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<h1>Engine<a class="headerlink" href="#engine" title="Link to this heading"></a></h1>
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<dl class="py class">
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<dt class="sig sig-object py" id="torchjd.autogram.Engine">
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<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">torchjd.autogram.</span></span><span class="sig-name descname"><span class="pre">Engine</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">modules</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_dim</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/TorchJD/torchjd/blob/main/src/torchjd/autogram/_engine.py#L46-L337"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#torchjd.autogram.Engine" title="Link to this definition"></a></dt>
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<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">torchjd.autogram.</span></span><span class="sig-name descname"><span class="pre">Engine</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">modules</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_dim</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/TorchJD/torchjd/blob/main/src/torchjd/autogram/_engine.py#L46-L335"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#torchjd.autogram.Engine" title="Link to this definition"></a></dt>
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<dd><p>Engine to compute the Gramian of the Jacobian of some tensor with respect to the direct
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parameters of all provided modules. It is based on Algorithm 3 of <a class="reference external" href="https://arxiv.org/pdf/2406.16232">Jacobian Descent For
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Multi-Objective Optimization</a> but goes even further:</p>

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