv@Cp+WTqOi%_-QyvMcd
zY}Ksn_I_Jo8|_iFFJZ-9yX=pNyF(_l?EAgY$7av|t$Ve@L+y@VII_3;ZiUUZxzqO9
yb-37h6dtr|f3VC>{TiFC{JI>g>wiwzHooq*d&P9YRzM_TpL_JIy%)`I*#H2?30i6Z

literal 0
HcmV?d00001

diff --git a/testdata/dnn/onnx/data/input_hidden_lstm.npy b/testdata/dnn/onnx/data/input_hidden_lstm.npy
new file mode 100644
index 0000000000000000000000000000000000000000..d0a66a9949e28958dbcb521df8948a43f5c1bcbe
GIT binary patch
literal 288
zcmbR27wQ`j$;eQ~P_3SlTAW;@Zl$1ZlV+l>qoAIaUsO_*m=~X4l#&V(cT3DEP6dh=
zXCxM+0{I$7Itr#b3MQI53bhL40j^f*3H!SmChx!I-LNlK_1->F*GT(jbwm5yGYj_}
zjAuV!!MN1!%a(=v{~K(!+kJShU3vaj+sWDU?E60T+1HrW?mMKscE6j*&HXF_g7&e>
z-uB(TlJ?QO$M>H)wr-!F{#$z|?$~{c#qIVt@d?;JdfQ@mRmo^yz#-lJw+##IRegWi
n*)Y$tZ&z4rt37Y#{&g4U?CxE_vOkn#?mnitQ~SM&Z`lI?Rt;tU

literal 0
HcmV?d00001

diff --git a/testdata/dnn/onnx/data/input_hidden_lstm_bi.npy b/testdata/dnn/onnx/data/input_hidden_lstm_bi.npy
new file mode 100644
index 0000000000000000000000000000000000000000..4068441637de8ffc78f4a78ce6b488436672ac10
GIT binary patch
literal 288
zcmbR27wQ`j$;eQ~P_3SlTAW;@Zl$1ZlV+l>qoAIaUsO_*m=~X4l#&V(cT3DEP6dh=
zXCxM+0{I$7Itr#b3MQI53bhL40j|n5uWc(_&)eH(zO`$pTV~(>Y>C}XrVD!?zYnsz
zabULnX}je8QNI@L`)0O!-@WNC?5;Hax3kYox4rb@yj^$Gz5SOPzuG<T;n+Xv9q-<`
zE*kb#$NKiqw&!uE5qWE?``69BK$LHPQHG~|X^o!!57$HXbz7YGznWKO*OaYg$9s+M
nfPdS^{ma$u?AxRE?meKseSh4U>-M2{XYXHp#o1oldZs-9eZ+19

literal 0
HcmV?d00001

diff --git a/testdata/dnn/onnx/data/output_hidden_lstm.npy b/testdata/dnn/onnx/data/output_hidden_lstm.npy
new file mode 100644
index 0000000000000000000000000000000000000000..1de0fa377b1b9f89819bc6f8543d0d836fb3a809
GIT binary patch
literal 248
zcmbR27wQ`j$;eQ~P_3SlTAW;@Zl$1ZlV+l>qoAIaUsO_*m=~X4l#&V(cT3DEP6dh=
zXCxM+0{I$7Itr#b3dWi`3bhL40WRmC9QIw#!uDyc3U=I{oc0e^3fjj<E8AUq&tV^2
zCTt%+UEZ$lFNgh^0Ac$RbqaQ0-f`IX)d|~IpOCjZ*KyIVW;>VtF>MVy?X?%}5|laZ
uU*zf7t)73;E^IoNy=k|)-Sp0jc59z-+0PKtuw%)%Xtz>{+x{i9h8+Om8c5Or

literal 0
HcmV?d00001

diff --git a/testdata/dnn/onnx/data/output_hidden_lstm_bi.npy b/testdata/dnn/onnx/data/output_hidden_lstm_bi.npy
new file mode 100644
index 0000000000000000000000000000000000000000..1b3ebdc3d8a515bfcc3636f9d8aa7aeb2e25155c
GIT binary patch
literal 368
zcmbR27wQ`j$;eQ~P_3SlTAW;@Zl$1ZlV+l>qoAIaUsO_*m=~X4l#&V(cT3DEP6dh=
zXCxM+0{I$7Itr#b3TB!*3bhL40j?acqqbt)yKN)XEA6}!YwfB`J@zS{zq)t+?nAce
zcW&5Pi#OVRT~cQE?YZB+1yvXKo)Oq$d#mT7ZO)ZOyJE*$y9cK|_Dwu^Z!g>BwYGg~
z2W^jCt+or$ZL(u2aNQTY^}}8#^KG^}9$&GQpU`0UTC3XbOM%C}eyfLjc^j+uUX2ak
z`?=TNE}$pRHsni(O=)faUf24*y?>@z?&W^!Z&z_U*j6L1*rv31#@?I@6ZY=>=Cijl
z-o<WRYn`oW#5$YXU#IS6-_f;qdwaxQ&0H%xH>FnFPm?y<6fT>*_nq*fy$dd6?)}x~
TZ+GT!oNeyIB{s$rX72?6M`x7Q

literal 0
HcmV?d00001

diff --git a/testdata/dnn/onnx/generate_onnx_models.py b/testdata/dnn/onnx/generate_onnx_models.py
index 234118f73..6187bbe54 100644
--- a/testdata/dnn/onnx/generate_onnx_models.py
+++ b/testdata/dnn/onnx/generate_onnx_models.py
@@ -769,6 +769,33 @@ def forward(self, x):
 lstm = LSTM(features, hidden, batch, bidirectional=True)
 save_data_and_model("lstm_bidirectional", input, lstm)
 
+
+
+class HiddenLSTM(nn.Module):
+    def __init__(self, input_size, hidden_size, num_layers=1, is_bidirectional=False):
+        super().__init__()
+        self.hidden_size = hidden_size
+        self.num_layers = num_layers
+        self.bi_coeff = 2 if is_bidirectional else 1
+        self.lstm = nn.LSTM(input_size=input_size, hidden_size=hidden_size,
+                            num_layers=num_layers, bidirectional=is_bidirectional)
+
+    def forward(self, t):
+        h_0 = torch.ones(self.num_layers * self.bi_coeff, t.size(1),
+                         self.hidden_size)
+        c_0 = torch.ones(self.num_layers * self.bi_coeff, t.size(1),
+                         self.hidden_size)
+        return self.lstm(t, (h_0, c_0))[0]
+
+input = torch.randn(seq_len, batch, features)
+hidden_lstm = HiddenLSTM(features, hidden, num_layers=3, is_bidirectional=False)
+save_data_and_model("hidden_lstm", input, hidden_lstm, version=11, export_params=True)
+
+input = torch.randn(seq_len, batch, features)
+hidden_lstm = HiddenLSTM(features, hidden, num_layers=3, is_bidirectional=True)
+save_data_and_model("hidden_lstm_bi", input, hidden_lstm, version=11, export_params=True)
+
+
 class MatMul(nn.Module):
     def __init__(self):
         super(MatMul, self).__init__()
diff --git a/testdata/dnn/onnx/models/hidden_lstm.onnx b/testdata/dnn/onnx/models/hidden_lstm.onnx
new file mode 100644
index 0000000000000000000000000000000000000000..62152f83c5e823bd1ecb7537fa12ce3a140cfe18
GIT binary patch
literal 3809
zcmb7{3sh4_8po56kZ_4ggUiA6u`G+NMrD(G^VHlgu2yh4h^Xiy$2Fj)1rI`m&~<(6
zrYpLN&sDVeD4TlJwXI#MWmSaxC0bvl9LquLzR<Gbvs$neL~K`fZg^c#Q{|i)hROGz
zneYGoW&lO7O78rfD>rX`raDL$YZzPoGW8-Q%gS*UxKt7yqn6Le%y2sF+Gv@7K<UY>
zUQJER&B=FV<hbm*XhqLh6G_S5%E&HoXp~{{1cg}C_2m&usZkVJi!@$sP%GjyT$zqM
zI~^U|HPVDq(u^fp`H>=zSVD~<fd&$2QHRdV$zNRHa4dD$ndp$-AG*RF`Qu5roYGN2
zG-D<j3qP=^B(zS=pJ{%E%dU?O?i%&q;dP1xkw9AgLeJr+zR{JaA$rJwDNRIAT9iT@
zCQguwL~a|ORG&|DuTMsSPqfe{)3f?S6Q5|}6W!;N`Kdn9#3#C+PnM_pL=$`TTCzCr
zlb)o{=+q(IKIybiHfj<@qDUmIRt<2)uG2lcQzn(fqE(0XEMeEt0yoq>_6{cY5^lP&
zA+?oKyig|;GS4BTg+hG*p^((!#2}g?yOPF#*OC)3YQ>D~toaVR&Opk`kNgMI3)eRW
zSbtzf2BA<0#*bNH6bj7&b{voq!)Ib3%}5$y%VO%y$kLNha`&w#a2R+(j9R|aQ6eHC
zNLu((m`Ss!f^=G~TAnx~Ws05FMoamDMn#2YW-VCY$g$^VEp<c&@%NZqdZHlFIyE(;
z`x?`_XnFUz_ZEx!Tg(R<%!2&rXJy2%BzK^fE;<k-LT7lTQOG47h!Tn5Jsat#gq)Z-
zMV26)!M_-JdAdlUdr9%n3sIz>6&1gd5hfOhmB$hj;z<XBWk6yC7LpUgcY3~~d6&pz
z)SXx_Fw@D0TK@4h@wk|IT+BQ!B$~_;39mEqor&+v-N-P3kQvPj{TfRjGfV(xXj*tD
znCD=IrcDBCnLx}44I)LMX(6XfAZCIdXNK%coTANqM>3_!^WAMNBV>kVgkUny!3<5_
z^}fr%1Y%}jV&t6{C<8GwATgd9vM=BHM_Q5?)B9{P{g^TGxL8QXXbCe6L5MIzY~aNV
zuha7#p@(LS-OT8Jgqd!QsgD``Q<zbO`Ty1#voOmw#<9eio9EJm^S^c`kloA)ik`Ik
zCM{2x)N7wKsS`}riWOpoQXvf!lZ6eI1fTfc%zCyi_BwvuP=m4MCAi<W3f7!l1g*o$
zuy_{@BjWeKF?Ji*u&vxW{s#qU-@O3JA-{o3lU3exC%m{|$5sei*3RaX+`tRQ4=^<}
z)K(LF7TO!#Xs#KG2j(4xh&zL9g*A;>b08Hxvok?@w-v0VB3o0I#5Q@_9kyh($lI`P
zHk;aX3^!qjH*$KAt@hIfIFuXi-JE=xU9LULB^ICL+{u5!5oz-QBFa!-nF`t!+d$*#
zN-4;nl2MzmS$yzwrPn9ZR88M?1v`VTVb~N2SF+|1d;jG;T>WMlT)z4VmUw?)r)~A2
zsG_B+bk_x_Rp)b_yp`5kNg|h-*vy`9t%SKR1=|j9t%iqj9XK~89HSO~X}!1dARA^@
zLWwvNlK(o0#c`W)dc!)Hc6N~WguV=4?F`3|N1O0QT@q$bZo$mL?>WsPVtQoP`E&{C
zqs2<wA1f+h^bDnK?CPtioKAV`S9G9OK8ou+E%mPb`Ff0w{|rR&1(ip>*@D(f&0NY$
zqzbiv0r!Yoob^4aS7+_SMe7E8=Poz~52xNlXGaJ3&!f3$_BC?-9WhymBck96&V8VD
zocLF(QTq3}a8xeyx=Vh_RX-HlB(E;U=-<k0sS~Q<m6f#^^=+N??TlJ{r(zG@wH?GN
zDgiQI`xwWkCsh@{I15VW$-KexN;t514Oh~(5>qnnf~KJf@10n|x;C|Q5s??btQZat
zLpFlBIvKW)8jPY3A8@yKe1|7Td7%E2uLl&(%ookqe#YwFfN&}QD|9wjBkcPShu%C7
zdkRx<{j3hSb#5lCuX_y@bK<aSSQ#g}cYa)b?RVhZy_H=vPim7~D2KeO$1$^F8|%Kf
zzVZ}zn@dkCW{-6Sqo}E{GV029w#9rC=QQuc;=@glcD)&+z8J|VjVjy4%`+kD_A2Wu
z5hAZEcMBA3s6#=~%%o^Z#f8w(R*Osiyc8qu4fbk|ehD|7tr*id2F%8Z5PAACluiQ_
zP0kzpD7FOLc8RrI{u%di*)DvPvkDHkZ@}HJpT>sx-K@vi3Q#v1m;Rv)%lD^Y((hH?
z{zbF!MH`v;0WNQQALw<vq2|9=!MAu8IGvMlv~f6!-j4-EXAA6&iG^!AIgX!MR}~Rb
zj;Ss2Fz3!#@cnFJ)#3Y6{GaIv7Go4hFR#OYw-(_yT&Q<^K_?sAxDQXB3G!~)DYji|
z_hS0W)!g#*k>LAiyS44+8BF@N3D1?@fm=mBb^+T4iF6$HJ0f`_$r0nSYoKvZJ!aE+
zu=Ddce7kfbj#zk+^=#OIg(d}r>2I;3e_7bL!!@w~7c$#%?jvyKm9ok~MevjJo3QA9
zD-NL_;qqnwLEn{A?A<SxL5XxBnEz4CeV@{Tk#R@3y(v?`cl6h&%}R%~`ctrW_D*zf
zIX=$wmJ2+yEv#qlB-XumE1Nj~mY`_l`A$f$&I`BA+E)oxDK)rf=~T=vZ-MOn`yeLi
zO}IApD>#7Rw!c}$wxP1?5K|<_#KuG9GD~fz>NbK@^9J~2b!<%0GPoG?9<;?(;DdKZ
x0{n6+Rz0`@o=-1wX}$kxsi-i8Sf!*S3JGa4(xmf-@xM4ss>eSHnji@a{Xc}kdb9ul

literal 0
HcmV?d00001

diff --git a/testdata/dnn/onnx/models/hidden_lstm_bi.onnx b/testdata/dnn/onnx/models/hidden_lstm_bi.onnx
new file mode 100644
index 0000000000000000000000000000000000000000..fe5b959beabbdcca306dcebaea99488a2aa5815e
GIT binary patch
literal 6069
zcmbtY30M=?+Ma|ELc$UPD#lhRm%323NoEoPX1<~Rs7PICrIq3WE?7_m1WMIfO)d4>
z7LigHv@Q{?prWGUR+w+7V&y6=Xe}b#YE(q36j4!ess1x8n%aA5``me+Ih;(+cfRw!
z-+SIUK_*o>B+g4oNSYR-w$l#Q2W)s%-b-#D8=v@Iib|~0s~yJ0Oi7H6)Og#sb>tNP
z)S#CCUqXCx%9Qw&NUgW5v+wIEw@;lC_g=KGlhPqXCL-D|i%24WMb6K~-v&O~Pc0iU
zB_$?0DN^SxZSVOi<dP|KW0O4zi%2XV#1HgSiAk+m@m75DocE%m=SN49-i}W{v=5I?
z4&;YB$hC4iiX`Ryc%j3uk0jN?nx;)jiKM)x?Y-Y;2;xVR{6I?W*17nxGunaby<MMs
z<lDUymRu%Mib5m=VP*tS&v+uA@?@~#iL~X(@2~Pi@;s3|PvkS6jQ^D<lIMx~9Z&xM
zl_#A*4?j88#uJ}`BGrx^JZUxmnW$m>aGofNQmdY0B~q*X>r5F{c3K0!%+5I?wK^L*
z)Sdjg@ci<^>Cg>dT#39bQfC`U{+&qDHj?ThQfwpE0ek@{Ilp3_F|C0V8m$0;Qp?80
z#ZHTk)av;v3%&N`>1~r3x=8W|U<TVrTZQ~7C4RP%#x8O`2aIY1W)Lv>35{L=W_$|F
zzY|z;hX?SQ@#6<lenz43mlHxz+Z=6`@#n++G(w|QJB%6^Hab$L@s<c3-xuYM(_@pO
zr=`Ru#CtnWjeYuIN}NSx=c|${Vq&LHkB*N_j-4OvX(w#_wq><VsZ%?JB~6J>PE1IS
zj?`(r9iM*kb(2dHqmyO_5`p4CQ6L}ZAP*K6U|VXPt-O3Y<<(ne$IHvJvkIMmpLAS;
z+<bU=enQ#(NMTM&Eq^mQxy=A|q_;yyU#PmyUt?1NU02fT%+n!foxkly(CPnT?b>qM
zZUkLdO5;7M?Gkc!$eGV8=a<cc<JT?#;9as^&N{!&s<$PfY=Lzptv>*>-3U7WzXQy6
zBaoUdBA){$$XVyF7aCqXI)6$4#v5llFjCtIY>rS;eym=n5gMKey-p{HnWsT${DinR
z^t}8?jiy7)r0#zbbK8`pMr$i(l7Er?nV3n9ZJ|k9as5p(^U38r9-RP+d?sd6|2r{L
zT7R3GlU)hxxtdct+igI0Wns3J<C&&(w%dU0N@voJq&8ya^YVTq)RAAiFq!UY&7WFW
zTM}DWpt=&)AAs3z1IqT4^Sn3z0hsMJplqG!`N-#h31X&nZ4IwzO2=Ce#h<l0#7vPk
zV&<#KOIUa}=><2|8}x#hc^ZVqAjI*CrgUu-_;-kzqW&i_w@*oGY{g9J|6I(JaE^QW
z;-_rI^*6;#kwVc){#{Iwx@Tgh{GN(grEELN4w@O8GAMd(VnR}iue)%j7|KVGA+k=s
zpFN~PWOf~ufA&!SpGF#NMrPW{#4;zDL@DAY_VWud+XX#&0M@vprgvOU;fXcFuxY**
zdiAMeOG2m8j|yarSHN$kgtP+~IP;dNsdyP!cAqsZ8*a}@`rUz<z8gV)O~vGmUkMX?
zAI1E_yAY^-Y*GzQhX?k*VvE8Tvo>Wxy@vz0VC9dj%g$PyF?0b+#BagDYo{=!bOM~I
z=ku$3(VmiHC_g<82lf;J5q=SCYO^5dRVkP6;lkZq=gI}2zrj8}_8s`tDLBi%J0M*Y
zhXwrx!Ma8grml9uV!yHA?OlaOPVdCcidA^}j03Z(TOTAg{P4{UzvZ|j-JMw&p=4sZ
z-Di^&65LQ#1YXKZCTqPbH~8aSSohgTw3MuXg|Bm%I!VD)?X*M58)w*U&F7KWd;<%W
zRwO<!6vglBj#C$Wi#bkV*gE|JO(w6!V8RX#WI3Q4y&Qv+a_DB)+t76GI7V%#HDya8
zu))!d$qI1dy6ti1Ok3QTxzZvG+<S=*?Kz6|EfBYr#IC(0#t@5mNgp>ZXxI!4@Aib=
z?b(3qQcRG!YXevgZK2c3j^UM8uVDQbn<1)uwyES_26Rd%@Q}}XI(=yt9PzBcx*n|%
zo@r+Dq7B&i?MJZqgc~D%xDB%Ve!|9$91HshH*V{^M>wkKQy7qti(3sDAlq4qQ)gzO
z--6pH9=aB+cN1BkMVFzn`2d7%yb76FE5K?014#XCI|PT5c&$$<2Ht*^mE^WS!K~rv
zQfr2njy}QjKg*aZi4*h99DAl}(tTXu9*KR&oWzW~3Z|EvBWH|Ag4Bzy%)&AKaY$(k
zZd6LS=6)U!r6k#$;VaQf+@L+uq9Cm2br@y70?m&KSj#vumz`nH1rTy3B!4mZ{vhHh
z^K2)~KcqzDzV9Bs*1Qp&j*FRNp&K!@AOMJ)b70^r4ouBe8K?ZP5^njdfEVuXf-R;8
zkiB;>PCqvcUg+tI&5Ac@r_dc>4VlHRI&uI~WIkw|F%g@8@&NPRH(+{PCT2S<#I!q0
z@bvk$@OAWJEZqMFP#FX>8<%4E>Mzh*GlmTvGmSkKRF6>!cfsnu5*pskrG3&K!h?u^
zVf{)GGiumTcImAR^vI)2kvOej!hcnOi(bhc8QULyD<y3jkP49a7kx;H<jccSPP5H}
zUApBkq-FO6&CLK%Zkj+B#!iG(CnZ`2&%)z<<=n)A^Jsq247Cosd6{mbgZG;tDzP7(
zmdjyfxHD67Wf5B<dt6*l|1q5QJOL#$i`Y~3EvTN$Z?AJ2C|NKYyxuv0$RHg0O~DZ4
zX!?6+Iaj#20<I6N#kzV2i288{omaO5gS~G<ZolhTVsOFF$}M2Zn1khSw8HsWCozz2
zMc3CqLE}F-x~98~aqhDWx5SSFlhFgMdIAe3oP(V1S5P_V1A6{rITJNMhh3U>1)7uw
z^tk;i^t|uFHO6jd%XU|=4Qm((yY()3wO)ea0R=3PQB-^={si2*+Xtt9A!1r9OVQlz
z0PQ<?4;+5Yp0j*q&otzR!H4P!jN12@Jsm(W%JNHCb#fr4Tzw5TEf8^QopPYRbqySN
z>mbNdi}9M?ooO)c#_AqN>6kN%p!<Uu4E^j5L~ZKDruJR}Nt0Df)&UB8=UBj?9)PU}
z^V#&NWh~(~tElSjNTjml;N`d16f~s>^2Xg@6EoZyX|*%=({4MiHDf;%^n0JS#>wbO
zdp2X=C-38ue-Fg*4_&#ylXpy&y-(4E5AjX^>i~7M6BDF;5%S`~(PwNjHhZzya;+Q_
zXCr&Y>lFKq`D5@bT!1aP*CA+D1ri=-1GfBI!hF}NVj_m@z`%{C>A5>Tr#-Vj!{I|m
zVaiKhFm>7Y_&ZzSkBz*o#72CElG@Qwqmytxxl*W$E<($}MQmP=Y&x;(A)InthU$t&
zOsn4uyN9m9lF{|-z%AFna=;!-!p74LIX|Fg(?d8B$%2(y#nw+t$FB<sE@GVn2jNO4
zBFP;sbfYOf*b62$m4PPY5d^b0pixwd!E;zP?)ok)uFFFi?F3ataz^v=Y&xuQ0@f_M
zhb?phWRF@+e^(lZm6u0g>pC@9%YR~<zjEX*4cP~20V<|}xj~zkzsRaSbYsTkE<m%H
zW{pW7Vf-uKg88;REqgN(JWiUS$<+-fo?HZl-Zfy^dd^fi?J8YTv%|DxdpVS^orgoc
z*W=6zGYromI3llyNqp;{xU1JuTU+6e*u1S2oXcjvB&#v)g+Y)nc?=D%rEtOZE36rG
z8cmtkP@`1R#N=!6=IDNy`qJl6u>K>~pa{UseZTU1<pN}iQgQD1?~(AD@Bc#Fd1!FD
z50#rI(r1QC!FX#CmKis*#6ki}8rRc4+g+KksNLxGo;xcGyTIy>yL0A2w@idOz1V8q
zLuY<;3DPdcVVY6KQ9aLM-f~CgT<aDr`@oJ#KO|?)MC8MUvJH?qVhfa><JT53m;Sx2
z7)ah$LZ|nF;jI-w1bv7>BbEX!wd3u#JG)Ld3<^hSftYj;B(xi|D^<#v-v17&eyjl5
z7ujs%j4OD0?gTVq8v7p0J8cgqZvO-Y_edNK#V{Y2o!y7oBVy5c=S>_qrV-5-3*eS%
z6~vg=)AjQ<VdI`4AU-%_nm6=EG|zcVr>u}N%~5XL3iWEp{^wY*mLc6z;R3oU5hHnf
zJlt6);x=Vf;lh!NA@LuZ=<)%XaB`hHcWQ==%Nn*HsytZu_Mkmi85;$6Pt{}fzb`=b
z$NtdbqhiP+H||NW3%9lQIFuUg7~>23A!kV`#64(5>h4d_@VSD^c9+16P2ZyW$C(&D
z`4l}lIR=Zn6|t5*FSCX<3hqeac5Eq00P82gSSTxp{N2Amj3}QrKM7z1w+}%}{~N{O
z{%2`%`9&;#-5I-Gx`Uas_X8bRjCbuFn4r{~P;fksZg83gbvvuEeC>EJd!@0));L&F
zS_ztkW-t#J$y#@~v7baAM&sGH(8sd`rmJRS^@@X#A3qZx6*yw`3{RAXZ$p_h0~&@E
z&;fhOA-f_KJg2&Flka^4n(gP=>t8R%h{HvYzxphUZV++SpWb38mfV8Gd($Dt@jj@&
z3PIX!GitPtp<s3@cwBa78gHheOF4_YZLr_@DmV%IE@aDUAiU8T0=LDo*5z4{np1@0
zRZ2#GPsKf6>C6#@isx*_K=HPsxUb^+FIr8fXP<|cF6_g!m&G9cp#s837(jXX2|f6I
zcP6~J9_Ft4nQrL?SYs>$tG|f0{`xZ=@G>BA!eK~W_+_^0%MzIQ+ExsW8AU&`TMgoO
z#EjY5o$IZ#K+M;#prlC2EgfP9`X&puF3+W7u5;+0d>#|?g4suFhU1%;^FdknI&BUe
zX}Z42fg`RK7llrWXET$+*v!d|ti<UTDC=7Tzl4{e*`*hq5UJqOv|Cy70%AmCIaW@L
zf$C2#V}Znq_+=hchJFf%f4+(%av!4Q5CtU?g=u~Lr`R{cg|k?v<J{C?p#4F{Enn%%
z$t0_2P0JZf=HE11%ckMF$;e(FBjuW=97CJa3jbq=w-qnvk?hT-^+@cEDXMex#%A9#
zI&)Mh-FMO*v_w8;tNGJNVEXrH4m^(46O<TOzY@0PoJ8~GzU;c4hj7}bJMcm7Vo-*C
z4S@wuz-k`ImdbZv|JwuL(%X3utooU*Su16%(%yLF$YR)BmV+botMKaa3=FJ|V2K1~
zNI~L7xN3CgEK&VgX>A6mHuClD;RNOx3R8Ad0}Si;8~W7L;iaZ5I8^coCG37^`9;CS
p&uhhqr~f@x$(1sZ%1O?jVENmgza>+93O{sosy}`u9V%8T{vX>hTE74Q

literal 0
HcmV?d00001