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@@ -1242,12 +1242,52 @@ <h1>Source code for torch._dynamo.eval_frame</h1><div class="highlight"><pre>
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<span class="n">graph</span><span class="p">,</span>
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<span class="p">)</span><span class="o">.</span><span class="n">transform</span><span class="p">()</span>
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<span class="k">def</span> <span class="nf">signature_to_fullargspec</span><span class="p">(</span><span class="n">sig</span><span class="p">:</span> <span class="n">inspect</span><span class="o">.</span><span class="n">Signature</span><span class="p">):</span>
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<span class="c1"># Get a list of Parameter objects from the Signature object</span>
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<span class="n">params</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">sig</span><span class="o">.</span><span class="n">parameters</span><span class="o">.</span><span class="n">values</span><span class="p">())</span>
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<span class="c1"># Separate positional arguments, keyword-only arguments and varargs/varkw</span>
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<span class="n">args</span> <span class="o">=</span> <span class="p">[</span>
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<span class="n">p</span><span class="o">.</span><span class="n">name</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">params</span> <span class="k">if</span> <span class="n">p</span><span class="o">.</span><span class="n">kind</span> <span class="o">==</span> <span class="n">inspect</span><span class="o">.</span><span class="n">Parameter</span><span class="o">.</span><span class="n">POSITIONAL_OR_KEYWORD</span>
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<span class="p">]</span>
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<span class="n">kwonlyargs</span> <span class="o">=</span> <span class="p">[</span>
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<span class="n">p</span><span class="o">.</span><span class="n">name</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">params</span> <span class="k">if</span> <span class="n">p</span><span class="o">.</span><span class="n">kind</span> <span class="o">==</span> <span class="n">inspect</span><span class="o">.</span><span class="n">Parameter</span><span class="o">.</span><span class="n">KEYWORD_ONLY</span>
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<span class="p">]</span>
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<span class="n">varargs</span> <span class="o">=</span> <span class="nb">next</span><span class="p">(</span>
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<span class="p">(</span><span class="n">p</span><span class="o">.</span><span class="n">name</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">params</span> <span class="k">if</span> <span class="n">p</span><span class="o">.</span><span class="n">kind</span> <span class="o">==</span> <span class="n">inspect</span><span class="o">.</span><span class="n">Parameter</span><span class="o">.</span><span class="n">VAR_POSITIONAL</span><span class="p">),</span> <span class="kc">None</span>
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<span class="p">)</span>
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<span class="n">varkw</span> <span class="o">=</span> <span class="nb">next</span><span class="p">(</span>
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<span class="p">(</span><span class="n">p</span><span class="o">.</span><span class="n">name</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">params</span> <span class="k">if</span> <span class="n">p</span><span class="o">.</span><span class="n">kind</span> <span class="o">==</span> <span class="n">inspect</span><span class="o">.</span><span class="n">Parameter</span><span class="o">.</span><span class="n">VAR_KEYWORD</span><span class="p">),</span> <span class="kc">None</span>
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<span class="p">)</span>
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<span class="c1"># Get default values for positional arguments and keyword-only arguments</span>
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<span class="n">defaults</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span>
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<span class="n">p</span><span class="o">.</span><span class="n">default</span>
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<span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">params</span>
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<span class="k">if</span> <span class="n">p</span><span class="o">.</span><span class="n">kind</span> <span class="o">==</span> <span class="n">inspect</span><span class="o">.</span><span class="n">Parameter</span><span class="o">.</span><span class="n">POSITIONAL_OR_KEYWORD</span>
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<span class="ow">and</span> <span class="n">p</span><span class="o">.</span><span class="n">default</span> <span class="ow">is</span> <span class="ow">not</span> <span class="n">inspect</span><span class="o">.</span><span class="n">Parameter</span><span class="o">.</span><span class="n">empty</span>
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<span class="p">)</span>
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<span class="n">kwonlydefaults</span> <span class="o">=</span> <span class="p">{</span>
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<span class="n">p</span><span class="o">.</span><span class="n">name</span><span class="p">:</span> <span class="n">p</span><span class="o">.</span><span class="n">default</span>
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<span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">params</span>
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<span class="k">if</span> <span class="n">p</span><span class="o">.</span><span class="n">kind</span> <span class="o">==</span> <span class="n">inspect</span><span class="o">.</span><span class="n">Parameter</span><span class="o">.</span><span class="n">KEYWORD_ONLY</span>
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<span class="ow">and</span> <span class="n">p</span><span class="o">.</span><span class="n">default</span> <span class="ow">is</span> <span class="ow">not</span> <span class="n">inspect</span><span class="o">.</span><span class="n">Parameter</span><span class="o">.</span><span class="n">empty</span>
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<span class="p">}</span>
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<span class="c1"># Get annotations for parameters and return value</span>
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<span class="n">annotations</span> <span class="o">=</span> <span class="p">{}</span>
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<span class="k">if</span> <span class="n">sig</span><span class="o">.</span><span class="n">return_annotation</span><span class="p">:</span>
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<span class="n">annotations</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;return&quot;</span><span class="p">:</span> <span class="n">sig</span><span class="o">.</span><span class="n">return_annotation</span><span class="p">}</span>
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<span class="k">for</span> <span class="n">parameter</span> <span class="ow">in</span> <span class="n">params</span><span class="p">:</span>
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<span class="n">annotations</span><span class="p">[</span><span class="n">parameter</span><span class="o">.</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">parameter</span><span class="o">.</span><span class="n">annotation</span>
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<span class="c1"># Return a FullArgSpec object with the extracted attributes</span>
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<span class="k">return</span> <span class="n">inspect</span><span class="o">.</span><span class="n">FullArgSpec</span><span class="p">(</span>
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<span class="n">args</span><span class="p">,</span> <span class="n">varargs</span><span class="p">,</span> <span class="n">varkw</span><span class="p">,</span> <span class="n">defaults</span><span class="p">,</span> <span class="n">kwonlyargs</span><span class="p">,</span> <span class="n">kwonlydefaults</span><span class="p">,</span> <span class="n">annotations</span>
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<span class="p">)</span>
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<span class="c1"># Make dynamo graph to have same input/output spec as user code</span>
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<span class="k">def</span> <span class="nf">argument_names</span><span class="p">(</span><span class="n">f</span><span class="p">:</span> <span class="n">Callable</span><span class="p">[</span><span class="o">...</span><span class="p">,</span> <span class="n">Any</span><span class="p">],</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]:</span>
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<span class="n">fullargspec</span> <span class="o">=</span> <span class="n">inspect</span><span class="o">.</span><span class="n">getfullargspec</span><span class="p">(</span><span class="n">call_to_inspect</span><span class="p">)</span>
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<span class="k">if</span> <span class="n">inspect</span><span class="o">.</span><span class="n">ismethod</span><span class="p">(</span><span class="n">call_to_inspect</span><span class="p">):</span>
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<span class="n">fullargspec</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
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<span class="n">sig</span> <span class="o">=</span> <span class="n">inspect</span><span class="o">.</span><span class="n">signature</span><span class="p">(</span><span class="n">call_to_inspect</span><span class="p">)</span>
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<span class="n">fullargspec</span> <span class="o">=</span> <span class="n">signature_to_fullargspec</span><span class="p">(</span><span class="n">sig</span><span class="p">)</span>
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<span class="c1"># 1. Map `args` 1-to-1 to positional arguments in original signature.</span>
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<span class="n">input_strs</span> <span class="o">=</span> <span class="n">fullargspec</span><span class="o">.</span><span class="n">args</span><span class="p">[:</span> <span class="nb">len</span><span class="p">(</span><span class="n">args</span><span class="p">)]</span>

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