Skip to content
This repository was archived by the owner on Jun 3, 2025. It is now read-only.

Commit d1dd4ac

Browse files
markurtzmarkurtz
committed
build for yolov5 model page
1 parent 40570c2 commit d1dd4ac

File tree

1 file changed

+356
-0
lines changed

1 file changed

+356
-0
lines changed

‎main/source/model-pages/cv-detection-yolov5.html

Lines changed: 356 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,356 @@
1+
2+
3+
<!DOCTYPE html>
4+
<html class="writer-html5" lang="en" >
5+
<head>
6+
<meta charset="utf-8" />
7+
8+
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
9+
10+
<title>YOLOv5: Sparsifying to Improve Object Detection Performance &mdash; Neural Magic 0.6.0 documentation</title>
11+
12+
13+
14+
<link rel="stylesheet" href="../../_static/css/theme.css" type="text/css" />
15+
<link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
16+
<link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
17+
<link rel="stylesheet" href="../../_static/css/theme.css" type="text/css" />
18+
<link rel="stylesheet" href="../../_static/copybutton.css" type="text/css" />
19+
<link rel="stylesheet" href="../../_static/css/nm-theme-adjustment.css" type="text/css" />
20+
21+
22+
23+
<link rel="shortcut icon" href="../../_static/favicon.ico"/>
24+
25+
26+
27+
28+
29+
30+
31+
32+
<!--[if lt IE 9]>
33+
<script src="../../_static/js/html5shiv.min.js"></script>
34+
<![endif]-->
35+
36+
37+
<script type="text/javascript" id="documentation_options" data-url_root="../../" src="../../_static/documentation_options.js"></script>
38+
<script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script>
39+
<script src="../../_static/jquery.js"></script>
40+
<script src="../../_static/underscore.js"></script>
41+
<script src="../../_static/doctools.js"></script>
42+
<script src="../../_static/clipboard.min.js"></script>
43+
<script src="../../_static/copybutton.js"></script>
44+
45+
<script type="text/javascript" src="../../_static/js/theme.js"></script>
46+
47+
48+
<link rel="index" title="Index" href="../../genindex.html" />
49+
<link rel="search" title="Search" href="../../search.html" />
50+
<link rel="next" title="YOLOv3: Sparsifying to Improve Object Detection Performance" href="cv-detection-yolov3.html" />
51+
<link rel="prev" title="MobileNetV1: Sparsifying to Improve Image Classification Performance" href="cv-classification-mobilenet.html" />
52+
<script type="text/javascript" src="//script.crazyegg.com/pages/scripts/0092/1055.js" async="async" ></script>
53+
54+
</head>
55+
56+
<body class="wy-body-for-nav">
57+
58+
59+
<div class="wy-grid-for-nav">
60+
61+
<nav data-toggle="wy-nav-shift" class="wy-nav-side">
62+
<div class="wy-side-scroll">
63+
<div class="wy-side-nav-search" >
64+
65+
66+
67+
<a href="../../index.html" class="icon icon-home"> Neural Magic
68+
69+
70+
71+
72+
<img src="../../_static/icon-neuralmagic.png" class="logo" alt="Logo"/>
73+
74+
</a>
75+
76+
77+
78+
79+
<div class="version">
80+
0.6
81+
</div>
82+
83+
84+
85+
86+
<div role="search">
87+
<form id="rtd-search-form" class="wy-form" action="../../search.html" method="get">
88+
<input type="text" name="q" placeholder="Search docs" />
89+
<input type="hidden" name="check_keywords" value="yes" />
90+
<input type="hidden" name="area" value="default" />
91+
</form>
92+
</div>
93+
94+
95+
</div>
96+
97+
98+
<div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation">
99+
100+
101+
102+
103+
104+
105+
<p class="caption"><span class="caption-text">Get Started</span></p>
106+
<ul>
107+
<li class="toctree-l1"><a class="reference internal" href="../getstarted.html">Get Started</a></li>
108+
</ul>
109+
<p class="caption"><span class="caption-text">Sparse Models</span></p>
110+
<ul class="current">
111+
<li class="toctree-l1"><a class="reference internal" href="cv-classification-resnet50.html">ResNet-50</a></li>
112+
<li class="toctree-l1"><a class="reference internal" href="cv-classification-mobilenet.html">MobileNetV1</a></li>
113+
<li class="toctree-l1 current"><a class="current reference internal" href="#">YOLOv5</a><ul>
114+
<li class="toctree-l2"><a class="reference internal" href="#sparse-models">Sparse Models</a></li>
115+
<li class="toctree-l2"><a class="reference internal" href="#sparse-inference">Sparse Inference</a></li>
116+
<li class="toctree-l2"><a class="reference internal" href="#sparse-training">Sparse Training</a></li>
117+
</ul>
118+
</li>
119+
<li class="toctree-l1"><a class="reference internal" href="cv-detection-yolov3.html">YOLOv3</a></li>
120+
<li class="toctree-l1"><a class="reference internal" href="nlp-bert.html">BERT</a></li>
121+
</ul>
122+
<p class="caption"><span class="caption-text">Details</span></p>
123+
<ul>
124+
<li class="toctree-l1"><a class="reference external" href="https://neuralmagic.com/resources/technical-papers">Technical Papers</a></li>
125+
<li class="toctree-l1"><a class="reference internal" href="../faqs.html">FAQs</a></li>
126+
<li class="toctree-l1"><a class="reference internal" href="../glossary.html">Glossary</a></li>
127+
</ul>
128+
<p class="caption"><span class="caption-text">Connect Online</span></p>
129+
<ul>
130+
<li class="toctree-l1"><a class="reference external" href="https://github.com/neuralmagic/docs/issues">Bugs, Feature Requests</a></li>
131+
<li class="toctree-l1"><a class="reference external" href="https://discuss.neuralmagic.com/">Support, General Q&amp;A Forums</a></li>
132+
<li class="toctree-l1"><a class="reference external" href="https://join.slack.com/t/discuss-neuralmagic/shared_invite/zt-q1a1cnvo-YBoICSIw3L1dmQpjBeDurQ/">Deep Sparse Community</a></li>
133+
<li class="toctree-l1"><a class="reference external" href="https://github.com/neuralmagic">Neural Magic GitHub</a></li>
134+
<li class="toctree-l1"><a class="reference external" href="https://docs.neuralmagic.com">Neural Magic Docs</a></li>
135+
</ul>
136+
137+
138+
139+
</div>
140+
141+
</div>
142+
</nav>
143+
144+
<section data-toggle="wy-nav-shift" class="wy-nav-content-wrap">
145+
146+
147+
<nav class="wy-nav-top" aria-label="top navigation">
148+
149+
<i data-toggle="wy-nav-top" class="fa fa-bars"></i>
150+
<a href="../../index.html">Neural Magic</a>
151+
152+
</nav>
153+
154+
155+
<div class="wy-nav-content">
156+
157+
<div class="rst-content">
158+
159+
160+
161+
162+
163+
164+
165+
166+
167+
168+
169+
170+
171+
172+
173+
174+
175+
176+
177+
<div role="navigation" aria-label="breadcrumbs navigation">
178+
179+
<ul class="wy-breadcrumbs">
180+
181+
<li><a href="../../index.html" class="icon icon-home"></a> &raquo;</li>
182+
183+
<li>YOLOv5: Sparsifying to Improve Object Detection Performance</li>
184+
185+
186+
<li class="wy-breadcrumbs-aside">
187+
188+
189+
<a href="../../_sources/source/model-pages/cv-detection-yolov5.md.txt" rel="nofollow"> View page source</a>
190+
191+
192+
</li>
193+
194+
</ul>
195+
196+
197+
<hr/>
198+
</div>
199+
<div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
200+
<div itemprop="articleBody">
201+
202+
<!--
203+
Copyright (c) 2021 - present / Neuralmagic, Inc. All Rights Reserved.
204+
205+
Licensed under the Apache License, Version 2.0 (the "License");
206+
you may not use this file except in compliance with the License.
207+
You may obtain a copy of the License at
208+
209+
http://www.apache.org/licenses/LICENSE-2.0
210+
211+
Unless required by applicable law or agreed to in writing,
212+
software distributed under the License is distributed on an "AS IS" BASIS,
213+
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
214+
See the License for the specific language governing permissions and
215+
limitations under the License.
216+
--><div class="section" id="yolov5-sparsifying-to-improve-object-detection-performance">
217+
<h1>YOLOv5: Sparsifying to Improve Object Detection Performance<a class="headerlink" href="#yolov5-sparsifying-to-improve-object-detection-performance" title="Permalink to this headline"></a></h1>
218+
<p>Neural Magic creates models and recipes that allow anyone to plug in their data and leverage SparseML’s recipe-driven approach on top of Ultralytics’ robust training pipelines for the popular YOLOv5 object detection networks.
219+
Sparsifying involves removing redundant information from neural networks using algorithms such as pruning and quantization, among others.
220+
This sparsification process results in faster inference and smaller file sizes for deployments.</p>
221+
<p>This page walks through the following use cases for trying out the sparsified YOLOv5 models:</p>
222+
<ul class="simple">
223+
<li><p>Compare the differences between the models for both accuracy and inference performance</p></li>
224+
<li><p>Run the models for inference in deployment or applications</p></li>
225+
<li><p>Train the models on new datasets</p></li>
226+
</ul>
227+
<div class="section" id="sparse-models">
228+
<h2>Sparse Models<a class="headerlink" href="#sparse-models" title="Permalink to this headline"></a></h2>
229+
<div style="margin-bottom: 24px; display: flex; flex-direction: column; width: auto;">
230+
<iframe style="width: 100%; max-width: 1024px; height: 256px;" src="https://sparsezoo.neuralmagic.com/widgets/models/model-card/cv%2Fdetection%2Fyolov5-l%2Fpytorch%2Fultralytics%2Fcoco%2Fbase-none" title="SparseZoo YOLOv5l Available Models" frameborder="0" ></iframe>
231+
<div style="margin-top: 8px;">
232+
<i>YOLOv5l card not loading? View card <a href="https://sparsezoo.neuralmagic.com/widgets/models/model-card/cv%2Fdetection%2Fyolov5-l%2Fpytorch%2Fultralytics%2Fcoco%2Fbase-none">here</a>.</i>
233+
</div>
234+
</div><div style="margin-bottom: 24px; display: flex; flex-direction: column; width: auto;">
235+
<iframe style="width: 100%; max-width: 1024px; height: 256px;" src="https://sparsezoo.neuralmagic.com/widgets/models/model-card/cv%2Fdetection%2Fyolov5-s%2Fpytorch%2Fultralytics%2Fcoco%2Fbase-none" title="SparseZoo YOLOv5s Available Models" frameborder="0" ></iframe>
236+
<div style="margin-top: 8px;">
237+
<i>YOLOv5s card not loading? View card <a href="https://sparsezoo.neuralmagic.com/widgets/models/model-card/cv%2Fdetection%2Fyolov5-s%2Fpytorch%2Fultralytics%2Fcoco%2Fbase-none">here</a>.</i>
238+
</div>
239+
</div></div>
240+
<div class="section" id="sparse-inference">
241+
<h2>Sparse Inference<a class="headerlink" href="#sparse-inference" title="Permalink to this headline"></a></h2>
242+
<div style="margin-bottom: 24px; display: flex; flex-direction: row;">
243+
<a href="https://github.com/neuralmagic/deepsparse/tree/main/examples/ultralytics-yolo#benchmarking-example" class="model-page-button" style="display: flex; flex-direction: column; margin-right: 8px; align-items: center; max-width: 196px">
244+
<img src="https://docs.neuralmagic.com/docs/source/model-pages/images/icon-benchmark.png" alt="Benchmark" style="max-width: 160px; width: 100%;" />
245+
<div style="text-align: center;">Benchmark</div>
246+
</a>
247+
<a href="https://github.com/neuralmagic/deepsparse/tree/main/examples/ultralytics-yolo#annotation-example" class="model-page-button" style="display: flex; flex-direction: column; margin-right: 8px; align-items: center; max-width: 196px">
248+
<img src="https://docs.neuralmagic.com/docs/source/model-pages/images/icon-example-application.png" alt="Example Application" style="max-width: 160px; width: 100%;" />
249+
<div style="text-align: center;">Example Application</div>
250+
</a>
251+
<a href="https://github.com/neuralmagic/deepsparse/tree/main/examples/ultralytics-yolo#example-yolo-deepsparse-flask-server" class="model-page-button" style="display: flex; flex-direction: column; margin-right: 8px; align-items: center; max-width: 196px">
252+
<img src="https://docs.neuralmagic.com/docs/source/model-pages/images/icon-example-deployment.png" alt="Example Deployment" style="max-width: 160px; width: 100%;" />
253+
<div style="text-align: center;">Example Deployment</div>
254+
</a>
255+
<a class="model-page-button disable-button" style="display: flex; flex-direction: column; margin-right: 8px; align-items: center; max-width: 196px">
256+
<img src="https://docs.neuralmagic.com/docs/source/model-pages/images/icon-comparison.png" alt="Performance Comparisons" style="max-width: 160px; width: 100%;" />
257+
<div style="text-align: center;">Performance Comparisons</div>
258+
<div class="tooltip">Coming soon!</div>
259+
</a>
260+
</div></div>
261+
<div class="section" id="sparse-training">
262+
<h2>Sparse Training<a class="headerlink" href="#sparse-training" title="Permalink to this headline"></a></h2>
263+
<div style="margin-bottom: 24px; display: flex; flex-direction: row;">
264+
<a href="https://github.com/neuralmagic/sparseml/blob/main/integrations/ultralytics-yolov5/tutorials/yolov5_sparse_transfer_learning.md" class="model-page-button" style="display: flex; flex-direction: column; margin-right: 8px; align-items: center; max-width: 196px">
265+
<img src="https://docs.neuralmagic.com/docs/source/model-pages/images/icon-train-transfer-learn.png" alt="Sparse Transfer Learning" style="max-width: 160px; width: 100%;" />
266+
<div style="text-align: center;">Sparse Transfer Learning</div>
267+
</a>
268+
<a href="https://github.com/neuralmagic/sparseml/blob/main/integrations/ultralytics-yolov5/tutorials/sparsifying_yolov5_using_recipes.md" class="model-page-button" style="display: flex; flex-direction: column; margin-right: 8px; align-items: center; max-width: 196px">
269+
<img src="https://docs.neuralmagic.com/docs/source/model-pages/images/icon-train-apply-recipe.png" alt="Applying a Recipe" style="max-width: 160px; width: 100%;" />
270+
<div style="text-align: center;">Applying a Recipe</div>
271+
</a>
272+
<a class="model-page-button disable-button" style="display: flex; flex-direction: column; margin-right: 8px; align-items: center; max-width: 196px">
273+
<img src="https://docs.neuralmagic.com/docs/source/model-pages/images/icon-train-create-recipe.png" alt="Creating a Recipe" style="max-width: 160px; width: 100%;" />
274+
<div style="text-align: center;">Creating a Recipe</div>
275+
<div class="tooltip">Coming soon!</div>
276+
</a>
277+
<a style="pointer-events: none; margin-right: 8px; width: 100%; max-width: 196px;">
278+
<!-- placeholder for 4 column grid -->
279+
</a>
280+
</div></div>
281+
</div>
282+
283+
284+
</div>
285+
286+
</div>
287+
<footer>
288+
<div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
289+
<a href="cv-detection-yolov3.html" class="btn btn-neutral float-right" title="YOLOv3: Sparsifying to Improve Object Detection Performance" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
290+
<a href="cv-classification-mobilenet.html" class="btn btn-neutral float-left" title="MobileNetV1: Sparsifying to Improve Image Classification Performance" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
291+
</div>
292+
293+
<hr/>
294+
295+
<div role="contentinfo">
296+
<p>
297+
© Copyright 2021 - present / Neuralmagic, Inc. All Rights Reserved / <a href="https://neuralmagic.com/legal">Legal</a>
298+
299+
</p>
300+
</div>
301+
</footer>
302+
</div>
303+
</div>
304+
305+
</section>
306+
307+
</div>
308+
309+
<div class="rst-versions" data-toggle="rst-versions" role="note" aria-label="versions">
310+
<span class="rst-current-version" data-toggle="rst-current-version">
311+
<span class="fa fa-book"> Other Versions</span>
312+
v: main
313+
<span class="fa fa-caret-down"></span>
314+
</span>
315+
<div class="rst-other-versions">
316+
<dl>
317+
<dt>Tags</dt>
318+
<dd><a href="../../../v.0.3.0/index.html">v.0.3.0</a></dd>
319+
<dd><a href="../../../v0.3.1/index.html">v0.3.1</a></dd>
320+
<dd><a href="../../../v0.4.0/index.html">v0.4.0</a></dd>
321+
<dd><a href="../../../v0.5.0/index.html">v0.5.0</a></dd>
322+
<dd><a href="../../../v0.5.1/index.html">v0.5.1</a></dd>
323+
</dl>
324+
<dl>
325+
<dt>Branches</dt>
326+
<dd><a href="cv-detection-yolov5.html">main</a></dd>
327+
</dl>
328+
</div>
329+
</div>
330+
331+
<script type="text/javascript">
332+
jQuery(function () {
333+
SphinxRtdTheme.Navigation.enable(true);
334+
});
335+
</script>
336+
337+
338+
339+
340+
<!-- Theme Analytics -->
341+
<script>
342+
(function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
343+
(i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
344+
m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
345+
})(window,document,'script','https://www.google-analytics.com/analytics.js','ga');
346+
347+
ga('create', 'UA-128364174-1', 'auto');
348+
349+
ga('send', 'pageview');
350+
</script>
351+
352+
353+
354+
355+
</body>
356+
</html>

0 commit comments

Comments
 (0)