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v/latest/api/_modules/botorch/test_functions/multi_objective.html

@@ -874,7 +874,7 @@ <h1>Source code for botorch.test_functions.multi_objective</h1><div class="highl
             <span class="n">F_loss</span> <span class="o">=</span> <span class="p">(</span>
                 <span class="n">V</span><span class="p">[</span><span class="n">active</span><span class="p">]</span>
                 <span class="o">*</span> <span class="bp">cls</span><span class="o">.</span><span class="n">lambd</span>
-                <span class="o">*</span> <span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="mi">5</span> <span class="o">*</span> <span class="p">((</span><span class="n">T</span><span class="p">[</span><span class="n">active</span><span class="p">]</span> <span class="o">-</span> <span class="bp">cls</span><span class="o">.</span><span class="n">T_o</span><span class="p">)</span> <span class="o">/</span> <span class="p">(</span><span class="bp">cls</span><span class="o">.</span><span class="n">T_v</span> <span class="o">-</span> <span class="bp">cls</span><span class="o">.</span><span class="n">T_o</span><span class="p">)))</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span>
+                <span class="o">*</span> <span class="n">torch</span><span class="o">.</span><span class="n">special</span><span class="o">.</span><span class="n">expm1</span><span class="p">(</span><span class="mi">5</span> <span class="o">*</span> <span class="p">((</span><span class="n">T</span><span class="p">[</span><span class="n">active</span><span class="p">]</span> <span class="o">-</span> <span class="bp">cls</span><span class="o">.</span><span class="n">T_o</span><span class="p">)</span> <span class="o">/</span> <span class="p">(</span><span class="bp">cls</span><span class="o">.</span><span class="n">T_v</span> <span class="o">-</span> <span class="bp">cls</span><span class="o">.</span><span class="n">T_o</span><span class="p">)))</span>
             <span class="p">)</span>
             <span class="n">dV_dt</span> <span class="o">=</span> <span class="n">F</span><span class="p">[</span><span class="n">active</span><span class="p">]</span> <span class="o">-</span> <span class="n">F_loss</span>
             <span class="n">mu</span> <span class="o">=</span> <span class="p">(</span>

v/latest/api/_modules/botorch/test_functions/multi_objective/index.html

@@ -874,7 +874,7 @@ <h1>Source code for botorch.test_functions.multi_objective</h1><div class="highl
             <span class="n">F_loss</span> <span class="o">=</span> <span class="p">(</span>
                 <span class="n">V</span><span class="p">[</span><span class="n">active</span><span class="p">]</span>
                 <span class="o">*</span> <span class="bp">cls</span><span class="o">.</span><span class="n">lambd</span>
-                <span class="o">*</span> <span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="mi">5</span> <span class="o">*</span> <span class="p">((</span><span class="n">T</span><span class="p">[</span><span class="n">active</span><span class="p">]</span> <span class="o">-</span> <span class="bp">cls</span><span class="o">.</span><span class="n">T_o</span><span class="p">)</span> <span class="o">/</span> <span class="p">(</span><span class="bp">cls</span><span class="o">.</span><span class="n">T_v</span> <span class="o">-</span> <span class="bp">cls</span><span class="o">.</span><span class="n">T_o</span><span class="p">)))</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span>
+                <span class="o">*</span> <span class="n">torch</span><span class="o">.</span><span class="n">special</span><span class="o">.</span><span class="n">expm1</span><span class="p">(</span><span class="mi">5</span> <span class="o">*</span> <span class="p">((</span><span class="n">T</span><span class="p">[</span><span class="n">active</span><span class="p">]</span> <span class="o">-</span> <span class="bp">cls</span><span class="o">.</span><span class="n">T_o</span><span class="p">)</span> <span class="o">/</span> <span class="p">(</span><span class="bp">cls</span><span class="o">.</span><span class="n">T_v</span> <span class="o">-</span> <span class="bp">cls</span><span class="o">.</span><span class="n">T_o</span><span class="p">)))</span>
             <span class="p">)</span>
             <span class="n">dV_dt</span> <span class="o">=</span> <span class="n">F</span><span class="p">[</span><span class="n">active</span><span class="p">]</span> <span class="o">-</span> <span class="n">F_loss</span>
             <span class="n">mu</span> <span class="o">=</span> <span class="p">(</span>