Generate Python docs from pytorch/pytorch@45ed7c1

pytorch · Nov 28, 2024 · 4e44a62 · 4e44a62
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diff --git a/nightly/_modules/index.html b/nightly/_modules/index.html
@@ -265,7 +265,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git07850bb) &#x25BC</a>
+      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git45ed7c1) &#x25BC</a>
     </div>
 
 

diff --git a/nightly/_modules/torch/_functorch/aot_autograd.html b/nightly/_modules/torch/_functorch/aot_autograd.html
@@ -265,7 +265,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git07850bb) &#x25BC</a>
+      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git45ed7c1) &#x25BC</a>
     </div>
 
 
@@ -969,14 +969,7 @@ <h1>Source code for torch._functorch.aot_autograd</h1><div class="highlight"><pr
     <span class="n">python_dispatcher_mode</span> <span class="o">=</span> <span class="p">(</span>
         <span class="n">enable_python_dispatcher</span><span class="p">()</span> <span class="k">if</span> <span class="n">shape_env</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="n">nullcontext</span><span class="p">()</span>
     <span class="p">)</span>
-
-    <span class="k">def</span> <span class="nf">try_record_chromium_data</span><span class="p">(</span><span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-        <span class="c1"># `backend_compile` only exists as an event if we are compiling with dynamo</span>
-        <span class="c1"># In some unit tests we don&#39;t use dynamo, so we ignore those cases</span>
-        <span class="n">chromium_log</span> <span class="o">=</span> <span class="n">get_chromium_event_logger</span><span class="p">()</span>
-        <span class="k">if</span> <span class="s2">&quot;backend_compile&quot;</span> <span class="ow">in</span> <span class="n">chromium_log</span><span class="o">.</span><span class="n">get_stack</span><span class="p">():</span>
-            <span class="n">chromium_log</span><span class="o">.</span><span class="n">add_event_data</span><span class="p">(</span><span class="s2">&quot;backend_compile&quot;</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
-
+    <span class="n">chromium_log</span> <span class="o">=</span> <span class="n">get_chromium_event_logger</span><span class="p">()</span>
     <span class="c1"># See NOTE: [Deferring tensor pack/unpack hooks until runtime]</span>
     <span class="c1"># If any saved tensor hooks are active, we **don&#39;t** want to trace them.</span>
     <span class="c1"># Instead, we&#39;ll let them run at runtime, around the custom autograd.Function</span>
@@ -1030,8 +1023,8 @@ <h1>Source code for torch._functorch.aot_autograd</h1><div class="highlight"><pr
                 <span class="n">req_subclass_dispatch</span> <span class="o">=</span> <span class="n">requires_subclass_dispatch</span><span class="p">(</span>
                     <span class="n">fake_flat_args</span><span class="p">,</span> <span class="n">fw_metadata</span>
                 <span class="p">)</span>
-                <span class="n">try_record_chromium_data</span><span class="p">(</span>
-                    <span class="n">requires_subclass_dispatch</span><span class="o">=</span><span class="n">req_subclass_dispatch</span>
+                <span class="n">chromium_log</span><span class="o">.</span><span class="n">try_add_event_data</span><span class="p">(</span>
+                    <span class="s2">&quot;backend_compile&quot;</span><span class="p">,</span> <span class="n">requires_subclass_dispatch</span><span class="o">=</span><span class="n">req_subclass_dispatch</span>
                 <span class="p">)</span>
 
                 <span class="n">output_and_mutation_safe</span> <span class="o">=</span> <span class="ow">not</span> <span class="nb">any</span><span class="p">(</span>
@@ -1150,13 +1143,19 @@ <h1>Source code for torch._functorch.aot_autograd</h1><div class="highlight"><pr
             <span class="k">if</span> <span class="n">aot_config</span><span class="o">.</span><span class="n">is_export</span><span class="p">:</span>
                 <span class="c1"># export uses just the &quot;graph bits&quot;, whereas the other</span>
                 <span class="c1"># two dispatchers include some extra work around handling a runtime epilogue</span>
-                <span class="n">try_record_chromium_data</span><span class="p">(</span><span class="n">dispatch_mode</span><span class="o">=</span><span class="s2">&quot;export&quot;</span><span class="p">)</span>
+                <span class="n">chromium_log</span><span class="o">.</span><span class="n">try_add_event_data</span><span class="p">(</span>
+                    <span class="s2">&quot;backend_compile&quot;</span><span class="p">,</span> <span class="n">dispatch_mode</span><span class="o">=</span><span class="s2">&quot;export&quot;</span>
+                <span class="p">)</span>
                 <span class="k">return</span> <span class="n">partial</span><span class="p">(</span><span class="n">aot_dispatch_export</span><span class="p">,</span> <span class="n">needs_autograd</span><span class="o">=</span><span class="n">needs_autograd</span><span class="p">)</span>
             <span class="k">elif</span> <span class="n">needs_autograd</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">aot_config</span><span class="o">.</span><span class="n">pre_dispatch</span><span class="p">:</span>
-                <span class="n">try_record_chromium_data</span><span class="p">(</span><span class="n">dispatch_mode</span><span class="o">=</span><span class="s2">&quot;autograd&quot;</span><span class="p">)</span>
+                <span class="n">chromium_log</span><span class="o">.</span><span class="n">try_add_event_data</span><span class="p">(</span>
+                    <span class="s2">&quot;backend_compile&quot;</span><span class="p">,</span> <span class="n">dispatch_mode</span><span class="o">=</span><span class="s2">&quot;autograd&quot;</span>
+                <span class="p">)</span>
                 <span class="k">return</span> <span class="n">aot_dispatch_autograd</span>
             <span class="k">else</span><span class="p">:</span>
-                <span class="n">try_record_chromium_data</span><span class="p">(</span><span class="n">dispatch_mode</span><span class="o">=</span><span class="s2">&quot;inference&quot;</span><span class="p">)</span>
+                <span class="n">chromium_log</span><span class="o">.</span><span class="n">try_add_event_data</span><span class="p">(</span>
+                    <span class="s2">&quot;backend_compile&quot;</span><span class="p">,</span> <span class="n">dispatch_mode</span><span class="o">=</span><span class="s2">&quot;inference&quot;</span>
+                <span class="p">)</span>
                 <span class="k">return</span> <span class="n">aot_dispatch_base</span>
 
         <span class="n">compiler_fn</span> <span class="o">=</span> <span class="n">choose_dispatcher</span><span class="p">(</span><span class="n">needs_autograd</span><span class="p">,</span> <span class="n">aot_config</span><span class="p">)</span>

diff --git a/nightly/_modules/torch/_functorch/compilers.html b/nightly/_modules/torch/_functorch/compilers.html
@@ -265,7 +265,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git07850bb) &#x25BC</a>
+      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git45ed7c1) &#x25BC</a>
     </div>
 
 

diff --git a/nightly/_modules/torch/_functorch/deprecated.html b/nightly/_modules/torch/_functorch/deprecated.html
@@ -265,7 +265,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git07850bb) &#x25BC</a>
+      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git45ed7c1) &#x25BC</a>
     </div>
 
 

diff --git a/nightly/_modules/torch/_functorch/partitioners.html b/nightly/_modules/torch/_functorch/partitioners.html
@@ -265,7 +265,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git07850bb) &#x25BC</a>
+      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git45ed7c1) &#x25BC</a>
     </div>
 
 
@@ -2045,7 +2045,7 @@ <h1>Source code for torch._functorch.partitioners</h1><div class="highlight"><pr
 
     <span class="n">input_storages</span> <span class="o">=</span> <span class="p">{</span><span class="n">get_node_storage</span><span class="p">(</span><span class="n">node</span><span class="p">)</span> <span class="k">for</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">node_info</span><span class="o">.</span><span class="n">inputs</span><span class="p">}</span>
 
-    <span class="k">def</span> <span class="nf">get_recomputable_banned_nodes</span><span class="p">(</span><span class="n">banned_nodes</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">fx</span><span class="o">.</span><span class="n">Node</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">fx</span><span class="o">.</span><span class="n">Node</span><span class="p">]:</span>
+    <span class="k">def</span> <span class="nf">get_recomputable_banned_nodes</span><span class="p">(</span><span class="n">banned_nodes</span><span class="p">:</span> <span class="n">Set</span><span class="p">[</span><span class="n">fx</span><span class="o">.</span><span class="n">Node</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">fx</span><span class="o">.</span><span class="n">Node</span><span class="p">]:</span>
         <span class="k">return</span> <span class="p">[</span>
             <span class="n">i</span>
             <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">banned_nodes</span>
@@ -2057,6 +2057,8 @@ <h1>Source code for torch._functorch.partitioners</h1><div class="highlight"><pr
         <span class="p">]</span>
 
     <span class="n">recomputable_banned_nodes</span> <span class="o">=</span> <span class="n">get_recomputable_banned_nodes</span><span class="p">(</span><span class="n">banned_nodes</span><span class="p">)</span>
+    <span class="c1"># sort first by name, to ensure determinism when multiple nodes have same size</span>
+    <span class="n">recomputable_banned_nodes</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">recomputable_banned_nodes</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="o">.</span><span class="n">name</span><span class="p">)</span>
 
     <span class="c1"># default: runtime_optimized_saved_values</span>
     <span class="c1"># more aggressive: more_aggressive_saved_values</span>

diff --git a/nightly/aot_autograd.html b/nightly/aot_autograd.html
@@ -267,7 +267,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git07850bb) &#x25BC</a>
+      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git45ed7c1) &#x25BC</a>
     </div>
 
 

diff --git a/nightly/batch_norm.html b/nightly/batch_norm.html
@@ -267,7 +267,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git07850bb) &#x25BC</a>
+      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git45ed7c1) &#x25BC</a>
     </div>
 
 

diff --git a/nightly/experimental.html b/nightly/experimental.html
@@ -267,7 +267,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git07850bb) &#x25BC</a>
+      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git45ed7c1) &#x25BC</a>
     </div>
 
 

diff --git a/nightly/functorch.html b/nightly/functorch.html
@@ -267,7 +267,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git07850bb) &#x25BC</a>
+      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git45ed7c1) &#x25BC</a>
     </div>
 
 

diff --git a/nightly/generated/functorch.combine_state_for_ensemble.html b/nightly/generated/functorch.combine_state_for_ensemble.html
@@ -267,7 +267,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git07850bb) &#x25BC</a>
+      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git45ed7c1) &#x25BC</a>
     </div>
 
 

diff --git a/nightly/generated/functorch.compile.aot_function.html b/nightly/generated/functorch.compile.aot_function.html
@@ -267,7 +267,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git07850bb) &#x25BC</a>
+      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git45ed7c1) &#x25BC</a>
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diff --git a/nightly/generated/functorch.compile.aot_module.html b/nightly/generated/functorch.compile.aot_module.html
@@ -267,7 +267,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git07850bb) &#x25BC</a>
+      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git45ed7c1) &#x25BC</a>
     </div>
 
 

diff --git a/nightly/generated/functorch.compile.default_partition.html b/nightly/generated/functorch.compile.default_partition.html
@@ -267,7 +267,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git07850bb) &#x25BC</a>
+      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git45ed7c1) &#x25BC</a>
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diff --git a/nightly/generated/functorch.compile.memory_efficient_fusion.html b/nightly/generated/functorch.compile.memory_efficient_fusion.html
@@ -267,7 +267,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git07850bb) &#x25BC</a>
+      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git45ed7c1) &#x25BC</a>
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diff --git a/nightly/generated/functorch.compile.min_cut_rematerialization_partition.html b/nightly/generated/functorch.compile.min_cut_rematerialization_partition.html
@@ -267,7 +267,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git07850bb) &#x25BC</a>
+      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git45ed7c1) &#x25BC</a>
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diff --git a/nightly/generated/functorch.compile.nop.html b/nightly/generated/functorch.compile.nop.html
@@ -267,7 +267,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git07850bb) &#x25BC</a>
+      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git45ed7c1) &#x25BC</a>
     </div>
 
 

diff --git a/nightly/generated/functorch.compile.ts_compile.html b/nightly/generated/functorch.compile.ts_compile.html
@@ -267,7 +267,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git07850bb) &#x25BC</a>
+      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git45ed7c1) &#x25BC</a>
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diff --git a/nightly/generated/functorch.functionalize.html b/nightly/generated/functorch.functionalize.html
@@ -267,7 +267,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git07850bb) &#x25BC</a>
+      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git45ed7c1) &#x25BC</a>
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diff --git a/nightly/generated/functorch.grad.html b/nightly/generated/functorch.grad.html
@@ -267,7 +267,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git07850bb) &#x25BC</a>
+      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git45ed7c1) &#x25BC</a>
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diff --git a/nightly/generated/functorch.grad_and_value.html b/nightly/generated/functorch.grad_and_value.html
@@ -267,7 +267,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git07850bb) &#x25BC</a>
+      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git45ed7c1) &#x25BC</a>
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diff --git a/nightly/generated/functorch.hessian.html b/nightly/generated/functorch.hessian.html
@@ -267,7 +267,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git07850bb) &#x25BC</a>
+      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git45ed7c1) &#x25BC</a>
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diff --git a/nightly/generated/functorch.jacfwd.html b/nightly/generated/functorch.jacfwd.html
@@ -267,7 +267,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git07850bb) &#x25BC</a>
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diff --git a/nightly/generated/functorch.jacrev.html b/nightly/generated/functorch.jacrev.html
@@ -267,7 +267,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git07850bb) &#x25BC</a>
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diff --git a/nightly/generated/functorch.jvp.html b/nightly/generated/functorch.jvp.html
@@ -267,7 +267,7 @@
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     <div class="version">
-      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git07850bb) &#x25BC</a>
+      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git45ed7c1) &#x25BC</a>
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diff --git a/nightly/generated/functorch.make_functional.html b/nightly/generated/functorch.make_functional.html
@@ -267,7 +267,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git07850bb) &#x25BC</a>
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     </div>
 
 

diff --git a/nightly/generated/functorch.make_functional_with_buffers.html b/nightly/generated/functorch.make_functional_with_buffers.html
@@ -267,7 +267,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git07850bb) &#x25BC</a>
+      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git45ed7c1) &#x25BC</a>
     </div>
 
 

diff --git a/nightly/generated/functorch.vjp.html b/nightly/generated/functorch.vjp.html
@@ -267,7 +267,7 @@
           <div class="pytorch-left-menu-search">
 
     <div class="version">
-      <a href='https://pytorch.org/functorch/versions.html'>nightly (2.6.0a0+git07850bb) &#x25BC</a>
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diff --git a/nightly/generated/functorch.vmap.html b/nightly/generated/functorch.vmap.html
@@ -267,7 +267,7 @@
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@@ -265,7 +265,7 @@
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