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<title>G</title>
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<g id="clust1" class="cluster"><title>cluster_prep</title>
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<g id="clust2" class="cluster"><title>cluster_layer1</title>
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<g id="clust3" class="cluster"><title>cluster_layer1_residual</title>
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<g id="clust4" class="cluster"><title>cluster_layer1_residual_res1</title>
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<g id="clust5" class="cluster"><title>cluster_layer1_residual_res2</title>
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<g id="clust6" class="cluster"><title>cluster_layer2</title>
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<g id="clust7" class="cluster"><title>cluster_layer3</title>
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<g id="clust8" class="cluster"><title>cluster_layer3_residual</title>
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<g id="clust9" class="cluster"><title>cluster_layer3_residual_res1</title>
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<g id="clust10" class="cluster"><title>cluster_layer3_residual_res2</title>
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<g id="clust11" class="cluster"><title>cluster_classifier</title>
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<!-- prep_whiten -->
<g id="node1" class="node"><title>prep_whiten</title>
<g id="a_node1"><a xlink:title="&lt;function identity at 0x7f414a26c6a8&gt; {'value': Conv2d(3, 27, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)}">
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<text text-anchor="middle" x="117" y="-70.3" font-family="Times,serif" font-size="14.00">whiten</text>
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<!-- prep_conv -->
<g id="node2" class="node"><title>prep_conv</title>
<g id="a_node2"><a xlink:title="&lt;class 'torch.nn.modules.conv.Conv2d'&gt; {'in_channels': 27, 'out_channels': 64, 'kernel_size': (1, 1), 'bias': False}">
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<text text-anchor="middle" x="207" y="-70.3" font-family="Times,serif" font-size="14.00">conv</text>
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<!-- prep_whiten&#45;&gt;prep_conv -->
<g id="edge2" class="edge"><title>prep_whiten-&gt;prep_conv</title>
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<!-- prep_norm -->
<g id="node3" class="node"><title>prep_norm</title>
<g id="a_node3"><a xlink:title="functools.partial(&lt;class '__main__.GhostBatchNorm'&gt;, num_splits=16, weight=False) {'num_features': 64}">
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<text text-anchor="middle" x="297" y="-70.3" font-family="Times,serif" font-size="14.00">norm</text>
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<!-- prep_conv&#45;&gt;prep_norm -->
<g id="edge3" class="edge"><title>prep_conv-&gt;prep_norm</title>
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<!-- prep_act -->
<g id="node4" class="node"><title>prep_act</title>
<g id="a_node4"><a xlink:title="functools.partial(&lt;class 'torch.nn.modules.activation.CELU'&gt;, 0.3) {}">
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<text text-anchor="middle" x="387" y="-70.3" font-family="Times,serif" font-size="14.00">act</text>
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<!-- prep_norm&#45;&gt;prep_act -->
<g id="edge4" class="edge"><title>prep_norm-&gt;prep_act</title>
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<!-- layer1_conv -->
<g id="node5" class="node"><title>layer1_conv</title>
<g id="a_node5"><a xlink:title="&lt;class 'torch.nn.modules.conv.Conv2d'&gt; {'in_channels': 64, 'out_channels': 128, 'kernel_size': (3, 3), 'stride': (1, 1), 'padding': (1, 1), 'bias': False}">
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<!-- prep_act&#45;&gt;layer1_conv -->
<g id="edge5" class="edge"><title>prep_act-&gt;layer1_conv</title>
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<!-- layer1_pool -->
<g id="node6" class="node"><title>layer1_pool</title>
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<text text-anchor="middle" x="567" y="-70.3" font-family="Times,serif" font-size="14.00">pool</text>
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<!-- layer1_conv&#45;&gt;layer1_pool -->
<g id="edge6" class="edge"><title>layer1_conv-&gt;layer1_pool</title>
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<!-- layer1_norm -->
<g id="node7" class="node"><title>layer1_norm</title>
<g id="a_node7"><a xlink:title="functools.partial(&lt;class '__main__.GhostBatchNorm'&gt;, num_splits=16, weight=False) {'num_features': 128}">
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<text text-anchor="middle" x="657" y="-70.3" font-family="Times,serif" font-size="14.00">norm</text>
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<!-- layer1_pool&#45;&gt;layer1_norm -->
<g id="edge7" class="edge"><title>layer1_pool-&gt;layer1_norm</title>
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<!-- layer1_act -->
<g id="node8" class="node"><title>layer1_act</title>
<g id="a_node8"><a xlink:title="functools.partial(&lt;class 'torch.nn.modules.activation.CELU'&gt;, 0.3) {}">
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<text text-anchor="middle" x="747" y="-70.3" font-family="Times,serif" font-size="14.00">act</text>
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<!-- layer1_norm&#45;&gt;layer1_act -->
<g id="edge8" class="edge"><title>layer1_norm-&gt;layer1_act</title>
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<!-- layer1_residual_in -->
<g id="node9" class="node"><title>layer1_residual_in</title>
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<text text-anchor="middle" x="837" y="-70.3" font-family="Times,serif" font-size="14.00">in</text>
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<!-- layer1_act&#45;&gt;layer1_residual_in -->
<g id="edge9" class="edge"><title>layer1_act-&gt;layer1_residual_in</title>
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<!-- layer1_residual_res1_conv -->
<g id="node10" class="node"><title>layer1_residual_res1_conv</title>
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<!-- layer1_residual_in&#45;&gt;layer1_residual_res1_conv -->
<g id="edge10" class="edge"><title>layer1_residual_in-&gt;layer1_residual_res1_conv</title>
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<!-- layer1_residual_add -->
<g id="node17" class="node"><title>layer1_residual_add</title>
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<!-- layer1_residual_in&#45;&gt;layer1_residual_add -->
<g id="edge17" class="edge"><title>layer1_residual_in-&gt;layer1_residual_add</title>
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<!-- layer1_residual_res1_norm -->
<g id="node11" class="node"><title>layer1_residual_res1_norm</title>
<g id="a_node11"><a xlink:title="functools.partial(&lt;class '__main__.GhostBatchNorm'&gt;, num_splits=16, weight=False) {'num_features': 128}">
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<text text-anchor="middle" x="1017" y="-50.3" font-family="Times,serif" font-size="14.00">norm</text>
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<!-- layer1_residual_res1_conv&#45;&gt;layer1_residual_res1_norm -->
<g id="edge11" class="edge"><title>layer1_residual_res1_conv-&gt;layer1_residual_res1_norm</title>
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<!-- layer1_residual_res1_act -->
<g id="node12" class="node"><title>layer1_residual_res1_act</title>
<g id="a_node12"><a xlink:title="functools.partial(&lt;class 'torch.nn.modules.activation.CELU'&gt;, 0.3) {}">
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<!-- layer1_residual_res1_norm&#45;&gt;layer1_residual_res1_act -->
<g id="edge12" class="edge"><title>layer1_residual_res1_norm-&gt;layer1_residual_res1_act</title>
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<!-- layer1_residual_res2_conv -->
<g id="node13" class="node"><title>layer1_residual_res2_conv</title>
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<!-- layer1_residual_res1_act&#45;&gt;layer1_residual_res2_conv -->
<g id="edge13" class="edge"><title>layer1_residual_res1_act-&gt;layer1_residual_res2_conv</title>
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<!-- layer1_residual_res2_norm -->
<g id="node14" class="node"><title>layer1_residual_res2_norm</title>
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<!-- layer1_residual_res2_conv&#45;&gt;layer1_residual_res2_norm -->
<g id="edge14" class="edge"><title>layer1_residual_res2_conv-&gt;layer1_residual_res2_norm</title>
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<!-- layer1_residual_res2_act -->
<g id="node15" class="node"><title>layer1_residual_res2_act</title>
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<!-- layer1_residual_res2_norm&#45;&gt;layer1_residual_res2_act -->
<g id="edge15" class="edge"><title>layer1_residual_res2_norm-&gt;layer1_residual_res2_act</title>
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<!-- layer1_residual_res2_act&#45;&gt;layer1_residual_out -->
<g id="edge16" class="edge"><title>layer1_residual_res2_act-&gt;layer1_residual_out</title>
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<!-- layer1_residual_out&#45;&gt;layer1_residual_add -->
<g id="edge18" class="edge"><title>layer1_residual_out-&gt;layer1_residual_add</title>
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<!-- layer1_residual_add&#45;&gt;layer2_conv -->
<g id="edge19" class="edge"><title>layer1_residual_add-&gt;layer2_conv</title>
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<!-- layer2_conv&#45;&gt;layer2_pool -->
<g id="edge20" class="edge"><title>layer2_conv-&gt;layer2_pool</title>
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<!-- layer2_norm -->
<g id="node20" class="node"><title>layer2_norm</title>
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</a>
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<!-- layer2_pool&#45;&gt;layer2_norm -->
<g id="edge21" class="edge"><title>layer2_pool-&gt;layer2_norm</title>
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<!-- layer2_act -->
<g id="node21" class="node"><title>layer2_act</title>
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<!-- layer2_norm&#45;&gt;layer2_act -->
<g id="edge22" class="edge"><title>layer2_norm-&gt;layer2_act</title>
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<!-- layer3_conv -->
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<!-- layer2_act&#45;&gt;layer3_conv -->
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<!-- layer3_conv&#45;&gt;layer3_pool -->
<g id="edge24" class="edge"><title>layer3_conv-&gt;layer3_pool</title>
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<!-- layer3_norm -->
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<!-- layer3_pool&#45;&gt;layer3_norm -->
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<!-- layer3_act -->
<g id="node25" class="node"><title>layer3_act</title>
<g id="a_node25"><a xlink:title="functools.partial(&lt;class 'torch.nn.modules.activation.CELU'&gt;, 0.3) {}">
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<!-- layer3_norm&#45;&gt;layer3_act -->
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<!-- layer3_residual_in -->
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<text text-anchor="middle" x="2367" y="-75.3" font-family="Times,serif" font-size="14.00">in</text>
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<!-- layer3_act&#45;&gt;layer3_residual_in -->
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<g id="node27" class="node"><title>layer3_residual_res1_conv</title>
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<!-- layer3_residual_in&#45;&gt;layer3_residual_res1_conv -->
<g id="edge28" class="edge"><title>layer3_residual_in-&gt;layer3_residual_res1_conv</title>
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<!-- layer3_residual_in&#45;&gt;layer3_residual_add -->
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<g id="node28" class="node"><title>layer3_residual_res1_norm</title>
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<!-- layer3_residual_res1_conv&#45;&gt;layer3_residual_res1_norm -->
<g id="edge29" class="edge"><title>layer3_residual_res1_conv-&gt;layer3_residual_res1_norm</title>
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<g id="node29" class="node"><title>layer3_residual_res1_act</title>
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<!-- layer3_residual_res1_norm&#45;&gt;layer3_residual_res1_act -->
<g id="edge30" class="edge"><title>layer3_residual_res1_norm-&gt;layer3_residual_res1_act</title>
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<!-- layer3_residual_res1_act&#45;&gt;layer3_residual_res2_conv -->
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<g id="node31" class="node"><title>layer3_residual_res2_norm</title>
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<!-- layer3_residual_res2_conv&#45;&gt;layer3_residual_res2_norm -->
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<!-- layer3_residual_res2_act -->
<g id="node32" class="node"><title>layer3_residual_res2_act</title>
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<!-- layer3_residual_res2_norm&#45;&gt;layer3_residual_res2_act -->
<g id="edge33" class="edge"><title>layer3_residual_res2_norm-&gt;layer3_residual_res2_act</title>
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<!-- layer3_residual_res2_act&#45;&gt;layer3_residual_out -->
<g id="edge34" class="edge"><title>layer3_residual_res2_act-&gt;layer3_residual_out</title>
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<!-- layer3_residual_out&#45;&gt;layer3_residual_add -->
<g id="edge36" class="edge"><title>layer3_residual_out-&gt;layer3_residual_add</title>
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<!-- pool -->
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<!-- layer3_residual_add&#45;&gt;pool -->
<g id="edge37" class="edge"><title>layer3_residual_add-&gt;pool</title>
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<!-- classifier_flatten -->
<g id="node36" class="node"><title>classifier_flatten</title>
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<!-- pool&#45;&gt;classifier_flatten -->
<g id="edge38" class="edge"><title>pool-&gt;classifier_flatten</title>
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<!-- classifier_conv -->
<g id="node37" class="node"><title>classifier_conv</title>
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<!-- classifier_flatten&#45;&gt;classifier_conv -->
<g id="edge39" class="edge"><title>classifier_flatten-&gt;classifier_conv</title>
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<!-- classifier_scale -->
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</a>
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<!-- classifier_conv&#45;&gt;classifier_scale -->
<g id="edge40" class="edge"><title>classifier_conv-&gt;classifier_scale</title>
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<!-- logits -->
<g id="node39" class="node"><title>logits</title>
<g id="a_node39"><a xlink:title="&lt;class '__main__.Identity'&gt; {}">
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<!-- classifier_scale&#45;&gt;logits -->
<g id="edge41" class="edge"><title>classifier_scale-&gt;logits</title>
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<!-- input -->
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<!-- input&#45;&gt;prep_whiten -->
<g id="edge1" class="edge"><title>input-&gt;prep_whiten</title>
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