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2022-02-09 07:15:50 +00:00
<EFBFBD><05><>;<00>sphinx.addnodes<65><73>document<6E><74><EFBFBD>)<29><>}<7D>(<28> rawsource<63><65><00><>children<65>]<5D>(<28>docutils.nodes<65><73>target<65><74><EFBFBD>)<29><>}<7D>(h<05>'.. _sphx_glr_getting-started_tutorials:<3A>h]<5D><>
attributes<EFBFBD>}<7D>(<28>ids<64>]<5D><>classes<65>]<5D><>names<65>]<5D><>dupnames<65>]<5D><>backrefs<66>]<5D><>refid<69><64>"sphx-glr-getting-started-tutorials<6C>u<EFBFBD>tagname<6D>h
2022-06-27 00:48:22 +00:00
<EFBFBD>line<6E>K<05>parent<6E>hhh<03>source<63><65>b/tmp/tmp8ybf2ejw/2d6df9b518a8152f777eb79b6b0a84becb706353/docs/getting-started/tutorials/index.rst<73>ubh <09>section<6F><6E><EFBFBD>)<29><>}<7D>(hhh]<5D>(h <09>title<6C><65><EFBFBD>)<29><>}<7D>(h<05> Tutorials<6C>h]<5D>h <09>Text<78><74><EFBFBD><EFBFBD> Tutorials<6C><73><EFBFBD><EFBFBD><EFBFBD>}<7D>(hh,h h*hhh!NhNubah}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D>uhh(h h%hhh!h"hKubh <09> paragraph<70><68><EFBFBD>)<29><>}<7D>(h<05><>Below is a gallery of tutorials for writing various basic operations with Triton. It is recommended that you read through the tutorials in order, starting with the simplest one.<2E>h]<5D>h/<2F><>Below is a gallery of tutorials for writing various basic operations with Triton. It is recommended that you read through the tutorials in order, starting with the simplest one.<2E><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hh>h h<hhh!NhNubah}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D>uhh:h!h"hK
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h h%hhubh <09>raw<61><77><EFBFBD>)<29><>}<7D>(h<05><><div class="sphx-glr-thumbcontainer" tooltip="- The basic programming model of Triton - The triton.jit decorator, which is used to define Tri..."><3E>h]<5D>h/<2F><><div class="sphx-glr-thumbcontainer" tooltip="- The basic programming model of Triton - The triton.jit decorator, which is used to define Tri..."><3E><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hhh hLubah}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D><>format<61><74>html<6D><6C> xml:space<63><65>preserve<76>uhhJh!h"hK h h%hhubh<00>only<6C><79><EFBFBD>)<29><>}<7D>(hhh]<5D>h <09>figure<72><65><EFBFBD>)<29><>}<7D>(hhh]<5D>(h <09>image<67><65><EFBFBD>)<29><>}<7D>(h<05><>.. figure:: /getting-started/tutorials/images/thumb/sphx_glr_01-vector-add_thumb.png
:alt: Vector Addition
:ref:`sphx_glr_getting-started_tutorials_01-vector-add.py`<60>h]<5D>h}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D><>alt<6C><74>Vector Addition<6F><6E>uri<72><69>Ggetting-started/tutorials/images/thumb/sphx_glr_01-vector-add_thumb.png<6E><67>
candidates<EFBFBD>}<7D><>*<2A>hwsuhhhh heh!h"hKubh <09>caption<6F><6E><EFBFBD>)<29><>}<7D>(h<05>::ref:`sphx_glr_getting-started_tutorials_01-vector-add.py`<60>h]<5D>h<00> pending_xref<65><66><EFBFBD>)<29><>}<7D>(hhh]<5D>h <09>inline<6E><65><EFBFBD>)<29><>}<7D>(hhh]<5D>h/<2F>3sphx_glr_getting-started_tutorials_01-vector-add.py<70><79><EFBFBD><EFBFBD><EFBFBD>}<7D>(hhh h<>ubah}<7D>(h]<5D>h]<5D>(<28>xref<65><66>std<74><64>std-ref<65>eh]<5D>h]<5D>h]<5D>uhh<>h h<>ubah}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D><>refdoc<6F><63>getting-started/tutorials/index<65><78> refdomain<69>h<EFBFBD><68>reftype<70><65>ref<65><66> refexplicit<69><74><EFBFBD>refwarn<72><6E><EFBFBD> reftarget<65><74>3sphx_glr_getting-started_tutorials_01-vector-add.py<70>uhh<>h!h"hKh h}ubah}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D>uhh{h!h"hKh heubeh}<7D>(h]<5D><>id1<64>ah]<5D>h]<5D>h]<5D>h]<5D>uhhchKh h`hhh!h"ubah}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D><>expr<70><72>html<6D>uhh^hhh!h"hKh h%ubhK)<29><>}<7D>(h<05></div><3E>h]<5D>h/<2F></div><3E><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hhh h<>ubah}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D><>format<61><74>html<6D>h\h]uhhJh!h"hKh h%hhubh <09>compound<6E><64><EFBFBD>)<29><>}<7D>(hhh]<5D>h<00>toctree<65><65><EFBFBD>)<29><>}<7D>(hhh]<5D>h}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D>h h<><68>entries<65>]<5D>N<EFBFBD>'getting-started/tutorials/01-vector-add<64><64><EFBFBD>a<EFBFBD> includefiles<65>]<5D>h<EFBFBD>a<EFBFBD>maxdepth<74>J<EFBFBD><4A><EFBFBD><EFBFBD>h{N<>glob<6F><62><EFBFBD>hidden<65><6E><EFBFBD> includehidden<65><6E><EFBFBD>numbered<65>K<00>
titlesonly<EFBFBD><EFBFBD><EFBFBD>
rawentries<EFBFBD>]<5D>uhh<>h!h"hKh h<>ubah}<7D>(h]<5D>h]<5D><>toctree-wrapper<65>ah]<5D>h]<5D>h]<5D>uhh<>h h%hhh!h"hNubhK)<29><>}<7D>(h<05><><div class="sphx-glr-thumbcontainer" tooltip="- The benefits of kernel fusion for bandwidth-bound operations. - Reduction operators in Triton..."><3E>h]<5D>h/<2F><><div class="sphx-glr-thumbcontainer" tooltip="- The benefits of kernel fusion for bandwidth-bound operations. - Reduction operators in Triton..."><3E><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hhh h<>ubah}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D><>format<61><74>html<6D>h\h]uhhJh!h"hK"h h%hhubh_)<29><>}<7D>(hhh]<5D>hd)<29><>}<7D>(hhh]<5D>(hi)<29><>}<7D>(h<05><>.. figure:: /getting-started/tutorials/images/thumb/sphx_glr_02-fused-softmax_thumb.png
:alt: Fused Softmax
:ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py`<60>h]<5D>h}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D><>alt<6C><74> Fused Softmax<61><78>uri<72><69>Jgetting-started/tutorials/images/thumb/sphx_glr_02-fused-softmax_thumb.png<6E>hx}<7D>hzjsuhhhh jh!h"hK+ubh|)<29><>}<7D>(h<05>=:ref:`sphx_glr_getting-started_tutorials_02-fused-softmax.py`<60>h]<5D>h<EFBFBD>)<29><>}<7D>(hjh]<5D>h<EFBFBD>)<29><>}<7D>(hjh]<5D>h/<2F>6sphx_glr_getting-started_tutorials_02-fused-softmax.py<70><79><EFBFBD><EFBFBD><EFBFBD>}<7D>(hhh jubah}<7D>(h]<5D>h]<5D>(h<><68>std<74><64>std-ref<65>eh]<5D>h]<5D>h]<5D>uhh<>h jubah}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D><>refdoc<6F>h<EFBFBD><68> refdomain<69>j'<00>reftype<70><65>ref<65><66> refexplicit<69><74><EFBFBD>refwarn<72><6E>h<EFBFBD><68>6sphx_glr_getting-started_tutorials_02-fused-softmax.py<70>uhh<>h!h"hK+h jubah}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D>uhh{h!h"hK+h jubeh}<7D>(h]<5D><>id2<64>ah]<5D>h]<5D>h]<5D>h]<5D>uhhchK+h jhhh!h"ubah}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D>h<EFBFBD><68>html<6D>uhh^hhh!h"hK&h h%ubhK)<29><>}<7D>(h<05></div><3E>h]<5D>h/<2F></div><3E><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hhh jMubah}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D><>format<61><74>html<6D>h\h]uhhJh!h"hK-h h%hhubh<62>)<29><>}<7D>(hhh]<5D>h<EFBFBD>)<29><>}<7D>(hhh]<5D>h}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D>h h<>h<EFBFBD>]<5D>N<EFBFBD>*getting-started/tutorials/02-fused-softmax<61><78><EFBFBD>ah<61>]<5D>jjah<61>J<EFBFBD><4A><EFBFBD><EFBFBD>h{Nh<4E><68>h<EFBFBD><68>h<EFBFBD><68>h<EFBFBD>Kh<><68>h<EFBFBD>]<5D>uhh<>h!h"hK2h j]ubah}<7D>(h]<5D>h]<5D>h<EFBFBD>ah]<5D>h]<5D>h]<5D>uhh<>h h%hhh!h"hNubhK)<29><>}<7D>(h<05><><div class="sphx-glr-thumbcontainer" tooltip="- Block-level matrix multiplications - Multi-dimensional pointer arithmetic - Program re-orderi..."><3E>h]<5D>h/<2F><><div class="sphx-glr-thumbcontainer" tooltip="- Block-level matrix multiplications - Multi-dimensional pointer arithmetic - Program re-orderi..."><3E><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hhh jtubah}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D><>format<61><74>html<6D>h\h]uhhJh!h"hK7h h%hhubh_)<29><>}<7D>(hhh]<5D>hd)<29><>}<7D>(hhh]<5D>(hi)<29><>}<7D>(h<05><>.. figure:: /getting-started/tutorials/images/thumb/sphx_glr_03-matrix-multiplication_thumb.png
:alt: Matrix Multiplication
:ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py`<60>h]<5D>h}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D><>alt<6C><74>Matrix Multiplication<6F><6E>uri<72><69>Rgetting-started/tutorials/images/thumb/sphx_glr_03-matrix-multiplication_thumb.png<6E>hx}<7D>hzj<7A>suhhhh j<>h!h"hK@ubh|)<29><>}<7D>(h<05>E:ref:`sphx_glr_getting-started_tutorials_03-matrix-multiplication.py`<60>h]<5D>h<EFBFBD>)<29><>}<7D>(hj<>h]<5D>h<EFBFBD>)<29><>}<7D>(hj<>h]<5D>h/<2F>>sphx_glr_getting-started_tutorials_03-matrix-multiplication.py<70><79><EFBFBD><EFBFBD><EFBFBD>}<7D>(hhh j<>ubah}<7D>(h]<5D>h]<5D>(h<><68>std<74><64>std-ref<65>eh]<5D>h]<5D>h]<5D>uhh<>h j<>ubah}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D><>refdoc<6F>h<EFBFBD><68> refdomain<69>j<EFBFBD><00>reftype<70><65>ref<65><66> refexplicit<69><74><EFBFBD>refwarn<72><6E>h<EFBFBD><68>>sphx_glr_getting-started_tutorials_03-matrix-multiplication.py<70>uhh<>h!h"hK@h j<>ubah}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D>uhh{h!h"hK@h j<>ubeh}<7D>(h]<5D><>id3<64>ah]<5D>h]<5D>h]<5D>h]<5D>uhhchK@h j<>hhh!h"ubah}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D>h<EFBFBD><68>html<6D>uhh^hhh!h"hK;h h%ubhK)<29><>}<7D>(h<05></div><3E>h]<5D>h/<2F></div><3E><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hhh j<>ubah}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D><>format<61><74>html<6D>h\h]uhhJh!h"hKBh h%hhubh<62>)<29><>}<7D>(hhh]<5D>h<EFBFBD>)<29><>}<7D>(hhh]<5D>h}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D>h h<>h<EFBFBD>]<5D>N<EFBFBD>2getting-started/tutorials/03-matrix-multiplication<6F><6E><EFBFBD>ah<61>]<5D>j<EFBFBD>ah<61>J<EFBFBD><4A><EFBFBD><EFBFBD>h{Nh<4E><68>h<EFBFBD><68>h<EFBFBD><68>h<EFBFBD>Kh<><68>h<EFBFBD>]<5D>uhh<>h!h"hKGh j<>ubah}<7D>(h]<5D>h]<5D>h<EFBFBD>ah]<5D>h]<5D>h]<5D>uhh<>h h%hhh!h"hNubhK)<29><>}<7D>(h<05><><div class="sphx-glr-thumbcontainer" tooltip="In this tutorial, you will write a memory-efficient implementation of dropout whose state will ..."><3E>h]<5D>h/<2F><><div class="sphx-glr-thumbcontainer" tooltip="In this tutorial, you will write a memory-efficient implementation of dropout whose state will ..."><3E><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hhh j<>ubah}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D><>format<61><74>html<6D>h\h]uhhJh!h"hKLh h%hhubh_)<29><>}<7D>(hhh]<5D>hd)<29><>}<7D>(hhh]<5D>(hi)<29><>}<7D>(h<05><>.. figure:: /getting-started/tutorials/images/thumb/sphx_glr_04-low-memory-dropout_thumb.png
:alt: Low-Memory Dropout
:ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py`<60>h]<5D>h}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D><>alt<6C><74>Low-Memory Dropout<75><74>uri<72><69>Ogetting-started/tutorials/images/thumb/sphx_glr_04-low-memory-dropout_thumb.png<6E>hx}<7D>hzjsuhhhh j
h!h"hKUubh|)<29><>}<7D>(h<05>B:ref:`sphx_glr_getting-started_tutorials_04-low-memory-dropout.py`<60>h]<5D>h<EFBFBD>)<29><>}<7D>(hjh]<5D>h<EFBFBD>)<29><>}<7D>(hjh]<5D>h/<2F>;sphx_glr_getting-started_tutorials_04-low-memory-dropout.py<70><79><EFBFBD><EFBFBD><EFBFBD>}<7D>(hhh j#ubah}<7D>(h]<5D>h]<5D>(h<><68>std<74><64>std-ref<65>eh]<5D>h]<5D>h]<5D>uhh<>h j ubah}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D><>refdoc<6F>h<EFBFBD><68> refdomain<69>j-<00>reftype<70><65>ref<65><66> refexplicit<69><74><EFBFBD>refwarn<72><6E>h<EFBFBD><68>;sphx_glr_getting-started_tutorials_04-low-memory-dropout.py<70>uhh<>h!h"hKUh jubah}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D>uhh{h!h"hKUh j
ubeh}<7D>(h]<5D><>id4<64>ah]<5D>h]<5D>h]<5D>h]<5D>uhhchKUh jhhh!h"ubah}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D>h<EFBFBD><68>html<6D>uhh^hhh!h"hKPh h%ubhK)<29><>}<7D>(h<05></div><3E>h]<5D>h/<2F></div><3E><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hhh jSubah}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D><>format<61><74>html<6D>h\h]uhhJh!h"hKWh h%hhubh<62>)<29><>}<7D>(hhh]<5D>h<EFBFBD>)<29><>}<7D>(hhh]<5D>h}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D>h h<>h<EFBFBD>]<5D>N<EFBFBD>/getting-started/tutorials/04-low-memory-dropout<75><74><EFBFBD>ah<61>]<5D>jpah<61>J<EFBFBD><4A><EFBFBD><EFBFBD>h{Nh<4E><68>h<EFBFBD><68>h<EFBFBD><68>h<EFBFBD>Kh<><68>h<EFBFBD>]<5D>uhh<>h!h"hK\h jcubah}<7D>(h]<5D>h]<5D>h<EFBFBD>ah]<5D>h]<5D>h]<5D>uhh<>h h%hhh!h"hNubhK)<29><>}<7D>(h<05>C<div class="sphx-glr-thumbcontainer" tooltip="Layer Normalization"><3E>h]<5D>h/<2F>C<div class="sphx-glr-thumbcontainer" tooltip="Layer Normalization"><3E><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hhh jzubah}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D><>format<61><74>html<6D>h\h]uhhJh!h"hKah h%hhubh_)<29><>}<7D>(hhh]<5D>hd)<29><>}<7D>(hhh]<5D>(hi)<29><>}<7D>(h<05><>.. figure:: /getting-started/tutorials/images/thumb/sphx_glr_05-layer-norm_thumb.png
:alt: Layer Normalization
:ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py`<60>h]<5D>h}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D><>alt<6C><74>Layer Normalization<6F><6E>uri<72><69>Ggetting-started/tutorials/images/thumb/sphx_glr_05-layer-norm_thumb.png<6E>hx}<7D>hzj<7A>suhhhh j<>h!h"hKjubh|)<29><>}<7D>(h<05>::ref:`sphx_glr_getting-started_tutorials_05-layer-norm.py`<60>h]<5D>h<EFBFBD>)<29><>}<7D>(hj<>h]<5D>h<EFBFBD>)<29><>}<7D>(hj<>h]<5D>h/<2F>3sphx_glr_getting-started_tutorials_05-layer-norm.py<70><79><EFBFBD><EFBFBD><EFBFBD>}<7D>(hhh j<>ubah}<7D>(h]<5D>h]<5D>(h<><68>std<74><64>std-ref<65>eh]<5D>h]<5D>h]<5D>uhh<>h j<>ubah}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D><>refdoc<6F>h<EFBFBD><68> refdomain<69>j<EFBFBD><00>reftype<70><65>ref<65><66> refexplicit<69><74><EFBFBD>refwarn<72><6E>h<EFBFBD><68>3sphx_glr_getting-started_tutorials_05-layer-norm.py<70>uhh<>h!h"hKjh j<>ubah}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D>uhh{h!h"hKjh j<>ubeh}<7D>(h]<5D><>id5<64>ah]<5D>h]<5D>h]<5D>h]<5D>uhhchKjh j<>hhh!h"ubah}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D>h<EFBFBD><68>html<6D>uhh^hhh!h"hKeh h%ubhK)<29><>}<7D>(h<05></div><3E>h]<5D>h/<2F></div><3E><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hhh j<>ubah}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D><>format<61><74>html<6D>h\h]uhhJh!h"hKlh h%hhubh<62>)<29><>}<7D>(hhh]<5D>h<EFBFBD>)<29><>}<7D>(hhh]<5D>h}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D>h h<>h<EFBFBD>]<5D>N<EFBFBD>'getting-started/tutorials/05-layer-norm<72><6D><EFBFBD>ah<61>]<5D>j<EFBFBD>ah<61>J<EFBFBD><4A><EFBFBD><EFBFBD>h{Nh<4E><68>h<EFBFBD><68>h<EFBFBD><68>h<EFBFBD>Kh<><68>h<EFBFBD>]<5D>uhh<>h!h"hKqh j<>ubah}<7D>(h]<5D>h]<5D>h<EFBFBD>ah]<5D>h]<5D>h]<5D>uhh<>h h%hhh!h"hNubhK)<29><>}<7D>(h<05>"<div class="sphx-glr-clear"></div><3E>h]<5D>h/<2F>"<div class="sphx-glr-clear"></div><3E><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hhh j<>ubah}<7D>(h]<5D>h]<5D>h]<5D>h]<5D>h]<5D><>format<61><74>html<6D>h\h]uhhJh!h"hKuh h%hhubh_)<29><>}<7D>(hhh]<5D>h <09> container<65><72><EFBFBD>)<29><>}<7D>(hX~.. container:: sphx-glr-download sphx-glr-download-python
:download:`Download all examples in Python source code: tutorials_python.zip </getting-started/tutorials/tutorials_python.zip>`
.. container:: sphx-glr-download sphx-glr-download-jupyter
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