From 44496968c6f7042332dd147858696e9f6efd32b5 Mon Sep 17 00:00:00 2001
From: Thomas Chaton <thomas@grid.ai>
Date: Tue, 2 Nov 2021 04:56:32 -0400
Subject: [PATCH 1/8] wip

---
 docs/source/starter/lightning_lite.rst        |  16 +++--
 grid_generated_0.png                          | Bin 0 -> 6994 bytes
 grid_generated_1.png                          | Bin 0 -> 6994 bytes
 grid_ori_0.png                                | Bin 0 -> 1219 bytes
 pl_examples/README.md                         |  10 ++-
 pl_examples/basic_examples/README.md          |  62 +++++++++++++++---
 .../image_classifier_4_lightning_module.py    |   3 +
 ...image_classifier_5_lightning_datamodule.py |   3 +
 pl_examples/run_examples.sh                   |   2 +
 9 files changed, 80 insertions(+), 16 deletions(-)
 create mode 100644 grid_generated_0.png
 create mode 100644 grid_generated_1.png
 create mode 100644 grid_ori_0.png

diff --git a/docs/source/starter/lightning_lite.rst b/docs/source/starter/lightning_lite.rst
index ef04a02e2cd8a..906a5aae3aa96 100644
--- a/docs/source/starter/lightning_lite.rst
+++ b/docs/source/starter/lightning_lite.rst
@@ -3,15 +3,14 @@ LightningLite - Stepping Stone to Lightning
 ###########################################
 
 
+:class:`~pytorch_lightning.lite.LightningLite` enables pure PyTorch users to scale their existing code
+on any kind of device while retaining full control over their own loops and optimization logic.
+
 .. image:: https://pl-public-data.s3.amazonaws.com/docs/static/images/lite/lightning_lite.gif
-    :alt: Animation showing how to convert a standard training loop to a Lightning loop
-    :width: 600px
+    :alt: Animation showing how to your PyTorch code to convert to LightningLite.
+    :width: 400
     :align: center
 
-|
-
-:class:`~pytorch_lightning.lite.LightningLite` enables pure PyTorch users to scale their existing code
-on any kind of device while retaining full control over their own loops and optimization logic.
 
 :class:`~pytorch_lightning.lite.LightningLite` is the right tool for you if you match one of the two following descriptions:
 
@@ -246,6 +245,9 @@ from its hundreds of features.
 
 You can see our :class:`~pytorch_lightning.lite.LightningLite` as a
 future :class:`~pytorch_lightning.core.lightning.LightningModule` and slowly refactor your code into its API.
+Below, the :meth:`~pytorch_lightning.core.lightning.LightningModule.training_step`, :meth:`~pytorch_lightning.core.lightning.LightningModule.forward`,
+:meth:`~pytorch_lightning.core.lightning.LightningModule.configure_optimizers`, :meth:`~pytorch_lightning.core.lightning.LightningModule.train_dataloader`
+are being implemented.
 
 
 .. code-block:: python
@@ -300,7 +302,7 @@ future :class:`~pytorch_lightning.core.lightning.LightningModule` and slowly ref
 
 
 Finally, change the :meth:`~pytorch_lightning.lite.LightningLite.run` into a
-:meth:`~pytorch_lightning.core.lightning.LightningModule.__init__` and drop the inner code for setting up the components.
+:meth:`~pytorch_lightning.core.lightning.LightningModule.__init__` and drop the fit method.
 
 .. code-block:: python
 
diff --git a/grid_generated_0.png b/grid_generated_0.png
new file mode 100644
index 0000000000000000000000000000000000000000..09eb01ffee15ee95643f2930330ffffeaff11d5e
GIT binary patch
literal 6994
zcmW+*2|UyP8(+w==14*kOJX4;Im)q^BT14FLQC#rAtYy#BqT}WH_K0Q%$cM)la}U|
z>nFL1Idk9qAOCq(UcLD2`97cLd0&e%Hqzrn3Ly~)1m`7voC*AE4S&$=Oz=04`_mEx
z;^>h}xQnL#|I84_ZQEBjcC~qRc@@GQ$IHKbv5&P!d*8KvcP@SlW5%8OdEP)hHAg+K
z%O&VzKw*bvn^Z~NwTnDBu6pAmQtbM7#h(|x#G>ubXekl5JOTq-^+HOkLcTm080tSO
zm%qAPmEV0o2>W)I1YZqB%sZo_qmQ3F@#rfnDJ*<ZW5>eArmU!#)#)OYm}895)zcfO
z4yktURXR_S<wLqFrF6R7vbI+9owm4iDJnB_{QZ>_0|NtLVc|c2{s<pCwmRLjxH8jw
zNYW@2`}X(m-<=e5&;AN(Ru)EHUS3>$w0d{Dz$kNZb(Nf)%o~Lxkw_0$rstQJ4@cq5
zD2Gw3EzQk;#>X`S*IFAIq)(m7uBZ@Z3d8UrB_%Wa%KfT?Hdh+ts#(IYo2zr&92`AG
zcl2)GzKz8qqG<s;TU0a3^89=}-9AvGIx|!9^lA6boEz!s>1duGZc46-$s=`fn*M(g
zadnyR-)q1(C{{Tc85I?k>Av#P;^M`%`4Kb^JBo$Y($Z2}n-1MD$PkPFalvm^QBe`6
zqjOGCacy&RuD`PU?c28>KD?|OIV~r5H0Jx$r%yve5hNo=MWK+jp~z>?kQlz4HYXOQ
zeewEk9v-aWnlGYoVqB5s0n1W}20CfRG#V`?CdRcpKWKhfhd}t7s{Rm(L>gSaT=)IE
zn^N!3pC-n}JmEDKmX;qZ^91B<a<j5Rv1pf)06hK?POPM)<RY3Ubb4-XZfxv^u`xEy
z7#hF3NZ#$}>Ut6xsjQ^L%E~$mWfm3|mX!tA*&&$11W`|Z{Lq(3$nJExBGFEZ77$hQ
zM?`3qSe_=gtgfsCFHd&vl26^dc@rlV-!jh4&0Szy-S1M8V=5&t*k~v3ua=sU();7b
z4@P^Yx3{<E#>5G3?zptH<1+lcot=jT1WG@Ce2hhZa_?PPVqCAZ85kJYyDNA>H+a}T
zdJbra#j7YNd>xtRJ#+}BsK&0a#|?2Lu5Qu4;(Df0&;}#Z>XX}X9(HTlZW=A4y!?WO
zhD||tc+DVOdv|9iV>v)Jsr*h|Y<_+|^aooU85xO13m!Rg$<XklW!`}U2Yh{f5kxHd
zc}xsR)muVRQu5?UT6?=Ufxr`^>v#V??b|ntJTq}#>fMIdWo73{M%@Dg<kZyuwzhpv
zPna%Vx_o(x!QeolI;NJ*D2e*w4)*p-OG^{W0er~AqM`#oe|jxVw0-^hH9I>S+6wc`
z6&YSTWQ^fsVIsbH!xK&8VTZAN92v<x$By>w{ghW(sgA+u7j*Z!De*?}9Xhl)P7X<K
za$sRPC?H^NZk|LY+gey)c-X(z)@o~Ov$3+i&=*HWi1D!Fi!3A(Zp!dKe7O1dFM);W
zcmmx_u{vZ|1B3bDq?l|d!5j6_d%QU{RV2?W8Ygz=&K=w8;2@|@+C2X$?q8_x@87@u
z{Wbyu0({83o}Mk^izj(G1X0kS*r!hk1OgO|Sl518?LR-fzBukuA{3*W-sV(kBNwmF
zFCaiP{L|QoN@`H|{?quY#C3CH1I1bkYaIRTnXayGa!LvfKcAxP`7$9PB{{jj@?q({
zk?#W`yQGG(;MG1q1QjkQBSVMMSyoo|Z<|wk8z#}<oDgR;?PbH5y1M#!3pp+>ZrqD%
zC%^VR=4kcy3QU#0l~wQW-`1|Ku3B1J*RNlP_TcgOd-v{{n|C9rMMXt$V1`MWF$Tq&
z-p+7vZ~&}%WBA@$c6{F7He~z0p`oFlU#U$2Y;y%v^WT3K*RQvCbeO_XCMG5@ua1t6
zfq{Yd?wv_$s3Z)19Y}3~2S0J*#F!Vg#ttry9JJCyF)vsOQ0GG?((PwwXW3c4c6OeV
zmUgX+J(il9N>EXQc|`Mku`ASz6IowhZ)#~tX>#CU=Mxm1n4Qfx#u$;#?`H~=y;b%N
zU&PPP|Iu=0Y01aN#zs#s(xyN;r3offR#sLJ#Tr*P2W_3|%B!lXGRF99Z!Bx2@q}St
zB_^(~t!0@?h1b}5dS1<J2bA?Wf6SPxg{&!h?AYl9x}s3i=%{^gaIm*`u}y&=fdKHt
z!c^1Kb0o6%m<j={uHM()en?+bgUlUXlarGZ7!-6E89}#a3d7da)OdJ!6c-muUQOMS
zzHW@^NYjq2sH~*hFHCk)T2j?rODr=pGbt2GWkrR)IB#6th!<7T=%1%?aRoU!3#+Tu
z4;CGu%T`uLiH4snWMD*P_&tApbcRz0s$kJ)n18^o>%|Js|NV<jprcqvrhAGd5}fh)
zf2*oQqG=mzYXp^lU^HOY^K7ek=n0ZO=ePefr5rqX(B0kLRO<eN2M-(^bkmH*B_yCv
zf5ygU{wrcer?*XnvvCIm1pIXRI5;?X*0I?_<~5N>tcw#p6ovEjoJ&hfgNFlL$g?WV
zFDrxX7%01cpw%$L1YoYQ@wuVI=0tiNP|De}XIE$Y4!qFp;FC>CdHGU7b?<d4vz?il
zIn8*Y+;8q@dpj&ro=G-_uO0>*M$zYdpWi@`WKx5wu+hz%L=x%NjT<*iP5DShqJn~<
zHFlRTUmgft<P5`F90!tv`W^iJRpjM?L@n~VR_6vXGcxY`_^5^K{G*lD(cR6qfB$J&
z+2HNvZUi+ar{1AhJ!s<<4G+^46BnnA<{=sRtxVs9wGI8<+Y2QE7T7Bs;kn1g7TMg~
z+|kjY?AZ_7gp63&Se^oCNNMsN`nsQL-QV49Zf3?BhLw_%5<79iS@GB4AX=D<?T2)-
zrv0<%=mTNcH)Jw53iZw;J5YmMI}`|LySI5ifBwwBRsLA(IEs}y7zQ)x)hkm|Q^j-V
zXy3o5sy$FZqu&CGsj5Ek^7`qdXdwP_cGe?wdT3~f!N@koK!dinw{^s>+1lEgnRP8s
zbzhOVuB-dR81uMx$W#hws<W<cye6D2PDDLmePOKZ{#2}}W;4EMXKS(L@ne=K+=q`J
z-x*^zHa5%@4@G^8h={mBF*_rOir4Sx?R_}Wng+}Zy!HI~^Qb5e6=9<^W1FhLsM;YQ
zN@;27l$4b2+?$InAv+01nSMS#FgUSsadM|m)5jJLH;F3j55pp6v}O3MWcU;4xXgA~
z_sYsjXGI}$%hjt_f$z&<Zii|k*8_v0Xlq%?1p2L8w`OK$V5Hc%gaIT$cEr^|VLd%J
zLs5~n02ZAti3S+}mM$e9EOI}8{`}#Cf>4Z-hDMe5xKRS#XS|uD9m&NJ@ijL$mr7NI
z@${SPhY5Hb5pmbivB6$JMR=CMxFi-o>ZOYPjxWN7!3w)}<+d?=;7wr_#CbX7iM^lP
znZvN99)0Hnma?$u|Ehw@4J81e`}+D|RYL#3$--RYfBxu-^O|q`iZo0!$=<hbAN<y3
zeSLs*TJky9Cr_T_P$=C6wjq-p+0a*54lnBO1j(zfU%zf{YPw=*Sm8epQer;~%k*#R
zp~9<xDpyn0u4S9HwY7zZha-BryOVU&Gv2?4`S_HPaZ*C!eL+FN`}Ynb-(xb3NXaD9
z-Qpf#9ze&3OB3-pv7yCvIom4nczr{OvnNi3Yo)2Es>ahtlaqxK4Gs$lmAyQrp`ihr
z+FR;5@cG`z;&{s;US8l6z$rx2;^HFEs<rIu5~H14MC}b+ZE|u>L4lv2pQ8d1reJAx
z6>fM5bjsFRk!4=&vu8p_k8WBSzcV={%vC_4B+%_aZH3poF_d6u86Fu)NKKs`9Q-me
z56=tgG?W80A2a_VtW9TUXF@{4RkB8jg$&%Xg^i7ev-35nM8pGMU;ZeZl9G}X9}?d8
zOSg=i+;z+=(gnY-c7^lv_bP2{ZETwD6{aR9*;$y#Eif+19>24)vUrdYfC{?lXOxu%
zSePmSC~x21hla}r$?DjWdP$sDO(YJBUJ9s$H%>}24+uEVhdd@C(&eNG)4|EfnMa`j
zMIDN!;l$>F8Q?IcutCsS4Gj%|bY>J-r2E0aJDwL0M&a;9Dj<rht3|_WU`_8jI1JDG
zGlda0mYmbu0C@<EpC^lZ+~ftBn3?aN?~6Df08jq`r0UC;@`8q5UJD>;5~a<(yuC9_
zvI`32up%NNsmaNfpdV~)$smD&1Qiq%3N2)WVs?h3<z)B|V3mYouot=+KA=NoPMzwh
ze7Fjdztu@Gr74w2qy{Xzn3=uCiKVqUNhhD=y@baPx3)q{Ts%CQ8yi`WP1QTga==|s
z+xo)YXxhKsQ`%ZuKxI_#aoA&^q#idV{%DvcvG@sidY}PdZ9e3fr^eV~i{>ss#av(c
z_~0PG?Nb~ch&(7roh$N=0ui>8C(l$0S_eCso_<G1hZcWA4`6tN!JrQjwzjqeQM#U<
zo{o;=z%%QCJ6AQgSzf@Xfq*{{S$mM3C0>7;!EknR`hqV4i35}0-0TsdrmV~sULz$f
zt+~B){q4WrD#GVUaP1(2e)abDxP3ClY|Yn+UPQM#l7m<c-+`#Ikm>5~F3rp1oLGWA
zw2(2&Z13sm0i^#kItp;j!gS5XCV1`dP*;~3Xy%=rU<D%36V=)S1m5e@R{m=Jpsse2
z20=mF+ncM21}9m=FI~E{zCKPqf?^fs%4~D;qW)u$p%Jh&K`E#zd$1@0a{lO1=4bkN
zJh%#G8Ea2ZIsWK#f+(rPdOF=176q^vL4EfQCzUunzXo?6vb#AzG0S_Tl?D~^Mm;vj
zFuQRhXt~qeyud~$z3oeFSnbeJB{y&q(0n`jH?>1{MHcC8Sti+ogwOioE>2E}Ff7a=
zFlf6=iHfl7nKOH%3WvqU#`>JUC6TbcxoHkZ&eH_I+yGl4diwi=+uvUSE(Zf<WMl-o
z9=hVDMCo(^KAWH4Tg~c63x9{SLE$Dfh-w5*Fc`$-WMpIRnKNg^;<G+|>H;6;rUci&
z8YvpAZ(v{|l~`L_d;Iuu;BseY=X2-I0j2=vHZ(Wykzb+#nn&&73W|kE9lTu>uHGKz
zp4ZlP;7W=Tym11Z@5m9=vuEK6nb)#zmHQs%;{(ocDX|oZtHT$)GjVotak+AZGYVHm
z7}5fbxv=oTra)9gBzR{_m7OIgH}_*{DVapt9*NVesHgz$e4UiU$*K+Q2Bqijo>y90
zO2g9|8!LPmys#W(vZ$~yii0EGAj3_m9G(Wquzaqnfll8yy$nLm-F?RP-2Mq~9`@1J
zG;P2SB_)1jME%&pRCfV*CnW`i4;0GOFfDp}dwXYRM@2Z+P~yV*^9%lJf~b|hL$v^;
zE6dB!?KZ|zMn=ZO#KhqNU}aFKm6h9V>3Vr)pr#)I<>ACmNl8skPoucGLl*xuf%ki$
zmRen{31)*g3T|d(WCXO^-Me>TF{Y-bfJNT6Iq^rIl#+4*VTafwe~03*n!yu#u^_tN
zym>P=c9&?lGF4Fh>C-2GaHs-WxwO0t#v6p+$OtoQ_yaW&K4j3s=p|5$Z;4uIpxU57
zVDjqDS7Bjc!^6Yt>kmNPgITGsuZQ_RiefFXoMA9j)zpOf`TtB$%f#z%Y;NY6NvAZ;
z&dgjfFv!WvYie#b!|<tzfI2=7UM2b@9}*T3kOZ*+4ENFUv``E<9L%Xxw~H(sif?AN
zQ_IWaVq$b~I4t@FydmI5agWLM>(E9ekKYymc_fm$rlzKX!oTedJNf@|ZcyI8e?L7v
z-JGg^fGO;=_3TV<>G=3K2aA@!zdt||flz2uz@`YE6$~I)OrqiUAp#cN`h@c+D;pay
znvjst3Mk*gLU~0+mfU@h9zBwfkZ5!`EAJjG?+FV8n*ox&zh4B!`taey#r3VzR-YQ1
znm|;_$jX*csYhaTW%$9=0c)UGi!EflsA}Tk_Fi5l7{1wGC6w%JMv7<E?cyHbL~y-(
zW{WFEcZ8q<xEM{-$}rIpJDAdBM(G?I8v`(CYHG4qxGgUTm5Pdr0&PWTB^r!@KKO>8
zhtvmh8erNzAsBO18IC`IjL3fxum29B6Fy{#Wu7>1RLeL-B`}kqx1|#el$DjikWWq`
z#oq#O)9pb9?6;}JqJK0tx;Z(mt@L{KxcLSIlr=dp|7bnD2)%)>fGG6x@^W)?gX;!-
ztKM3;?B}-%-vJUZh1n?z>FMcR!<gc5EJVZLrHO+=F@NU$y{Hv18dNG3HVs0io?=Hs
zi9={;86*>n>wzgvU{nPTA3mp|Vqs?HJN%6Uj+~x$qjVxo%iG$n2?!*ebM0z%`Uo*m
zd3iaIG1Xc_Rka74p`|7A1v3*9LLoxyh_LV|K?TML07psbQ+oQy&h{p#o5_iZ|4Kc{
z5GE}xK^(vo20=+gWaQ@Bnp*IdV2m!*&|v?eAxRFB7Qg^d3lLD85qw^~{tEDvgXIxa
z!Ws^CHQ%<H>+^rWsguha;9ipCY`IV<umgd$PdFj`$~N5rDuLSa@@58W!gbT*wbHDs
z0^yl|_xGpL?el*-0!2X0W@h{(BQlvRCoB89VGN)Ti~#U2$f?A{#Gs&{(33!c$cSNZ
z<9x^rDs>$os%vT)PKKZ=Hy4F2$UOnprfFmzZX(MRu)yuwwRn?k!^@X9$C7LjbG@yt
zUxo-Uyr7*x8JJ`P)5F{xJ9Z4NAfOTq#%i5t2#aE|MJ`Bd7bF<EI?bJ-+1cQkUnN~#
zT`)|02?1^R)hlpU<)1%0DGD)s!1R3vu@)1v|GS!OQo|4d$fV85&C|0wczc6eb1PIU
zEml~SDZEBZObnsvyR~*tS-BJhBDD2G&-CD+9l8Z(W8Vidd7!oRMUNZEdr2O4@YH~a
zAcpnDy_}u1;ntFDgQ@=WVyxk+fop}J1bloH*;yb^t8Zyp{reXKIOghV1ro=?;*F_P
zU&RCOkdSJvG!Qu;Z!o@~zrnN;{QSVv0R`Rj_3dK#fD_Qs(MgiMrG@5!aDWJ>nwoal
z5{D-yFbQ<)TesTV+e0=Ok|7}>MHZ;=noz&;+qJCXyr=l1GfbTA>;{*XKI)4<i;ewm
zCl3MV8KNO1XoeE7slr@IB+_15lc>rhcn%bui_0WPvI(D!r6onsP0r51#gGm_41kQ#
z$}@vt=oxL8!C*{GIKfuBcFW2OPDB0yNIg9KsCEdJ7@{Oi4Gpdrq<{Y5L+<B_ynOYl
z90p^jK;(`3MyGRR#nI_>Cq+vPpFxI+L;{DK4#4j}BoeUb6^TRf`r-+6X?r`Tt=>gq
zO3HPqM0jv6E-rh8n`y=X1(0t-cLY%&X88E|yTF(YehK^a%M!L3Je=LF7YPa4>20AD
z3<d*wyLxBC)x#sdv~<<rG6-DIPzmAT%rUwN1{v@O5(!Z>JnV&vu*i`kJ$-$ZA-g-1
zlP+-7{i!aXF+j(ytw7kP^fo~O0l%^O!@N<Z*49w#%*aSF{zQk%GAJ7u%oyG47(TEJ
zLNO8w3V@UV=uaL$1|Eh%R14bRi>oWJDs3JZ*aet@2?m8i=>(>-Df6K>HO+M8Spk+y
zk8)q6H#FRl7yMFsAlnoSh1JcQjKRUT-Bb6^lME%ieSMqj>vOWRYewc3g&?g7hNR;Q
zTQcy7-R*tW(_kH!1A=bcIE;lT86Bg0R%kELB@u~Hv9bBNxhzjg!FUmgNA&dSfKecF
z<c%7gnzFL8N=Zlnf*|}IyqISO791|)Lq)}N8h&wM0no(N#Rah-Ne&#IoAWHPFe|X(
zbP8S=<=~C#a4Atrxgwi%BK`;1OK6*#NQ=FKZH0e4iF7)tAx>CT;lhR9j*iFwZ!v!~
zBvj^<PVn9vR>n|3z{7|0{##8c%4}?GH2fK0RUqWa$qzkl;4{9Ip&{ZH7k`(R=kDg#
zh%aK<zki6J5}|c(y!lud7Q|raDqbnYeC3o<iaX@Vk+rv|UJ(sr;3bQCra?V`lL^D3
z<pp!w8Eb*TkTLrEuR)~pSSzj5g_DD$W{99b1j8)2rtjeB$QD@(;Y__B6AybwU*F8+
z<i_S)H8&?`6m1ypZ%@~(tS}isi1rPC&*}d!S6At{I&cc0VZH9(Piz>29|E_=9}SV)
z7d!bc9XqEnfD5eQ`@*m<==M=K$Z|$zXRGeiaRDrjjb*es?R~y+yY|WC<RqB6;vSf(
zyiONY;b!7lM~(H-ggDI|Fpr=@VsyQCcY+|M7mG(Iz(Fo0f~fB;EmzZw5xd_Z--d)P
z3TKjS3g%B=UmyG*!sT?U!G#MK_IMOdQIV5_4-d2px}_8ABe_LoWn@4&<h_7R<BbB1
zL`qHF0bir8ruNBmU{BbH^PUrG0{#U-vNqjwR)g%RC<M___2<vv=l(V+4~&kFi>eSp
z4KkQmmuLIRg<>3Z79%A(+S|{90aPF=x&MOT9pXmdND$FawbFuj*2f|I1P+9h7_R5b
z7pz^pBySW1`A}b$8O2%A($KK++c)?<bi6*c$(CwJG;~lPYCx(l!%t~*s@mPzgpi#N
zd4H@v5g;948IE%AD@)W(zlM1Q<weu*ibC7ls{=sdps)d(V6FM1Aw2}=3DLay53RIT
zHzmm6;s5Q<66X3LSp}8z>gCHvy6F&UlHa@$<l#YdoQlFdqTwMr$Ti7EG=VmUn5MtK
mA1>O`nQQj~e3dTlB91GuhAyH`_rYgnh)X&~xO^?UNB;wUvE)Di

literal 0
HcmV?d00001

diff --git a/grid_generated_1.png b/grid_generated_1.png
new file mode 100644
index 0000000000000000000000000000000000000000..09eb01ffee15ee95643f2930330ffffeaff11d5e
GIT binary patch
literal 6994
zcmW+*2|UyP8(+w==14*kOJX4;Im)q^BT14FLQC#rAtYy#BqT}WH_K0Q%$cM)la}U|
z>nFL1Idk9qAOCq(UcLD2`97cLd0&e%Hqzrn3Ly~)1m`7voC*AE4S&$=Oz=04`_mEx
z;^>h}xQnL#|I84_ZQEBjcC~qRc@@GQ$IHKbv5&P!d*8KvcP@SlW5%8OdEP)hHAg+K
z%O&VzKw*bvn^Z~NwTnDBu6pAmQtbM7#h(|x#G>ubXekl5JOTq-^+HOkLcTm080tSO
zm%qAPmEV0o2>W)I1YZqB%sZo_qmQ3F@#rfnDJ*<ZW5>eArmU!#)#)OYm}895)zcfO
z4yktURXR_S<wLqFrF6R7vbI+9owm4iDJnB_{QZ>_0|NtLVc|c2{s<pCwmRLjxH8jw
zNYW@2`}X(m-<=e5&;AN(Ru)EHUS3>$w0d{Dz$kNZb(Nf)%o~Lxkw_0$rstQJ4@cq5
zD2Gw3EzQk;#>X`S*IFAIq)(m7uBZ@Z3d8UrB_%Wa%KfT?Hdh+ts#(IYo2zr&92`AG
zcl2)GzKz8qqG<s;TU0a3^89=}-9AvGIx|!9^lA6boEz!s>1duGZc46-$s=`fn*M(g
zadnyR-)q1(C{{Tc85I?k>Av#P;^M`%`4Kb^JBo$Y($Z2}n-1MD$PkPFalvm^QBe`6
zqjOGCacy&RuD`PU?c28>KD?|OIV~r5H0Jx$r%yve5hNo=MWK+jp~z>?kQlz4HYXOQ
zeewEk9v-aWnlGYoVqB5s0n1W}20CfRG#V`?CdRcpKWKhfhd}t7s{Rm(L>gSaT=)IE
zn^N!3pC-n}JmEDKmX;qZ^91B<a<j5Rv1pf)06hK?POPM)<RY3Ubb4-XZfxv^u`xEy
z7#hF3NZ#$}>Ut6xsjQ^L%E~$mWfm3|mX!tA*&&$11W`|Z{Lq(3$nJExBGFEZ77$hQ
zM?`3qSe_=gtgfsCFHd&vl26^dc@rlV-!jh4&0Szy-S1M8V=5&t*k~v3ua=sU();7b
z4@P^Yx3{<E#>5G3?zptH<1+lcot=jT1WG@Ce2hhZa_?PPVqCAZ85kJYyDNA>H+a}T
zdJbra#j7YNd>xtRJ#+}BsK&0a#|?2Lu5Qu4;(Df0&;}#Z>XX}X9(HTlZW=A4y!?WO
zhD||tc+DVOdv|9iV>v)Jsr*h|Y<_+|^aooU85xO13m!Rg$<XklW!`}U2Yh{f5kxHd
zc}xsR)muVRQu5?UT6?=Ufxr`^>v#V??b|ntJTq}#>fMIdWo73{M%@Dg<kZyuwzhpv
zPna%Vx_o(x!QeolI;NJ*D2e*w4)*p-OG^{W0er~AqM`#oe|jxVw0-^hH9I>S+6wc`
z6&YSTWQ^fsVIsbH!xK&8VTZAN92v<x$By>w{ghW(sgA+u7j*Z!De*?}9Xhl)P7X<K
za$sRPC?H^NZk|LY+gey)c-X(z)@o~Ov$3+i&=*HWi1D!Fi!3A(Zp!dKe7O1dFM);W
zcmmx_u{vZ|1B3bDq?l|d!5j6_d%QU{RV2?W8Ygz=&K=w8;2@|@+C2X$?q8_x@87@u
z{Wbyu0({83o}Mk^izj(G1X0kS*r!hk1OgO|Sl518?LR-fzBukuA{3*W-sV(kBNwmF
zFCaiP{L|QoN@`H|{?quY#C3CH1I1bkYaIRTnXayGa!LvfKcAxP`7$9PB{{jj@?q({
zk?#W`yQGG(;MG1q1QjkQBSVMMSyoo|Z<|wk8z#}<oDgR;?PbH5y1M#!3pp+>ZrqD%
zC%^VR=4kcy3QU#0l~wQW-`1|Ku3B1J*RNlP_TcgOd-v{{n|C9rMMXt$V1`MWF$Tq&
z-p+7vZ~&}%WBA@$c6{F7He~z0p`oFlU#U$2Y;y%v^WT3K*RQvCbeO_XCMG5@ua1t6
zfq{Yd?wv_$s3Z)19Y}3~2S0J*#F!Vg#ttry9JJCyF)vsOQ0GG?((PwwXW3c4c6OeV
zmUgX+J(il9N>EXQc|`Mku`ASz6IowhZ)#~tX>#CU=Mxm1n4Qfx#u$;#?`H~=y;b%N
zU&PPP|Iu=0Y01aN#zs#s(xyN;r3offR#sLJ#Tr*P2W_3|%B!lXGRF99Z!Bx2@q}St
zB_^(~t!0@?h1b}5dS1<J2bA?Wf6SPxg{&!h?AYl9x}s3i=%{^gaIm*`u}y&=fdKHt
z!c^1Kb0o6%m<j={uHM()en?+bgUlUXlarGZ7!-6E89}#a3d7da)OdJ!6c-muUQOMS
zzHW@^NYjq2sH~*hFHCk)T2j?rODr=pGbt2GWkrR)IB#6th!<7T=%1%?aRoU!3#+Tu
z4;CGu%T`uLiH4snWMD*P_&tApbcRz0s$kJ)n18^o>%|Js|NV<jprcqvrhAGd5}fh)
zf2*oQqG=mzYXp^lU^HOY^K7ek=n0ZO=ePefr5rqX(B0kLRO<eN2M-(^bkmH*B_yCv
zf5ygU{wrcer?*XnvvCIm1pIXRI5;?X*0I?_<~5N>tcw#p6ovEjoJ&hfgNFlL$g?WV
zFDrxX7%01cpw%$L1YoYQ@wuVI=0tiNP|De}XIE$Y4!qFp;FC>CdHGU7b?<d4vz?il
zIn8*Y+;8q@dpj&ro=G-_uO0>*M$zYdpWi@`WKx5wu+hz%L=x%NjT<*iP5DShqJn~<
zHFlRTUmgft<P5`F90!tv`W^iJRpjM?L@n~VR_6vXGcxY`_^5^K{G*lD(cR6qfB$J&
z+2HNvZUi+ar{1AhJ!s<<4G+^46BnnA<{=sRtxVs9wGI8<+Y2QE7T7Bs;kn1g7TMg~
z+|kjY?AZ_7gp63&Se^oCNNMsN`nsQL-QV49Zf3?BhLw_%5<79iS@GB4AX=D<?T2)-
zrv0<%=mTNcH)Jw53iZw;J5YmMI}`|LySI5ifBwwBRsLA(IEs}y7zQ)x)hkm|Q^j-V
zXy3o5sy$FZqu&CGsj5Ek^7`qdXdwP_cGe?wdT3~f!N@koK!dinw{^s>+1lEgnRP8s
zbzhOVuB-dR81uMx$W#hws<W<cye6D2PDDLmePOKZ{#2}}W;4EMXKS(L@ne=K+=q`J
z-x*^zHa5%@4@G^8h={mBF*_rOir4Sx?R_}Wng+}Zy!HI~^Qb5e6=9<^W1FhLsM;YQ
zN@;27l$4b2+?$InAv+01nSMS#FgUSsadM|m)5jJLH;F3j55pp6v}O3MWcU;4xXgA~
z_sYsjXGI}$%hjt_f$z&<Zii|k*8_v0Xlq%?1p2L8w`OK$V5Hc%gaIT$cEr^|VLd%J
zLs5~n02ZAti3S+}mM$e9EOI}8{`}#Cf>4Z-hDMe5xKRS#XS|uD9m&NJ@ijL$mr7NI
z@${SPhY5Hb5pmbivB6$JMR=CMxFi-o>ZOYPjxWN7!3w)}<+d?=;7wr_#CbX7iM^lP
znZvN99)0Hnma?$u|Ehw@4J81e`}+D|RYL#3$--RYfBxu-^O|q`iZo0!$=<hbAN<y3
zeSLs*TJky9Cr_T_P$=C6wjq-p+0a*54lnBO1j(zfU%zf{YPw=*Sm8epQer;~%k*#R
zp~9<xDpyn0u4S9HwY7zZha-BryOVU&Gv2?4`S_HPaZ*C!eL+FN`}Ynb-(xb3NXaD9
z-Qpf#9ze&3OB3-pv7yCvIom4nczr{OvnNi3Yo)2Es>ahtlaqxK4Gs$lmAyQrp`ihr
z+FR;5@cG`z;&{s;US8l6z$rx2;^HFEs<rIu5~H14MC}b+ZE|u>L4lv2pQ8d1reJAx
z6>fM5bjsFRk!4=&vu8p_k8WBSzcV={%vC_4B+%_aZH3poF_d6u86Fu)NKKs`9Q-me
z56=tgG?W80A2a_VtW9TUXF@{4RkB8jg$&%Xg^i7ev-35nM8pGMU;ZeZl9G}X9}?d8
zOSg=i+;z+=(gnY-c7^lv_bP2{ZETwD6{aR9*;$y#Eif+19>24)vUrdYfC{?lXOxu%
zSePmSC~x21hla}r$?DjWdP$sDO(YJBUJ9s$H%>}24+uEVhdd@C(&eNG)4|EfnMa`j
zMIDN!;l$>F8Q?IcutCsS4Gj%|bY>J-r2E0aJDwL0M&a;9Dj<rht3|_WU`_8jI1JDG
zGlda0mYmbu0C@<EpC^lZ+~ftBn3?aN?~6Df08jq`r0UC;@`8q5UJD>;5~a<(yuC9_
zvI`32up%NNsmaNfpdV~)$smD&1Qiq%3N2)WVs?h3<z)B|V3mYouot=+KA=NoPMzwh
ze7Fjdztu@Gr74w2qy{Xzn3=uCiKVqUNhhD=y@baPx3)q{Ts%CQ8yi`WP1QTga==|s
z+xo)YXxhKsQ`%ZuKxI_#aoA&^q#idV{%DvcvG@sidY}PdZ9e3fr^eV~i{>ss#av(c
z_~0PG?Nb~ch&(7roh$N=0ui>8C(l$0S_eCso_<G1hZcWA4`6tN!JrQjwzjqeQM#U<
zo{o;=z%%QCJ6AQgSzf@Xfq*{{S$mM3C0>7;!EknR`hqV4i35}0-0TsdrmV~sULz$f
zt+~B){q4WrD#GVUaP1(2e)abDxP3ClY|Yn+UPQM#l7m<c-+`#Ikm>5~F3rp1oLGWA
zw2(2&Z13sm0i^#kItp;j!gS5XCV1`dP*;~3Xy%=rU<D%36V=)S1m5e@R{m=Jpsse2
z20=mF+ncM21}9m=FI~E{zCKPqf?^fs%4~D;qW)u$p%Jh&K`E#zd$1@0a{lO1=4bkN
zJh%#G8Ea2ZIsWK#f+(rPdOF=176q^vL4EfQCzUunzXo?6vb#AzG0S_Tl?D~^Mm;vj
zFuQRhXt~qeyud~$z3oeFSnbeJB{y&q(0n`jH?>1{MHcC8Sti+ogwOioE>2E}Ff7a=
zFlf6=iHfl7nKOH%3WvqU#`>JUC6TbcxoHkZ&eH_I+yGl4diwi=+uvUSE(Zf<WMl-o
z9=hVDMCo(^KAWH4Tg~c63x9{SLE$Dfh-w5*Fc`$-WMpIRnKNg^;<G+|>H;6;rUci&
z8YvpAZ(v{|l~`L_d;Iuu;BseY=X2-I0j2=vHZ(Wykzb+#nn&&73W|kE9lTu>uHGKz
zp4ZlP;7W=Tym11Z@5m9=vuEK6nb)#zmHQs%;{(ocDX|oZtHT$)GjVotak+AZGYVHm
z7}5fbxv=oTra)9gBzR{_m7OIgH}_*{DVapt9*NVesHgz$e4UiU$*K+Q2Bqijo>y90
zO2g9|8!LPmys#W(vZ$~yii0EGAj3_m9G(Wquzaqnfll8yy$nLm-F?RP-2Mq~9`@1J
zG;P2SB_)1jME%&pRCfV*CnW`i4;0GOFfDp}dwXYRM@2Z+P~yV*^9%lJf~b|hL$v^;
zE6dB!?KZ|zMn=ZO#KhqNU}aFKm6h9V>3Vr)pr#)I<>ACmNl8skPoucGLl*xuf%ki$
zmRen{31)*g3T|d(WCXO^-Me>TF{Y-bfJNT6Iq^rIl#+4*VTafwe~03*n!yu#u^_tN
zym>P=c9&?lGF4Fh>C-2GaHs-WxwO0t#v6p+$OtoQ_yaW&K4j3s=p|5$Z;4uIpxU57
zVDjqDS7Bjc!^6Yt>kmNPgITGsuZQ_RiefFXoMA9j)zpOf`TtB$%f#z%Y;NY6NvAZ;
z&dgjfFv!WvYie#b!|<tzfI2=7UM2b@9}*T3kOZ*+4ENFUv``E<9L%Xxw~H(sif?AN
zQ_IWaVq$b~I4t@FydmI5agWLM>(E9ekKYymc_fm$rlzKX!oTedJNf@|ZcyI8e?L7v
z-JGg^fGO;=_3TV<>G=3K2aA@!zdt||flz2uz@`YE6$~I)OrqiUAp#cN`h@c+D;pay
znvjst3Mk*gLU~0+mfU@h9zBwfkZ5!`EAJjG?+FV8n*ox&zh4B!`taey#r3VzR-YQ1
znm|;_$jX*csYhaTW%$9=0c)UGi!EflsA}Tk_Fi5l7{1wGC6w%JMv7<E?cyHbL~y-(
zW{WFEcZ8q<xEM{-$}rIpJDAdBM(G?I8v`(CYHG4qxGgUTm5Pdr0&PWTB^r!@KKO>8
zhtvmh8erNzAsBO18IC`IjL3fxum29B6Fy{#Wu7>1RLeL-B`}kqx1|#el$DjikWWq`
z#oq#O)9pb9?6;}JqJK0tx;Z(mt@L{KxcLSIlr=dp|7bnD2)%)>fGG6x@^W)?gX;!-
ztKM3;?B}-%-vJUZh1n?z>FMcR!<gc5EJVZLrHO+=F@NU$y{Hv18dNG3HVs0io?=Hs
zi9={;86*>n>wzgvU{nPTA3mp|Vqs?HJN%6Uj+~x$qjVxo%iG$n2?!*ebM0z%`Uo*m
zd3iaIG1Xc_Rka74p`|7A1v3*9LLoxyh_LV|K?TML07psbQ+oQy&h{p#o5_iZ|4Kc{
z5GE}xK^(vo20=+gWaQ@Bnp*IdV2m!*&|v?eAxRFB7Qg^d3lLD85qw^~{tEDvgXIxa
z!Ws^CHQ%<H>+^rWsguha;9ipCY`IV<umgd$PdFj`$~N5rDuLSa@@58W!gbT*wbHDs
z0^yl|_xGpL?el*-0!2X0W@h{(BQlvRCoB89VGN)Ti~#U2$f?A{#Gs&{(33!c$cSNZ
z<9x^rDs>$os%vT)PKKZ=Hy4F2$UOnprfFmzZX(MRu)yuwwRn?k!^@X9$C7LjbG@yt
zUxo-Uyr7*x8JJ`P)5F{xJ9Z4NAfOTq#%i5t2#aE|MJ`Bd7bF<EI?bJ-+1cQkUnN~#
zT`)|02?1^R)hlpU<)1%0DGD)s!1R3vu@)1v|GS!OQo|4d$fV85&C|0wczc6eb1PIU
zEml~SDZEBZObnsvyR~*tS-BJhBDD2G&-CD+9l8Z(W8Vidd7!oRMUNZEdr2O4@YH~a
zAcpnDy_}u1;ntFDgQ@=WVyxk+fop}J1bloH*;yb^t8Zyp{reXKIOghV1ro=?;*F_P
zU&RCOkdSJvG!Qu;Z!o@~zrnN;{QSVv0R`Rj_3dK#fD_Qs(MgiMrG@5!aDWJ>nwoal
z5{D-yFbQ<)TesTV+e0=Ok|7}>MHZ;=noz&;+qJCXyr=l1GfbTA>;{*XKI)4<i;ewm
zCl3MV8KNO1XoeE7slr@IB+_15lc>rhcn%bui_0WPvI(D!r6onsP0r51#gGm_41kQ#
z$}@vt=oxL8!C*{GIKfuBcFW2OPDB0yNIg9KsCEdJ7@{Oi4Gpdrq<{Y5L+<B_ynOYl
z90p^jK;(`3MyGRR#nI_>Cq+vPpFxI+L;{DK4#4j}BoeUb6^TRf`r-+6X?r`Tt=>gq
zO3HPqM0jv6E-rh8n`y=X1(0t-cLY%&X88E|yTF(YehK^a%M!L3Je=LF7YPa4>20AD
z3<d*wyLxBC)x#sdv~<<rG6-DIPzmAT%rUwN1{v@O5(!Z>JnV&vu*i`kJ$-$ZA-g-1
zlP+-7{i!aXF+j(ytw7kP^fo~O0l%^O!@N<Z*49w#%*aSF{zQk%GAJ7u%oyG47(TEJ
zLNO8w3V@UV=uaL$1|Eh%R14bRi>oWJDs3JZ*aet@2?m8i=>(>-Df6K>HO+M8Spk+y
zk8)q6H#FRl7yMFsAlnoSh1JcQjKRUT-Bb6^lME%ieSMqj>vOWRYewc3g&?g7hNR;Q
zTQcy7-R*tW(_kH!1A=bcIE;lT86Bg0R%kELB@u~Hv9bBNxhzjg!FUmgNA&dSfKecF
z<c%7gnzFL8N=Zlnf*|}IyqISO791|)Lq)}N8h&wM0no(N#Rah-Ne&#IoAWHPFe|X(
zbP8S=<=~C#a4Atrxgwi%BK`;1OK6*#NQ=FKZH0e4iF7)tAx>CT;lhR9j*iFwZ!v!~
zBvj^<PVn9vR>n|3z{7|0{##8c%4}?GH2fK0RUqWa$qzkl;4{9Ip&{ZH7k`(R=kDg#
zh%aK<zki6J5}|c(y!lud7Q|raDqbnYeC3o<iaX@Vk+rv|UJ(sr;3bQCra?V`lL^D3
z<pp!w8Eb*TkTLrEuR)~pSSzj5g_DD$W{99b1j8)2rtjeB$QD@(;Y__B6AybwU*F8+
z<i_S)H8&?`6m1ypZ%@~(tS}isi1rPC&*}d!S6At{I&cc0VZH9(Piz>29|E_=9}SV)
z7d!bc9XqEnfD5eQ`@*m<==M=K$Z|$zXRGeiaRDrjjb*es?R~y+yY|WC<RqB6;vSf(
zyiONY;b!7lM~(H-ggDI|Fpr=@VsyQCcY+|M7mG(Iz(Fo0f~fB;EmzZw5xd_Z--d)P
z3TKjS3g%B=UmyG*!sT?U!G#MK_IMOdQIV5_4-d2px}_8ABe_LoWn@4&<h_7R<BbB1
zL`qHF0bir8ruNBmU{BbH^PUrG0{#U-vNqjwR)g%RC<M___2<vv=l(V+4~&kFi>eSp
z4KkQmmuLIRg<>3Z79%A(+S|{90aPF=x&MOT9pXmdND$FawbFuj*2f|I1P+9h7_R5b
z7pz^pBySW1`A}b$8O2%A($KK++c)?<bi6*c$(CwJG;~lPYCx(l!%t~*s@mPzgpi#N
zd4H@v5g;948IE%AD@)W(zlM1Q<weu*ibC7ls{=sdps)d(V6FM1Aw2}=3DLay53RIT
zHzmm6;s5Q<66X3LSp}8z>gCHvy6F&UlHa@$<l#YdoQlFdqTwMr$Ti7EG=VmUn5MtK
mA1>O`nQQj~e3dTlB91GuhAyH`_rYgnh)X&~xO^?UNB;wUvE)Di

literal 0
HcmV?d00001

diff --git a/grid_ori_0.png b/grid_ori_0.png
new file mode 100644
index 0000000000000000000000000000000000000000..497e4973b884cac667db79f054fb183d2a96819e
GIT binary patch
literal 1219
zcmV;!1U&nRP)<h;3K|Lk000e1NJLTq003M7001Be0ssI25N(LH000DvNkl<Zc%1E+
zZzywZ9LLY|?AbCajBRF0V|AyE^0!#ZQeJqajZhRr!=jK9DPG7MX)hL8yby|EEX50=
zl&DdLl|NarnE6xAMmBAi-7l`}Ucz&B&T;qLPy4(&JLmd+uW#R7|IR^>AVGoz2@>Rw
zVrFK>>-APwR|i_y*4E~5I9@+ua&l6sRDOrs-vNiiF&d2kfb;Y7fC`(Mn!uOXY___(
zy6<s~iGOfc%4D+S<YWXvC=^OSg%k=!qtUoruJ!eGlgU(8R>t9Qd{0>{R(W~(;Nal%
z^Yg^S1a5mo_zPcIYHI5C_BNGDeSCZ@Dk@rATf<&Ur_*0vUS3~cKYSV;9lg4`DiVpN
zrlu+?DzFIh`Fx2)l97?|S%Z*}5V>5AAV_z2cW-YmcB_GrnVAWPy4h?dQI^eSZ)|J;
z0PJ>qPEHQSs*#Zq&l>;$k00-T9v&WI5yUfnI2=xYe?Po78jUy<APETx_xJY>hl9uC
z<>lqY#l<O=%9xlKhr>}`UcR}xiBYGqv9YtW6J94JB?$xq9*<|WTIqCpWMt&o+1bj<
zidZbx>2$cQ{yQ@>GjN#b_4=@|FdPbng@p!#;p*zjY&IVq9a$_E|An@`zMgc?5{bm)
z@jN^{2!%q@#Su1}y}!Q?-4_=Z;}f~NyZd7I+1c62&(9~<HVozT^pwG1kgJR!2%^<$
zq4krK6DE_1Ph@Lr%NN1*_4U#lH#ax%rqk){?Cgw-izCanL?QtIm`o<J1b>m0m4%`x
z002eN($Z4gI$SPS{6=D8qVK*?D3r-$zQ}fWcgb*#Aa5fD<3bw%QBhG#OH0u1?CdPb
z>VAZVhDxQ<>+5Tm%eB0`92*;pLxe`7<>lq|^z?Lhcel5<cXf4nJRY0PHa<SC)oMxe
zIyW~56S3Rv+1c5o>3)J(EVkKf005Org|TE{U|@K7xS*gwtJSWruYa~fqbMp62uQFP
z5fO26a`Jt<!-wSL<NyHNZg)vZ36}PUhlc=wj*bqsT5Yjd)M~X_t!{2^uB@!o>2w~C
zXMTQOC=~wq@q+|&;o;$ni;FOkwY4?>Q+c4&*4DPPv~amxERC5==KcLW0N~)@0C$fN
zxX?~dPZQMnh3^&a>FFswJsr1>TrPLJ-2i~&<Ky`Fcq}C<l?rx^yHg0s3oV1exVX50
z&Il%5U0n_Td6<hxB#MoVrBbP%wde78a7LggN~B-pEfky0#^>`1N+Ae>EG#Ve&JHOl
zDFoG;nwoBJZ{eEf3wmg1C@n1wrV|zx#$vHpELK870!#z|(AwHcuwNJo03bIvm!K3v
zqtUEZD|Dt%D2U3vp-?Es#>P+-g|o@G&8t+Zv$L~z2i&QtDdIgc7>v`?Q*uISXlQ`W
z_V)JJY&LOo@2IJ%866#UI-UMwhx9}sCX>nQ^-85uqC)BE>F@|k;xPG;s;VlDM&lpH
z+}s@TS>q3!jAU*={{svL1IAGP{ta&aBlPw4Aqc`|vuQNi*DdjXqy6L1>-E#q)0dZ*
hpM41p5+n$5egYD7Ldw>)hDQJZ002ovPDHLkV1kjyQ?md7

literal 0
HcmV?d00001

diff --git a/pl_examples/README.md b/pl_examples/README.md
index 58cc5c64d8c4b..6d3e9351d8fc5 100644
--- a/pl_examples/README.md
+++ b/pl_examples/README.md
@@ -25,7 +25,7 @@ In this folder, we have 2 simple examples:
 
 - [Image Classifier](./basic_examples/backbone_image_classifier.py) (trains arbitrary datasets with arbitrary backbones).
 - [Image Classifier + DALI](./basic_examples/mnist_examples/image_classifier_4_dali.py) (defines the model inside the `LightningModule`).
-- [Autoencoder](./basic_examples/autoencoder.py) (shows how the `LightningModule` can be used as a system)
+- [Autoencoder](./basic_examples/autoencoder.py)
 
 ______________________________________________________________________
 
@@ -37,6 +37,14 @@ for advanced use cases.
 
 ______________________________________________________________________
 
+## Basic Examples
+
+In this folder, we have 1 simple example:
+
+- [Image Classifier + DALI](./integration_examples/dali_image_classifier.py) (defines the model inside the `LightningModule`).
+
+______________________________________________________________________
+
 ## Loop examples
 
 Contains implementations leveraging [loop customization](https://pytorch-lightning.readthedocs.io/en/latest/extensions/loops.html) to enhance the Trainer with new optimization routines.
diff --git a/pl_examples/basic_examples/README.md b/pl_examples/basic_examples/README.md
index b1b02f90ecb24..59559cf3b89e9 100644
--- a/pl_examples/basic_examples/README.md
+++ b/pl_examples/basic_examples/README.md
@@ -14,7 +14,7 @@ Trains a simple CNN over MNIST using vanilla PyTorch.
 
 ```bash
 # CPU
-python image_classifier_1_pytorch.py
+python mnist_examples/image_classifier_1_pytorch.py
 ```
 
 ______________________________________________________________________
@@ -25,7 +25,7 @@ This script shows you how to scale the previous script to enable GPU and multi-G
 
 ```bash
 # CPU / multiple GPUs if available
-python image_classifier_2_lite.py
+python mnist_examples/image_classifier_2_lite.py
 ```
 
 ______________________________________________________________________
@@ -36,7 +36,7 @@ This script shows you how to prepare your conversion from [LightningLite](https:
 
 ```bash
 # CPU / multiple GPUs if available
-python image_classifier_3_lite_to_lightning_module.py
+python mnist_examples/image_classifier_3_lite_to_lightning_module.py
 ```
 
 ______________________________________________________________________
@@ -47,10 +47,10 @@ This script shows you the result of the conversion to the `LightningModule` and
 
 ```bash
 # CPU
-python image_classifier_4_lightning_module.py
+python mnist_examples/image_classifier_4_lightning_module.py
 
 # GPUs (any number)
-python image_classifier_4_lightning_module.py --trainer.gpus 2
+python mnist_examples/image_classifier_4_lightning_module.py --trainer.gpus 2
 ```
 
 ______________________________________________________________________
@@ -61,11 +61,57 @@ This script shows you how to extract the data related components into a `Lightni
 
 ```bash
 # CPU
-python image_classifier_5_lightning_datamodule.py
+python mnist_examples/image_classifier_5_lightning_datamodule.py
 
 # GPUs (any number)
-python image_classifier_5_lightning_datamodule.py --trainer.gpus 2
+python mnist_examples/image_classifier_5_lightning_datamodule.py --trainer.gpus 2
 
 # Distributed Data Parallel (DDP)
-python image_classifier_5_lightning_datamodule.py --trainer.gpus 2 --trainer.strategy 'ddp'
+python mnist_examples/image_classifier_5_lightning_datamodule.py --trainer.gpus 2 --trainer.strategy 'ddp'
+```
+
+______________________________________________________________________
+
+#### AutoEncoder
+
+This script shows you to implement an CNN auto-encoder.
+
+```bash
+# CPU
+python autoencoder.py
+
+# GPUs (any number)
+python autoencoder.py --trainer.gpus 2
+
+# Distributed Data Parallel (DDP)
+python autoencoder.py --trainer.gpus 2 --trainer.strategy 'ddp'
+```
+
+______________________________________________________________________
+
+#### Backbone Image Classifier
+
+This script shows you to implement a `LightningModule` as a `System`.
+A System describes a `LightningModule` which takes a single a `torch.nn.Module` which makes
+exporting to producion simpler.
+
+```bash
+# CPU
+python backbone_image_classifier.py
+
+# GPUs (any number)
+python backbone_image_classifier.py --trainer.gpus 2
+
+# Distributed Data Parallel (DDP)
+python backbone_image_classifier.py --trainer.gpus 2 --trainer.strategy 'ddp'
+```
+
+______________________________________________________________________
+
+#### PyTorch Profiler
+
+This script shows you to activate the [PyTorch Profiler](https://github.com/pytorch/kineto) with Lightning.
+
+```bash
+python profiler_example.py
 ```
diff --git a/pl_examples/basic_examples/mnist_examples/image_classifier_4_lightning_module.py b/pl_examples/basic_examples/mnist_examples/image_classifier_4_lightning_module.py
index cb67d3446c51a..b3a3b3f755ebd 100644
--- a/pl_examples/basic_examples/mnist_examples/image_classifier_4_lightning_module.py
+++ b/pl_examples/basic_examples/mnist_examples/image_classifier_4_lightning_module.py
@@ -18,6 +18,7 @@
 import torch
 import torchvision.transforms as T
 from torch.nn import functional as F
+from torchmetrics import Accuracy
 
 from pl_examples import cli_lightning_logo
 from pl_examples.basic_examples.mnist_datamodule import MNIST
@@ -31,6 +32,7 @@ def __init__(self, model=None, lr=1.0, gamma=0.7, batch_size=32):
         super().__init__()
         self.save_hyperparameters()
         self.model = model or Net()
+        self.test_acc = Accuracy()
 
     def forward(self, x):
         return self.model(x)
@@ -45,6 +47,7 @@ def test_step(self, batch, batch_idx):
         x, y = batch
         logits = self.forward(x)
         loss = F.nll_loss(logits, y.long())
+        self.log("test_acc", self.test_acc(logits, y))
         return loss
 
     def configure_optimizers(self):
diff --git a/pl_examples/basic_examples/mnist_examples/image_classifier_5_lightning_datamodule.py b/pl_examples/basic_examples/mnist_examples/image_classifier_5_lightning_datamodule.py
index 4020d101ccab6..7c3fed9b9cc17 100644
--- a/pl_examples/basic_examples/mnist_examples/image_classifier_5_lightning_datamodule.py
+++ b/pl_examples/basic_examples/mnist_examples/image_classifier_5_lightning_datamodule.py
@@ -18,6 +18,7 @@
 import torch
 import torchvision.transforms as T
 from torch.nn import functional as F
+from torchmetrics import Accuracy
 
 from pl_examples import cli_lightning_logo
 from pl_examples.basic_examples.mnist_datamodule import MNIST
@@ -31,6 +32,7 @@ def __init__(self, model, lr=1.0, gamma=0.7, batch_size=32):
         super().__init__()
         self.save_hyperparameters()
         self.model = model or Net()
+        self.test_acc = Accuracy()
 
     def forward(self, x):
         return self.model(x)
@@ -45,6 +47,7 @@ def test_step(self, batch, batch_idx):
         x, y = batch
         logits = self.forward(x)
         loss = F.nll_loss(logits, y.long())
+        self.log("test_acc", self.test_acc(logits, y))
         return loss
 
     def configure_optimizers(self):
diff --git a/pl_examples/run_examples.sh b/pl_examples/run_examples.sh
index 4a15c3367d35f..979ff40dfed74 100755
--- a/pl_examples/run_examples.sh
+++ b/pl_examples/run_examples.sh
@@ -10,6 +10,7 @@ args="
   --trainer.limit_test_batches=2
   --trainer.limit_predict_batches=2
   --optimizer=Adam
+  --lr_scheduler=ConstantLR
 "
 
 python "${dir_path}/basic_examples/backbone_image_classifier.py" ${args} "$@"
@@ -30,6 +31,7 @@ args="
   --trainer.limit_test_batches=2
   --trainer.limit_predict_batches=2
   --optimizer=Adam
+  --lr_scheduler=ConstantLR
 "
 
 python "${dir_path}/basic_examples/mnist_examples/image_classifier_4_lightning_module.py" ${args} "$@"

From d1ffa3ecb95b2c12bff13913f21de905fc44dd4b Mon Sep 17 00:00:00 2001
From: Thomas Chaton <thomas@grid.ai>
Date: Tue, 2 Nov 2021 04:57:14 -0400
Subject: [PATCH 2/8] update

---
 .gitignore           |   3 +++
 grid_generated_0.png | Bin 6994 -> 0 bytes
 grid_generated_1.png | Bin 6994 -> 0 bytes
 grid_ori_0.png       | Bin 1219 -> 0 bytes
 4 files changed, 3 insertions(+)
 delete mode 100644 grid_generated_0.png
 delete mode 100644 grid_generated_1.png
 delete mode 100644 grid_ori_0.png

diff --git a/.gitignore b/.gitignore
index 997886d648614..e1d165dd5dbb1 100644
--- a/.gitignore
+++ b/.gitignore
@@ -24,6 +24,9 @@ __pycache__/
 *.py[cod]
 *$py.class
 timit_data/
+grid_generated*
+grid_ori*
+
 
 
 # C extensions
diff --git a/grid_generated_0.png b/grid_generated_0.png
deleted file mode 100644
index 09eb01ffee15ee95643f2930330ffffeaff11d5e..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 6994
zcmW+*2|UyP8(+w==14*kOJX4;Im)q^BT14FLQC#rAtYy#BqT}WH_K0Q%$cM)la}U|
z>nFL1Idk9qAOCq(UcLD2`97cLd0&e%Hqzrn3Ly~)1m`7voC*AE4S&$=Oz=04`_mEx
z;^>h}xQnL#|I84_ZQEBjcC~qRc@@GQ$IHKbv5&P!d*8KvcP@SlW5%8OdEP)hHAg+K
z%O&VzKw*bvn^Z~NwTnDBu6pAmQtbM7#h(|x#G>ubXekl5JOTq-^+HOkLcTm080tSO
zm%qAPmEV0o2>W)I1YZqB%sZo_qmQ3F@#rfnDJ*<ZW5>eArmU!#)#)OYm}895)zcfO
z4yktURXR_S<wLqFrF6R7vbI+9owm4iDJnB_{QZ>_0|NtLVc|c2{s<pCwmRLjxH8jw
zNYW@2`}X(m-<=e5&;AN(Ru)EHUS3>$w0d{Dz$kNZb(Nf)%o~Lxkw_0$rstQJ4@cq5
zD2Gw3EzQk;#>X`S*IFAIq)(m7uBZ@Z3d8UrB_%Wa%KfT?Hdh+ts#(IYo2zr&92`AG
zcl2)GzKz8qqG<s;TU0a3^89=}-9AvGIx|!9^lA6boEz!s>1duGZc46-$s=`fn*M(g
zadnyR-)q1(C{{Tc85I?k>Av#P;^M`%`4Kb^JBo$Y($Z2}n-1MD$PkPFalvm^QBe`6
zqjOGCacy&RuD`PU?c28>KD?|OIV~r5H0Jx$r%yve5hNo=MWK+jp~z>?kQlz4HYXOQ
zeewEk9v-aWnlGYoVqB5s0n1W}20CfRG#V`?CdRcpKWKhfhd}t7s{Rm(L>gSaT=)IE
zn^N!3pC-n}JmEDKmX;qZ^91B<a<j5Rv1pf)06hK?POPM)<RY3Ubb4-XZfxv^u`xEy
z7#hF3NZ#$}>Ut6xsjQ^L%E~$mWfm3|mX!tA*&&$11W`|Z{Lq(3$nJExBGFEZ77$hQ
zM?`3qSe_=gtgfsCFHd&vl26^dc@rlV-!jh4&0Szy-S1M8V=5&t*k~v3ua=sU();7b
z4@P^Yx3{<E#>5G3?zptH<1+lcot=jT1WG@Ce2hhZa_?PPVqCAZ85kJYyDNA>H+a}T
zdJbra#j7YNd>xtRJ#+}BsK&0a#|?2Lu5Qu4;(Df0&;}#Z>XX}X9(HTlZW=A4y!?WO
zhD||tc+DVOdv|9iV>v)Jsr*h|Y<_+|^aooU85xO13m!Rg$<XklW!`}U2Yh{f5kxHd
zc}xsR)muVRQu5?UT6?=Ufxr`^>v#V??b|ntJTq}#>fMIdWo73{M%@Dg<kZyuwzhpv
zPna%Vx_o(x!QeolI;NJ*D2e*w4)*p-OG^{W0er~AqM`#oe|jxVw0-^hH9I>S+6wc`
z6&YSTWQ^fsVIsbH!xK&8VTZAN92v<x$By>w{ghW(sgA+u7j*Z!De*?}9Xhl)P7X<K
za$sRPC?H^NZk|LY+gey)c-X(z)@o~Ov$3+i&=*HWi1D!Fi!3A(Zp!dKe7O1dFM);W
zcmmx_u{vZ|1B3bDq?l|d!5j6_d%QU{RV2?W8Ygz=&K=w8;2@|@+C2X$?q8_x@87@u
z{Wbyu0({83o}Mk^izj(G1X0kS*r!hk1OgO|Sl518?LR-fzBukuA{3*W-sV(kBNwmF
zFCaiP{L|QoN@`H|{?quY#C3CH1I1bkYaIRTnXayGa!LvfKcAxP`7$9PB{{jj@?q({
zk?#W`yQGG(;MG1q1QjkQBSVMMSyoo|Z<|wk8z#}<oDgR;?PbH5y1M#!3pp+>ZrqD%
zC%^VR=4kcy3QU#0l~wQW-`1|Ku3B1J*RNlP_TcgOd-v{{n|C9rMMXt$V1`MWF$Tq&
z-p+7vZ~&}%WBA@$c6{F7He~z0p`oFlU#U$2Y;y%v^WT3K*RQvCbeO_XCMG5@ua1t6
zfq{Yd?wv_$s3Z)19Y}3~2S0J*#F!Vg#ttry9JJCyF)vsOQ0GG?((PwwXW3c4c6OeV
zmUgX+J(il9N>EXQc|`Mku`ASz6IowhZ)#~tX>#CU=Mxm1n4Qfx#u$;#?`H~=y;b%N
zU&PPP|Iu=0Y01aN#zs#s(xyN;r3offR#sLJ#Tr*P2W_3|%B!lXGRF99Z!Bx2@q}St
zB_^(~t!0@?h1b}5dS1<J2bA?Wf6SPxg{&!h?AYl9x}s3i=%{^gaIm*`u}y&=fdKHt
z!c^1Kb0o6%m<j={uHM()en?+bgUlUXlarGZ7!-6E89}#a3d7da)OdJ!6c-muUQOMS
zzHW@^NYjq2sH~*hFHCk)T2j?rODr=pGbt2GWkrR)IB#6th!<7T=%1%?aRoU!3#+Tu
z4;CGu%T`uLiH4snWMD*P_&tApbcRz0s$kJ)n18^o>%|Js|NV<jprcqvrhAGd5}fh)
zf2*oQqG=mzYXp^lU^HOY^K7ek=n0ZO=ePefr5rqX(B0kLRO<eN2M-(^bkmH*B_yCv
zf5ygU{wrcer?*XnvvCIm1pIXRI5;?X*0I?_<~5N>tcw#p6ovEjoJ&hfgNFlL$g?WV
zFDrxX7%01cpw%$L1YoYQ@wuVI=0tiNP|De}XIE$Y4!qFp;FC>CdHGU7b?<d4vz?il
zIn8*Y+;8q@dpj&ro=G-_uO0>*M$zYdpWi@`WKx5wu+hz%L=x%NjT<*iP5DShqJn~<
zHFlRTUmgft<P5`F90!tv`W^iJRpjM?L@n~VR_6vXGcxY`_^5^K{G*lD(cR6qfB$J&
z+2HNvZUi+ar{1AhJ!s<<4G+^46BnnA<{=sRtxVs9wGI8<+Y2QE7T7Bs;kn1g7TMg~
z+|kjY?AZ_7gp63&Se^oCNNMsN`nsQL-QV49Zf3?BhLw_%5<79iS@GB4AX=D<?T2)-
zrv0<%=mTNcH)Jw53iZw;J5YmMI}`|LySI5ifBwwBRsLA(IEs}y7zQ)x)hkm|Q^j-V
zXy3o5sy$FZqu&CGsj5Ek^7`qdXdwP_cGe?wdT3~f!N@koK!dinw{^s>+1lEgnRP8s
zbzhOVuB-dR81uMx$W#hws<W<cye6D2PDDLmePOKZ{#2}}W;4EMXKS(L@ne=K+=q`J
z-x*^zHa5%@4@G^8h={mBF*_rOir4Sx?R_}Wng+}Zy!HI~^Qb5e6=9<^W1FhLsM;YQ
zN@;27l$4b2+?$InAv+01nSMS#FgUSsadM|m)5jJLH;F3j55pp6v}O3MWcU;4xXgA~
z_sYsjXGI}$%hjt_f$z&<Zii|k*8_v0Xlq%?1p2L8w`OK$V5Hc%gaIT$cEr^|VLd%J
zLs5~n02ZAti3S+}mM$e9EOI}8{`}#Cf>4Z-hDMe5xKRS#XS|uD9m&NJ@ijL$mr7NI
z@${SPhY5Hb5pmbivB6$JMR=CMxFi-o>ZOYPjxWN7!3w)}<+d?=;7wr_#CbX7iM^lP
znZvN99)0Hnma?$u|Ehw@4J81e`}+D|RYL#3$--RYfBxu-^O|q`iZo0!$=<hbAN<y3
zeSLs*TJky9Cr_T_P$=C6wjq-p+0a*54lnBO1j(zfU%zf{YPw=*Sm8epQer;~%k*#R
zp~9<xDpyn0u4S9HwY7zZha-BryOVU&Gv2?4`S_HPaZ*C!eL+FN`}Ynb-(xb3NXaD9
z-Qpf#9ze&3OB3-pv7yCvIom4nczr{OvnNi3Yo)2Es>ahtlaqxK4Gs$lmAyQrp`ihr
z+FR;5@cG`z;&{s;US8l6z$rx2;^HFEs<rIu5~H14MC}b+ZE|u>L4lv2pQ8d1reJAx
z6>fM5bjsFRk!4=&vu8p_k8WBSzcV={%vC_4B+%_aZH3poF_d6u86Fu)NKKs`9Q-me
z56=tgG?W80A2a_VtW9TUXF@{4RkB8jg$&%Xg^i7ev-35nM8pGMU;ZeZl9G}X9}?d8
zOSg=i+;z+=(gnY-c7^lv_bP2{ZETwD6{aR9*;$y#Eif+19>24)vUrdYfC{?lXOxu%
zSePmSC~x21hla}r$?DjWdP$sDO(YJBUJ9s$H%>}24+uEVhdd@C(&eNG)4|EfnMa`j
zMIDN!;l$>F8Q?IcutCsS4Gj%|bY>J-r2E0aJDwL0M&a;9Dj<rht3|_WU`_8jI1JDG
zGlda0mYmbu0C@<EpC^lZ+~ftBn3?aN?~6Df08jq`r0UC;@`8q5UJD>;5~a<(yuC9_
zvI`32up%NNsmaNfpdV~)$smD&1Qiq%3N2)WVs?h3<z)B|V3mYouot=+KA=NoPMzwh
ze7Fjdztu@Gr74w2qy{Xzn3=uCiKVqUNhhD=y@baPx3)q{Ts%CQ8yi`WP1QTga==|s
z+xo)YXxhKsQ`%ZuKxI_#aoA&^q#idV{%DvcvG@sidY}PdZ9e3fr^eV~i{>ss#av(c
z_~0PG?Nb~ch&(7roh$N=0ui>8C(l$0S_eCso_<G1hZcWA4`6tN!JrQjwzjqeQM#U<
zo{o;=z%%QCJ6AQgSzf@Xfq*{{S$mM3C0>7;!EknR`hqV4i35}0-0TsdrmV~sULz$f
zt+~B){q4WrD#GVUaP1(2e)abDxP3ClY|Yn+UPQM#l7m<c-+`#Ikm>5~F3rp1oLGWA
zw2(2&Z13sm0i^#kItp;j!gS5XCV1`dP*;~3Xy%=rU<D%36V=)S1m5e@R{m=Jpsse2
z20=mF+ncM21}9m=FI~E{zCKPqf?^fs%4~D;qW)u$p%Jh&K`E#zd$1@0a{lO1=4bkN
zJh%#G8Ea2ZIsWK#f+(rPdOF=176q^vL4EfQCzUunzXo?6vb#AzG0S_Tl?D~^Mm;vj
zFuQRhXt~qeyud~$z3oeFSnbeJB{y&q(0n`jH?>1{MHcC8Sti+ogwOioE>2E}Ff7a=
zFlf6=iHfl7nKOH%3WvqU#`>JUC6TbcxoHkZ&eH_I+yGl4diwi=+uvUSE(Zf<WMl-o
z9=hVDMCo(^KAWH4Tg~c63x9{SLE$Dfh-w5*Fc`$-WMpIRnKNg^;<G+|>H;6;rUci&
z8YvpAZ(v{|l~`L_d;Iuu;BseY=X2-I0j2=vHZ(Wykzb+#nn&&73W|kE9lTu>uHGKz
zp4ZlP;7W=Tym11Z@5m9=vuEK6nb)#zmHQs%;{(ocDX|oZtHT$)GjVotak+AZGYVHm
z7}5fbxv=oTra)9gBzR{_m7OIgH}_*{DVapt9*NVesHgz$e4UiU$*K+Q2Bqijo>y90
zO2g9|8!LPmys#W(vZ$~yii0EGAj3_m9G(Wquzaqnfll8yy$nLm-F?RP-2Mq~9`@1J
zG;P2SB_)1jME%&pRCfV*CnW`i4;0GOFfDp}dwXYRM@2Z+P~yV*^9%lJf~b|hL$v^;
zE6dB!?KZ|zMn=ZO#KhqNU}aFKm6h9V>3Vr)pr#)I<>ACmNl8skPoucGLl*xuf%ki$
zmRen{31)*g3T|d(WCXO^-Me>TF{Y-bfJNT6Iq^rIl#+4*VTafwe~03*n!yu#u^_tN
zym>P=c9&?lGF4Fh>C-2GaHs-WxwO0t#v6p+$OtoQ_yaW&K4j3s=p|5$Z;4uIpxU57
zVDjqDS7Bjc!^6Yt>kmNPgITGsuZQ_RiefFXoMA9j)zpOf`TtB$%f#z%Y;NY6NvAZ;
z&dgjfFv!WvYie#b!|<tzfI2=7UM2b@9}*T3kOZ*+4ENFUv``E<9L%Xxw~H(sif?AN
zQ_IWaVq$b~I4t@FydmI5agWLM>(E9ekKYymc_fm$rlzKX!oTedJNf@|ZcyI8e?L7v
z-JGg^fGO;=_3TV<>G=3K2aA@!zdt||flz2uz@`YE6$~I)OrqiUAp#cN`h@c+D;pay
znvjst3Mk*gLU~0+mfU@h9zBwfkZ5!`EAJjG?+FV8n*ox&zh4B!`taey#r3VzR-YQ1
znm|;_$jX*csYhaTW%$9=0c)UGi!EflsA}Tk_Fi5l7{1wGC6w%JMv7<E?cyHbL~y-(
zW{WFEcZ8q<xEM{-$}rIpJDAdBM(G?I8v`(CYHG4qxGgUTm5Pdr0&PWTB^r!@KKO>8
zhtvmh8erNzAsBO18IC`IjL3fxum29B6Fy{#Wu7>1RLeL-B`}kqx1|#el$DjikWWq`
z#oq#O)9pb9?6;}JqJK0tx;Z(mt@L{KxcLSIlr=dp|7bnD2)%)>fGG6x@^W)?gX;!-
ztKM3;?B}-%-vJUZh1n?z>FMcR!<gc5EJVZLrHO+=F@NU$y{Hv18dNG3HVs0io?=Hs
zi9={;86*>n>wzgvU{nPTA3mp|Vqs?HJN%6Uj+~x$qjVxo%iG$n2?!*ebM0z%`Uo*m
zd3iaIG1Xc_Rka74p`|7A1v3*9LLoxyh_LV|K?TML07psbQ+oQy&h{p#o5_iZ|4Kc{
z5GE}xK^(vo20=+gWaQ@Bnp*IdV2m!*&|v?eAxRFB7Qg^d3lLD85qw^~{tEDvgXIxa
z!Ws^CHQ%<H>+^rWsguha;9ipCY`IV<umgd$PdFj`$~N5rDuLSa@@58W!gbT*wbHDs
z0^yl|_xGpL?el*-0!2X0W@h{(BQlvRCoB89VGN)Ti~#U2$f?A{#Gs&{(33!c$cSNZ
z<9x^rDs>$os%vT)PKKZ=Hy4F2$UOnprfFmzZX(MRu)yuwwRn?k!^@X9$C7LjbG@yt
zUxo-Uyr7*x8JJ`P)5F{xJ9Z4NAfOTq#%i5t2#aE|MJ`Bd7bF<EI?bJ-+1cQkUnN~#
zT`)|02?1^R)hlpU<)1%0DGD)s!1R3vu@)1v|GS!OQo|4d$fV85&C|0wczc6eb1PIU
zEml~SDZEBZObnsvyR~*tS-BJhBDD2G&-CD+9l8Z(W8Vidd7!oRMUNZEdr2O4@YH~a
zAcpnDy_}u1;ntFDgQ@=WVyxk+fop}J1bloH*;yb^t8Zyp{reXKIOghV1ro=?;*F_P
zU&RCOkdSJvG!Qu;Z!o@~zrnN;{QSVv0R`Rj_3dK#fD_Qs(MgiMrG@5!aDWJ>nwoal
z5{D-yFbQ<)TesTV+e0=Ok|7}>MHZ;=noz&;+qJCXyr=l1GfbTA>;{*XKI)4<i;ewm
zCl3MV8KNO1XoeE7slr@IB+_15lc>rhcn%bui_0WPvI(D!r6onsP0r51#gGm_41kQ#
z$}@vt=oxL8!C*{GIKfuBcFW2OPDB0yNIg9KsCEdJ7@{Oi4Gpdrq<{Y5L+<B_ynOYl
z90p^jK;(`3MyGRR#nI_>Cq+vPpFxI+L;{DK4#4j}BoeUb6^TRf`r-+6X?r`Tt=>gq
zO3HPqM0jv6E-rh8n`y=X1(0t-cLY%&X88E|yTF(YehK^a%M!L3Je=LF7YPa4>20AD
z3<d*wyLxBC)x#sdv~<<rG6-DIPzmAT%rUwN1{v@O5(!Z>JnV&vu*i`kJ$-$ZA-g-1
zlP+-7{i!aXF+j(ytw7kP^fo~O0l%^O!@N<Z*49w#%*aSF{zQk%GAJ7u%oyG47(TEJ
zLNO8w3V@UV=uaL$1|Eh%R14bRi>oWJDs3JZ*aet@2?m8i=>(>-Df6K>HO+M8Spk+y
zk8)q6H#FRl7yMFsAlnoSh1JcQjKRUT-Bb6^lME%ieSMqj>vOWRYewc3g&?g7hNR;Q
zTQcy7-R*tW(_kH!1A=bcIE;lT86Bg0R%kELB@u~Hv9bBNxhzjg!FUmgNA&dSfKecF
z<c%7gnzFL8N=Zlnf*|}IyqISO791|)Lq)}N8h&wM0no(N#Rah-Ne&#IoAWHPFe|X(
zbP8S=<=~C#a4Atrxgwi%BK`;1OK6*#NQ=FKZH0e4iF7)tAx>CT;lhR9j*iFwZ!v!~
zBvj^<PVn9vR>n|3z{7|0{##8c%4}?GH2fK0RUqWa$qzkl;4{9Ip&{ZH7k`(R=kDg#
zh%aK<zki6J5}|c(y!lud7Q|raDqbnYeC3o<iaX@Vk+rv|UJ(sr;3bQCra?V`lL^D3
z<pp!w8Eb*TkTLrEuR)~pSSzj5g_DD$W{99b1j8)2rtjeB$QD@(;Y__B6AybwU*F8+
z<i_S)H8&?`6m1ypZ%@~(tS}isi1rPC&*}d!S6At{I&cc0VZH9(Piz>29|E_=9}SV)
z7d!bc9XqEnfD5eQ`@*m<==M=K$Z|$zXRGeiaRDrjjb*es?R~y+yY|WC<RqB6;vSf(
zyiONY;b!7lM~(H-ggDI|Fpr=@VsyQCcY+|M7mG(Iz(Fo0f~fB;EmzZw5xd_Z--d)P
z3TKjS3g%B=UmyG*!sT?U!G#MK_IMOdQIV5_4-d2px}_8ABe_LoWn@4&<h_7R<BbB1
zL`qHF0bir8ruNBmU{BbH^PUrG0{#U-vNqjwR)g%RC<M___2<vv=l(V+4~&kFi>eSp
z4KkQmmuLIRg<>3Z79%A(+S|{90aPF=x&MOT9pXmdND$FawbFuj*2f|I1P+9h7_R5b
z7pz^pBySW1`A}b$8O2%A($KK++c)?<bi6*c$(CwJG;~lPYCx(l!%t~*s@mPzgpi#N
zd4H@v5g;948IE%AD@)W(zlM1Q<weu*ibC7ls{=sdps)d(V6FM1Aw2}=3DLay53RIT
zHzmm6;s5Q<66X3LSp}8z>gCHvy6F&UlHa@$<l#YdoQlFdqTwMr$Ti7EG=VmUn5MtK
mA1>O`nQQj~e3dTlB91GuhAyH`_rYgnh)X&~xO^?UNB;wUvE)Di

diff --git a/grid_generated_1.png b/grid_generated_1.png
deleted file mode 100644
index 09eb01ffee15ee95643f2930330ffffeaff11d5e..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 6994
zcmW+*2|UyP8(+w==14*kOJX4;Im)q^BT14FLQC#rAtYy#BqT}WH_K0Q%$cM)la}U|
z>nFL1Idk9qAOCq(UcLD2`97cLd0&e%Hqzrn3Ly~)1m`7voC*AE4S&$=Oz=04`_mEx
z;^>h}xQnL#|I84_ZQEBjcC~qRc@@GQ$IHKbv5&P!d*8KvcP@SlW5%8OdEP)hHAg+K
z%O&VzKw*bvn^Z~NwTnDBu6pAmQtbM7#h(|x#G>ubXekl5JOTq-^+HOkLcTm080tSO
zm%qAPmEV0o2>W)I1YZqB%sZo_qmQ3F@#rfnDJ*<ZW5>eArmU!#)#)OYm}895)zcfO
z4yktURXR_S<wLqFrF6R7vbI+9owm4iDJnB_{QZ>_0|NtLVc|c2{s<pCwmRLjxH8jw
zNYW@2`}X(m-<=e5&;AN(Ru)EHUS3>$w0d{Dz$kNZb(Nf)%o~Lxkw_0$rstQJ4@cq5
zD2Gw3EzQk;#>X`S*IFAIq)(m7uBZ@Z3d8UrB_%Wa%KfT?Hdh+ts#(IYo2zr&92`AG
zcl2)GzKz8qqG<s;TU0a3^89=}-9AvGIx|!9^lA6boEz!s>1duGZc46-$s=`fn*M(g
zadnyR-)q1(C{{Tc85I?k>Av#P;^M`%`4Kb^JBo$Y($Z2}n-1MD$PkPFalvm^QBe`6
zqjOGCacy&RuD`PU?c28>KD?|OIV~r5H0Jx$r%yve5hNo=MWK+jp~z>?kQlz4HYXOQ
zeewEk9v-aWnlGYoVqB5s0n1W}20CfRG#V`?CdRcpKWKhfhd}t7s{Rm(L>gSaT=)IE
zn^N!3pC-n}JmEDKmX;qZ^91B<a<j5Rv1pf)06hK?POPM)<RY3Ubb4-XZfxv^u`xEy
z7#hF3NZ#$}>Ut6xsjQ^L%E~$mWfm3|mX!tA*&&$11W`|Z{Lq(3$nJExBGFEZ77$hQ
zM?`3qSe_=gtgfsCFHd&vl26^dc@rlV-!jh4&0Szy-S1M8V=5&t*k~v3ua=sU();7b
z4@P^Yx3{<E#>5G3?zptH<1+lcot=jT1WG@Ce2hhZa_?PPVqCAZ85kJYyDNA>H+a}T
zdJbra#j7YNd>xtRJ#+}BsK&0a#|?2Lu5Qu4;(Df0&;}#Z>XX}X9(HTlZW=A4y!?WO
zhD||tc+DVOdv|9iV>v)Jsr*h|Y<_+|^aooU85xO13m!Rg$<XklW!`}U2Yh{f5kxHd
zc}xsR)muVRQu5?UT6?=Ufxr`^>v#V??b|ntJTq}#>fMIdWo73{M%@Dg<kZyuwzhpv
zPna%Vx_o(x!QeolI;NJ*D2e*w4)*p-OG^{W0er~AqM`#oe|jxVw0-^hH9I>S+6wc`
z6&YSTWQ^fsVIsbH!xK&8VTZAN92v<x$By>w{ghW(sgA+u7j*Z!De*?}9Xhl)P7X<K
za$sRPC?H^NZk|LY+gey)c-X(z)@o~Ov$3+i&=*HWi1D!Fi!3A(Zp!dKe7O1dFM);W
zcmmx_u{vZ|1B3bDq?l|d!5j6_d%QU{RV2?W8Ygz=&K=w8;2@|@+C2X$?q8_x@87@u
z{Wbyu0({83o}Mk^izj(G1X0kS*r!hk1OgO|Sl518?LR-fzBukuA{3*W-sV(kBNwmF
zFCaiP{L|QoN@`H|{?quY#C3CH1I1bkYaIRTnXayGa!LvfKcAxP`7$9PB{{jj@?q({
zk?#W`yQGG(;MG1q1QjkQBSVMMSyoo|Z<|wk8z#}<oDgR;?PbH5y1M#!3pp+>ZrqD%
zC%^VR=4kcy3QU#0l~wQW-`1|Ku3B1J*RNlP_TcgOd-v{{n|C9rMMXt$V1`MWF$Tq&
z-p+7vZ~&}%WBA@$c6{F7He~z0p`oFlU#U$2Y;y%v^WT3K*RQvCbeO_XCMG5@ua1t6
zfq{Yd?wv_$s3Z)19Y}3~2S0J*#F!Vg#ttry9JJCyF)vsOQ0GG?((PwwXW3c4c6OeV
zmUgX+J(il9N>EXQc|`Mku`ASz6IowhZ)#~tX>#CU=Mxm1n4Qfx#u$;#?`H~=y;b%N
zU&PPP|Iu=0Y01aN#zs#s(xyN;r3offR#sLJ#Tr*P2W_3|%B!lXGRF99Z!Bx2@q}St
zB_^(~t!0@?h1b}5dS1<J2bA?Wf6SPxg{&!h?AYl9x}s3i=%{^gaIm*`u}y&=fdKHt
z!c^1Kb0o6%m<j={uHM()en?+bgUlUXlarGZ7!-6E89}#a3d7da)OdJ!6c-muUQOMS
zzHW@^NYjq2sH~*hFHCk)T2j?rODr=pGbt2GWkrR)IB#6th!<7T=%1%?aRoU!3#+Tu
z4;CGu%T`uLiH4snWMD*P_&tApbcRz0s$kJ)n18^o>%|Js|NV<jprcqvrhAGd5}fh)
zf2*oQqG=mzYXp^lU^HOY^K7ek=n0ZO=ePefr5rqX(B0kLRO<eN2M-(^bkmH*B_yCv
zf5ygU{wrcer?*XnvvCIm1pIXRI5;?X*0I?_<~5N>tcw#p6ovEjoJ&hfgNFlL$g?WV
zFDrxX7%01cpw%$L1YoYQ@wuVI=0tiNP|De}XIE$Y4!qFp;FC>CdHGU7b?<d4vz?il
zIn8*Y+;8q@dpj&ro=G-_uO0>*M$zYdpWi@`WKx5wu+hz%L=x%NjT<*iP5DShqJn~<
zHFlRTUmgft<P5`F90!tv`W^iJRpjM?L@n~VR_6vXGcxY`_^5^K{G*lD(cR6qfB$J&
z+2HNvZUi+ar{1AhJ!s<<4G+^46BnnA<{=sRtxVs9wGI8<+Y2QE7T7Bs;kn1g7TMg~
z+|kjY?AZ_7gp63&Se^oCNNMsN`nsQL-QV49Zf3?BhLw_%5<79iS@GB4AX=D<?T2)-
zrv0<%=mTNcH)Jw53iZw;J5YmMI}`|LySI5ifBwwBRsLA(IEs}y7zQ)x)hkm|Q^j-V
zXy3o5sy$FZqu&CGsj5Ek^7`qdXdwP_cGe?wdT3~f!N@koK!dinw{^s>+1lEgnRP8s
zbzhOVuB-dR81uMx$W#hws<W<cye6D2PDDLmePOKZ{#2}}W;4EMXKS(L@ne=K+=q`J
z-x*^zHa5%@4@G^8h={mBF*_rOir4Sx?R_}Wng+}Zy!HI~^Qb5e6=9<^W1FhLsM;YQ
zN@;27l$4b2+?$InAv+01nSMS#FgUSsadM|m)5jJLH;F3j55pp6v}O3MWcU;4xXgA~
z_sYsjXGI}$%hjt_f$z&<Zii|k*8_v0Xlq%?1p2L8w`OK$V5Hc%gaIT$cEr^|VLd%J
zLs5~n02ZAti3S+}mM$e9EOI}8{`}#Cf>4Z-hDMe5xKRS#XS|uD9m&NJ@ijL$mr7NI
z@${SPhY5Hb5pmbivB6$JMR=CMxFi-o>ZOYPjxWN7!3w)}<+d?=;7wr_#CbX7iM^lP
znZvN99)0Hnma?$u|Ehw@4J81e`}+D|RYL#3$--RYfBxu-^O|q`iZo0!$=<hbAN<y3
zeSLs*TJky9Cr_T_P$=C6wjq-p+0a*54lnBO1j(zfU%zf{YPw=*Sm8epQer;~%k*#R
zp~9<xDpyn0u4S9HwY7zZha-BryOVU&Gv2?4`S_HPaZ*C!eL+FN`}Ynb-(xb3NXaD9
z-Qpf#9ze&3OB3-pv7yCvIom4nczr{OvnNi3Yo)2Es>ahtlaqxK4Gs$lmAyQrp`ihr
z+FR;5@cG`z;&{s;US8l6z$rx2;^HFEs<rIu5~H14MC}b+ZE|u>L4lv2pQ8d1reJAx
z6>fM5bjsFRk!4=&vu8p_k8WBSzcV={%vC_4B+%_aZH3poF_d6u86Fu)NKKs`9Q-me
z56=tgG?W80A2a_VtW9TUXF@{4RkB8jg$&%Xg^i7ev-35nM8pGMU;ZeZl9G}X9}?d8
zOSg=i+;z+=(gnY-c7^lv_bP2{ZETwD6{aR9*;$y#Eif+19>24)vUrdYfC{?lXOxu%
zSePmSC~x21hla}r$?DjWdP$sDO(YJBUJ9s$H%>}24+uEVhdd@C(&eNG)4|EfnMa`j
zMIDN!;l$>F8Q?IcutCsS4Gj%|bY>J-r2E0aJDwL0M&a;9Dj<rht3|_WU`_8jI1JDG
zGlda0mYmbu0C@<EpC^lZ+~ftBn3?aN?~6Df08jq`r0UC;@`8q5UJD>;5~a<(yuC9_
zvI`32up%NNsmaNfpdV~)$smD&1Qiq%3N2)WVs?h3<z)B|V3mYouot=+KA=NoPMzwh
ze7Fjdztu@Gr74w2qy{Xzn3=uCiKVqUNhhD=y@baPx3)q{Ts%CQ8yi`WP1QTga==|s
z+xo)YXxhKsQ`%ZuKxI_#aoA&^q#idV{%DvcvG@sidY}PdZ9e3fr^eV~i{>ss#av(c
z_~0PG?Nb~ch&(7roh$N=0ui>8C(l$0S_eCso_<G1hZcWA4`6tN!JrQjwzjqeQM#U<
zo{o;=z%%QCJ6AQgSzf@Xfq*{{S$mM3C0>7;!EknR`hqV4i35}0-0TsdrmV~sULz$f
zt+~B){q4WrD#GVUaP1(2e)abDxP3ClY|Yn+UPQM#l7m<c-+`#Ikm>5~F3rp1oLGWA
zw2(2&Z13sm0i^#kItp;j!gS5XCV1`dP*;~3Xy%=rU<D%36V=)S1m5e@R{m=Jpsse2
z20=mF+ncM21}9m=FI~E{zCKPqf?^fs%4~D;qW)u$p%Jh&K`E#zd$1@0a{lO1=4bkN
zJh%#G8Ea2ZIsWK#f+(rPdOF=176q^vL4EfQCzUunzXo?6vb#AzG0S_Tl?D~^Mm;vj
zFuQRhXt~qeyud~$z3oeFSnbeJB{y&q(0n`jH?>1{MHcC8Sti+ogwOioE>2E}Ff7a=
zFlf6=iHfl7nKOH%3WvqU#`>JUC6TbcxoHkZ&eH_I+yGl4diwi=+uvUSE(Zf<WMl-o
z9=hVDMCo(^KAWH4Tg~c63x9{SLE$Dfh-w5*Fc`$-WMpIRnKNg^;<G+|>H;6;rUci&
z8YvpAZ(v{|l~`L_d;Iuu;BseY=X2-I0j2=vHZ(Wykzb+#nn&&73W|kE9lTu>uHGKz
zp4ZlP;7W=Tym11Z@5m9=vuEK6nb)#zmHQs%;{(ocDX|oZtHT$)GjVotak+AZGYVHm
z7}5fbxv=oTra)9gBzR{_m7OIgH}_*{DVapt9*NVesHgz$e4UiU$*K+Q2Bqijo>y90
zO2g9|8!LPmys#W(vZ$~yii0EGAj3_m9G(Wquzaqnfll8yy$nLm-F?RP-2Mq~9`@1J
zG;P2SB_)1jME%&pRCfV*CnW`i4;0GOFfDp}dwXYRM@2Z+P~yV*^9%lJf~b|hL$v^;
zE6dB!?KZ|zMn=ZO#KhqNU}aFKm6h9V>3Vr)pr#)I<>ACmNl8skPoucGLl*xuf%ki$
zmRen{31)*g3T|d(WCXO^-Me>TF{Y-bfJNT6Iq^rIl#+4*VTafwe~03*n!yu#u^_tN
zym>P=c9&?lGF4Fh>C-2GaHs-WxwO0t#v6p+$OtoQ_yaW&K4j3s=p|5$Z;4uIpxU57
zVDjqDS7Bjc!^6Yt>kmNPgITGsuZQ_RiefFXoMA9j)zpOf`TtB$%f#z%Y;NY6NvAZ;
z&dgjfFv!WvYie#b!|<tzfI2=7UM2b@9}*T3kOZ*+4ENFUv``E<9L%Xxw~H(sif?AN
zQ_IWaVq$b~I4t@FydmI5agWLM>(E9ekKYymc_fm$rlzKX!oTedJNf@|ZcyI8e?L7v
z-JGg^fGO;=_3TV<>G=3K2aA@!zdt||flz2uz@`YE6$~I)OrqiUAp#cN`h@c+D;pay
znvjst3Mk*gLU~0+mfU@h9zBwfkZ5!`EAJjG?+FV8n*ox&zh4B!`taey#r3VzR-YQ1
znm|;_$jX*csYhaTW%$9=0c)UGi!EflsA}Tk_Fi5l7{1wGC6w%JMv7<E?cyHbL~y-(
zW{WFEcZ8q<xEM{-$}rIpJDAdBM(G?I8v`(CYHG4qxGgUTm5Pdr0&PWTB^r!@KKO>8
zhtvmh8erNzAsBO18IC`IjL3fxum29B6Fy{#Wu7>1RLeL-B`}kqx1|#el$DjikWWq`
z#oq#O)9pb9?6;}JqJK0tx;Z(mt@L{KxcLSIlr=dp|7bnD2)%)>fGG6x@^W)?gX;!-
ztKM3;?B}-%-vJUZh1n?z>FMcR!<gc5EJVZLrHO+=F@NU$y{Hv18dNG3HVs0io?=Hs
zi9={;86*>n>wzgvU{nPTA3mp|Vqs?HJN%6Uj+~x$qjVxo%iG$n2?!*ebM0z%`Uo*m
zd3iaIG1Xc_Rka74p`|7A1v3*9LLoxyh_LV|K?TML07psbQ+oQy&h{p#o5_iZ|4Kc{
z5GE}xK^(vo20=+gWaQ@Bnp*IdV2m!*&|v?eAxRFB7Qg^d3lLD85qw^~{tEDvgXIxa
z!Ws^CHQ%<H>+^rWsguha;9ipCY`IV<umgd$PdFj`$~N5rDuLSa@@58W!gbT*wbHDs
z0^yl|_xGpL?el*-0!2X0W@h{(BQlvRCoB89VGN)Ti~#U2$f?A{#Gs&{(33!c$cSNZ
z<9x^rDs>$os%vT)PKKZ=Hy4F2$UOnprfFmzZX(MRu)yuwwRn?k!^@X9$C7LjbG@yt
zUxo-Uyr7*x8JJ`P)5F{xJ9Z4NAfOTq#%i5t2#aE|MJ`Bd7bF<EI?bJ-+1cQkUnN~#
zT`)|02?1^R)hlpU<)1%0DGD)s!1R3vu@)1v|GS!OQo|4d$fV85&C|0wczc6eb1PIU
zEml~SDZEBZObnsvyR~*tS-BJhBDD2G&-CD+9l8Z(W8Vidd7!oRMUNZEdr2O4@YH~a
zAcpnDy_}u1;ntFDgQ@=WVyxk+fop}J1bloH*;yb^t8Zyp{reXKIOghV1ro=?;*F_P
zU&RCOkdSJvG!Qu;Z!o@~zrnN;{QSVv0R`Rj_3dK#fD_Qs(MgiMrG@5!aDWJ>nwoal
z5{D-yFbQ<)TesTV+e0=Ok|7}>MHZ;=noz&;+qJCXyr=l1GfbTA>;{*XKI)4<i;ewm
zCl3MV8KNO1XoeE7slr@IB+_15lc>rhcn%bui_0WPvI(D!r6onsP0r51#gGm_41kQ#
z$}@vt=oxL8!C*{GIKfuBcFW2OPDB0yNIg9KsCEdJ7@{Oi4Gpdrq<{Y5L+<B_ynOYl
z90p^jK;(`3MyGRR#nI_>Cq+vPpFxI+L;{DK4#4j}BoeUb6^TRf`r-+6X?r`Tt=>gq
zO3HPqM0jv6E-rh8n`y=X1(0t-cLY%&X88E|yTF(YehK^a%M!L3Je=LF7YPa4>20AD
z3<d*wyLxBC)x#sdv~<<rG6-DIPzmAT%rUwN1{v@O5(!Z>JnV&vu*i`kJ$-$ZA-g-1
zlP+-7{i!aXF+j(ytw7kP^fo~O0l%^O!@N<Z*49w#%*aSF{zQk%GAJ7u%oyG47(TEJ
zLNO8w3V@UV=uaL$1|Eh%R14bRi>oWJDs3JZ*aet@2?m8i=>(>-Df6K>HO+M8Spk+y
zk8)q6H#FRl7yMFsAlnoSh1JcQjKRUT-Bb6^lME%ieSMqj>vOWRYewc3g&?g7hNR;Q
zTQcy7-R*tW(_kH!1A=bcIE;lT86Bg0R%kELB@u~Hv9bBNxhzjg!FUmgNA&dSfKecF
z<c%7gnzFL8N=Zlnf*|}IyqISO791|)Lq)}N8h&wM0no(N#Rah-Ne&#IoAWHPFe|X(
zbP8S=<=~C#a4Atrxgwi%BK`;1OK6*#NQ=FKZH0e4iF7)tAx>CT;lhR9j*iFwZ!v!~
zBvj^<PVn9vR>n|3z{7|0{##8c%4}?GH2fK0RUqWa$qzkl;4{9Ip&{ZH7k`(R=kDg#
zh%aK<zki6J5}|c(y!lud7Q|raDqbnYeC3o<iaX@Vk+rv|UJ(sr;3bQCra?V`lL^D3
z<pp!w8Eb*TkTLrEuR)~pSSzj5g_DD$W{99b1j8)2rtjeB$QD@(;Y__B6AybwU*F8+
z<i_S)H8&?`6m1ypZ%@~(tS}isi1rPC&*}d!S6At{I&cc0VZH9(Piz>29|E_=9}SV)
z7d!bc9XqEnfD5eQ`@*m<==M=K$Z|$zXRGeiaRDrjjb*es?R~y+yY|WC<RqB6;vSf(
zyiONY;b!7lM~(H-ggDI|Fpr=@VsyQCcY+|M7mG(Iz(Fo0f~fB;EmzZw5xd_Z--d)P
z3TKjS3g%B=UmyG*!sT?U!G#MK_IMOdQIV5_4-d2px}_8ABe_LoWn@4&<h_7R<BbB1
zL`qHF0bir8ruNBmU{BbH^PUrG0{#U-vNqjwR)g%RC<M___2<vv=l(V+4~&kFi>eSp
z4KkQmmuLIRg<>3Z79%A(+S|{90aPF=x&MOT9pXmdND$FawbFuj*2f|I1P+9h7_R5b
z7pz^pBySW1`A}b$8O2%A($KK++c)?<bi6*c$(CwJG;~lPYCx(l!%t~*s@mPzgpi#N
zd4H@v5g;948IE%AD@)W(zlM1Q<weu*ibC7ls{=sdps)d(V6FM1Aw2}=3DLay53RIT
zHzmm6;s5Q<66X3LSp}8z>gCHvy6F&UlHa@$<l#YdoQlFdqTwMr$Ti7EG=VmUn5MtK
mA1>O`nQQj~e3dTlB91GuhAyH`_rYgnh)X&~xO^?UNB;wUvE)Di

diff --git a/grid_ori_0.png b/grid_ori_0.png
deleted file mode 100644
index 497e4973b884cac667db79f054fb183d2a96819e..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 1219
zcmV;!1U&nRP)<h;3K|Lk000e1NJLTq003M7001Be0ssI25N(LH000DvNkl<Zc%1E+
zZzywZ9LLY|?AbCajBRF0V|AyE^0!#ZQeJqajZhRr!=jK9DPG7MX)hL8yby|EEX50=
zl&DdLl|NarnE6xAMmBAi-7l`}Ucz&B&T;qLPy4(&JLmd+uW#R7|IR^>AVGoz2@>Rw
zVrFK>>-APwR|i_y*4E~5I9@+ua&l6sRDOrs-vNiiF&d2kfb;Y7fC`(Mn!uOXY___(
zy6<s~iGOfc%4D+S<YWXvC=^OSg%k=!qtUoruJ!eGlgU(8R>t9Qd{0>{R(W~(;Nal%
z^Yg^S1a5mo_zPcIYHI5C_BNGDeSCZ@Dk@rATf<&Ur_*0vUS3~cKYSV;9lg4`DiVpN
zrlu+?DzFIh`Fx2)l97?|S%Z*}5V>5AAV_z2cW-YmcB_GrnVAWPy4h?dQI^eSZ)|J;
z0PJ>qPEHQSs*#Zq&l>;$k00-T9v&WI5yUfnI2=xYe?Po78jUy<APETx_xJY>hl9uC
z<>lqY#l<O=%9xlKhr>}`UcR}xiBYGqv9YtW6J94JB?$xq9*<|WTIqCpWMt&o+1bj<
zidZbx>2$cQ{yQ@>GjN#b_4=@|FdPbng@p!#;p*zjY&IVq9a$_E|An@`zMgc?5{bm)
z@jN^{2!%q@#Su1}y}!Q?-4_=Z;}f~NyZd7I+1c62&(9~<HVozT^pwG1kgJR!2%^<$
zq4krK6DE_1Ph@Lr%NN1*_4U#lH#ax%rqk){?Cgw-izCanL?QtIm`o<J1b>m0m4%`x
z002eN($Z4gI$SPS{6=D8qVK*?D3r-$zQ}fWcgb*#Aa5fD<3bw%QBhG#OH0u1?CdPb
z>VAZVhDxQ<>+5Tm%eB0`92*;pLxe`7<>lq|^z?Lhcel5<cXf4nJRY0PHa<SC)oMxe
zIyW~56S3Rv+1c5o>3)J(EVkKf005Org|TE{U|@K7xS*gwtJSWruYa~fqbMp62uQFP
z5fO26a`Jt<!-wSL<NyHNZg)vZ36}PUhlc=wj*bqsT5Yjd)M~X_t!{2^uB@!o>2w~C
zXMTQOC=~wq@q+|&;o;$ni;FOkwY4?>Q+c4&*4DPPv~amxERC5==KcLW0N~)@0C$fN
zxX?~dPZQMnh3^&a>FFswJsr1>TrPLJ-2i~&<Ky`Fcq}C<l?rx^yHg0s3oV1exVX50
z&Il%5U0n_Td6<hxB#MoVrBbP%wde78a7LggN~B-pEfky0#^>`1N+Ae>EG#Ve&JHOl
zDFoG;nwoBJZ{eEf3wmg1C@n1wrV|zx#$vHpELK870!#z|(AwHcuwNJo03bIvm!K3v
zqtUEZD|Dt%D2U3vp-?Es#>P+-g|o@G&8t+Zv$L~z2i&QtDdIgc7>v`?Q*uISXlQ`W
z_V)JJY&LOo@2IJ%866#UI-UMwhx9}sCX>nQ^-85uqC)BE>F@|k;xPG;s;VlDM&lpH
z+}s@TS>q3!jAU*={{svL1IAGP{ta&aBlPw4Aqc`|vuQNi*DdjXqy6L1>-E#q)0dZ*
hpM41p5+n$5egYD7Ldw>)hDQJZ002ovPDHLkV1kjyQ?md7


From 9b5e0e36acbec74092be0de287aed761ac315ff3 Mon Sep 17 00:00:00 2001
From: Rohit Gupta <rohitgr1998@gmail.com>
Date: Tue, 2 Nov 2021 15:05:25 +0530
Subject: [PATCH 3/8] Update docs/source/starter/lightning_lite.rst

---
 docs/source/starter/lightning_lite.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/source/starter/lightning_lite.rst b/docs/source/starter/lightning_lite.rst
index 906a5aae3aa96..4e7a2892197b0 100644
--- a/docs/source/starter/lightning_lite.rst
+++ b/docs/source/starter/lightning_lite.rst
@@ -7,7 +7,7 @@ LightningLite - Stepping Stone to Lightning
 on any kind of device while retaining full control over their own loops and optimization logic.
 
 .. image:: https://pl-public-data.s3.amazonaws.com/docs/static/images/lite/lightning_lite.gif
-    :alt: Animation showing how to your PyTorch code to convert to LightningLite.
+    :alt: Animation showing how to convert your PyTorch code to LightningLite.
     :width: 400
     :align: center
 

From 5b07e4b8172701b231e013eaab757043c3eb59bb Mon Sep 17 00:00:00 2001
From: Thomas Chaton <thomas@grid.ai>
Date: Tue, 2 Nov 2021 06:14:09 -0400
Subject: [PATCH 4/8] update

---
 pl_examples/run_examples.sh | 2 --
 1 file changed, 2 deletions(-)

diff --git a/pl_examples/run_examples.sh b/pl_examples/run_examples.sh
index 979ff40dfed74..4a15c3367d35f 100755
--- a/pl_examples/run_examples.sh
+++ b/pl_examples/run_examples.sh
@@ -10,7 +10,6 @@ args="
   --trainer.limit_test_batches=2
   --trainer.limit_predict_batches=2
   --optimizer=Adam
-  --lr_scheduler=ConstantLR
 "
 
 python "${dir_path}/basic_examples/backbone_image_classifier.py" ${args} "$@"
@@ -31,7 +30,6 @@ args="
   --trainer.limit_test_batches=2
   --trainer.limit_predict_batches=2
   --optimizer=Adam
-  --lr_scheduler=ConstantLR
 "
 
 python "${dir_path}/basic_examples/mnist_examples/image_classifier_4_lightning_module.py" ${args} "$@"

From 689de6ad4f2bdbfd53a4a2ff338dad03fb0cda85 Mon Sep 17 00:00:00 2001
From: Thomas Chaton <thomas@grid.ai>
Date: Tue, 2 Nov 2021 06:16:22 -0400
Subject: [PATCH 5/8] update

---
 docs/source/starter/lightning_lite.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/source/starter/lightning_lite.rst b/docs/source/starter/lightning_lite.rst
index 4e7a2892197b0..38d731ef361eb 100644
--- a/docs/source/starter/lightning_lite.rst
+++ b/docs/source/starter/lightning_lite.rst
@@ -8,7 +8,7 @@ on any kind of device while retaining full control over their own loops and opti
 
 .. image:: https://pl-public-data.s3.amazonaws.com/docs/static/images/lite/lightning_lite.gif
     :alt: Animation showing how to convert your PyTorch code to LightningLite.
-    :width: 400
+    :width: 500
     :align: center
 
 

From 78e38b0e2ad8e6487c6d9133229304f09a16ab15 Mon Sep 17 00:00:00 2001
From: Thomas Chaton <thomas@grid.ai>
Date: Tue, 2 Nov 2021 06:18:35 -0400
Subject: [PATCH 6/8] typo

---
 pl_examples/basic_examples/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pl_examples/basic_examples/README.md b/pl_examples/basic_examples/README.md
index 59559cf3b89e9..90217359c77bc 100644
--- a/pl_examples/basic_examples/README.md
+++ b/pl_examples/basic_examples/README.md
@@ -110,7 +110,7 @@ ______________________________________________________________________
 
 #### PyTorch Profiler
 
-This script shows you to activate the [PyTorch Profiler](https://github.com/pytorch/kineto) with Lightning.
+This script shows you how to activate the [PyTorch Profiler](https://github.com/pytorch/kineto) with Lightning.
 
 ```bash
 python profiler_example.py

From 0480f6dc5f3003235a8441c9def81c259f8cee37 Mon Sep 17 00:00:00 2001
From: Thomas Chaton <thomas@grid.ai>
Date: Tue, 2 Nov 2021 06:21:22 -0400
Subject: [PATCH 7/8] update

---
 pl_examples/basic_examples/README.md | 7 +++----
 1 file changed, 3 insertions(+), 4 deletions(-)

diff --git a/pl_examples/basic_examples/README.md b/pl_examples/basic_examples/README.md
index 90217359c77bc..e4133df93b4ac 100644
--- a/pl_examples/basic_examples/README.md
+++ b/pl_examples/basic_examples/README.md
@@ -74,7 +74,7 @@ ______________________________________________________________________
 
 #### AutoEncoder
 
-This script shows you to implement an CNN auto-encoder.
+This script shows you how to implement a CNN auto-encoder.
 
 ```bash
 # CPU
@@ -91,9 +91,8 @@ ______________________________________________________________________
 
 #### Backbone Image Classifier
 
-This script shows you to implement a `LightningModule` as a `System`.
-A System describes a `LightningModule` which takes a single a `torch.nn.Module` which makes
-exporting to producion simpler.
+This script shows you how to implement a `LightningModule` as a system.
+A system describes a `LightningModule` which takes a single `torch.nn.Module` which makes exporting to producion simpler.
 
 ```bash
 # CPU

From f938ae25447d52ae42b6635d0a1f597b7e475edf Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Adrian=20W=C3=A4lchli?= <aedu.waelchli@gmail.com>
Date: Tue, 2 Nov 2021 12:43:19 +0100
Subject: [PATCH 8/8] use ddp instead of dp

torchmetrics not running with dp
run only ddp
---
 .azure-pipelines/gpu-tests.yml | 2 --
 1 file changed, 2 deletions(-)

diff --git a/.azure-pipelines/gpu-tests.yml b/.azure-pipelines/gpu-tests.yml
index 874a9ab0f4884..f1af36a6090b9 100644
--- a/.azure-pipelines/gpu-tests.yml
+++ b/.azure-pipelines/gpu-tests.yml
@@ -108,8 +108,6 @@ jobs:
         bash pl_examples/run_examples.sh --trainer.gpus=1
         bash pl_examples/run_examples.sh --trainer.gpus=2 --trainer.strategy=ddp
         bash pl_examples/run_examples.sh --trainer.gpus=2 --trainer.strategy=ddp --trainer.precision=16
-        bash pl_examples/run_examples.sh --trainer.gpus=2 --trainer.strategy=dp
-        bash pl_examples/run_examples.sh --trainer.gpus=2 --trainer.strategy=dp --trainer.precision=16
       env:
         PL_USE_MOCKED_MNIST: "1"
       displayName: 'Testing: examples'