-
Notifications
You must be signed in to change notification settings - Fork 3
/
Copy pathindex.html
242 lines (208 loc) · 13 KB
/
index.html
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
<meta http-equiv="x-ua-compatible" content="ie=edge">
<title>2. Tensor Program Abstraction — Machine Learing Compiler 0.0.1 documentation</title>
<link rel="stylesheet" href="../_static/material-design-lite-1.3.0/material.blue-deep_orange.min.css" type="text/css" />
<link rel="stylesheet" href="../_static/sphinx_materialdesign_theme.css" type="text/css" />
<link rel="stylesheet" href="../_static/fontawesome/all.css" type="text/css" />
<link rel="stylesheet" href="../_static/fonts.css" type="text/css" />
<link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
<link rel="stylesheet" type="text/css" href="../_static/basic.css" />
<link rel="stylesheet" type="text/css" href="../_static/d2l.css" />
<script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
<script src="../_static/jquery.js"></script>
<script src="../_static/underscore.js"></script>
<script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
<script src="../_static/doctools.js"></script>
<script src="../_static/sphinx_highlight.js"></script>
<script src="../_static/d2l.js"></script>
<link rel="shortcut icon" href="../_static/mlc-favicon.ico"/>
<link rel="index" title="Index" href="../genindex.html" />
<link rel="search" title="Search" href="../search.html" />
<link rel="next" title="2.1. Primitive Tensor Function" href="tensor_program.html" />
<link rel="prev" title="1. Introduction" href="../chapter_introduction/index.html" />
</head>
<body>
<div class="mdl-layout mdl-js-layout mdl-layout--fixed-header mdl-layout--fixed-drawer"><header class="mdl-layout__header mdl-layout__header--waterfall ">
<div class="mdl-layout__header-row">
<nav class="mdl-navigation breadcrumb">
<a class="mdl-navigation__link is-active"><span class="section-number">2. </span>Tensor Program Abstraction</a>
</nav>
<div class="mdl-layout-spacer"></div>
<nav class="mdl-navigation">
<form class="form-inline pull-sm-right" action="../search.html" method="get">
<div class="mdl-textfield mdl-js-textfield mdl-textfield--expandable mdl-textfield--floating-label mdl-textfield--align-right">
<label id="quick-search-icon" class="mdl-button mdl-js-button mdl-button--icon" for="waterfall-exp">
<i class="material-icons">search</i>
</label>
<div class="mdl-textfield__expandable-holder">
<input class="mdl-textfield__input" type="text" name="q" id="waterfall-exp" placeholder="Search" />
<input type="hidden" name="check_keywords" value="yes" />
<input type="hidden" name="area" value="default" />
</div>
</div>
<div class="mdl-tooltip" data-mdl-for="quick-search-icon">
Quick search
</div>
</form>
<a id="button-show-source"
class="mdl-button mdl-js-button mdl-button--icon"
href="../_sources/chapter_tensor_program/index.rst.txt" rel="nofollow">
<i class="material-icons">code</i>
</a>
<div class="mdl-tooltip" data-mdl-for="button-show-source">
Show Source
</div>
</nav>
</div>
<div class="mdl-layout__header-row header-links">
<div class="mdl-layout-spacer"></div>
<nav class="mdl-navigation">
<a class="mdl-navigation__link" href="https://mlc.ai/summer22">
<i class="fas fa-user-graduate"></i>
Course
</a>
<a class="mdl-navigation__link" href="https://github.com/mlc-ai/mlc-en">
<i class="fab fa-github"></i>
GitHub
</a>
<a class="mdl-navigation__link" href="https://mlc.ai/zh">
<i class="fas fa-external-link-alt"></i>
中文版
</a>
</nav>
</div>
</header><header class="mdl-layout__drawer">
<!-- Title -->
<span class="mdl-layout-title">
<a class="title" href="../index.html">
<img class="logo" src="../_static/mlc-logo-with-text-landscape.svg" alt="Machine Learing Compiler"/>
</a>
</span>
<div class="globaltoc">
<span class="mdl-layout-title toc">Table Of Contents</span>
<nav class="mdl-navigation">
<ul class="current">
<li class="toctree-l1"><a class="reference internal" href="../chapter_introduction/index.html">1. Introduction</a></li>
<li class="toctree-l1 current"><a class="current reference internal" href="#">2. Tensor Program Abstraction</a><ul>
<li class="toctree-l2"><a class="reference internal" href="tensor_program.html">2.1. Primitive Tensor Function</a></li>
<li class="toctree-l2"><a class="reference internal" href="tensor_program.html#tensor-program-abstraction">2.2. Tensor Program Abstraction</a></li>
<li class="toctree-l2"><a class="reference internal" href="tensor_program.html#summary">2.3. Summary</a></li>
<li class="toctree-l2"><a class="reference internal" href="case_study.html">2.4. TensorIR: Tensor Program Abstraction Case Study</a></li>
<li class="toctree-l2"><a class="reference internal" href="tensorir_exercises.html">2.5. Exercises for TensorIR</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="../chapter_end_to_end/index.html">3. End to End Model Execution</a></li>
<li class="toctree-l1"><a class="reference internal" href="../chapter_auto_program_optimization/index.html">4. Automatic Program Optimization</a></li>
<li class="toctree-l1"><a class="reference internal" href="../chapter_integration/index.html">5. Integration with Machine Learning Frameworks</a></li>
<li class="toctree-l1"><a class="reference internal" href="../chapter_gpu_acceleration/index.html">6. GPU and Hardware Acceleration</a><ul>
<li class="toctree-l2"><a class="reference internal" href="../chapter_gpu_acceleration/part1.html">6.1. Part 1</a></li>
<li class="toctree-l2"><a class="reference internal" href="../chapter_gpu_acceleration/part2.html">6.2. Part 2</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="../chapter_graph_optimization/index.html">7. Computational Graph Optimization</a></li>
</ul>
</nav>
</div>
</header>
<main class="mdl-layout__content" tabIndex="0">
<script type="text/javascript" src="../_static/sphinx_materialdesign_theme.js "></script>
<header class="mdl-layout__drawer">
<!-- Title -->
<span class="mdl-layout-title">
<a class="title" href="../index.html">
<img class="logo" src="../_static/mlc-logo-with-text-landscape.svg" alt="Machine Learing Compiler"/>
</a>
</span>
<div class="globaltoc">
<span class="mdl-layout-title toc">Table Of Contents</span>
<nav class="mdl-navigation">
<ul class="current">
<li class="toctree-l1"><a class="reference internal" href="../chapter_introduction/index.html">1. Introduction</a></li>
<li class="toctree-l1 current"><a class="current reference internal" href="#">2. Tensor Program Abstraction</a><ul>
<li class="toctree-l2"><a class="reference internal" href="tensor_program.html">2.1. Primitive Tensor Function</a></li>
<li class="toctree-l2"><a class="reference internal" href="tensor_program.html#tensor-program-abstraction">2.2. Tensor Program Abstraction</a></li>
<li class="toctree-l2"><a class="reference internal" href="tensor_program.html#summary">2.3. Summary</a></li>
<li class="toctree-l2"><a class="reference internal" href="case_study.html">2.4. TensorIR: Tensor Program Abstraction Case Study</a></li>
<li class="toctree-l2"><a class="reference internal" href="tensorir_exercises.html">2.5. Exercises for TensorIR</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="../chapter_end_to_end/index.html">3. End to End Model Execution</a></li>
<li class="toctree-l1"><a class="reference internal" href="../chapter_auto_program_optimization/index.html">4. Automatic Program Optimization</a></li>
<li class="toctree-l1"><a class="reference internal" href="../chapter_integration/index.html">5. Integration with Machine Learning Frameworks</a></li>
<li class="toctree-l1"><a class="reference internal" href="../chapter_gpu_acceleration/index.html">6. GPU and Hardware Acceleration</a><ul>
<li class="toctree-l2"><a class="reference internal" href="../chapter_gpu_acceleration/part1.html">6.1. Part 1</a></li>
<li class="toctree-l2"><a class="reference internal" href="../chapter_gpu_acceleration/part2.html">6.2. Part 2</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="../chapter_graph_optimization/index.html">7. Computational Graph Optimization</a></li>
</ul>
</nav>
</div>
</header>
<div class="document">
<div class="page-content" role="main">
<div class="section" id="tensor-program-abstraction">
<span id="chap-tensor-program"></span><h1><span class="section-number">2. </span>Tensor Program Abstraction<a class="headerlink" href="#tensor-program-abstraction" title="Permalink to this heading">¶</a></h1>
<p>In this chapter, we will discuss the abstractions for a single “unit”
step of computation and possible MLC transformations in these
abstractions.</p>
<div class="toctree-wrapper compound">
<ul>
<li class="toctree-l1"><a class="reference internal" href="tensor_program.html">2.1. Primitive Tensor Function</a></li>
<li class="toctree-l1"><a class="reference internal" href="tensor_program.html#tensor-program-abstraction">2.2. Tensor Program Abstraction</a><ul>
<li class="toctree-l2"><a class="reference internal" href="tensor_program.html#extra-structure-in-tensor-program-abstraction">2.2.1. Extra Structure in Tensor Program Abstraction</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="tensor_program.html#summary">2.3. Summary</a></li>
<li class="toctree-l1"><a class="reference internal" href="case_study.html">2.4. TensorIR: Tensor Program Abstraction Case Study</a><ul>
<li class="toctree-l2"><a class="reference internal" href="case_study.html#install-packages">2.4.1. Install Packages</a></li>
<li class="toctree-l2"><a class="reference internal" href="case_study.html#prelude">2.4.2. Prelude</a></li>
<li class="toctree-l2"><a class="reference internal" href="case_study.html#learning-one-tensor-program-abstraction-tensorir">2.4.3. Learning one Tensor Program Abstraction – TensorIR</a></li>
<li class="toctree-l2"><a class="reference internal" href="case_study.html#transformation">2.4.4. Transformation</a></li>
<li class="toctree-l2"><a class="reference internal" href="case_study.html#build-and-run">2.4.5. Build and Run</a></li>
<li class="toctree-l2"><a class="reference internal" href="case_study.html#ways-to-create-and-interact-with-tensorir">2.4.6. Ways to Create and Interact with TensorIR</a></li>
<li class="toctree-l2"><a class="reference internal" href="case_study.html#tensorir-functions-as-results-of-transformations">2.4.7. TensorIR Functions as Results of Transformations</a></li>
<li class="toctree-l2"><a class="reference internal" href="case_study.html#discussions">2.4.8. Discussions</a></li>
<li class="toctree-l2"><a class="reference internal" href="case_study.html#summary">2.4.9. Summary</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="tensorir_exercises.html">2.5. Exercises for TensorIR</a><ul>
<li class="toctree-l2"><a class="reference internal" href="tensorir_exercises.html#section-1-how-to-write-tensorir">2.5.1. Section 1: How to Write TensorIR</a></li>
<li class="toctree-l2"><a class="reference internal" href="tensorir_exercises.html#section-2-how-to-transform-tensorir">2.5.2. Section 2: How to Transform TensorIR</a></li>
</ul>
</li>
</ul>
</div>
</div>
</div>
<div class="side-doc-outline">
<div class="side-doc-outline--content">
</div>
</div>
<div class="clearer"></div>
</div><div class="pagenation">
<a id="button-prev" href="../chapter_introduction/index.html" class="mdl-button mdl-js-button mdl-js-ripple-effect mdl-button--colored" role="botton" accesskey="P">
<i class="pagenation-arrow-L fas fa-arrow-left fa-lg"></i>
<div class="pagenation-text">
<span class="pagenation-direction">Previous</span>
<div>1. Introduction</div>
</div>
</a>
<a id="button-next" href="tensor_program.html" class="mdl-button mdl-js-button mdl-js-ripple-effect mdl-button--colored" role="botton" accesskey="N">
<i class="pagenation-arrow-R fas fa-arrow-right fa-lg"></i>
<div class="pagenation-text">
<span class="pagenation-direction">Next</span>
<div>2.1. Primitive Tensor Function</div>
</div>
</a>
</div>
</main>
</div>
</body>
</html>