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20 changes: 9 additions & 11 deletions api/_modules/captum/_utils/models/linear_model/model.html
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Expand Up @@ -846,7 +846,15 @@ <h1>Source code for captum.attr._core.feature_ablation</h1><div class="highlight
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47 changes: 36 additions & 11 deletions api/_modules/captum/attr/_core/feature_permutation.html
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Expand Up @@ -38,6 +38,7 @@ <h1>Source code for captum.attr._core.feature_permutation</h1><div class="highli
<span class="kn">from</span> <span class="nn">captum.attr._core.feature_ablation</span> <span class="kn">import</span> <span class="n">FeatureAblation</span>
<span class="kn">from</span> <span class="nn">captum.log</span> <span class="kn">import</span> <span class="n">log_usage</span>
<span class="kn">from</span> <span class="nn">torch</span> <span class="kn">import</span> <span class="n">Tensor</span>
<span class="kn">from</span> <span class="nn">torch.futures</span> <span class="kn">import</span> <span class="n">Future</span>


<span class="k">def</span> <span class="nf">_permute_feature</span><span class="p">(</span><span class="n">x</span><span class="p">:</span> <span class="n">Tensor</span><span class="p">,</span> <span class="n">feature_mask</span><span class="p">:</span> <span class="n">Tensor</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tensor</span><span class="p">:</span>
Expand Down Expand Up @@ -120,6 +121,7 @@ <h1>Source code for captum.attr._core.feature_permutation</h1><div class="highli
<span class="sd"> """</span>
<span class="n">FeatureAblation</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">forward_func</span><span class="o">=</span><span class="n">forward_func</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">perm_func</span> <span class="o">=</span> <span class="n">perm_func</span>
<span class="bp">self</span><span class="o">.</span><span class="n">use_futures</span> <span class="o">=</span> <span class="kc">False</span>

<span class="c1"># suppressing error caused by the child class not having a matching</span>
<span class="c1"># signature to the parent</span>
Expand Down Expand Up @@ -308,6 +310,31 @@ <h1>Source code for captum.attr._core.feature_permutation</h1><div class="highli
<span class="p">)</span></div>


<span class="k">def</span> <span class="nf">attribute_future</span><span class="p">(</span>
<span class="bp">self</span><span class="p">,</span>
<span class="n">inputs</span><span class="p">:</span> <span class="n">TensorOrTupleOfTensorsGeneric</span><span class="p">,</span>
<span class="n">target</span><span class="p">:</span> <span class="n">TargetType</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">additional_forward_args</span><span class="p">:</span> <span class="n">Any</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">feature_mask</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="kc">None</span><span class="p">,</span> <span class="n">TensorOrTupleOfTensorsGeneric</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">perturbations_per_eval</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span>
<span class="n">show_progress</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
<span class="o">**</span><span class="n">kwargs</span><span class="p">:</span> <span class="n">Any</span><span class="p">,</span>
<span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Future</span><span class="p">[</span><span class="n">TensorOrTupleOfTensorsGeneric</span><span class="p">]:</span>
<span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">kwargs</span><span class="p">,</span> <span class="nb">dict</span><span class="p">)</span> <span class="ow">and</span> <span class="s2">"baselines"</span> <span class="ow">in</span> <span class="n">kwargs</span><span class="p">:</span>
<span class="k">del</span> <span class="n">kwargs</span><span class="p">[</span><span class="s2">"baselines"</span><span class="p">]</span>
<span class="k">return</span> <span class="n">FeatureAblation</span><span class="o">.</span><span class="n">attribute</span><span class="o">.</span><span class="n">__wrapped__</span><span class="p">(</span>
<span class="bp">self</span><span class="p">,</span>
<span class="n">inputs</span><span class="p">,</span>
<span class="n">baselines</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
<span class="n">target</span><span class="o">=</span><span class="n">target</span><span class="p">,</span>
<span class="n">additional_forward_args</span><span class="o">=</span><span class="n">additional_forward_args</span><span class="p">,</span>
<span class="n">feature_mask</span><span class="o">=</span><span class="n">feature_mask</span><span class="p">,</span>
<span class="n">perturbations_per_eval</span><span class="o">=</span><span class="n">perturbations_per_eval</span><span class="p">,</span>
<span class="n">show_progress</span><span class="o">=</span><span class="n">show_progress</span><span class="p">,</span>
<span class="n">use_futures</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">use_futures</span><span class="p">,</span>
<span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
<span class="p">)</span>

<span class="k">def</span> <span class="nf">_construct_ablated_input</span><span class="p">(</span>
<span class="bp">self</span><span class="p">,</span>
<span class="n">expanded_input</span><span class="p">:</span> <span class="n">Tensor</span><span class="p">,</span>
Expand Down Expand Up @@ -355,7 +382,15 @@ <h1>Source code for captum.attr._core.feature_permutation</h1><div class="highli
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Expand Down Expand Up @@ -385,16 +420,6 @@ <h3>Related Topics</h3>
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