c1"># code changes the seeds, so resetting it here ensures</span>
            <span class="c1"># deterministic results</span>
            <span class="n">set_seed</span><span class="p">(</span><span class="mi">42</span><span class="p">)</span>

            <span class="c1"># Perform forward pass</span>
            <span class="n">y_pred</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="p">(</span><span class="n">X_train_batch</span><