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vita-epfl · Nov 13, 2023 · efbddc1 · efbddc1
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diff --git a/dev/_images/plugins_cifar10_12_1.png b/dev/_images/plugins_cifar10_12_1.png
diff --git a/dev/_images/plugins_cifar10_12_2.png b/dev/_images/plugins_cifar10_12_2.png
diff --git a/dev/_images/plugins_cifar10_12_4.png b/dev/_images/plugins_cifar10_12_4.png
diff --git a/dev/_images/plugins_cifar10_12_5.png b/dev/_images/plugins_cifar10_12_5.png
diff --git a/dev/_images/plugins_cifar10_12_6.png b/dev/_images/plugins_cifar10_12_6.png
diff --git a/dev/_images/plugins_cifar10_12_7.png b/dev/_images/plugins_cifar10_12_7.png
diff --git a/dev/_images/plugins_cifar10_12_8.png b/dev/_images/plugins_cifar10_12_8.png
diff --git a/dev/_images/plugins_cifar10_17_0.png b/dev/_images/plugins_cifar10_17_0.png
diff --git a/dev/_images/plugins_cifar10_17_2.png b/dev/_images/plugins_cifar10_17_2.png
diff --git a/dev/_images/plugins_cifar10_17_4.png b/dev/_images/plugins_cifar10_17_4.png
diff --git a/dev/_images/plugins_cifar10_17_6.png b/dev/_images/plugins_cifar10_17_6.png
diff --git a/dev/_images/profile_decoder_flame.svg b/dev/_images/profile_decoder_flame.svg
diff --git a/dev/cli_help.html b/dev/cli_help.html
diff --git a/dev/dev.html b/dev/dev.html
@@ -662,8 +662,8 @@ <h2>Build Guide<a class="headerlink" href="#build-guide" title="Permalink to thi
 charset-normalizer==2.1.1
 click==8.1.7
 colorama==0.4.6
-comm==0.1.4
-contourpy==1.1.1
+comm==0.2.0
+contourpy==1.2.0
 coverage==7.3.2
 cpplint==1.6.1
 cycler==0.12.1
@@ -676,7 +676,7 @@ <h2>Build Guide<a class="headerlink" href="#build-guide" title="Permalink to thi
 fastjsonschema==2.18.1
 filelock==3.9.0
 flameprof==0.4
-fonttools==4.43.1
+fonttools==4.44.0
 fqdn==1.5.1
 fsspec==2023.4.0
 gitdb==4.0.11
@@ -703,9 +703,9 @@ <h2>Build Guide<a class="headerlink" href="#build-guide" title="Permalink to thi
 jupyter-lsp==2.2.0
 jupyter-server-mathjax==0.2.6
 jupyter-sphinx==0.3.2
-jupyter_client==8.5.0
+jupyter_client==8.6.0
 jupyter_core==5.5.0
-jupyter_server==2.9.1
+jupyter_server==2.10.0
 jupyter_server_terminals==0.4.4
 jupyterlab==4.0.8
 jupyterlab-pygments==0.2.2
@@ -717,7 +717,7 @@ <h2>Build Guide<a class="headerlink" href="#build-guide" title="Permalink to thi
 linkify-it-py==2.0.2
 lxml==4.9.3
 markdown-it-py==1.1.0
-MarkupSafe==2.1.2
+MarkupSafe==2.1.3
 matplotlib==3.8.1
 matplotlib-inline==0.1.6
 mccabe==0.6.1
@@ -746,10 +746,10 @@ <h2>Build Guide<a class="headerlink" href="#build-guide" title="Permalink to thi
 pexpect==4.8.0
 pickleshare==0.7.5
 Pillow==9.3.0
-platformdirs==3.11.0
+platformdirs==4.0.0
 pluggy==1.3.0
 prometheus-client==0.18.0
-prompt-toolkit==3.0.39
+prompt-toolkit==3.0.40
 psutil==5.9.6
 ptyprocess==0.7.0
 pybtex==0.24.0
@@ -798,7 +798,7 @@ <h2>Build Guide<a class="headerlink" href="#build-guide" title="Permalink to thi
 SQLAlchemy==1.4.50
 sympy==1.12
 tabulate==0.9.0
-terminado==0.17.1
+terminado==0.18.0
 thop==0.1.1.post2209072238
 tinycss2==1.2.1
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@@ -831,7 +831,7 @@ <h2>Build Guide<a class="headerlink" href="#build-guide" title="Permalink to thi
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>OpenPifPaf 0.14.1+3.g59cfea9
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>OpenPifPaf 0.14.1+4.g480c01e
 </pre></div>
 </div>
 </div>
@@ -854,7 +854,9 @@ <h2>Build Guide<a class="headerlink" href="#build-guide" title="Permalink to thi
  libswscale 7. 1.100 / 7. 1.100
  libswresample 4. 10.100 / 4. 10.100
  libpostproc 57. 1.100 / 57. 1.100
-Codecs:
+</pre></div>
+</div>
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Codecs:
  D..... = Decoding supported
  .E.... = Encoding supported
  ..V... = Video codec

diff --git a/dev/models.html b/dev/models.html
@@ -590,6 +590,7 @@ <h2>Base Networks<a class="headerlink" href="#base-networks" title="Permalink to
  &#39;hrformersmallcat&#39;,
  &#39;hrformerbase&#39;,
  &#39;hrformerbasecat&#39;,
+ &#39;convnextv2base&#39;,
  &#39;tshufflenetv2k16&#39;,
  &#39;tshufflenetv2k30&#39;,
  &#39;tresnet50&#39;,

diff --git a/dev/performance.html b/dev/performance.html
diff --git a/dev/plugins_cifar10.html b/dev/plugins_cifar10.html
diff --git a/dev/plugins_nuscenes.html b/dev/plugins_nuscenes.html
@@ -544,7 +544,7 @@ <h2>Prediction<a class="headerlink" href="#prediction" title="Permalink to this
 INFO:__main__:Running Python 3.10.13
 INFO:__main__:Running PyTorch 2.1.0+cpu
 INFO:openpifpaf.predictor:neural network device: cpu (CUDA available: False, count: 0)
-INFO:openpifpaf.decoder.cifdet:annotations 3, decoder = 17.2ms
+INFO:openpifpaf.decoder.cifdet:annotations 3, decoder = 19.8ms
 INFO:openpifpaf.predictor:batch 0: nuscenes/n013-2018-08-28-10-41-15+0800__CAM_FRONT__1535424448912407.jpg
 /home/runner/work/openpifpaf/openpifpaf/src/openpifpaf/csrc/src/cif_hr.cpp:102: UserInfo: resizing cifhr buffer
 /home/runner/work/openpifpaf/openpifpaf/src/openpifpaf/csrc/src/occupancy.cpp:53: UserInfo: resizing occupancy buffer

diff --git a/dev/plugins_overview.html b/dev/plugins_overview.html
@@ -573,7 +573,8 @@ <h2>Registrations<a class="headerlink" href="#registrations" title="Permalink to
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>{openpifpaf.network.basenetworks.EffNetV2,
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>{openpifpaf.network.basenetworks.ConvNeXtV2,
+ openpifpaf.network.basenetworks.EffNetV2,
  openpifpaf.network.basenetworks.HRFormer,
  openpifpaf.network.basenetworks.MobileNetV2,
  openpifpaf.network.basenetworks.MobileNetV3,
@@ -646,6 +647,7 @@ <h2>Registrations<a class="headerlink" href="#registrations" title="Permalink to
  &#39;hrformersmallcat&#39;: &lt;function openpifpaf.network.factory.&lt;lambda&gt;()&gt;,
  &#39;hrformerbase&#39;: &lt;function openpifpaf.network.factory.&lt;lambda&gt;()&gt;,
  &#39;hrformerbasecat&#39;: &lt;function openpifpaf.network.factory.&lt;lambda&gt;()&gt;,
+ &#39;convnextv2base&#39;: &lt;function openpifpaf.network.factory.&lt;lambda&gt;()&gt;,
  &#39;tshufflenetv2k16&#39;: &lt;function openpifpaf.network.factory.&lt;lambda&gt;()&gt;,
  &#39;tshufflenetv2k30&#39;: &lt;function openpifpaf.network.factory.&lt;lambda&gt;()&gt;,
  &#39;tresnet50&#39;: &lt;function openpifpaf.network.factory.&lt;lambda&gt;()&gt;,
@@ -717,24 +719,24 @@ <h2>Registrations<a class="headerlink" href="#registrations" title="Permalink to
  &#39;mobilenetv2&#39;: &#39;http://github.com/vita-epfl/openpifpaf-torchhub/releases/download/v0.12a5/mobilenetv2-201112-193315-cocokp-1728a9f5.pkl&#39;,
  &#39;mobilenetv3small&#39;: &#39;http://github.com/openpifpaf/torchhub/releases/download/v0.13/mobilenetv3small-210822-213409-cocokp-slurm726252-edge513-o10s-803b24ae.pkl&#39;,
  &#39;mobilenetv3large&#39;: &#39;http://github.com/openpifpaf/torchhub/releases/download/v0.13/mobilenetv3large-210820-184901-cocokp-slurm725985-edge513-o10s-6c76cbfb.pkl&#39;,
- &#39;resnet18&#39;: &lt;object at 0x7fa593320570&gt;,
+ &#39;resnet18&#39;: &lt;object at 0x7f76867b8550&gt;,
  &#39;resnet50&#39;: &#39;http://github.com/openpifpaf/torchhub/releases/download/v0.13/resnet50-210830-150728-cocokp-slurm728641-edge513-o10s-ecd30da4.pkl&#39;,
- &#39;resnet101&#39;: &lt;object at 0x7fa593320570&gt;,
- &#39;resnet152&#39;: &lt;object at 0x7fa593320570&gt;,
- &#39;shufflenetv2x1&#39;: &lt;object at 0x7fa593320570&gt;,
- &#39;shufflenetv2x2&#39;: &lt;object at 0x7fa593320570&gt;,
+ &#39;resnet101&#39;: &lt;object at 0x7f76867b8550&gt;,
+ &#39;resnet152&#39;: &lt;object at 0x7f76867b8550&gt;,
+ &#39;shufflenetv2x1&#39;: &lt;object at 0x7f76867b8550&gt;,
+ &#39;shufflenetv2x2&#39;: &lt;object at 0x7f76867b8550&gt;,
  &#39;shufflenetv2k16&#39;: &#39;http://github.com/openpifpaf/torchhub/releases/download/v0.13/shufflenetv2k16-210820-232500-cocokp-slurm726069-edge513-o10s-7189450a.pkl&#39;,
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  &#39;shufflenetv2k30&#39;: &#39;http://github.com/openpifpaf/torchhub/releases/download/v0.13/shufflenetv2k30-210821-003923-cocokp-slurm726072-edge513-o10s-5fe1c400.pkl&#39;,
- &#39;shufflenetv2k44&#39;: &lt;object at 0x7fa593320570&gt;,
+ &#39;shufflenetv2k44&#39;: &lt;object at 0x7f76867b8550&gt;,
  &#39;swin_s&#39;: &#39;http://github.com/dmizr/openpifpaf/releases/download/v0.12.14/swin_s_fpn_lvl_3_lr_5e-5_resumed-d286d41a.pkl&#39;,
  &#39;swin_b&#39;: &#39;http://github.com/dmizr/openpifpaf/releases/download/v0.12.14/swin_b_fpn_lvl_3_lr_5e-5_resumed-fa951ce0.pkl&#39;,
  &#39;swin_t_input_upsample&#39;: &#39;http://github.com/dmizr/openpifpaf/releases/download/v0.12.14/swin_t_input_upsample_no_fpn_lr_5e-5_resumed-e0681112.pkl&#39;,
  &#39;mobilenetv3small-cocodet&#39;: &#39;http://github.com/openpifpaf/torchhub/releases/download/v0.13/mobilenetv3small-210822-215020-cocodet-slurm726253-5f2c894f.pkl&#39;,
  &#39;resnet18-cocodet&#39;: &#39;http://github.com/openpifpaf/torchhub/releases/download/v0.12.10/resnet18-210526-031303-cocodet-slurm610002-1faf5801.pkl&#39;,
  &#39;resnet50-crowdpose&#39;: &#39;http://github.com/vita-epfl/openpifpaf-torchhub/releases/download/v0.12a7/resnet50-201005-100758-crowdpose-d978a89f.pkl&#39;,
  &#39;shufflenetv2k16-nuscenes&#39;: &#39;http://github.com/DuncanZauss/openpifpaf_assets/releases/download/v0.1.0/nuscenes_sk16.pkl.epoch150&#39;,
- &#39;tshufflenetv2k16&#39;: &lt;object at 0x7fa593320570&gt;,
+ &#39;tshufflenetv2k16&#39;: &lt;object at 0x7f76867b8550&gt;,
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  &#39;shufflenetv2k16-wholebody&#39;: &#39;http://github.com/DuncanZauss/openpifpaf_assets/releases/download/v0.1.0/sk16_wholebody.pkl&#39;,
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diff --git a/dev/predict_api.html b/dev/predict_api.html
@@ -538,7 +538,7 @@ <h1>Prediction API<a class="headerlink" href="#prediction-api" title="Permalink
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>OpenPifPaf version 0.14.1+3.g59cfea9
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>OpenPifPaf version 0.14.1+4.g480c01e
 PyTorch version 2.1.0+cpu
 </pre></div>
 </div>
@@ -594,7 +594,7 @@ <h2>Use the Predictor API<a class="headerlink" href="#use-the-predictor-api" tit
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;openpifpaf.annotation.Annotation at 0x7f3ff4e71d50&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;openpifpaf.annotation.Annotation at 0x7f96462bdc30&gt;
 </pre></div>
 </div>
 </div>

diff --git a/dev/predict_cli.html b/dev/predict_cli.html
@@ -1194,15 +1194,15 @@ <h2>Debug<a class="headerlink" href="#debug" title="Permalink to this headline">
  )
 )
 DEBUG:openpifpaf.decoder.factory:head names = [&#39;cif&#39;, &#39;caf&#39;]
+DEBUG:openpifpaf.signal:subscribe to eval_reset
+DEBUG:openpifpaf.decoder.pose_similarity:valid keypoints = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16]
 DEBUG:openpifpaf.visualizer.base:cif: indices = []
 DEBUG:openpifpaf.show.painters:color connections = True, lw = 2, marker = 6
 DEBUG:openpifpaf.show.painters:color connections = False, lw = 6, marker = 3
 DEBUG:openpifpaf.visualizer.base:cif: indices = []
 DEBUG:openpifpaf.visualizer.base:caf: indices = []
 DEBUG:openpifpaf.show.painters:color connections = True, lw = 2, marker = 6
 DEBUG:openpifpaf.show.painters:color connections = False, lw = 6, marker = 3
-DEBUG:openpifpaf.signal:subscribe to eval_reset
-DEBUG:openpifpaf.decoder.pose_similarity:valid keypoints = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16]
 DEBUG:openpifpaf.visualizer.base:cif: indices = []
 DEBUG:openpifpaf.show.painters:color connections = True, lw = 2, marker = 6
 DEBUG:openpifpaf.show.painters:color connections = False, lw = 6, marker = 3
@@ -1219,12 +1219,12 @@ <h2>Debug<a class="headerlink" href="#debug" title="Permalink to this headline">
 DEBUG:openpifpaf.transforms.pad:valid area before pad: [ 0. 0. 639. 426.], image size = (640, 427)
 DEBUG:openpifpaf.transforms.pad:pad with (0, 3, 1, 3)
 DEBUG:openpifpaf.transforms.pad:valid area after pad: [ 0. 3. 639. 426.], image size = (641, 433)
-DEBUG:openpifpaf.decoder.decoder:nn processing time: 495.4ms
-DEBUG:openpifpaf.decoder.decoder:parallel execution with worker &lt;openpifpaf.decoder.decoder.DummyPool object at 0x7f2e4e363e80&gt;
+DEBUG:openpifpaf.decoder.decoder:nn processing time: 547.5ms
+DEBUG:openpifpaf.decoder.decoder:parallel execution with worker &lt;openpifpaf.decoder.decoder.DummyPool object at 0x7fc03c24fe80&gt;
 DEBUG:openpifpaf.decoder.multi:task 0
-DEBUG:openpifpaf.decoder.cifcaf:cpp annotations = 5 (15.6ms)
+DEBUG:openpifpaf.decoder.cifcaf:cpp annotations = 5 (13.9ms)
 INFO:openpifpaf.decoder.cifcaf:annotations 5: [16, 14, 13, 12, 12]
-DEBUG:openpifpaf.decoder.decoder:time: nn = 495.7ms, dec = 16.8ms
+DEBUG:openpifpaf.decoder.decoder:time: nn = 547.8ms, dec = 15.3ms
 INFO:openpifpaf.predictor:batch 0: coco/000000081988.jpg
 DEBUG:__main__:json output = coco/000000081988.jpg.predictions.json
 DEBUG:__main__:image output = coco/000000081988.jpg.predictions.jpeg

diff --git a/dev/searchindex.js b/dev/searchindex.js
diff --git a/dev/train.html b/dev/train.html
@@ -773,8 +773,8 @@ <h2>ShuffleNet<a class="headerlink" href="#shufflenet" title="Permalink to this
 We found that for stable training, the learning rate <span class="math notranslate nohighlight">\(\lambda\)</span>,
 the <code class="docutils literal notranslate"><span class="pre">clip-grad-value</span></code> <span class="math notranslate nohighlight">\(c\)</span> and the <span class="math notranslate nohighlight">\(\epsilon\)</span> from the denominator of the
 BatchNorm should obey:</p>
-<div class="amsmath math notranslate nohighlight" id="equation-a61e375b-1b86-4a3a-a6e2-fc6b5aded9a9">
-<span class="eqno">(1)<a class="headerlink" href="#equation-a61e375b-1b86-4a3a-a6e2-fc6b5aded9a9" title="Permalink to this equation">#</a></span>\[\begin{align}
+<div class="amsmath math notranslate nohighlight" id="equation-dff2d65d-e876-4841-bd28-f76d0d2d2557">
+<span class="eqno">(1)<a class="headerlink" href="#equation-dff2d65d-e876-4841-bd28-f76d0d2d2557" title="Permalink to this equation">#</a></span>\[\begin{align}
  \lambda \cdot c &amp;\leq \sqrt{\epsilon}
 \end{align}\]</div>
 <p>where the default <span class="math notranslate nohighlight">\(\epsilon\)</span> is <span class="math notranslate nohighlight">\(10^{-4}\)</span> (different from the PyTorch default).