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vita-epfl · Mar 7, 2024 · f23e531 · f23e531
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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
@@ -710,7 +710,7 @@ <h2>Build Guide<a class="headerlink" href="#build-guide" title="Permalink to thi
 jupyter_core==5.7.1
 jupyter_server==2.10.0
 jupyter_server_terminals==0.5.2
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+jupyterlab==4.1.4
 jupyterlab-widgets==1.1.7
 jupyterlab_pygments==0.3.0
 jupyterlab_server==2.24.0
@@ -834,7 +834,7 @@ <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+11.gdd32c38
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>OpenPifPaf 0.14.1+12.gffb127e
 </pre></div>
 </div>
 </div>

diff --git a/dev/models.html b/dev/models.html
@@ -622,9 +622,14 @@ <h2>Pretrained Models<a class="headerlink" href="#pretrained-models" title="Perm
  &#39;shufflenetv2k16&#39;,
  &#39;shufflenetv2k16-withdense&#39;,
  &#39;shufflenetv2k30&#39;,
+ &#39;shufflenetv2k30*&#39;,
  &#39;swin_s&#39;,
  &#39;swin_b&#39;,
  &#39;swin_t_input_upsample&#39;,
+ &#39;swin_l_input_upsample&#39;,
+ &#39;hrformerbasecat&#39;,
+ &#39;clipconvnextbase&#39;,
+ &#39;convnextv2base&#39;,
  &#39;mobilenetv3small-cocodet&#39;,
  &#39;resnet18-cocodet&#39;,
  &#39;resnet50-crowdpose&#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 2.2.1+cpu
 INFO:openpifpaf.predictor:neural network device: cpu (CUDA available: False, count: 0)
-INFO:openpifpaf.decoder.cifdet:annotations 3, decoder = 8.6ms
+INFO:openpifpaf.decoder.cifdet:annotations 3, decoder = 8.0ms
 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
@@ -721,24 +721,29 @@ <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;,
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  &#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 0x7f8e684b8e90&gt;,
+ &#39;resnet18&#39;: &lt;object at 0x7fd531e9ce90&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 0x7f8e684b8e90&gt;,
- &#39;resnet152&#39;: &lt;object at 0x7f8e684b8e90&gt;,
- &#39;shufflenetv2x1&#39;: &lt;object at 0x7f8e684b8e90&gt;,
- &#39;shufflenetv2x2&#39;: &lt;object at 0x7f8e684b8e90&gt;,
+ &#39;resnet101&#39;: &lt;object at 0x7fd531e9ce90&gt;,
+ &#39;resnet152&#39;: &lt;object at 0x7fd531e9ce90&gt;,
+ &#39;shufflenetv2x1&#39;: &lt;object at 0x7fd531e9ce90&gt;,
+ &#39;shufflenetv2x2&#39;: &lt;object at 0x7fd531e9ce90&gt;,
  &#39;shufflenetv2k16&#39;: &#39;http://github.com/openpifpaf/torchhub/releases/download/v0.13/shufflenetv2k16-210820-232500-cocokp-slurm726069-edge513-o10s-7189450a.pkl&#39;,
  &#39;shufflenetv2k16-withdense&#39;: &#39;http://github.com/vita-epfl/openpifpaf-torchhub/releases/download/v0.12b4/shufflenetv2k16-210221-131426-cocokp-o10s-627d901e.pkl&#39;,
  &#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 0x7f8e684b8e90&gt;,
+ &#39;shufflenetv2k30*&#39;: &#39;http://github.com/vita-epfl/openpifpaf-torchhub/releases/download/v0.14.2/cocokp-shufflenetv2k30.pt.epoch350&#39;,
+ &#39;shufflenetv2k44&#39;: &lt;object at 0x7fd531e9ce90&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;swin_l_input_upsample&#39;: &#39;http://github.com/vita-epfl/openpifpaf-torchhub/releases/download/v0.14.2/cocokp-swinl-inputupsample.pt.epoch250&#39;,
+ &#39;hrformerbasecat&#39;: &#39;http://github.com/vita-epfl/openpifpaf-torchhub/releases/download/v0.14.2/cocokp-hrformerbasecat.pt.epoch250&#39;,
+ &#39;clipconvnextbase&#39;: &#39;http://github.com/vita-epfl/openpifpaf-torchhub/releases/download/v0.14.2/cocokp-clipconvnextbase.pt.epoch250&#39;,
+ &#39;convnextv2base&#39;: &#39;http://github.com/vita-epfl/openpifpaf-torchhub/releases/download/v0.14.2/cocokp-convnextv2base.pt.epoch250&#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 0x7f8e684b8e90&gt;,
+ &#39;tshufflenetv2k16&#39;: &lt;object at 0x7fd531e9ce90&gt;,
  &#39;tshufflenetv2k30&#39;: &#39;http://github.com/openpifpaf/torchhub/releases/download/v0.12.10/tshufflenetv2k30-210628-075118-posetrack2018-cocokpst-slurm668247-o25-3d734bb8.pkl&#39;,
  &#39;shufflenetv2k16-wholebody&#39;: &#39;http://github.com/DuncanZauss/openpifpaf_assets/releases/download/v0.1.0/sk16_wholebody.pkl&#39;,
  &#39;shufflenetv2k30-wholebody&#39;: &#39;http://github.com/DuncanZauss/openpifpaf_assets/releases/download/v0.1.0/sk30_wholebody.pkl&#39;}

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+11.gdd32c38
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>OpenPifPaf version 0.14.1+12.gffb127e
 PyTorch version 2.2.1+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 0x7f35587ed960&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;openpifpaf.annotation.Annotation at 0x7f6b1c905960&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: 459.0ms
-DEBUG:openpifpaf.decoder.decoder:parallel execution with worker &lt;openpifpaf.decoder.decoder.DummyPool object at 0x7f8eaf38ff10&gt;
+DEBUG:openpifpaf.decoder.decoder:nn processing time: 436.5ms
+DEBUG:openpifpaf.decoder.decoder:parallel execution with worker &lt;openpifpaf.decoder.decoder.DummyPool object at 0x7f9b8ae43f40&gt;
 DEBUG:openpifpaf.decoder.multi:task 0
-DEBUG:openpifpaf.decoder.cifcaf:cpp annotations = 5 (10.0ms)
+DEBUG:openpifpaf.decoder.cifcaf:cpp annotations = 5 (8.8ms)
 INFO:openpifpaf.decoder.cifcaf:annotations 5: [16, 14, 13, 12, 12]
-DEBUG:openpifpaf.decoder.decoder:time: nn = 459.2ms, dec = 11.1ms
+DEBUG:openpifpaf.decoder.decoder:time: nn = 436.7ms, dec = 9.7ms
 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-8e55a3dc-9c82-457b-90dd-6c2c073da7fa">
-<span class="eqno">(1)<a class="headerlink" href="#equation-8e55a3dc-9c82-457b-90dd-6c2c073da7fa" title="Permalink to this equation">#</a></span>\[\begin{align}
+<div class="amsmath math notranslate nohighlight" id="equation-0627f699-4582-4fdc-b334-f83830a53312">
+<span class="eqno">(1)<a class="headerlink" href="#equation-0627f699-4582-4fdc-b334-f83830a53312" 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).