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1534 lines
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1534 lines
34 KiB
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CSP-DarkNet
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CSP-ResNet
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CSP-ResNeXt
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DenseNet
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Deep Layer Aggregation
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Dual Path Network (DPN)
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ECA-ResNet
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EfficientNet (Knapsack Pruned)
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EfficientNet
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Ensemble Adversarial Inception ResNet v2
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ESE-VoVNet
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FBNet
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(Gluon) Inception v3
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(Gluon) ResNeXt
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(Gluon) SENet
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(Gluon) SE-ResNeXt
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MnasNet
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PNASNet
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RegNetX
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RegNetY
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Res2Net
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Res2NeXt
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ResNeSt
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ResNet-D
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ResNet
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<a href="models/resnext/" class="md-nav__link">
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ResNeXt
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<a href="models/rexnet/" class="md-nav__link">
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RexNet
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SE-ResNet
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<a href="models/selecsls/" class="md-nav__link">
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SelecSLS
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<a href="models/seresnext/" class="md-nav__link">
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SE-ResNeXt
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</a>
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<a href="models/skresnet/" class="md-nav__link">
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SK-ResNet
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SK-ResNeXt
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SPNASNet
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SSL ResNet
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SSL ResNeXT
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SWSL ResNet
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SWSL ResNeXt
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(Tensorflow) EfficientNet
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(Tensorflow) MixNet
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(Tensorflow) MobileNet v3
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List Model Architectures by Wildcard
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<a href="https://github.com/rwightman/pytorch-image-models/edit/master/docs/index.md" title="Edit this page" class="md-content__button md-icon">
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20.71 7.04c.39-.39.39-1.04 0-1.41l-2.34-2.34c-.37-.39-1.02-.39-1.41 0l-1.84 1.83 3.75 3.75M3 17.25V21h3.75L17.81 9.93l-3.75-3.75L3 17.25Z"/></svg>
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<h1 id="getting-started">Getting Started</h1>
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<h2 id="welcome">Welcome</h2>
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<p>Welcome to the <code>timm</code> documentation, a lean set of docs that covers the basics of <code>timm</code>.</p>
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<p>For a more comprehensive set of docs (currently under development), please visit <a href="http://timm.fast.ai">timmdocs</a> by <a href="https://github.com/amaarora">Aman Arora</a>.</p>
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<h2 id="install">Install</h2>
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<p>The library can be installed with pip:</p>
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<div class="highlight"><pre><span></span><code>pip install timm
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</code></pre></div>
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<p>I update the PyPi (pip) packages when I'm confident there are no significant model regressions from previous releases. If you want to pip install the bleeding edge from GitHub, use:
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<div class="highlight"><pre><span></span><code>pip install git+https://github.com/rwightman/pytorch-image-models.git
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</code></pre></div></p>
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<div class="admonition info">
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<p class="admonition-title">Conda Environment</p>
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<p>All development and testing has been done in Conda Python 3 environments on Linux x86-64 systems, specifically 3.7, 3.8, 3.9, 3.10</p>
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<p>Little to no care has been taken to be Python 2.x friendly and will not support it. If you run into any challenges running on Windows, or other OS, I'm definitely open to looking into those issues so long as it's in a reproducible (read Conda) environment.</p>
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<p>PyTorch versions 1.9, 1.10, 1.11 have been tested with the latest versions of this code.</p>
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<p>I've tried to keep the dependencies minimal, the setup is as per the PyTorch default install instructions for Conda:
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<div class="highlight"><pre><span></span><code>conda create -n torch-env
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conda activate torch-env
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conda install pytorch torchvision cudatoolkit=11.3 -c pytorch
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conda install pyyaml
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</code></pre></div></p>
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</div>
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<h2 id="load-a-pretrained-model">Load a Pretrained Model</h2>
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<p>Pretrained models can be loaded using <code>timm.create_model</code></p>
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<div class="highlight"><pre><span></span><code><span class="kn">import</span> <span class="nn">timm</span>
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<span class="n">m</span> <span class="o">=</span> <span class="n">timm</span><span class="o">.</span><span class="n">create_model</span><span class="p">(</span><span class="s1">'mobilenetv3_large_100'</span><span class="p">,</span> <span class="n">pretrained</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<span class="n">m</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span>
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</code></pre></div>
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<h2 id="list-models-with-pretrained-weights">List Models with Pretrained Weights</h2>
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<div class="highlight"><pre><span></span><code><span class="kn">import</span> <span class="nn">timm</span>
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<span class="kn">from</span> <span class="nn">pprint</span> <span class="kn">import</span> <span class="n">pprint</span>
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<span class="n">model_names</span> <span class="o">=</span> <span class="n">timm</span><span class="o">.</span><span class="n">list_models</span><span class="p">(</span><span class="n">pretrained</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<span class="n">pprint</span><span class="p">(</span><span class="n">model_names</span><span class="p">)</span>
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<span class="o">>>></span> <span class="p">[</span><span class="s1">'adv_inception_v3'</span><span class="p">,</span>
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<span class="s1">'cspdarknet53'</span><span class="p">,</span>
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<span class="s1">'cspresnext50'</span><span class="p">,</span>
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<span class="s1">'densenet121'</span><span class="p">,</span>
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<span class="s1">'densenet161'</span><span class="p">,</span>
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<span class="s1">'densenet169'</span><span class="p">,</span>
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<span class="s1">'densenet201'</span><span class="p">,</span>
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<span class="s1">'densenetblur121d'</span><span class="p">,</span>
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<span class="s1">'dla34'</span><span class="p">,</span>
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<span class="s1">'dla46_c'</span><span class="p">,</span>
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<span class="o">...</span>
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<span class="p">]</span>
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</code></pre></div>
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<h2 id="list-model-architectures-by-wildcard">List Model Architectures by Wildcard</h2>
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<div class="highlight"><pre><span></span><code><span class="kn">import</span> <span class="nn">timm</span>
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<span class="kn">from</span> <span class="nn">pprint</span> <span class="kn">import</span> <span class="n">pprint</span>
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<span class="n">model_names</span> <span class="o">=</span> <span class="n">timm</span><span class="o">.</span><span class="n">list_models</span><span class="p">(</span><span class="s1">'*resne*t*'</span><span class="p">)</span>
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<span class="n">pprint</span><span class="p">(</span><span class="n">model_names</span><span class="p">)</span>
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<span class="o">>>></span> <span class="p">[</span><span class="s1">'cspresnet50'</span><span class="p">,</span>
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<span class="s1">'cspresnet50d'</span><span class="p">,</span>
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<span class="s1">'cspresnet50w'</span><span class="p">,</span>
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<span class="s1">'cspresnext50'</span><span class="p">,</span>
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<span class="o">...</span>
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<span class="p">]</span>
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</code></pre></div>
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