From ad5780eca4750dcb810b9f30246e8b059d32f196 Mon Sep 17 00:00:00 2001 From: Svetlana Karslioglu Date: Fri, 18 Aug 2023 11:03:30 -0700 Subject: [PATCH] Add ExecuTorch docs TOC (#75) Summary: Pull Request resolved: https://github.com/pytorch/executorch/pull/75 - Add the requirements.txt and Makefile for the docs - Enable sphinx 5.0, sphinx-gallery, myst-parser, sphinx-design - Create the initial toctree and placeholder files under source/ - Add custom directive for the customcards on the landing page - Configure conf.py to use sphinx-gallery, myst-parse, custom directives, etc. - Add custom.css for the sphinx-design cards - Add template_tutorial.py to demonstrate how to create tutorials Reviewed By: huydhn, dbort Differential Revision: D48374941 fbshipit-source-id: 120a07cf2b0cf18f89de97bf3e8b81df5929e6fa --- .ci/docker/requirements-ci.txt | 10 + .github/workflows/doc-build.yml | 80 ++++++ docs/.gitignore | 2 + docs/Makefile | 22 ++ docs/source/_static/css/custom.css | 78 ++++++ docs/source/_static/img/card-background.svg | 13 + .../_static/img/generic-pytorch-logo.png | Bin 0 -> 35776 bytes docs/source/_templates/layout.html | 40 +++ .../source/compiler-custom-compiler-passes.md | 3 + .../compiler-delegate-and-partitioner.md | 3 + docs/source/compiler-kernel-fusion-pass.md | 3 + docs/source/compiler-memory-planning.md | 3 + docs/source/conf.py | 149 +++++++++++ docs/source/custom_directives.py | 240 ++++++++++++++++++ docs/source/export-overview.md | 3 + docs/source/export-user-guide.md | 3 + docs/source/getting-started-architecture.md | 3 + docs/source/getting-started-setup.md | 3 + docs/source/index.rst | 184 ++++++++++++++ docs/source/intro-how-it-works.md | 3 + docs/source/intro-overview.md | 3 + docs/source/ir-exir.md | 3 + docs/source/ir-high-order-operators.md | 3 + docs/source/ir-ops-set-definition.md | 3 + .../kernel-library-custom-aten-kernel.md | 3 + docs/source/kernel-library-overview.md | 3 + .../quantization-custom-quantization.md | 3 + docs/source/runtime-api.md | 3 + ...end-delegate-implementation-and-linking.md | 3 + .../runtime-build-and-cross-compilation.md | 3 + .../source/runtime-custom-memory-allocator.md | 3 + docs/source/runtime-error-handling.md | 3 + docs/source/runtime-overview.md | 3 + .../runtime-platform-abstraction-layer.md | 3 + docs/source/sdk-bundled-io.md | 3 + docs/source/sdk-debugging.md | 3 + docs/source/sdk-delegate-integration.md | 3 + docs/source/sdk-profiling.md | 3 + docs/source/tutorials_source/README.txt | 6 + .../tutorials_source/template_tutorial.py | 99 ++++++++ 40 files changed, 1004 insertions(+) create mode 100644 .github/workflows/doc-build.yml create mode 100644 docs/Makefile create mode 100644 docs/source/_static/css/custom.css create mode 100644 docs/source/_static/img/card-background.svg create mode 100644 docs/source/_static/img/generic-pytorch-logo.png create mode 100644 docs/source/_templates/layout.html create mode 100644 docs/source/compiler-custom-compiler-passes.md create mode 100644 docs/source/compiler-delegate-and-partitioner.md create mode 100644 docs/source/compiler-kernel-fusion-pass.md create mode 100644 docs/source/compiler-memory-planning.md create mode 100644 docs/source/conf.py create mode 100644 docs/source/custom_directives.py create mode 100644 docs/source/export-overview.md create mode 100644 docs/source/export-user-guide.md create mode 100644 docs/source/getting-started-architecture.md create mode 100644 docs/source/getting-started-setup.md create mode 100644 docs/source/index.rst create mode 100644 docs/source/intro-how-it-works.md create mode 100644 docs/source/intro-overview.md create mode 100644 docs/source/ir-exir.md create mode 100644 docs/source/ir-high-order-operators.md create mode 100644 docs/source/ir-ops-set-definition.md create mode 100644 docs/source/kernel-library-custom-aten-kernel.md create mode 100644 docs/source/kernel-library-overview.md create mode 100644 docs/source/quantization-custom-quantization.md create mode 100644 docs/source/runtime-api.md create mode 100644 docs/source/runtime-backend-delegate-implementation-and-linking.md create mode 100644 docs/source/runtime-build-and-cross-compilation.md create mode 100644 docs/source/runtime-custom-memory-allocator.md create mode 100644 docs/source/runtime-error-handling.md create mode 100644 docs/source/runtime-overview.md create mode 100644 docs/source/runtime-platform-abstraction-layer.md create mode 100644 docs/source/sdk-bundled-io.md create mode 100644 docs/source/sdk-debugging.md create mode 100644 docs/source/sdk-delegate-integration.md create mode 100644 docs/source/sdk-profiling.md create mode 100644 docs/source/tutorials_source/README.txt create mode 100644 docs/source/tutorials_source/template_tutorial.py diff --git a/.ci/docker/requirements-ci.txt b/.ci/docker/requirements-ci.txt index daea5048832..f6ff1cf59f9 100644 --- a/.ci/docker/requirements-ci.txt +++ b/.ci/docker/requirements-ci.txt @@ -5,3 +5,13 @@ ruamel.yaml==0.17.32 sympy==1.12 tomli==2.0.1 zstd==1.5.5.1 + +# Doc build requirements + +sphinx==5.0.0 +sphinx-gallery +matplotlib +# PyTorch Theme +-e git+https://github.com/pytorch/pytorch_sphinx_theme.git#egg=pytorch_sphinx_theme +myst-parser +sphinx_design diff --git a/.github/workflows/doc-build.yml b/.github/workflows/doc-build.yml new file mode 100644 index 00000000000..31795aa50c9 --- /dev/null +++ b/.github/workflows/doc-build.yml @@ -0,0 +1,80 @@ +name: Build documentation + +on: + pull_request: + push: + branches: + - main + - release/* + tags: + - v[0-9]+.[0-9]+.[0-9] + - v[0-9]+.[0-9]+.[0-9]+-rc[0-9]+ + workflow_dispatch: + schedule: + - cron: '0 0 * * *' + +jobs: + build: + uses: pytorch/test-infra/.github/workflows/linux_job.yml@main + with: + job-name: Build doc + runner: linux.2xlarge + docker-image: executorch-ubuntu-22.04-clang12 + fetch-depth: 0 + submodules: 'true' + repository: pytorch/executorch + upload-artifact: docs + + script: | + # Set up Environment Variables + PYTHON_VERSION=3.10 + export PATH="/opt/conda/envs/py_${PYTHON_VERSION}/bin:${PATH}" + + if [[(${GITHUB_EVENT_NAME} = 'pull_request' && (${GITHUB_BASE_REF} = 'release'*)) || (${GITHUB_REF} = 'refs/heads/release'*) ]]; then + export CHANNEL=test + else + export CHANNEL=nightly + fi + + set -ex + set +u + + # Build docset: + cd docs + make html + cd .. + + cp -rf docs/_build/html/* "${RUNNER_DOCS_DIR}" + mv docs/_build/html "${RUNNER_ARTIFACT_DIR}" + +# Enable preview later. Previews are available publicly +# +# upload-preview: +# if: github.repository == 'pytorch/executorch' && github.event_name == 'push' && +# (github.ref_type == 'branch' && github.ref_name == 'main') +# uses: pytorch/test-infra/.github/workflows/linux_job.yml@main + + upload-gh-pages: + if: ${{ (github.repository == 'pytorch/executorch') && (github.ref_name == 'main') }} + permissions: + contents: write + runs-on: ubuntu-latest + needs: build + steps: + - uses: actions/checkout@v3 + with: + ref: gh-pages + - uses: actions/download-artifact@v3 + with: + name: docs + - name: Upload docs + run: | + + set -x + git config user.name 'pytorchbot' + git config user.email 'soumith+bot@pytorch.org' + rm -rf main + mv html main + git add --all main || true + git commit -m "Auto-generating sphinx docs" || true + git push -f diff --git a/docs/.gitignore b/docs/.gitignore index f32a6cdd4de..6bd6a8b45d7 100644 --- a/docs/.gitignore +++ b/docs/.gitignore @@ -1,2 +1,4 @@ +/source/tutorials +/_build /sphinxbuild_py /sphinxbuild_cpp diff --git a/docs/Makefile b/docs/Makefile new file mode 100644 index 00000000000..b3a3ca20da5 --- /dev/null +++ b/docs/Makefile @@ -0,0 +1,22 @@ +# Minimal makefile for Sphinx documentation +# + +# You can set these variables from the command line. +SPHINXOPTS = -WT --keep-going +SPHINXBUILD = sphinx-build +SPHINXPROJ = ExecuTorch +SOURCEDIR = source +BUILDDIR = _build + +# Put it first so that "make" without argument is like "make help". + +help: + @$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) + +.PHONY: help Makefile + +%: Makefile + @$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) + +#html: +# $(SPHINXBUILD) -b html $(ALLSPHINXOPTS) $(BUILDDIR)/html diff --git a/docs/source/_static/css/custom.css b/docs/source/_static/css/custom.css new file mode 100644 index 00000000000..6e88272cd16 --- /dev/null +++ b/docs/source/_static/css/custom.css @@ -0,0 +1,78 @@ +/** + * Copyright (c) Meta Platforms, Inc. and affiliates. + * All rights reserved. + * + * This source code is licensed under the BSD-style license found in the + * LICENSE file in the root directory of this source tree. + */ + +/* sphinx-design styles for cards/tabs +*/ +:root { + --sd-color-info: #ee4c2c; + --sd-color-primary: #6c6c6d; + --sd-color-primary-highlight: #f3f4f7; + --sd-color-card-border-hover: #ee4c2c; + --sd-color-card-border: #f3f4f7; + --sd-color-card-background: #fff; + --sd-color-card-text: inherit; + --sd-color-card-header: transparent; + --sd-color-card-footer: transparent; + --sd-color-tabs-label-active: #ee4c2c; + --sd-color-tabs-label-hover: #ee4c2c; + --sd-color-tabs-label-inactive: #6c6c6d; + --sd-color-tabs-underline-active: #ee4c2c; + --sd-color-tabs-underline-hover: #fabdbd; + --sd-color-tabs-underline-inactive: transparent; + --sd-color-tabs-overline: rgb(222, 222, 222); + --sd-color-tabs-underline: rgb(222, 222, 222); +} + +.sd-text-info { + color: #ee4c2c; +} + +.sd-card-img-top { + background: #ee4c2c; + height: 5px !important; +} + +.sd-card { + position: relative; + background-color: #fff; + opacity: 1.0; + border-radius: 0px; + width: 30%; + border: none; + padding-bottom: 0px; +} + + +.sd-card-img:hover { + opacity: 1.0; + background-color: #f3f4f7; +} + + +.sd-card:after { + display: block; + opacity: 1; + content: ''; + border-bottom: solid 1px #ee4c2c; + background-color: #fff; + transform: scaleX(0); + transition: transform .250s ease-in-out; + transform-origin: 0% 50%; +} + +.sd-card:hover { + background-color: #fff; + opacity: 1; + border-top: 1px solid #f3f4f7; + border-left: 1px solid #f3f4f7; + border-right: 1px solid #f3f4f7; +} + +.sd-card:hover:after { + transform: scaleX(1); +} diff --git a/docs/source/_static/img/card-background.svg b/docs/source/_static/img/card-background.svg new file mode 100644 index 00000000000..773515df6de --- /dev/null +++ b/docs/source/_static/img/card-background.svg @@ -0,0 +1,13 @@ + + + + + + + \ No newline at end of file diff --git a/docs/source/_static/img/generic-pytorch-logo.png b/docs/source/_static/img/generic-pytorch-logo.png new file mode 100644 index 0000000000000000000000000000000000000000..426a14d98f5f7fbbf695626658ad1946fe4ef63e GIT binary patch literal 35776 zcmeEtbcnTI)&B)>Oj7rou)-Lc&u~R(Owu^vdwR2NV4z(ry2B4GD=JNk!qU zZeYP_7sh9r#ZbtDAAG_UiA(Gz6Q1<_OD+;+>G=~*zEZu#3PU>WIv-4D-){6C*cXst=D#k!;j7i3u!AhP{V)= zWaN#4(zMfeQ^1d2G$Vv^m<%z5v0Ep)*e`E6k|fmZ|3V6V%9dFFH<0|l!2j~`KREpF zH2hZ`{#OkCR~-M>8~#6NjSFI|Ezj?_6M|`8ninipY=Ma{ovmwGs~5zaOvE5pOI}KY z@~s^sP$mSts7EXpABu_1I(=nKr%j>=3!mO7er#x*j;~kza3eNESMo9D=Pm>Oo9hvN z=b|(onfMub<`}{U4l4@lll|(YrXXVTpc~Rbt7Lh6Nz_J%>31YUEPozl@qb>VqArNV zto$Ym#N0-rm3ad3mwk*O^wW)gy~0!%Lug$b8Rc}fKWX^<_)!Yp@5A!jJOrUAbu}ST z6?&{PkuOQ`e4_S@_`qrYEU>?EI-Wss;r#w}m+PqO7CJhASat`x1 z@Tbayc-Vtw$~TUy_n|w%WP_35E>ch?=L}oGg~t))L5s zs22%Q&i&9DY5FyXE+;RA)}ckhR5#4PA5C74NgJ>c-Qw|xWOxUTUlm1m^MDDydC3)B zre-9-()+;H*U!)D_}{O?(^K^?d15*bGEww(VCEVYd~c#u249o~ZFzC*%{b6|7+1Fg5wk)-R6mMA6@wo}(QHWjf#f7j2Y zg466!?-2RW_e13Y+`}FWSi!-i*8cvSzp*CQn%Gzk;mu? z*pw|(guP<;E_KR3ZgMdH?(cy6D*zGb_keaX=4{8!2s(fIcvTPMe47IMDW)DJ*`R9= zGh*%dMhbCalH7JxxL_)G;Y!ku>(JeID+|EY9mRq?>bZt24*zSue_c$M&r-3ZsXGe-)nav&lrUJdijq|_SV~>I$yX#-FuIB_h$i+`6!fjz zM+fKg=?8xN_<>Q|ea~_K@PH9x>%1J%o;&xF7@O{Vw0N3(o`-szsy-j(MJk@G89Mu zpu@kS9UVSh*c*UA4m@PxGpJizz=~kxQdIJG9V_vs^VvY**vf--6)uv-K1dxI-XscDZr{r=5(;D_I$;qc56T1 zW7sB5+Mbc*SD;r}MY_JV6Q~Cd{&6Sx^5qNO`r0scc#+~+4u|%ao{Rq^5OI-4u-rlz z%kS&P$iny9&?YfX;C>72C+a!hgG8|5NEvej!;bohn)YgZf?*U|^o_hb$bf%&aFnph zn{w{EhG3*(fO(^eUw~6V346_L-UF~&SWEgQ^C=(P<+&xtC3(tM5DIA%yW7q1nu)~7 zrDkW#`UK*E3l~sl0Y7|KA5C>PFb+HA4od&0K0*3+LvI3lcy^{}Vv=8lX{``Xy}qxZ z4ci=)f8|1gnbA^k%ph!UXAEWUC(adY?ou_V0)V95;p-K`M3pp}E8!*^{l* z#MUyPe{PcF+bXS-D%qT6j`cAVoG@yE|***CiCpLDFdqy@_BcqyS0#O8f{tp-F zpdn+VFh|8}PW7;>aT!%Bg3e$FpO;<_^kbbw^iB5f_qaD@8w-)`izx3}75a1)nm*}1 z5c>O;Ir(alyh(OG#Q8bSh$;-;Zt>4NUNHWVLUfsIf$hwqrFt>gb?si}lIKKBFxfP! zH8GG7VQ*cv3@a=tAOBphM52v*+r5)2S@-eAc`a=947B@2&9g7oV`NR-M}RX4Cqh&- zPxOM@Bxsz7`{Te+fpF2>@X6dMcp#MJ`PrUdH)XMT-p>OD9d-kS*3-j3hAR8#5DtCm z2#>?pX@|4WzcwsK3da6;gVZHto*99Cd=BXZ+)jz=Son1@zq`xYeP4G_GNc(78b4Pf zmR0wut~T-GX)9*m<<^MZt(T*IRaoG8CI1Q|fH_+zp0ba$oMe&vfg4w~B{xB0Uh)Ku zHDH%zC4~ETHsnpfrq$~L2wHS21}?ttv{o+<&-fXNO|Ro}8THYyiTmJ=3*AU!oWZ6I z;E5tt5&>fH0{Zu{-dY|_H70$KpYk(c(%d~a27#}($IQsFOBlBT_#*qUoLL+45_}l2 zN3`S^1_$50ATHh-px3^y>cvsxj?(==YB`jme}G*`8vKzUY&<>Q_sT?9{-w%wQ zQLnYDOCiihPX&K=;;l>Zd-Pwi&|-(&m!E4%QAQfPOIdZY9xTJCOXc98E>_xGc8EBW zJ}i_#d&1zBbJ`F2_sDZ?L}wiVqe!T`%5!ym^=1Bh8IDl0Hjaz_`>lQ)-oc4nK|vx^ zQRN_~ep!wQ3UG_f2tG0Pqa@0KxRZ~ZT{UYW=CG-kfP;D}u}O-%YWHx@MQCVODCpvQ zex2VqS$-yE@t(qFx91dm)dOhizx-{fGbkxx_MOhZiNe`qkAb%*OYJ`vt>%C0{rse- ztD5zeN5#DLO`6neC0ak-%TpmQei4W~XF$b(5&Ps9z1q@NR`xkQm;EXRC}|mHnf-5$ zy-95o4-17C7?f!I?*CdT2|??=BDI{?NVsX8i?b*{;;6f=6w|m!8~8osqG!+hDSU{P zFmzL1c2O#`yrL?4aS)~}$J_tlA^SM@j1CDW`ROL-G=}TTB~2E1a2G!%1K6l&Ln?1~ zR7rqUR{|tk^9g)C&RTGLfQTL7aQz6KOHEPdUY}Z0RNl;`w1QO(?Yd;u0@3>bVntHP zwK?pTpmBStW*EEF`6f!X;vbd5Vvouuqu``Y=J78?F9+ly9!&<)0hI~48@Cv4`t`wU zTZQ#Z&`m#8Y#Wot|Io_FFL+UI_-T=i(PT(c_@VXbAc*B-_~Q;Be>|(dwR$bv=(Uq# z@YBtr*YU3(+ezUUioU-7OU+Xz#WQlccv{tzuUjD2 z$wKwO<=(j0!&&RjvO}?Av%YXEJ&vn{mzA}6qN{*?Ch_ufmRU(R$jcwPI;po`I4!Hg|WTj#<{C2t8u`IkxpuU2PeMfg1O@Ft>5w45f(Jk)sn5aX~K1WZ~Tw9v@4efn`D%7?`%Jc_1<8M>q2Q-g8;fRCVzd7A8Nxa=+I4x5c7LuaG z+>Rs`JrC|E5EpZ%ZPWsKDJp-%6SW%aU!5tdY8eLQ0y^AF3 z@vbd6&S;t9(EJjH7dg*X@s4YJ{04c7l&?_2jfw}f`HIGO=B;6!B{Jd+jKDK#b#ETq zuaW(=s??4n>b@3lfw;^OyZ>44b!ZjGvXH|!bBy_o%+G~ zK?Sm^SEbav9KnuB&TQ+=G#3E~y1?527+R5qz_?N2vQ}IbD#&--jNRPFu<>O0JPamwdTmnH9PXNj6Kua--A}_QazHuc4ME_5E;9^_rL+SATG7TNFAf^; z@2)nZ3AQ6K=#;l>HcLrxYe;xMIf#*$OcgHWI5qzv+{xd6lfCptRfh9ByuahgebdC^ z-Q)S0z6W+89bwFQIYp#}+^@CNC7bW`>&h}^K{!NVmxA#d!R*^A89IrKncHkw7C(L_ zW`qTj=(+~&#K|1%ByYUum21a$pov(CJ+Lw{p_-tLi*NOKOXDVDV5_xR`p}s{#2bb) zmR_vPb&^${C)1(Y?fI*6(A|sJ>a`)z?OrJ4c&@nLF2~IN+1?1FLZ1wqKM|!J%L05Y zK^JoP)4&eo&}>htCFn=t6!Pk)W(hy!O+#d(J{y?ZqM zF#0n+(vI)b6UJ3}YO4ISYeLYla)B9D>7)7fQ#?2)+mi*SZk}bl>=cF9)#5N^$ z!bNOY(++y5GHTc~(O|WwXXK_#C)l9l>1OkX_ls53dm}tY>O>E^=3&F@yMm83EaCo( z0(95g=fy6U_a#@eyU<{@$?hMC?*=KOoB-XVG`*#_(Q z@V!(A*DgxP`xTpka==#~p~Lfa@zET{1dN*SFQ19OZ;)u9cO;@NxLezOKbHA8K&ayo z<9|&LI^)^2sCh-#(Ff^y9~}HzQZI!t=T*#}Ob4sg83%~Ej03SY)My@rmv};&4sAlOHQ%w2OD9T7Le1l#teADJN$Dv{K zYr{LFl{9IhKApI7XXX#mx=U;;EccjJgbXkWWU}NFKQ)`4-gKtMG0)9p3@+Rx0@LIV zn&Ly)$t$w?=%6>%NkiWFE{iqIA`&EqqxPMy%oC$?vusSalH)Ql&7SJD(fNlaq+WKs zO4KFg6?p%OY69a7FWwJ-P}jGoy$Jc|BHY2s7Jmh2fTAsSq{ER``EGpSOyLv7R0R4= z0kG5Mul%9tFRa%Y*gZH*!pXrXQzYR&_8R2sy5y!pab$1ix&?!{yN2A^N!?t}88&$` zXo?{MJ8A{hQbjEz`6F{R&(#r@)5^x4)oFVzXNM=y@%uo{e340G(+kiK^}?vB)Tur> z&J?v~G%R#p<-GKSRWYJ2$UVKN%z57R>0vz&e!hrX1Hk;v!i*1@L&eP!g}k`K6pebm z1m0QUSxY!=VIijXv}hWzO8mscoAK1c{J1Fj6M5`_9g&DxiCBQcy=jngR&@gSy+7x9 zr%_JghPfn*Ig0s!*je!yT`^?CIto8Lz>r>@0*@=tdwI%w@pJDA$}w|G6;@S>w=Ck2C&h+C&;Jn3^;>5~TtWfi7BuSVfby)$#QfQ&sVbM)ljDioQs9NsF*I zx{<(x_kL#uZeIuoZpGdh!Y3p`5Ld+`39Ln8Kg}{bhFi4HUt2Z*N5Xgx;Q8aTHLP7U zt`orv?bOAVCDZ*T_(u$JnA+EJWvxfZ@d}F9a}U>jwo%Dru~yC80)tTWYmMC&ckjrH zrUyykzb?%8#P>th8I+0oV`q^uXd=o}rC!Hzn>m+x9{*#j!lw z$&;lGaUEz>>C&*ac$^GV=YxAcXvx@(jC@8d3fSShNJm98uO9&LWgzX{$L?`WHm)U3Ys zQ`;ks9A4Ueh!mI;j*b}0LC*MY_>ezijoLX_K^;4)y-CoTO-VN#P-aMx7A;3_^27J9=2aNsm6?NdwAMXw!#_at_1JjZJ zLk=VZ5qAd~Y~Ek&t6Po3@uWkgS(G15*-&C*bBx0R@x|JnA?@I;DM_eM>n-fM=tuJ) ztt1rBJwLaZL^Q_iwb<+j$HJifTzjJLGrnjcS2%fFeDDzMh9$lV>m0_5StUTTi(EZ? zJBgQNp~<(WAZup6e%v%O>XC@Fw^aYat9JEAIm-)E2Sxz0&uP!3pt~H) zMcUN2GCKqAo#^v-S2M6#E&8HH;QdjvuvK;XIiN)sjUX?fb!b9dJ{+W2#oSSxfXbpT%+7o%s-($sfW zQQqH4fuNN^B#z%c{P~4jFb)sjH?Dh|54mD%_(BTp*bQAifZJM5S&R=)r_IYk?-L37 z)uL7_pY){aVOVQkBeWpI{mG=a4bKl_(n7bw!-9VaxjyzQ@-oV%Llh*npG=(y5zl)$ z7Q^>9CmMB+mj*q9SR=&|I6Q&WQ!)oM`D++ZaFGeN*<-;_I`T_dBCitTsn%{P(4m-Z z7>54rc@NlT#D5 z&jPV$v7IteWNMeh_}bPZZra zkphyqt?f^TBYYY`vzPvt>_0X$Gc@};?|d?b^!|OcsL!CNvfrLqe{LGC4hq40kwkd7 zdag99OxymB^??|Nn>sI6N^|pxyzD8%pHdbtE{Aif-#+;*n#EmB0|DecaO;Awp=&U0^GR6B<|m8ZsKT#f2U?1j zS9XAVi4(^Yt1Q@2e7XB=5*boXD0<-H$fj0acH+;98okfjjq~XF7f?bxv0?!#qWx*B_l$+9^>`8;@-J_G2@$)P zO#CNZiOvZ^kIjW2@9IDC5DA64LYqdDI6d(r3O2taH%F>Bb&W1j%W?c(SAeEQdI{0Q zx4N#_?y;K+e{3|pzWxf5+DR5XeO5Fr=aP3$9$m9keob8VZ%o;7Z);Ft>+VI*SRNcX zk+-rsU=25miri5RqjXJoYUL+^H7y^XP8bz~VJ6)9T9p<^z^qGL~^~c%vuO_|-wMew@Zz1xNGLtN2!wRpgF}JGANe>G}t- z*=zqYEu02$e;zk!RtVS`oJ#L?R&>p(CcLY;O^SQJL;ywX{d_tG&eR`eF$LBOkjAUU zKXD%t$YmZg--;l0MOyYSp98&^&!^HnD;hx6OASdOzJq7WiL+Z!D=z`C%WVNCSeC%< zYbGgMIl;UhyxeylPQ<^@fjY*V7glLso;WVK`Jw{vkZtxLsQbPU>&Wao5~u5U;NAEG z&Vo0)X;i3K%^VT|!cw^2>ATgs1%?Hy1bCcQI5lTSqYb!b^fhRsyynS*Q&K1a;LujL z5hJYIWtg{Q%h{4Wiuex4#78Ul!gh^h_b3h_x1NN`R8D_m3b8wH0R>G|uZFD(@6-Ab z`+B-y8y(8j`q!rRU05d~%b>6AFPtC%{EUE4%E`G9)Jk(p2jw&;9E%C5`E*we)djZU zHdow74uP}URrjeX^pb0Y+Do0-AC^XB?BOWzgp7(5!Q|#Oy!83NZnKhr4+h_X|1{uh zKGR#377tX2C-C!ncffG+5zOd-Wqc%%nHlXblpW6%2#oak`(yn0e1HHz;*iO!_IbU0 z6l=UHNvp;z34l0My1l6lcT0M0Y}9r*x|S?nx)2!J*o)vBTSKJS_#sTafQ6pBPt#vJ zDr>t}xKhI}+kkx?;461xf1`v17NOLtJ1%P>Lsuu#uDkvGN#|i(s&+Sa*y-(G+_^__ zZ~g1x1M%W-rwGU(SK7|Y0M{$peW&5N-ZIG*@3a4cj1@elI%C2Inco*oKG^8ye+Q;b zo@x52!=gvEWHSGi^xF>VU`T}vI@9{$F!Dk-V;a$J?tHdFk25fNyGg~)=&p|y_^2bo95ku0>!_|G*tnH+{owWMN zgO&pk6n3<+KpV2YP?M7Gt(5>x}Cou>j(hN$k^UK;X-wf13@CuabT zGxre8WBA(h+XR*{)OqyyATYS7IcG%w^ujWU!Y1Ca%ev%+o!_yX94*{VeA`=>FaQv8 zI^&sql^2&^@h-2EIpv^`@$P%Rdw*;94Y$dekM}my;!;6QMpg%bpx$pn;E>43uZ z7$t_@)$b&kA6j>NgGv;C(PYi)J2l?sK|`Uz`kgQwi`%Fy%zE`X-K8{&*-h&L5(A5e zmBsVo=ey$E6K>w9K>R=t+i6#G6ZFw1S|Qut7mXwaDeg1F54~0XPNCe1jK-DSPiG$a zNQ%b|0gQjJvX_j0{sp&r7@3K#uti7W4tMf-O|D((Gwdn=dg6d2E2gMAmHjeTtvwX@r9w+dFMe0n$OV6+H3+%H ze&DHhQMPQ3*#1FspPjyFP?Jaho2!TP;%u?>l$H1$Eom@~T637Lt5oGzQ2%u-+tbB! z^hyUX5#;0krRJmot?}-+5uZ}uh%AmiP3d%PIrm|I<_?eCG}?3-?5c8xE)J7YDjPL* zxdt^ojXuwLq4l2Ipfqek1(WBV(D{t{omI+%x8VR*&FrUFi6|l%ZNp1A1~CndDF&dw?V!lz;!VrP;dA!Q;1HQPmGN%L zE|=V*9_Kv{)VD#Og^`@-`J+R`M?aua1lOw#*hPy3yES>%Fq@;a>x97?i*qZ7+xlNs zx`;G2v~>Vf&EFfidoSAhba-wz`A`HNo}3Bx?N;SWK_iO?CHBmWr`{hy0=jeD8QTXb zYJFcuK0~R08x4(Dr)^>-5Zc>OtuX8DL^$VkEV1C)r*U&1{yOy_948t3%=pOjAkwEil&1GK zOJ1%>)kNK^SfC-tTwm>|ce-NXJlK3qSTJ5NGE*gm+uG*26(+X(Sze&8t0RdnV5*=a z4X4s0WQTe`szU9{!BE2cMe6y&s}Oa{p)%&N-f7e~(|%!IyK6;v(0y>*=8p8;PGxv< zG=Vq;^y6a3r_&#fsi^umY?@;?6gt0>MR?y`4|c_eJz21MgbpP(!hIkKm5xa(hEbs< zq=UP;y>>a}_Yh7(t-M%oX}R4vdm_Qgj|H|k#<5#O*<32Q-!U1YiBD+b2_&$y)PN|@ zdw#uzq60f8`hiXE`kB2qJ6k?5XVSApv$S*24iS&3vr*bkialrlg*JXfGz}|0zV(#A zmM2Q%!GT%QpZ6W&6oNL%xgUCNhj_WrV^=*<=rBx%;cMZ~p(6DkEX50CIR!9<+075_ zG6s+5E6=an{n&CaOlSfpOq)Mk7y7R_9mVB0(JbTTEg(_ZfOuD1+y~Oauiu1RnScd! z0S^VhiaD-;NDA#w044MebCf35!GP0U5q_Y^?J%4)mb)fF^npVS-kNz7A;%P_IaKjn4cD7594%la<^g6EyKJjTGfQ|n=)r^V^#@qT0q zrF{kFwAhhB_~p&r)&9=;8+_3dz_g!Iu(O6b4%Jn6#n4qzFr@E4BhIVD2S}>lwN}X%Yz&A>mJP1_h410!}Shk@j6@9Bbui>xX+lyn=vX$ByDgZ|5I@wsox>k6%jeoKdAbIqSA*GGQjxeqDn#eb|fHsen(>Q5x$J z%8RKQHI(KHiT!x4G&H&QlPYg|un(TwoXz1Af@Dd4{aCC_8NvEPZDRb^C=K(Ssw|%E zXik(%4R$`+&c&_owNG_qXRsqosnaV6w~N51J41@fj%N2q(_x9wFlaCt&H(*0vYM@N z2Ak$FaF!MX?thw~x`Va$(2i&GG?F0n$tXt@J$hyo(044|+xN)U+CtjelEs5Qh=GDf z*U3Xt7I$83Ud<=4#cw^szkU=-*miWtS6;aihySvzIj*clh)P|Z3VxMzaEDP!BKU+{ zPKU@Xl5u!INJ(Toa*LTY46ELq2hz|!!IPrC!hm(BB%Ew}OQ%GAG5+3zUBL4Npg!cz zn^>a;VZ8B8jgtU6=Op;us0Bc*s3~#8#I@$ZU_YI^ei=xsF0j<#mNXuX}{u0 zirlewn4`|G+Lnd}gaL`A_b2m#p3g0Hd<0b%7$ZSmk0mCb7hGAo)$^nXdm*S&#o^ch zncyZmUg=Z5i9$(&IR|yXm!qQ+wukdLVDboE5Nc1`ek`Yq*-fmUA7MI*xgp+ z3)nDS{bW#gGv<(S;kfxxkhw6jL)pykPK=R`la*xH!tP+CdKk{=Gd9$+Tg_j-#W(?0 zyGxcCHsxp8%UU!aP$zp*M@uc%|7YKi%nDv^v^VhwOM-7S^KUP+hxNrccdsc0PY*uJ z6AZEcC~{uFX-Cc_QmQnPfehP)U*w(NbmV|jUa;B0LWM7LYZ+|c*y{jZJqeC^P)=Io ztnGG&aIi@GYCy(NMTbaxuB4%%X~MF=vww43eBln~xnhvp9nXKWN?QeuQ~fOv_lZIv z@55B58fUl$UGO!(Poa+K#VxzLX;ea^r`y?vJF}uAC1Mi;=y=nNFLmC#kNn7ONeT}t zyqXXgY`}FW4iYH}Mu=Aiy-Qc(WUNkY(!Yc*5O!yO!p@A#Ht_^?NP1lO)ktDXEYR(M zdawR?MN9+JEF=&C0=Pi*EZpZ*C`bg$QPC=%d7n}%sJAaUef_* z!1i4d-%%k{3EW^)rLWI^tTE-ehRzF{YeC2A`#G-ww;UpUtgvKTk8L4$E9_kbqpSrB z);%s_K84Ze#ViS6r&j!QgbBO2IfCeHbbY&j?lGkO}+kx z_G0nj$faShxM?!E#}yp(iNgKe-VO2N1R?uR&mP*j+2c7gl#a%fwwwd|M*96?_Acjo5+tEVYLQNl?j{%?-_e) zr67xf+ zpB`vC|o)WY|`XR-&VK!9BN7u14PAPsgR91l2sg9-%P7;^y~czO(J-srI3G8Pt?A9z>5T+_bmlLf+p(y%3GT1Y0#fPR5mgcS{4Yw$7qkL@we+9qQY zeH%{FFUdP=>$~U%5>aF-?YM0b_xFoE?u%dGIx?=22MG&v^OXR8&gv8^f8%YgIX&Ex zJh)^jfaq9D8hs7!SoUsQHe9>;`(*a_)5KE^AZp*8hrHiHvBqtSxd zo&kpB&Hl$mY{hq)k}dDMQd^AC%$sos{jLp;f96P`POOFAdTs7G{H33~@Z+*c(9n-Z zC&jZXKwWpFi7yZ<4MulrA;%C{NU%P|_hw`~dKLqH!;N;ImV`<*+UI^lY7?tc&Bu#+ ztZ^s~Uf6&_$LPDq1D#MVZSyMuMsAe`qWr;55>+^d-$33k;|i>#^lz(;5Ngx-y>|vV zH*wXkn1B6WT3u(+1}z=X;m?!cN4$-T)Bsy3J2phVD-V=NIX&e1w%wKzqU-+>bFKK*7z?fwq$pY#fIXX!%b;~o3AQ1Uhn%}3u4h*`iBkqn%*SZz>m@CiSo zg~!R23Rd#jd!gaQluu_~&p7_m$M2xQ2f}<)=BRiN2!{bZ??`jYDfE8Wj4#rjbYKTqn)>Wao;Ju9n!gK|6{C{tx^W;J~~@%#~S_Izj33Ezg>hfw>mI9#=M-K{R>nSvXsNit1=?_yE))uf1NO^BqP*y^0ByXLW}JR7b# zSQ@tJPR?)(e6c06i(I`Z7Q8>{ZFXTlf~>>SM%HsRxoDf0aUukHk=n`nlR9*M-}IIL zu@+AN0dAV?(2K%p0*_~#a;I;ZEi&wdJZpfvF_?m-6pjVF0!Qd!5CDoNfoaHQL=q#A zXYbWAt!Z}ISO*4>*Ri)o4{z6w z@Y>woiS-{%3WBQ{I~ghB;swE9w-b%x@yWrg=x-wDU*X#z_7}IL;UtoS%hWdLt#NjZ zwxt4CcBuffM#91%^zB@Xi23;AZ&dB#MKNxe&dAPTF@LBnjyD=i|2A!%*X`&4_b2{Q zEvB?DH!?QC;T1!=ksv4~kIAOqL!7HiCx70rCzZ!O*;5kM&6C=WjaQ0hp){g1?fYHH z^M*~&o1lVWP|{;WKraHr(3RMmTXhXARzLIpodJ=?1KZ!kJv`qdhaGEjSEzNW=_Do&P&fV)3Ro-iYa)ss$5 zdoR`KDjbHCyNNvLE3xO!tBZQzBZa+Yp%o*6_(|SF;r3TF(W7nKzfnGiTdgfdG49vZeP97=Dv6td| zoF^L%Z1F-lA2d!H`rXRU*EPq{F=9nppKBX=%dPZA;$Cb}Kat^`s_ft4;*R!17jT$2{_54_gPTB|~lDRG=FcNfdnJOe+h{dY%6};m?dX&kQ4Lm{fXnaV@ z@an!v&i095ZGu{)k~_){drtq3d%idlSHJ~JekzPr%&`TIYwHhO znh$aNtB2!o?L__t(jR%Ub2r zPXcogw+fonrK4p_BZjK0)&KJXCQCY| zwAU(E>A_s$h+h5PtBhUoG1nv#JR$_$NtMPobJFUcwcO=4Mk&jwnH>QHNx7^PSp2#w zps71VA|{_|u$=FqUin25yXubEuq@;j3HhG%1#TF|5FvzAc+*4&f+D+q+)1$oz%L)| zNOz6OzUvRLv%YBIa;ElsvMyvEbxSd#whbGU%fT;>Bd(;-zs}?$h&4bK^wg$h?8Ss8GRRuiB&~*t3$f6&n@exQg8U;wQ%F*)U66j$o_?C+a4J-XJhb;$5g zjGC{yg{MkzlR;3WFRss^M>!Nz| z=^;eK9kNmH@R0Q!0D*@vPL`bEwgQ49I$GNd^Mrluvo~kCTC(6s<0iPLwhSG0S`3l% ziL}zapEP8+O-tbeLWAwuJH3BTa~1CMT6sw|>wr0TlqY)uV9F*RPK zxYiWqh6?Yp_&Ur7-sk?P9-1xsk|tiZxfL_*XCe}9@UWQBmZa(b|)eYTv*p0^9HY_G5-nni|e!ftivIgK5Q)jG+(P|%s)d*82fds|gWpah_ zZOH)({{R|p-9|f>d11Oi*b2qRKa76rl_(2fzW9cw#!7yU^P=fGPdEyW13nsv!ASiRq2rME3SN6MQV=ZBYfQ-~O8S?Q`c( zuJn5&D_$JC)EW~sbvuJgHk}UWDtax0&<(&p50&Tv#qTwgH+)9UD>xOTpV?uMismNC+~VsRR9B&e+c zy7gBKnTyq#UL>>GMS{)-@wU6Drgrg3C^F~syPsa>rgem0WyVnrv4jJO6>W!p3G-C- zr^)~0bi+KDKpPXBLjpV2Nl&S9-oV`7lE5PU2BT-xKJk!^QI$*n@|vOirSf%kJLdjx z60cEZW^Kq#&Z@ zuPv2?Rn-_#7~4|`vXWO!hK%F|`5fd{ewHiV76s%Co{YG>cJsG!YyiKZRm4UC7@d-P48Zvod zSnFf}b7F#b)bEpd=gy`MBYm9jS`q)fyMb-&`q8JdOU$XLz>exFvQR2Es5${XDI>dU zl8a~upVtfJZ!Fy%Nec7eoPC`N-Q(F5#er@{F+w4}avjq}50zG>3T@!;BR|{QS+2%E zTLND%s~usenpLL)S}ybB)D|s~q4Q&UWaIs(%n+0$@%EWAA-_c&ujHC(tQPR5N#pC?yT6ZxS?d7vyE;3L{ptBB>(0Ew z57_|F9=z4Cek`QX$sjCZL_R5@^4MHA;>`0QvsDw~miSat=eMfgsQ$i6T@&SYJwV5@ zF3pTAK#1<#GS-|uFsQbjOaFjnS9qs+H!6ZL)ZmW^VPSkgT`hof4Dfk1yU|={iG*?! zs%n1?zuCGNp=_z2q-X+Mp9~Y2$F*#(lJUwrCVvGYve|a?(Q*Q45V`-H)6!I&vP8l|M2|q z-4FX^$F6(FeeXK2>w2H>^K}|TnD}r&6~8vi9M<8KnqH65-Yy018QmRk(9-t%vRwJq z4Wp&StYOG0SZOaBJ=Zr z2HNQtJLUP9$*+*<<>3_Ny((I^9fqE#h6bx|WO$B`@g@-VW+9ntW2%Y_cS7lwOEz>q zM*NN{cY^J_>kfPhrCXj0K9!w!{*M0V6-b);Z3SiLiK1sib0M36B~x)|?@cvcwB>-`V0^UfGHncl0*cO&Pru9*F~`EJi1x zZJY%g@?t@?!ViU?oK9ygUWz?*nyErMMv8)74WbN5>gXlng`QI4o49{-Lfw|aC2k}; z<5!#z*N2qT)mOKVzsVl^ysk5Y5YByqG0W_(&c4L6ijN&PoOW?FPj|ZCeGXT>qux;K zWT6u${;^cRv;T_+ROw?&b*O>0rrbB#5Z@03*fb|83bdsOexAyVN48jz<)t`F-MBt~Q@(*>W|0KG5Zm7kXX!w3Ug=%s?#Y ztJF;cddxW~mjK`NPMDWf#FBbgr1u4P%qnK#*dM|ppXH(1T>SG8n-KJAd(P=Q`!K3#?7ASVUI%d3gtHK6rW$DxXPp0>H#vL1 zAi;??HMY1*U0$k@ITL#5ax}U4g9#8P#4>I z8{70ZhVhW(@Djk2jf59v6lHb|UcWivR$X`8EK>NwJU%z(Mp2gZ9=goYnDiAW${Iyh z%pBXvjpOz?rZYVfrk7)Zuk5Jb3D!Yos%+j6Hmt)+{h7G%am~1>76!_4A&f($NL6Rp z(aQ_iYxz9Wn&}ckbhI`Am+wsxUz5|+aUF|rh(#q1 zN&mvt*c_lx)13A4mmije@{oxxr@1t;uyuL+F#eL0+DfUyx8O8Hvbgms=84^?3WIN9xA0u`MELv7FByCnV4mE}R~7 z7$jFJmjI#trPpzFJc8b(gUlvhHl7hulLS@Nn0ELa(8EJ&vJa=^n0PR!*4V7*ntOw3 z;zAKJZh2Ixw+Y(Mnm*HN3}%9M?Zp|q&C~ZJzO>2i?=;-mi9Dy3$$$PTbc)ZmuVE>h zf>I-4>6eJz;Na5g3&tpqitbc?LUk8FfC>ouZ z#z*B^iyrsexRoX7+*Xq?(+dl*r2%7;*d0F2=E$xk(A~>?wUEs-_moNo7BjbA_}WV~ z*+fHG=Z6I2h1VOin+)$sekq2-w6J~&8#mGiW0@n(A? zF>a}RcEM%lhf~w?iz@%m#~~N=hCBLVvIvt-w8;K+_~P)y=W>S7>Ped=DSSv8r?5J% zs4w9Kjo}ZaR?!BNx|b>owb`&nA*M7Dx2&1jZ?0iOOEam$=Vl_|-;)tjFm5oq+4+N0 z?AIP?I~+4Y@KM|#qg3?gP^Cju_Lv5Lm@;_@9kUdd*Y8_Djb`SG>w5MEq|fVEe)!#Q zK6~B{HTe*}bi3A5D}0QrQXKCnv@}%ycN`&l9Ol0E`oTjEVS6XkhxgZk4+9^x$Akzo zBoAM#kyn@)<)(HWtr)c5V?eBy>Xij8uaxyAKOCtMFSXQk^_YxPHmXL;qTO62RaAxd z>}oOJ_FLa2(|A~u5`LIpLKa}+DnHLK9n5Fq#ayL-J)9~~z!5BhBGHJ}s~XQY}jx(fM+ z`vp8k+sD=l?wj|T+Se;)iLN-mDVJmqR9J3fNff$@Wq=DBb#>a<^~8=~sUiudUK(A8 zKNaNX*%>~n{b!x>s_8(x(35)?c0V}d(}x}B(P1Fcoq!+aW)b~NRpwG zBE~FY#^}a8Dk!{NDJuY28&U`#&>Iyq0M`ZuWbvi&I2Tqce!P41OuK`Fcg^iW?QKU{&Xd0;yjw4lFYzY6{|NgA z8*gBviCUfIDcbLI>r&C>&L-{m+i;P!*eHhxdx~*BoTjqo1m!x{N-%qw6Iq7-3$*sO3b?Mfq&;S<@1|E{nD;W@tq$LDW*_nghK$u& zdY`;Kn0!%C*?J}650y0n=?M<$;UM(=y^|MgWP_PesRm&q9q`OhS>sTDrx-NUDI@5k zrC67ibil3Clad#<;O6cm8On*tvZ5O5%i-T#;0TWxLvXMw>wkIcDjJ`#x_&~o#q{Uw zNcz`zn&@bty``SC=Cnq%lp|$+^x_!z9FMMrncU@4y~ww|du`tO@&xR{ic?apDDlxD2k8EdrRR?Ah{{re1MbC)Z<8`6iO9(b{3`n`4T5q3=f4WZ0W6 zWj`(7!{f;ZfckrI+)&}*Z<2x$u#+QBHf?A#+f9AT+?(A@(&Krg?|lv1AUC?Unj;>x zi||sY+6Uz)*axFH${%XNjt-&`Yp*On^_ggy-T|1|a;1AeCmq+1)1GG2W$Sb9Nzu~X z1s3G-S}3?n$(7KdCrvLBO0-L+Zgi#Yy9|;wUPMdoWga)9UeN$tPWV=amk&n(F35o= z1s%?B#l$lhfLO+JN41sK0HD~dP|SW%-OqiCY)p?uGG17Ul&dtHKC zb^A}f*4o&1 zc69N<{PWYjGhJ>ZU~*RV*12@hAz0@AXe@rk5!Q6c-+22)#T*4KvbMv|opaV4LK)0r zs54mwEN&}NrkHQ(iqOu=q6NO*HrUA-elhxEC`!Widt55iY)=CE@^F2q<8(da`xD9n zCljVv?vy{%x8VBaWn)2YxPlB{MsWRVvTT=LMoD5GFRS0qzFFDa1<7-4M7QTp=bxz? zK6UE0ZnF73dt@`SitqLvzdNBxRP-)WggjPcb#^t5IqKJA{*`Y(IM4FIwg%s!Iu2{f*emUseV2n;H7a@FB)*6X*R=<9Oj<|n=Ki@iZoq8x7gA6TJ`5@FzKm8Q|y4LtL z;h&A|pvTck;ZgGag7L{$?U@$Tfyg`Fu8@buYt^+YtP7ATdZ=au( zQqXu--9*T}7tnYMDs$*z{t)nMNA zGhP}K<{s0$q}3cW=cnXUfO8LIt^{avRQ}s4{?4WZZ;@E3j&ho5q@+j(@GrXEz=3vfk47Zj@3rfri+Z$kN{1k}7{ML?8r|B)R|c*vhuuLpT{Ibu*49rf z1&fK(Mv{PFvmOIZ@tUW<#d0r2C@{Dj(BJw zNm`gF8#6+9s#B^$eQ&SbsqRlF6-F}NHy+fdoIbzvxd%cjdG?q(brN`Gj;M8m>*3=E zm9Kts1uNq;2UA!}CXOrW9`uXS1OqIvg+sG!Z|nn4uvqR1M>-OfsS@+fCYkl|0d>w- zlOoAy_Y0^Unli4}h%ZS?7P2TLkf#!s{idWmRqhTyZoT+8dhtx{o~&r8tz2xm+e2(Q ze!2N3t|ygiYR7$@)$d$b>g3;7vEa9^ZP+n06)zr;%UiW+d+IWyZo`CKroKb10geQw zFuu(PNOsb_oQdZli*)!I#vv#HEoD`Fk?2SCy}1 zEaOT39Dj9r4rv`6$-M2@#;BM73>+{Lvvs+$)j-YQB;@sxwC(Yf3nX&r(HMnU;;a%M zZ(#ME6+k6tw_;&~!q#|eQqeh){wOERx$q+&*VZNPlCgM$cF%99+v!V%XZVL_@(s0h zLi)bq+VVk}xL@}LT3EeL^*dL23V&_AuX&>TyreovZ2mdq_iK-5jkV0zPV!**YBw40 zqDDr936IRR6)3ge!$C>=yyP4Ch`W;Fzq$1PeU(k|vc6sYL`&w-ec<5$qPornyDC;{ zRNWmOCXt;UJ6QVehX5fQ>dKvefd1QROoCjwDeAyx?36Yum?%;XccO#l&Aih^?1rn< z+x+=Bxc(8(h!vSh^N0!CJ!>DPm3T34s2F(8{z5oQ1DV+G1Ci-eWsTTW(p`%;#_ivMQ_s`MgClz^nq^#rWAIH4R zTu8J*<>c{iWP`)x>KczQX6ew_1|j z*Www8E+Y7LSM(*+HN;~ zo`= zUl{`T3iXhy*#Ew8Xjf$qON4ba;01BcUZ^ZX)OoUbqJOFOScMYVCs3#fZK z{L@`7+#A-4gu^p!%gR|FPqy3DYJgt}I&A&w29$I*jvS!@AKIx~sUZ_wM ziJg-9>aRoAfEE0qSD@5<^<9&@d_&#&aU8qPood*Iwr+=$V8HO!7%Qq%g6;0j^v}Fo zB9aM?Sp35+*>AlO|B`qM6KA0}xNt30tBBpsl{az-3psd{xHXf+^RS?pp{U;3#W;&9 z&o_A$sgv9Lynnv_IfUbXAC;tO`}k0t@rvrT2YA~n!}a8LC&AwHO!mvJLq>Pg175te z>5j!lRCZAZDYFJ#kCs|eNi#e!N+^?_mZy>V#)Xo0C||wlcuY*~nflLe*&Bk+po|TP zO4>4V<6B7h40|l--8chM6!F4INv<_UjB2cWyATus^%>H;j@0*Y=kru})2z4(+w5e$ zaqBLV=~@1GHrVsKKGj`{e*I2um!_k0{y_43MyFZL^CM$qhp*0WcPSe`v6p)NkwV7x z+lp?ah3g@EK6jD2lK*&7p@8%qPLR5xoZjD6UV-i>r`)b`zRrLpiwoxYt();@v9du8 z7K%eF$Z0$`-`El@@IiL;{GV^l@i)uozi#9&Ja1U{RB)wBx|}xs<55F-C!f7=O1tXh zA zIA5op^h%P^G2$zmZ2Af5v#MB*eIw@iL;T~DuS2$;u_3MW(+^dG=s946Q;^|$eB*i} zz)nddhqK&PX@mGTpX0UKaXL|qcHa-H4xsm0@PCeR>W$cExQm|iI#nDnJJgl|EPc%neSxk!Nh!!0 zOBOJh&59UUwq{r*;#$f963a1ZW~CBL84V|ZUDqfe0Hh^sUL3*Dod$O>^qtocFSe7d z_GRNQomPp%&TLR&xKc4O>sf*3LQO~UREC$8u$bm%^V*P6dU?HwP8$1H*WN&kdm98DJb{qBxEtw10ct3Y0vXUD?RS)H#=h>G2RF(>2gt!iws0 zgK<%!SbkB!slMtk!q7-S_tj_tcXe_8VA&g;CS6ykiEFji=~g-SX{}I+Et9OWnX2h~ z5_K}+hIqdl21qPoh4F9n*#X0J<+b^0c-t7q8t3RxMW&&K zf8?7X15Rm|OI{f((Rp5a$W31BoJV5gpRT4X#7to2l@Iu-t^+$SNhWLkz!0V=UtG#M z%waj-^I8kdYx+qi>vjEKW^01ONHhz!-ZNLdbJ>w$J8wO6TS;xlP*2{kN!u%M)>8pV zdHvBQ(m)&`Z965GZLGWwdg#m*qN^o|kFAM+JK7=jfWgo&6WwbC4}ItHX)I*7gGQ#* zpw>xncX*Zbf=L4X9Mnt<=i+RbO-Fxdgh}B@2KVHZ9({VAGog=*B_0 zoovEyELmmMMjJZJLAf)EKcUmcW#-F{(yp@0G6AZ{zYx`kS*u^wH%i}!fJUF}aAv7e z6v5Pr2t```M9hU6^!=ywVmcFyzF7uSVE)dqP+{d7*kiiF7y7IVkz1y&-9jsBq66^~ zhQGnG6kp9zZ&`R3`y%zU<|S8HhCaR2Sw_TZUUvblKKl&-C2#M56$i1;7Y?$mu92vb z7UR~WV&j#J7G$v$f?$M_>^)XGNHanA4)v=UIPSMA$_Gp-2s|s-G|-Efk6E#9vRsrC z=iLC!%uRlJ3$f~&BC)9^Qbj>wrQJu638y^|%;+RD(u?Wy{%yBQco zmJFfcV|J(YOuw=;bIHUh;e?Ojqlf5!)4aWhBNl60%R5ouWNrlbqBFT_j7~`v&_+(6 zL}tZRa`w5QzAu83zQ3VrSPb*e8UPaa->O4z|ZYBR{s;^OS~a8 zSRHOVAj+yCnH!9<0Df7w(?=Y$A_-X6izrfMhcZR%HmGBk+sC$!dKDtyrF$>^6ofHa93~_k_bAz`5uHjI11bIG}{*WXM6BC*8E%!Q>M??&CsCOiQAcDEN*adAf znV{2B(DiRwtr3OqKSrXE-dQ8}@^3`6iq=%d%nJ{1#V-MKeJ9A3av@V2|Bggx15a+) zR44aFQE(vW@JL$t&Ieq)gePB_+WT7P9YW+m%Q+RY<&;yy2UM`7ZARf*R{Er5%))?n zjoF~ewdxuR!+YK8hVjNS2wuSmy4C>qYB{i84LmgHzub(O?62V~pE+MJ?}9dMO*8O7 zhk)fx?9BGGq37$Se}mIxvLPbt#hEjAI@EO!hO@7b9A2f7=BE<8Ccd}@OxBlv9x#PH zli4O)4OiMlnuZ;Ks4kpm^Q?7#(}X%X3OLg@srj3*>$xbgY-YDH=QjMr*o}^Q$}?(x z_bqOMeKoWrI)(C4iEMS8Op9Vfi`M1uvddvd{4pLuRZkNF4i}_BIn_0Bs+)&>OuK|1 ze3L?5950l+K(1dzFa~?=Sbx zVr09ZMCNmeq1PGRUTAAH>6+cV+0{hN*@VIE5n2e5#(`IM{mqwGri*?8so9Ms9jcjn zE}Y@jFKL457LHeS6IbK1b1kZBsKWKth`Bv2CEaWnm5f*Cl(ieeo3MYs>lpd+;^O`D zCBA?(TC`clzz%2ro9ltHP|gAU>d^R8a2`;Zexo_;^?2y9;oF~Q5vBbC5Iyrr=gzKt zxKmNHORxRz4z?ZiY>`v}?5em6yz8{snoJ-T(Y54-U$i*yG=8pJc)=^AL`EC4T?zR8 z{J2t@AtdU~ENi5gv1nrvltmYvu*bA;5++%e4=iUO_ReVDwxJ5P+|jT&{mq3>HFroK{!uru>m-_&79JkNA*-k4D;X7xL`jWTbQE(I50_7SCKAhDb7szxs@1i-a% z3Hwfhn^8yJteeCS8SyX&Iff7PLY~jml3t{Fsyowyux=w;hgnyRV&|Xag{yvdf*FSe zPo8B(fX^x~eh*-qyp9car)WqP#ACymTR@LM1*%ECK#qC6bhzGtZf&iB*tWaP)#{^h#a#pAUyc-zEhpA;?rrTEf4+8cF|&rhXem6n?MF)+*`d4zQdG+8jI?v5g5{Z2VA zJpVGqGw*AcRr)tt-Xg5w5$>h6N+jRJ4FPO>_~s2f{6k5TT&D4geU&Me2&^hOfW6yrXj zQC5dpurP>mkCnBqqOE5zxjacW=-T&3A?8=bBx-{|E-%h$y@1UxcA~yQNcGErGm>$< z5bDxcxiFI9uJktjk*gq|@qKC*vd5Rc9Hr6Nf2eKNul!n**z9=2xKB&wb@hDdjzz4f zq^uS>C|WvihhP@Y8ldM28xWM)+HxsEVsx_bio0($UFSa=i4A%27#~+GQEL@le%(%L z*>$uT_{C=qQ@KdZwypGl5kDuvT=zLf`lFn)Rb@`LCM1LszF2P$FnaI5-BgY#cD zjf&y(IQD4(z2@Cs(C2fpbg5@lci|bnx#OHAA$V1h9di}tzIBST%il`c`ni29DloFr zFP80pRNZ?0@#d1`tl}xQTMM0Mw3SKr{?$pHDa^l~sjISGLI* zR=+{KVbwpYo^jMCqq@qXc1c`a2jw3VmnI~osgRIz7J(^hU?7!OvW$N1c~be2mE%}U zHYwLtaJ3^0xAY(`%;WOgOKX#aj%s9_SNd@yBpbIjT0Usi30`_Lwb`h4bX>%{ZpE62Zs{AQK_|@|?x1u(m)ss{t!k`)YE4H|9NF?EGym zz}K3J-hFS#8R}CmDwQD<*le4eaab}jz}^?eg59zfePW!7em|V12+4(S#(&=mxO{> zHxd6@@KYvdgLcx(&Bx1GC*SA=4M(Nj%T&-!M&anbJVQ$3BPPf4#E5>&^@s+2F*Lu+ zKt5&5>5xkUdZyyzS1Law@ng*2P`>S*zyX2UI^5;_Ga1jD-qcYjkQ0pP1P^1Y-)ArD zK{J^wd>&cf+Fr=)Ak7Kio?e<+#K{O`w6|=*vpS{~iTR(L1nS=M<=1jGL zjL#`2=5Y6T<7ZFS=D}d!8@I^|{ai(OKZu)8}#ssLH#^4Mt zzUhiC!#Kx79_3AF>iCX77cI#6(+%TM&3CVt^TiYRX4Cj)kvX$WCb=l{c(Ink9lH^S ze{h3D9OGyrupBWUW81U{}lPdG3r-eHTxYK1DIRBLIKMd(yYtKX; z^K~)C$NiglAnRSpE>#VL026g(kj>xj@B-&gom-j3EM?9deU}&2Sr?@y8K?U(fu?*0 zW$p_g41N$e){ zt)=EWr~oW#)`Xd*tZ(ur=(T~lPoBBYsy<{*Byf|wj7|8!S=A|VOfDH9=!Nn4MUuqJ znOqvR4a_`}=mpGIlx&rWO>=Ji)d9im-+g4DU|noY*7`Aym^tO|5|!z_blXd&#(AM; z0Tp9gs+9BSz}9tIBbrvO=M3_$Rf1m|+;OVG;5#k_bXnK)FuQ!_Vf*t2V<2=bL1r@X z(oAO_3v9l-Vq(hly;G?+`*~C6`|nkCd6&6)z9q_ig!NqPNYQC*V){${{lUR#-59@8PzTkVh^{e|9pReUU8{74b$Q zim@MrKyD1oLx9cwFnv&nrIeYERS{n|WQT@yN^z>tXEC#hU?{n&}b~UB$2jn0~)vy{vMH!JMsU zd1+X+9A@lpG!t=d3zF8|k)Cx248By4|3guEpq*>$&vLDUS-xAGcahYR2_=lrdIs+C z$(Z6odz%)+?0%JPsgR4e5smc8A1b@4cB{qqQ0%&Yl3%2f_n8UHJn2y`o<+}CJury^ znO!(eZCT!GpEKj?=eQQeW;mj?sgm)hHw+z3xZKaOa z6)8Zrq8a<0B+BRit~9X$t=IZgo4xUs4CHxht=gBm#!g#w?G3_VCjzGO6Jc9f6=l-}>OJ3srEVS|YU2q_WI_Fs=9j`!;Jp6$FbslMtWcC@HNYYoG@i{?!sDok6;vmi1(`U(x|$!Yg570P zL*h~JKQOzP8W(gvN#Giz+D0LsdlH{CS32YX-6&=WhuCZ|`wMz*CwD9=@B)RejDZY# zEV6CyOWWT(x%}xLP^Tzkq(&bMavc(7y?`#92^_yQ5w(x`8k)P+PKJ_Wj~2C=rS*VG zm_k!S`P0U$d-}<@292s;Tc5dWWQk!YtD1;}1_CpwImv9ZGh&;~Zm|!=KMQNf;w9iC zc}EmUT*)tg2XB^+4Hs+IyY*UDqDDuwI@>cY!mY!a?!85^KEAg7vTiJ=v1~4EeL!Ev z#|b_DI;n?RbWKR_VomEky*V(@tZzalc7ARN%&p3}s%NeS&CQeA(r3;CuM~rQ`tmvB zQx6JP9pQ7%^{q+zd^QoSbXo#ouyHFPxst;zz5LXYNU!ZXW+2KEit3R95j!4>{QzVj zPAPA|;QfSM!`LoxY8zbhF?4k1wM`AJf6FfvM?4MvGXrtSGEHjML!rw9bua^lRNDV8 zM*6G}@%ZGqB{km)oa%=tH@sZm137u!Mc|cA9pebPY-;I*f01g(z_hBJ#hMCmJnvV| zF)`NB83e> z8nm40GlZT0SlHA5A!x6WGJa3hli31-*FTO+LbIH@se8~BEYMWRa9~U9@hc8EDFJ(1dO@XMADM>yB?ZQ32fCix*@aReQ|nD} zis6{}Q^T1^qi`AT9CzHQBVZ4JY`#>q5t1pM24Ytgi}VuJ^=CJd;6hc3!EoEt4&)cE zs5*V!PkjZf2(OxylK7Ft0)Q&NixH>aB;bTfK|r*0#$4=aV0mdeFE;*6v*kku>by!~ z-mB?Mi#M4EHFry~%vi@gGn#32ij~-M$(7{UF>s-I&9VGWF%Ig*e*kCotc3sj1Su~C zc3M2%d2>onaVcj-Ip!H0FY{5ey<=VLKz{x`pUbiA9f#ho&P&|a4>QJX?FDod=)#_# zhnkZum_wJ@vooOh)|hBsVSN$(9}{SD=!+J|p-b3U0YPbOb=Ni~4ge;=JLH1_FKU7j zl;l)h1W};!5mU=)TEot`+Odg|@0;>qN6-)dX&?^~ll60@pW`8C2kv{+r;GXBi_DUe zh6@7Pj3u42Vk_K8za0Ux7$38*_1;^A`34ku_LK*>;D^Fx);vw<{RKF*vZRq3BjPtx zi@i`0g5vDGXi1SoD$*Kfy=YO+Xd39MaQZ>~+{;Nz0}-fpOuP{O5#;eEtjySpe}Exv z^OLF>tz!{AGKpV8qp!5yQP8ZonGI8L#$JLvU1A>}PL5wQSES%QQ!}FaUb4z>syW0$|{%N)-3i2_vUM#7Mkat|NP;lPiYblW+}Ju-Q+yJ zk`9{f>PF!VKf*L<8jQ26>eoKK`PiV5@IAD6D|C!A{+|L1aC=pvq8z&JPXs=H;oc^9*;lz(2B z6k4>HgAx3o*i~q)*F45tbd{`h(uDQdQhtPWBdNiSe%6Qc$IS*LljN7hGVclTDdV;S zu^kpKKQduZ*23(y0f;tz>3h6=_D59RVvd1833~8GR!&#%`rfWY&4UU#-h#dC1FYge zQkrsjzJ@+*2T+{l6J4c`;t5=HP}G_)cfvx(LFL@Lzfz&BUD`2ocY|Dvn3JfL2T<|E z`m!fLdDoJ%Y4cAM0yci(_wHZBO@8!on0mYQW)~B_;Ff8uHj+TkuRAV^u_?b+d*_wD zascfPzl=Kmlilt^=$`wZx1+2Ne$0sp4G~!VdtNO}k86H&TOULoQ2jzs2V>h8#y0F@ z&I(N**gPA|Pgz0y>RH{-{MYGx+$LxW+`}656-oUiw);~tBb#-UzpRWqLlW-Zc-rE! zyz{miLy1wkW>9Vp-3`1V8rOm|YQPIy<}G4$8{6))&I)=pK|gK?O(P$WCoveN8Npe=T4cg=-I>^njq%CtQHx|m!N#Tx(YDVYy4ij0;Uy(KWDuz)iYr7=#18cAmT7RU@>Fb_6|_ z$FKNxW(eXgG3nDP#R~yzBu24&$#v&hTpw4~q&y8Ecl~PF$JyT|r>3#F3sMdcg2*-k zyddTITZvGBWqmrbLo>kN>|cG+Or?iaA&e>i09v#DD9d}8*s6mfFG*JpXeR7jXATI|cV zLCEa#B1LqTYArH1U~AZ1gz(YAZlZ(mTgb5D-FmuTv|!^uxnsj2nbS|To3*;lA3Z_0 zlzqUYtyEGZeVK%WWWV;vl8hd6ieD!%XN~UczOyFE!t5FTTtE3zuxA%J7#-TSKgh0GIcY zo+@eLyl9v<6ly}Zi}~B=6(i}>V}#qvEHVn02+%Q{( zNf{M8m;eunWkcb|ufvl{2xTWDS4$%vJ?jz9rvA<`kf@ANXWr$QtCbk|PNNNu$9U(% zW}2vmY3qS*il67MYm5B;iL&6ewNp!$1ky=qkt$Xh@gp>`z^Jk-YRMA-WL*_pK{0iO zBE^R08$8m`WWJcdQn!IKFQN6wZ3`p9;8a;M(yHK~yt zgVoOSfPS6=`{B8_V2`wfUmkB)#gyb(U-&WSWQVr>-HTxI*GP*Rp1uIJT=uW)l_WJh zcwz!@c;-}vlssFHW_rM{{0aMbhI?Sx3}MP9vaO9z$U5(gvY%1apfVv4jVtgb)HAN1 zW7L#?fy78Ygh#fS{~DG}TH*h!gZo+8iC3FF8f?C7M0fR-?+irf2X{RHH#{<@N6m2?B<2;*^zjPLUrVHW?3mw$nDQ+#z+aksJ&)** z<4a2$5m2Ajleha-f~tB@T=!9c{b4OdG{(tp;<;WK(D|JP+;shv1Ihz;NHWIVdBjwN zfv5UuGXr|W*{Xc^NE*veaQxekJM|B#qgM1 zY8X%*llu7aIM=|+YkMdkThv-JeDHI7={MyhF8A`dvmQJNK4A)VT&#!eUS8vKTMw6q zoS(z&%st~|elNc@lJupKQR?WZ1=N;i4u>Qn?Pjd40&B&=gd4+-k4j=9LYbK~(nS!r zn(1qtCQE?jlesg2Gyjs6aRgrW5O$UV|LNxMIZvwGWOLtZFKI&|Eal?j%8&AIeGTt- z7V`gVu|M30EJPP-WTFhqsV}=2w^S~Aa zz4=B*z;SxEJ9{`sYDRocqo*IFykJ=txF1bhHmB6kq4}X_t2o(8GTG{Iz4=lawZ48z zk|esCkjM{&GM}~ETy?3e3}t$rSEHlPcYZFhwtOwMV1xeLid&*;g9t=|9O4wZK%j4E z*jUW4al!l;KANCc3cH#-ZZrRL?*u-!7$te8ANjqC*J+R_9DMKSMcXiv&{$bi@u(ja zYyjPsN)%_BQXZw;?%za~Z?J3=d;DSd?vK9E@!-0)6B9)DVe%d@z-47?p=60Ltb5bf z7>C+%ZYkfBk!Ca{H(a=~O;CM$NW`;6DfvBP(_nX1Hr9K;gsugnsz;=@mEND{w|dIK zHd&a8DmJP4KC|`N_xMU_5Mp;|v^|7d|1!fnn(SHk{4O8GU_Ld*vPEC*sP=at#y$qJ zc3#-m+C3h+j*?})wdm+>niN#aglfruv+3;Z@YQ5!Ekf@iwt0I%w;VL%vtB>TO7_n1 zI{!axcN2TG>EANvcZkg-4Xpk*EUVQj?^E=~lo#7gvTyRO64C|XtjO_ z^qU5a@dYx)E@Lw}jDoD4-SV1p{aE-IN~UEVezU^&At-mFWjK}HxQ&#RJ`33%3%Eh{ zZ|}p(J?2nTM0i#0uu58+@nPr9fW073+}vjJg&pILs()?_y^?MC}Z^ zKjLfQJXh!1>nU3XkS|#U($11v?+!~=V)hxy?$ci*jcZivi2}?-eKJCwWlzlHM={|^ zorCC^B)!~WUw`k8I}@j8Zq!ZP7Y1~TcijkL4-KMZhMwQ}=UUoX^RtLfXr0Jbx8NLO zZBlCJcf-PNSg(|fjLP7>f~;OEc(K2xhh)A@q8BnZ^>>+>$$0KXb}NE3KwhzjZgcAe z3Aa79g* zc0nU^f7MlOkt|bFRXf2m3V2%0Z)xT~)+Mn$DDwUCyh@md>?t!j{mb_&tAWK%Vv_VN zUq)lhXZqWA=ZR*dettvv`hzR5h23Jmu}EnHDbXV3@VWY9ZBGg!qtb@!I?Yvr(h zHn5e~SQ(OhWjfN#3fX2_nEXlu*vP*Dbwl*?yxX3gN1+N<2YzkGC;hs6D$VEaweNV8 zMn=Yb{ji&??FcFh@nmue-IXEDzIZR)=wlE~!v+Q8#llGigM z-(5pHo}(-CD>Ru{FBW1Gr6^=pU&WI9e85S}*GAOPRiTwUh?H1q<=8vhF5f1x?%n@x z%!100Ms^uR!)0X@H?l~`G+^MFU0|^&Xv%&z(E(c|TQXF&3omMW>$bMhuw6FcP>?l$ zX}SZXQ34|}ev5u1yU%=$>am@V(a}n~Zi;hhQ#%P$k;h=}EgJ(kD-<-U*I5@ZS-UeK z@N`JxWAav%l|)5BfikJdZE>a_;Vp#3teo-!2KLawiA8O|8L7!jn06V7=npgq{I}H> zmeY^n{zdgMn~aJq`a0<@M*Ay!Bn8IgOk-(INUVLwg=UB#$Hl+JoA_y6txcB0HBu`! zO;omGg!_0O*CvVN=C*LyJtYn!)Wdz(QtV7yN}h<=*2VEzJl+-e2sj)P_ZU-T*d(!c z$LD<9&@G>IJpE(hRkSnr_9$8(ylW-z);4$e{*Q#NAWg#dc*^V)5t5d|No7XrE*mb^ zQe{NrA)T9>Oe;Xw?<+uTtn`IC%4@Uzb4p7;JzU>@#CG+qq~##1MDuM!R?p5;GUf-@ z`7N1G$2g4wM~vgZ=7CrbgFgoxN!bi8bW zoo8VV4Wz^m{x3~nuZMH(JKG!^xP*`o*<+e?=U~@QIZ6(|8kOE{K`Fpx=khEm(UV55 zXG6tIWh|Cz!-gE=y0Qaan!rsEaEFS$|Fq{#Yc}HVe61`Tcp%_LlfpI2^ZOM+t}6}f zh9=+Y*4oE10SHo$BMH)V`$%D|#{-0nO-y@FK%O05kD1g3}7$O87M@8N$83gef7!3_oOG&o_ESn{CTq!9aphiRs2 zvjvt^T;4K*@2i?E!IcRzRFHPy7}bs%DFfp&4rXUR7P8iprR*jsFirWqj@x4R5bVi5w++At_vwy;sy!D3h}c`9C68$iDyp literal 0 HcmV?d00001 diff --git a/docs/source/_templates/layout.html b/docs/source/_templates/layout.html new file mode 100644 index 00000000000..c8a40c4d0d6 --- /dev/null +++ b/docs/source/_templates/layout.html @@ -0,0 +1,40 @@ +{% extends "!layout.html" %} + +{% block sidebartitle %} + {% include "searchbox.html" %} +{% endblock %} + +{%- block content %} + {% if 'tutorials' in pagename %} + +
+
{{ pagename }}
+ + + + +
+ + {% endif %} + {{ super() }} + +{% endblock %} + +{% block footer %} +{{ super() }} + +{% endblock %} diff --git a/docs/source/compiler-custom-compiler-passes.md b/docs/source/compiler-custom-compiler-passes.md new file mode 100644 index 00000000000..5ceda67867b --- /dev/null +++ b/docs/source/compiler-custom-compiler-passes.md @@ -0,0 +1,3 @@ +# Custom Compiler Passeis + +TBA diff --git a/docs/source/compiler-delegate-and-partitioner.md b/docs/source/compiler-delegate-and-partitioner.md new file mode 100644 index 00000000000..f2e95bc09c1 --- /dev/null +++ b/docs/source/compiler-delegate-and-partitioner.md @@ -0,0 +1,3 @@ +# Delegate and Partitioner + +TBA diff --git a/docs/source/compiler-kernel-fusion-pass.md b/docs/source/compiler-kernel-fusion-pass.md new file mode 100644 index 00000000000..320c90909f6 --- /dev/null +++ b/docs/source/compiler-kernel-fusion-pass.md @@ -0,0 +1,3 @@ +# Kernel Fusion Pass + +TBA diff --git a/docs/source/compiler-memory-planning.md b/docs/source/compiler-memory-planning.md new file mode 100644 index 00000000000..d4aa8905dc9 --- /dev/null +++ b/docs/source/compiler-memory-planning.md @@ -0,0 +1,3 @@ +# Memory Planning + +TBA diff --git a/docs/source/conf.py b/docs/source/conf.py new file mode 100644 index 00000000000..4964204f30b --- /dev/null +++ b/docs/source/conf.py @@ -0,0 +1,149 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the BSD-style license found in the +# LICENSE file in the root directory of this source tree. + + +# Configuration file for the Sphinx documentation builder. +# Created by isphinx-quickstart on Tue Jul 19 14:58:12 2022. +# +# This file only contains a selection of the most common options. For a full +# list see the documentation: +# https://www.sphinx-doc.org/en/master/usage/configuration.html + +# -- Path setup -------------------------------------------------------------- + +# If extensions (or modules to document with autodoc) are in another directory, +# add these directories to sys.path here. If the directory is relative to the +# documentation root, use os.path.abspath to make it absolute, like shown here. +# +import os +import sys + +import pytorch_sphinx_theme + +sys.path.insert(0, os.path.abspath(".")) + +# -- Project information ----------------------------------------------------- + +project = "ExecuTorch" +copyright = "2023, ExecuTorch" +author = "ExecuTorch Contributors" + + +# -- General configuration --------------------------------------------------- + +# Add any Sphinx extension module names here, as strings. They can be +# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom +# ones. + +import os +import sys + +sys.path.insert(0, os.path.abspath("../../")) + +extensions = [ + "sphinx.ext.autodoc", + "sphinx.ext.autosectionlabel", + "sphinx.ext.autosummary", + "sphinx.ext.coverage", + "sphinx.ext.doctest", + "sphinx.ext.napoleon", + "sphinx.ext.todo", + "sphinx.ext.viewcode", + "sphinx.ext.intersphinx", + "sphinx.ext.coverage", + "myst_parser", + "sphinx_design", + "sphinx_gallery.gen_gallery", +] + +templates_path = ["_templates"] + + +myst_enable_extensions = [ + "colon_fence", +] + +sphinx_gallery_conf = { + "examples_dirs": ["tutorials_source"], + "gallery_dirs": ["tutorials"], + "filename_pattern": "/tutorials/", + "promote_jupyter_magic": True, + "backreferences_dir": None, + "first_notebook_cell": ("%matplotlib inline"), +} + +source_suffix = [".rst", ".md"] + + +autodoc_typehints = "none" + +# Add any paths that contain templates here, relative to this directory. +# templates_path = ["../_templates"] + +# List of patterns, relative to source directory, that match files and +# directories to ignore when looking for source files. +# This pattern also affects html_static_path and html_extra_path. +exclude_patterns = ["_build", "Thumbs.db", ".DS_Store"] + + +# -- Options for HTML output ------------------------------------------------- + +# The theme to use for HTML and HTML Help pages. See the documentation for +# a list of builtin themes. +# +html_theme = "pytorch_sphinx_theme" +html_theme_path = [pytorch_sphinx_theme.get_html_theme_path()] + +# Theme options are theme-specific and customize the look and feel of a theme +# further. For a list of options available for each theme, see the +# documentation. +# +html_theme_options = { + "pytorch_project": "executorch", + "display_version": True, + "logo_only": True, + "collapse_navigation": False, + "sticky_navigation": False, + "navigation_depth": 4, + "includehidden": True, + "titles_only": False, +} + +# Add any paths that contain custom static files (such as style sheets) here, +# relative to this directory. They are copied after the builtin static files, +# so a file named "default.css" will overwrite the builtin "default.css". +html_static_path = ["_static"] + +html_css_files = ["css/custom.css"] +html_js_files = ["js/custom.js"] + + +# Example configuration for intersphinx: refer to the Python standard library. +intersphinx_mapping = { + "python": ("https://docs.python.org/", None), + "numpy": ("https://docs.scipy.org/doc/numpy/", None), + "torch": ("https://pytorch.org/docs/stable/", None), +} + +# Custom directives defintions to create cards on main TorchServe page + +from custom_directives import ( + CustomCardEnd, + CustomCardItem, + CustomCardStart, + SupportedDevices, + SupportedProperties, +) +from docutils.parsers import rst + +# Register custom directives + + +rst.directives.register_directive("devices", SupportedDevices) +rst.directives.register_directive("properties", SupportedProperties) +rst.directives.register_directive("customcardstart", CustomCardStart) +rst.directives.register_directive("customcarditem", CustomCardItem) +rst.directives.register_directive("customcardend", CustomCardEnd) diff --git a/docs/source/custom_directives.py b/docs/source/custom_directives.py new file mode 100644 index 00000000000..ee2c8adf968 --- /dev/null +++ b/docs/source/custom_directives.py @@ -0,0 +1,240 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the BSD-style license found in the +# LICENSE file in the root directory of this source tree. + +import hashlib +import os +from pathlib import Path +from typing import List +from urllib.parse import quote, urlencode + +import requests +from docutils import nodes +from docutils.parsers.rst import Directive, directives +from docutils.parsers.rst.directives.images import Image +from docutils.statemachine import StringList +from sphinx.util.docutils import SphinxDirective + +_THIS_DIR = Path(__file__).parent + +# Color palette from PyTorch Developer Day 2021 Presentation Template +YELLOW = "F9DB78" +GREEN = "70AD47" +BLUE = "00B0F0" +PINK = "FF71DA" +ORANGE = "FF8300" +TEAL = "00E5D1" +GRAY = "7F7F7F" + + +def _get_cache_path(key, ext): + filename = f"{hashlib.sha256(key).hexdigest()}{ext}" + cache_dir = _THIS_DIR / "gen_images" + cache_dir.mkdir(parents=True, exist_ok=True) + return cache_dir / filename + + +def _download(url, path): + response = requests.get(url) + response.raise_for_status() + with open(path, "wb") as file: + file.write(response.content) + + +def _fetch_image(url): + path = _get_cache_path(url.encode("utf-8"), ext=".svg") + if not path.exists(): + _download(url, path) + return os.sep + str(path.relative_to(_THIS_DIR)) + + +def _get_relpath(target, base): + target = os.sep + target + base = os.sep + base + target_path, filename = os.path.split(target) + rel_path = os.path.relpath(target_path, os.path.dirname(base)) + return os.path.normpath(os.path.join(rel_path, filename)) + + +class BaseShield(Image, SphinxDirective): + def run(self, params, alt, section) -> List[nodes.Node]: + url = f"https://img.shields.io/static/v1?{urlencode(params, quote_via=quote)}" + path = _fetch_image(url) + self.arguments = [path] + self.options["alt"] = alt + if "class" not in self.options: + self.options["class"] = [] + self.options["class"].append("shield-badge") + target = _get_relpath("supported_features.html", self.env.docname) + self.options["target"] = f"{target}#{section}" + return super().run() + + +def _parse_devices(arg: str): + devices = sorted(arg.strip().split()) + + valid_values = {"CPU", "CUDA"} + if any(val not in valid_values for val in devices): + raise ValueError( + f"One or more device values are not valid. The valid values are {valid_values}. Given value: '{arg}'" + ) + return ", ".join(sorted(devices)) + + +def _parse_properties(arg: str): + properties = sorted(arg.strip().split()) + + valid_values = {"Autograd", "TorchScript"} + if any(val not in valid_values for val in properties): + raise ValueError( + "One or more property values are not valid. " + f"The valid values are {valid_values}. " + f"Given value: '{arg}'" + ) + return ", ".join(sorted(properties)) + + +class SupportedDevices(BaseShield): + """List the supported devices""" + + required_arguments = 1 + final_argument_whitespace = True + + def run(self) -> List[nodes.Node]: + devices = _parse_devices(self.arguments[0]) + alt = f"This feature supports the following devices: {devices}" + params = { + "label": "Devices", + "message": devices, + "labelColor": GRAY, + "color": BLUE, + "style": "flat-square", + } + return super().run(params, alt, "devices") + + +class SupportedProperties(BaseShield): + """List the supported properties""" + + required_arguments = 1 + final_argument_whitespace = True + + def run(self) -> List[nodes.Node]: + properties = _parse_properties(self.arguments[0]) + alt = f"This API supports the following properties: {properties}" + params = { + "label": "Properties", + "message": properties, + "labelColor": GRAY, + "color": GREEN, + "style": "flat-square", + } + return super().run(params, alt, "properties") + + +_CARDLIST_START = """ +.. raw:: html + +
+ + +
+ +
+
+
+""" + +_CARD_TEMPLATE = """ +.. raw:: html + +
+
+ +
+
+

{header}

+
+

Topics: {tags}

+

{card_description}

+
{image}
+
+ +
+
+""" + +_CARDLIST_END = """ +.. raw:: html + +
+ +
+
+
+""" + + +class CustomCardStart(Directive): + def run(self): + para = nodes.paragraph() + self.state.nested_parse( + StringList(_CARDLIST_START.split("\n")), self.content_offset, para + ) + return [para] + + +class CustomCardItem(Directive): + option_spec = { + "header": directives.unchanged, + "image": directives.unchanged, + "link": directives.unchanged, + "card_description": directives.unchanged, + "tags": directives.unchanged, + } + + def run(self): + for key in ["header", "card_description", "link"]: + if key not in self.options: + raise ValueError(f"Key: `{key}` is missing") + + header = self.options["header"] + link = self.options["link"] + card_description = self.options["card_description"] + tags = self.options.get("tags", "") + + if "image" in self.options: + image = "" + else: + image = "_static/img/thumbnails/default.png" + + card_rst = _CARD_TEMPLATE.format( + header=header, + image=image, + link=link, + card_description=card_description, + tags=tags, + ) + card_list = StringList(card_rst.split("\n")) + card = nodes.paragraph() + self.state.nested_parse(card_list, self.content_offset, card) + return [card] + + +class CustomCardEnd(Directive): + def run(self): + para = nodes.paragraph() + self.state.nested_parse( + StringList(_CARDLIST_END.split("\n")), self.content_offset, para + ) + return [para] diff --git a/docs/source/export-overview.md b/docs/source/export-overview.md new file mode 100644 index 00000000000..6a1f88c920a --- /dev/null +++ b/docs/source/export-overview.md @@ -0,0 +1,3 @@ +# Exporting to ExecuTorch + +TBA diff --git a/docs/source/export-user-guide.md b/docs/source/export-user-guide.md new file mode 100644 index 00000000000..b2d34a600a8 --- /dev/null +++ b/docs/source/export-user-guide.md @@ -0,0 +1,3 @@ +# Export User Guide + +TBA diff --git a/docs/source/getting-started-architecture.md b/docs/source/getting-started-architecture.md new file mode 100644 index 00000000000..351faa6e828 --- /dev/null +++ b/docs/source/getting-started-architecture.md @@ -0,0 +1,3 @@ +# High-level Architecture and Components of ExecuTorch + +TBA diff --git a/docs/source/getting-started-setup.md b/docs/source/getting-started-setup.md new file mode 100644 index 00000000000..3663bf95cb9 --- /dev/null +++ b/docs/source/getting-started-setup.md @@ -0,0 +1,3 @@ +# Setting Up ExecuTorch + +TBA diff --git a/docs/source/index.rst b/docs/source/index.rst new file mode 100644 index 00000000000..e21135a3a18 --- /dev/null +++ b/docs/source/index.rst @@ -0,0 +1,184 @@ +.. _home: + +Welcome to the ExecuTorch Documentation +======================================= + +**ExecuTorch** is a PyTorch platform that provides infrastructure to run +PyTorch programs everywhere from AR/VR wearables to standard on-device +iOS and Android mobile deployments. One of the main +goals for ExecuTorch is to enable wider customization and deployment +capabilities of the PyTorch programs. + +ExecuTorch heavily relies on such PyTorch technologies as TorchDynamo +and torch.export. If you are not familiar with these APIs, you might want +to read about them in the PyTorch documentation before diving into +the ExecuTorch documentation. + +Features described in this documentation are classified by release status: + + *Stable:* These features will be maintained long-term and there should + generally be no major performance limitations or gaps in documentation. + We also expect to maintain backwards compatibility (although + breaking changes can happen and notice will be given one release ahead + of time). + + *Beta:* These features are tagged as Beta because the API may change based on + user feedback, because the performance needs to improve, or because + coverage across operators is not yet complete. For Beta features, we are + committing to seeing the feature through to the Stable classification. + We are not, however, committing to backwards compatibility. + + *Prototype:* These features are typically not available as part of + binary distributions like PyPI or Conda, except sometimes behind run-time + flags, and are at an early stage for feedback and testing. + +Getting Started +~~~~~~~~~~~~~~~ + +Topics in this section will help you get started with ExecuTorch. + +.. grid:: 3 + + .. grid-item-card:: :octicon:`file-code;1em` + What is ExecuTorch? + :img-top: _static/img/card-background.svg + :link: intro-overview.html + :link-type: url + + A gentle introduction to ExecuTorch. In this section, + you will learn about main features of ExecuTorch + and how you can use them in your projects. + + .. grid-item-card:: :octicon:`file-code;1em` + Getting started with ExecuTorch + :img-top: _static/img/card-background.svg + :link: getting-started-setup.html + :link-type: url + + A step-by-step tutorial on how to get started with + ExecuTorch. + + .. grid-item-card:: :octicon:`file-code;1em` + ExecuTorch Intermediate Representation API + :img-top: _static/img/card-background.svg + :link: ir-exir.html + :link-type: url + + Learn about EXIR, a graph-based intermediate + representation (IR) of PyTorch programs. + +.. toctree:: + :glob: + :maxdepth: 1 + :caption: Introduction + :hidden: + + intro-overview + intro-how-it-works + +.. toctree:: + :glob: + :maxdepth: 1 + :caption: Getting Started + :hidden: + + getting-started-architecture + getting-started-setup + +.. toctree:: + :glob: + :maxdepth: 1 + :caption: Exporting to ExecuTorch + :hidden: + + export-overview + export-user-guide + +.. toctree:: + :glob: + :maxdepth: 1 + :caption: Intermediate Representation (IR) Specification + :hidden: + + ir-exir + ir-ops-set-definition + ir-high-order-operators + +.. toctree:: + :glob: + :maxdepth: 1 + :caption: Compiler Entry Points + :hidden: + + compiler-delegate-and-partitioner + compiler-kernel-fusion-pass + compiler-custom-compiler-passes + compiler-memory-planning + +.. toctree:: + :glob: + :maxdepth: 1 + :caption: Runtime + :hidden: + + runtime-overview + runtime-build-and-cross-compilation + runtime-backend-delegate-implementation-and-linking + runtime-api + runtime-custom-memory-allocator + runtime-error-handling + runtime-platform-abstraction-layer + +.. toctree:: + :glob: + :maxdepth: 1 + :caption: Quantization + :hidden: + + quantization-custom-quantization + +.. toctree:: + :glob: + :maxdepth: 1 + :caption: Kernel Library + :hidden: + + kernel-library-overview + kernel-library-custom-aten-kernel + +.. toctree:: + :glob: + :maxdepth: 1 + :caption: SDK + :hidden: + + sdk-profiling + sdk-debugging + sdk-bundled-io + sdk-delegate-integration + +.. toctree:: + :glob: + :maxdepth: 1 + :caption: Tutorials + :hidden: + + tutorials/template_tutorial + +Tutorials and Examples +~~~~~~~~~~~~~~~~~~~~~~ + +Ready to experiment? Check out some of the interactive +ExecuTorch tutorials. + +.. customcardstart:: + +.. customcarditem:: + :header: Template Tutorial + :card_description: A template tutorial. To be deleted. + :image: _static/img/generic-pytorch-logo.png + :link: tutorials/template_tutorial.html + :tags: Template + +.. customcardend:: + diff --git a/docs/source/intro-how-it-works.md b/docs/source/intro-how-it-works.md new file mode 100644 index 00000000000..52ef441c41e --- /dev/null +++ b/docs/source/intro-how-it-works.md @@ -0,0 +1,3 @@ +# How it works + +TBA diff --git a/docs/source/intro-overview.md b/docs/source/intro-overview.md new file mode 100644 index 00000000000..a9fe9ba4eea --- /dev/null +++ b/docs/source/intro-overview.md @@ -0,0 +1,3 @@ +# ExecuTorch Overview + +TBA diff --git a/docs/source/ir-exir.md b/docs/source/ir-exir.md new file mode 100644 index 00000000000..3cb7554c055 --- /dev/null +++ b/docs/source/ir-exir.md @@ -0,0 +1,3 @@ +# EXIR + +Title TBA diff --git a/docs/source/ir-high-order-operators.md b/docs/source/ir-high-order-operators.md new file mode 100644 index 00000000000..94d445a367b --- /dev/null +++ b/docs/source/ir-high-order-operators.md @@ -0,0 +1,3 @@ +# High-order Operators + +TBA diff --git a/docs/source/ir-ops-set-definition.md b/docs/source/ir-ops-set-definition.md new file mode 100644 index 00000000000..730d27c0846 --- /dev/null +++ b/docs/source/ir-ops-set-definition.md @@ -0,0 +1,3 @@ +# OpSet definition + +TBA diff --git a/docs/source/kernel-library-custom-aten-kernel.md b/docs/source/kernel-library-custom-aten-kernel.md new file mode 100644 index 00000000000..fa2d7f14c6f --- /dev/null +++ b/docs/source/kernel-library-custom-aten-kernel.md @@ -0,0 +1,3 @@ +# Custom ATen Compliant Kernel Implementation and Linking + +TBA diff --git a/docs/source/kernel-library-overview.md b/docs/source/kernel-library-overview.md new file mode 100644 index 00000000000..1c1de8d90a7 --- /dev/null +++ b/docs/source/kernel-library-overview.md @@ -0,0 +1,3 @@ +# Kernel Library Overview + +TBA diff --git a/docs/source/quantization-custom-quantization.md b/docs/source/quantization-custom-quantization.md new file mode 100644 index 00000000000..2a7feb57cc2 --- /dev/null +++ b/docs/source/quantization-custom-quantization.md @@ -0,0 +1,3 @@ +# Custom Quantization + +TBA diff --git a/docs/source/runtime-api.md b/docs/source/runtime-api.md new file mode 100644 index 00000000000..ba49788a23e --- /dev/null +++ b/docs/source/runtime-api.md @@ -0,0 +1,3 @@ +# Runtime API + +TBA (This might need to be an .rst file) diff --git a/docs/source/runtime-backend-delegate-implementation-and-linking.md b/docs/source/runtime-backend-delegate-implementation-and-linking.md new file mode 100644 index 00000000000..5d1a3435030 --- /dev/null +++ b/docs/source/runtime-backend-delegate-implementation-and-linking.md @@ -0,0 +1,3 @@ +# Backend Delegate Implementation and Linking + +TBA diff --git a/docs/source/runtime-build-and-cross-compilation.md b/docs/source/runtime-build-and-cross-compilation.md new file mode 100644 index 00000000000..c4f4f544339 --- /dev/null +++ b/docs/source/runtime-build-and-cross-compilation.md @@ -0,0 +1,3 @@ +# Build and cross-compilation + +TBA diff --git a/docs/source/runtime-custom-memory-allocator.md b/docs/source/runtime-custom-memory-allocator.md new file mode 100644 index 00000000000..5c72a8db526 --- /dev/null +++ b/docs/source/runtime-custom-memory-allocator.md @@ -0,0 +1,3 @@ +# Custom Memory Allocator + +TBA diff --git a/docs/source/runtime-error-handling.md b/docs/source/runtime-error-handling.md new file mode 100644 index 00000000000..f87d302140f --- /dev/null +++ b/docs/source/runtime-error-handling.md @@ -0,0 +1,3 @@ +# Runtime Error Handling + +TBA diff --git a/docs/source/runtime-overview.md b/docs/source/runtime-overview.md new file mode 100644 index 00000000000..0f0ff2c594b --- /dev/null +++ b/docs/source/runtime-overview.md @@ -0,0 +1,3 @@ +# Runtime Overview + +TBA diff --git a/docs/source/runtime-platform-abstraction-layer.md b/docs/source/runtime-platform-abstraction-layer.md new file mode 100644 index 00000000000..df8c8e4fd72 --- /dev/null +++ b/docs/source/runtime-platform-abstraction-layer.md @@ -0,0 +1,3 @@ +# Platform Abstraction Layer + +TBA diff --git a/docs/source/sdk-bundled-io.md b/docs/source/sdk-bundled-io.md new file mode 100644 index 00000000000..50e6947344b --- /dev/null +++ b/docs/source/sdk-bundled-io.md @@ -0,0 +1,3 @@ +# BundledIO + +TBA diff --git a/docs/source/sdk-debugging.md b/docs/source/sdk-debugging.md new file mode 100644 index 00000000000..732d06504ab --- /dev/null +++ b/docs/source/sdk-debugging.md @@ -0,0 +1,3 @@ +# Debugging + +TBA diff --git a/docs/source/sdk-delegate-integration.md b/docs/source/sdk-delegate-integration.md new file mode 100644 index 00000000000..59eaf832f7c --- /dev/null +++ b/docs/source/sdk-delegate-integration.md @@ -0,0 +1,3 @@ +# Delegate Integration + +TBA diff --git a/docs/source/sdk-profiling.md b/docs/source/sdk-profiling.md new file mode 100644 index 00000000000..534f60d5220 --- /dev/null +++ b/docs/source/sdk-profiling.md @@ -0,0 +1,3 @@ +# Profiling + +TBA diff --git a/docs/source/tutorials_source/README.txt b/docs/source/tutorials_source/README.txt new file mode 100644 index 00000000000..b8717197d14 --- /dev/null +++ b/docs/source/tutorials_source/README.txt @@ -0,0 +1,6 @@ +Tutorials +--------- + +1. tutorials/* + Getting Started Tutorials + https://pytorch.org/executorch/tutorials/template_tutorial.html diff --git a/docs/source/tutorials_source/template_tutorial.py b/docs/source/tutorials_source/template_tutorial.py new file mode 100644 index 00000000000..02d7fa89e13 --- /dev/null +++ b/docs/source/tutorials_source/template_tutorial.py @@ -0,0 +1,99 @@ +# -*- coding: utf-8 -*- +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the BSD-style license found in the +# LICENSE file in the root directory of this source tree. + +""" +Template Tutorial +================= + +**Author:** `FirstName LastName `_ + +.. grid:: 2 + + .. grid-item-card:: :octicon:`mortar-board;1em;` What you will learn + + * Item 1 + * Item 2 + * Item 3 + + .. grid-item-card:: :octicon:`list-unordered;1em;` Prerequisites + + * PyTorch v2.0.0 + * GPU ??? + * Other items 3 + +If you have a video, add it here like this: + +.. raw:: html + +
+ +
+ +To test your tutorial locally, you can do one of the following: + +* You can control specific files that generate the results by using + ``GALLERY_PATTERN`` environment variable. The GALLERY_PATTERN variable + respects regular expressions. + For example to run only ``neural_style_transfer_tutorial.py``, + use the following command: + + .. code-block:: sh + + GALLERY_PATTERN="neural_style_transfer_tutorial.py" make html + + or + + .. code-block:: sh + + GALLERY_PATTERN="neural_style_transfer_tutorial.py" sphinx-build . _build + +* Make a copy of this repository and add only your + tutorial to the `beginner_source` directory removing all other tutorials. + Then run ``make html``. + +Verify that all outputs were generated correctly in the created HTML. +""" + +######################################################################### +# Overview +# -------- +# +# Describe Why is this topic important? Add Links to relevant research papers. +# +# This tutorial walks you through the process of.... +# +# Steps +# ----- +# +# Example code (the output below is generated automatically): +# + +import torch + +x = torch.rand(5, 3) +print(x) + +###################################################################### +# (Optional) Additional Exercises +# ------------------------------- +# +# Add additional practice exercises for users to test their knowledge. +# Example: `NLP from Scratch `__. +# + +###################################################################### +# Conclusion +# ---------- +# + +# Summarize the steps and concepts covered. Highlight key takeaways. +# +# Further Reading +# --------------- +# +# * Link1 +# * Link2