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devel/CHANGELOG/index.html

@@ -5424,6 +5424,9 @@ <h3 id="fixed">Fixed<a class="headerlink" href="#fixed" title="Permanent link">&
 </ul>
 <h3 id="changed">Changed<a class="headerlink" href="#changed" title="Permanent link">&para;</a></h3>
 <ul>
+<li>Changed the way semi-value coefficients are composed with sampler weights in
+  order to avoid <code>OverflowError</code> for very small or large values
+  <a href="https://github.com/aai-institute/pyDVL/pull/639">PR #639</a></li>
 <li>Uniformly distribute test points across processes for KNNShapley. Fail for
   <code>GroupedDataset</code> <a href="https://github.com/aai-institute/pyDVL/pull/632">PR #632</a></li>
 <li>Introduced the concept of logical vs data indices for <code>Dataset</code>, and
@@ -5921,7 +5924,7 @@ <h2 id="010-first-release">0.1.0 - 🎉 first release<a class="headerlink" href=
     <span class="md-icon" title="Last update">
       <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M21 13.1c-.1 0-.3.1-.4.2l-1 1 2.1 2.1 1-1c.2-.2.2-.6 0-.8l-1.3-1.3c-.1-.1-.2-.2-.4-.2m-1.9 1.8-6.1 6V23h2.1l6.1-6.1zM12.5 7v5.2l4 2.4-1 1L11 13V7zM11 21.9c-5.1-.5-9-4.8-9-9.9C2 6.5 6.5 2 12 2c5.3 0 9.6 4.1 10 9.3-.3-.1-.6-.2-1-.2s-.7.1-1 .2C19.6 7.2 16.2 4 12 4c-4.4 0-8 3.6-8 8 0 4.1 3.1 7.5 7.1 7.9l-.1.2z"/></svg>
     </span>
-    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-iso_date">2025-01-15</span>
+    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-iso_date">2025-01-16</span>
   </span>
 
 

devel/api/pydvl/valuation/methods/loo/index.html

@@ -4804,7 +4804,7 @@ <h3 id="pydvl.valuation.methods.loo.LOOValuation.coefficient" class="doc doc-hea
 
 
 <a href="#pydvl.valuation.methods.loo.LOOValuation.coefficient" class="headerlink" title="Permanent link">&para;</a></h3>
-<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="n">coefficient</span><span class="p">(</span><span class="n">n</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a></span><span class="p">,</span> <span class="n">k</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a></span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#float">float</a></span>
+<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="n">coefficient</span><span class="p">(</span><span class="n">n</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a></span><span class="p">,</span> <span class="n">k</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a></span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#float">float</a></span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#float">float</a></span>
 </span></code></pre></div>
 
   <div class="doc doc-contents ">
@@ -4819,12 +4819,12 @@ <h3 id="pydvl.valuation.methods.loo.LOOValuation.coefficient" class="doc doc-hea
 <span class="normal"><a href="#__codelineno-0-48">48</a></span>
 <span class="normal"><a href="#__codelineno-0-49">49</a></span>
 <span class="normal"><a href="#__codelineno-0-50">50</a></span>
-<span class="normal"><a href="#__codelineno-0-51">51</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-46"><a id="__codelineno-0-46" name="__codelineno-0-46"></a><span class="k">def</span><span class="w"> </span><span class="nf">coefficient</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">n</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">k</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="normal"><a href="#__codelineno-0-51">51</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-46"><a id="__codelineno-0-46" name="__codelineno-0-46"></a><span class="k">def</span><span class="w"> </span><span class="nf">coefficient</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">n</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">k</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
 </span><span id="__span-0-47"><a id="__codelineno-0-47" name="__codelineno-0-47"></a><span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 </span><span id="__span-0-48"><a id="__codelineno-0-48" name="__codelineno-0-48"></a><span class="sd">    This is never actually used to filter out sets, because the LOOSampler returns</span>
 </span><span id="__span-0-49"><a id="__codelineno-0-49" name="__codelineno-0-49"></a><span class="sd">    only complements of {idx}, but it is required by the abstract class.</span>
 </span><span id="__span-0-50"><a id="__codelineno-0-50" name="__codelineno-0-50"></a><span class="sd">    &quot;&quot;&quot;</span>
-</span><span id="__span-0-51"><a id="__codelineno-0-51" name="__codelineno-0-51"></a>    <span class="k">return</span> <span class="mi">1</span> <span class="k">if</span> <span class="n">k</span> <span class="o">==</span> <span class="n">n</span> <span class="o">-</span> <span class="mi">1</span> <span class="k">else</span> <span class="mi">0</span>
+</span><span id="__span-0-51"><a id="__codelineno-0-51" name="__codelineno-0-51"></a>    <span class="k">return</span> <span class="n">other</span> <span class="k">if</span> <span class="n">k</span> <span class="o">==</span> <span class="n">n</span> <span class="o">-</span> <span class="mi">1</span> <span class="k">else</span> <span class="mi">0</span>
 </span></code></pre></div></td></tr></table></div>
           </details>
   </div>