Generate Python docs from pytorch/pytorch@521d5ae

Author: pytorchbot

docs/master/_images/RReLU.png

@@ -219,7 +219,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git2fb2740 ) &#x25BC</a>
+      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git521d5ae ) &#x25BC</a>
     </div>
 
 

docs/master/_modules/index.html

@@ -219,7 +219,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git2fb2740 ) &#x25BC</a>
+      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git521d5ae ) &#x25BC</a>
     </div>
 
 

docs/master/_modules/torch.html

@@ -219,7 +219,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git2fb2740 ) &#x25BC</a>
+      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git521d5ae ) &#x25BC</a>
     </div>
 
 

docs/master/_modules/torch/__config__.html

@@ -219,7 +219,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git2fb2740 ) &#x25BC</a>
+      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git521d5ae ) &#x25BC</a>
     </div>
 
 

docs/master/_modules/torch/_jit_internal.html

@@ -219,7 +219,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git2fb2740 ) &#x25BC</a>
+      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git521d5ae ) &#x25BC</a>
     </div>
 
 

docs/master/_modules/torch/_lobpcg.html

@@ -219,7 +219,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git2fb2740 ) &#x25BC</a>
+      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git521d5ae ) &#x25BC</a>
     </div>
 
 

docs/master/_modules/torch/_lowrank.html

@@ -219,7 +219,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git2fb2740 ) &#x25BC</a>
+      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git521d5ae ) &#x25BC</a>
     </div>
 
 
@@ -473,6 +473,9 @@ <h1>Source code for torch._tensor</h1><div class="highlight"><pre>
     <span class="k">return</span> <span class="n">ret</span>
 
 <span class="k">def</span> <span class="nf">_rebuild_from_type_v2</span><span class="p">(</span><span class="n">func</span><span class="p">,</span> <span class="n">new_type</span><span class="p">,</span> <span class="n">args</span><span class="p">,</span> <span class="n">state</span><span class="p">):</span>
+    <span class="k">if</span> <span class="n">new_type</span> <span class="ow">is</span> <span class="n">Tensor</span><span class="p">:</span>
+        <span class="k">return</span> <span class="n">func</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">)</span>
+
     <span class="n">ret</span> <span class="o">=</span> <span class="n">func</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">)</span>
     <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">ret</span><span class="p">)</span> <span class="ow">is</span> <span class="ow">not</span> <span class="n">new_type</span><span class="p">:</span>
         <span class="n">ret</span> <span class="o">=</span> <span class="n">ret</span><span class="o">.</span><span class="n">as_subclass</span><span class="p">(</span><span class="n">new_type</span><span class="p">)</span>
@@ -482,7 +485,21 @@ <h1>Source code for torch._tensor</h1><div class="highlight"><pre>
     <span class="k">if</span> <span class="nb">getattr</span><span class="p">(</span><span class="n">ret</span><span class="o">.</span><span class="vm">__class__</span><span class="p">,</span> <span class="s2">&quot;__setstate__&quot;</span><span class="p">,</span> <span class="n">Tensor</span><span class="o">.</span><span class="n">__setstate__</span><span class="p">)</span> <span class="ow">is</span> <span class="ow">not</span> <span class="n">Tensor</span><span class="o">.</span><span class="n">__setstate__</span><span class="p">:</span>
         <span class="n">ret</span><span class="o">.</span><span class="n">__setstate__</span><span class="p">(</span><span class="n">state</span><span class="p">)</span>
     <span class="k">else</span><span class="p">:</span>
-        <span class="n">ret</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">_utils</span><span class="o">.</span><span class="n">_set_obj_state</span><span class="p">(</span><span class="n">ret</span><span class="p">,</span> <span class="n">state</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">state</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">):</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="nb">len</span><span class="p">(</span><span class="n">state</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Invalid serialized state: </span><span class="si">{</span><span class="n">state</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+            <span class="n">dict_state</span> <span class="o">=</span> <span class="n">state</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">slots_state</span> <span class="o">=</span> <span class="n">state</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">dict_state</span> <span class="o">=</span> <span class="n">state</span>
+            <span class="n">slots_state</span> <span class="o">=</span> <span class="kc">None</span>
+
+        <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">dict_state</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="nb">setattr</span><span class="p">(</span><span class="n">ret</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="n">slots_state</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">slots_state</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+                <span class="nb">setattr</span><span class="p">(</span><span class="n">ret</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span><span class="p">)</span>
     <span class="k">return</span> <span class="n">ret</span>
 
 
@@ -586,10 +603,24 @@ <h1>Source code for torch._tensor</h1><div class="highlight"><pre>
             <span class="k">return</span> <span class="n">new_tensor</span>
 
     <span class="k">def</span> <span class="nf">__reduce_ex__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">proto</span><span class="p">):</span>
+        <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="ow">is</span> <span class="n">Tensor</span><span class="p">:</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_reduce_ex_internal</span><span class="p">(</span><span class="n">proto</span><span class="p">)</span>
         <span class="k">if</span> <span class="n">has_torch_function_unary</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
             <span class="k">return</span> <span class="n">handle_torch_function</span><span class="p">(</span><span class="n">Tensor</span><span class="o">.</span><span class="n">__reduce_ex__</span><span class="p">,</span> <span class="p">(</span><span class="bp">self</span><span class="p">,),</span> <span class="bp">self</span><span class="p">,</span> <span class="n">proto</span><span class="p">)</span>
         <span class="n">func</span><span class="p">,</span> <span class="n">args</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_reduce_ex_internal</span><span class="p">(</span><span class="n">proto</span><span class="p">)</span>
-        <span class="n">state</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">_utils</span><span class="o">.</span><span class="n">_get_obj_state</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
+        <span class="c1"># Get the state of the python subclass</span>
+        <span class="c1"># This loosely mimicks the function on the object class but since Tensor do not inherit</span>
+        <span class="c1"># from it, we cannot call that function directly</span>
+        <span class="c1"># https://github.com/python/cpython/blob/c83919bd635f4433f1c6ae8504996a9fe3c215e5/Objects/typeobject.c#L4891</span>
+        <span class="n">getstate_fn</span> <span class="o">=</span> <span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="s2">&quot;__getstate__&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">getstate_fn</span><span class="p">:</span>
+            <span class="n">state</span> <span class="o">=</span> <span class="n">getstate_fn</span><span class="p">()</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">slots_to_save</span> <span class="o">=</span> <span class="n">copyreg</span><span class="o">.</span><span class="n">_slotnames</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="vm">__class__</span><span class="p">)</span>  <span class="c1"># type: ignore[attr-defined]</span>
+            <span class="k">if</span> <span class="n">slots_to_save</span><span class="p">:</span>
+                <span class="n">state</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="vm">__dict__</span><span class="p">,</span> <span class="p">{</span><span class="n">name</span><span class="p">:</span> <span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">)</span> <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">slots_to_save</span> <span class="k">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">)})</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">state</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="vm">__dict__</span>
         <span class="k">return</span> <span class="p">(</span><span class="n">_rebuild_from_type_v2</span><span class="p">,</span> <span class="p">(</span><span class="n">func</span><span class="p">,</span> <span class="nb">type</span><span class="p">(</span><span class="bp">self</span><span class="p">),</span> <span class="n">args</span><span class="p">,</span> <span class="n">state</span><span class="p">))</span>
 
 <div class="viewcode-block" id="Tensor.storage"><a class="viewcode-back" href="../../generated/torch.Tensor.storage.html#torch.Tensor.storage">[docs]</a>    <span class="k">def</span> <span class="nf">storage</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>

docs/master/_modules/torch/_tensor.html

@@ -219,7 +219,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git2fb2740 ) &#x25BC</a>
+      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git521d5ae ) &#x25BC</a>
     </div>
 
 

docs/master/_modules/torch/_tensor_str.html

@@ -219,7 +219,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git2fb2740 ) &#x25BC</a>
+      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git521d5ae ) &#x25BC</a>
     </div>
 
 

docs/master/_modules/torch/_vmap_internals.html

@@ -219,7 +219,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git2fb2740 ) &#x25BC</a>
+      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git521d5ae ) &#x25BC</a>
     </div>
 
 

docs/master/_modules/torch/amp/autocast_mode.html

@@ -219,7 +219,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git2fb2740 ) &#x25BC</a>
+      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git521d5ae ) &#x25BC</a>
     </div>
 
 

docs/master/_modules/torch/ao/ns/_numeric_suite.html

@@ -219,7 +219,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git2fb2740 ) &#x25BC</a>
+      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git521d5ae ) &#x25BC</a>
     </div>
 
 

docs/master/_modules/torch/ao/ns/_numeric_suite_fx.html

@@ -219,7 +219,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git2fb2740 ) &#x25BC</a>
+      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git521d5ae ) &#x25BC</a>
     </div>
 
 

docs/master/_modules/torch/ao/ns/fx/utils.html

@@ -219,7 +219,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git2fb2740 ) &#x25BC</a>
+      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git521d5ae ) &#x25BC</a>
     </div>
 
 

docs/master/_modules/torch/ao/quantization/fake_quantize.html

@@ -219,7 +219,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git2fb2740 ) &#x25BC</a>
+      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git521d5ae ) &#x25BC</a>
     </div>
 
 

docs/master/_modules/torch/ao/quantization/fuse_modules.html

@@ -219,7 +219,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git2fb2740 ) &#x25BC</a>
+      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git521d5ae ) &#x25BC</a>
     </div>
 
 

docs/master/_modules/torch/ao/quantization/observer.html

@@ -219,7 +219,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git2fb2740 ) &#x25BC</a>
+      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git521d5ae ) &#x25BC</a>
     </div>
 
 

docs/master/_modules/torch/ao/quantization/qconfig.html

@@ -219,7 +219,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git2fb2740 ) &#x25BC</a>
+      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git521d5ae ) &#x25BC</a>
     </div>
 
 

docs/master/_modules/torch/ao/quantization/quantize.html

@@ -219,7 +219,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git2fb2740 ) &#x25BC</a>
+      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git521d5ae ) &#x25BC</a>
     </div>
 
 

docs/master/_modules/torch/ao/quantization/quantize_fx.html

@@ -219,7 +219,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git2fb2740 ) &#x25BC</a>
+      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git521d5ae ) &#x25BC</a>
     </div>
 
 

docs/master/_modules/torch/ao/quantization/stubs.html

@@ -219,7 +219,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git2fb2740 ) &#x25BC</a>
+      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git521d5ae ) &#x25BC</a>
     </div>
 
 

docs/master/_modules/torch/autograd.html

@@ -219,7 +219,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git2fb2740 ) &#x25BC</a>
+      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git521d5ae ) &#x25BC</a>
     </div>
 
 

docs/master/_modules/torch/autograd/anomaly_mode.html

@@ -219,7 +219,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git2fb2740 ) &#x25BC</a>
+      <a href='https://pytorch.org/docs/versions.html'>master (1.13.0a0+git521d5ae ) &#x25BC</a>
     </div>