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Co-authored-by: Jakob Hoydis <5190129+jhoydis@users.noreply.github.com>
Co-authored-by: Fayçal Ait-Aoudia <43564757+faycalaa@users.noreply.github.com>
Co-authored-by: Sebastian Cammerer <18167671+SebastianCa@users.noreply.github.com>
Co-authored-by: Guillermo Marcus <4169784+gmarcusm@users.noreply.github.com>
Co-authored-by: Merlin Nimier-David <merlin.nimier@gmail.com>

Signed-off-by: The Sionna Team <sionna@nvidia.com>

Merged-by: Guillermo Marcus <4169784+gmarcusm@users.noreply.github.com>
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<title>Overview: module code &mdash; Sionna 0.15.0 documentation</title>
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<title>sionna.channel.discrete_channel &mdash; Sionna 0.15.0 documentation</title>
<title>sionna.channel.discrete_channel &mdash; Sionna 0.15.1 documentation</title>
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Expand Down Expand Up @@ -1160,7 +1160,7 @@ <h1>Source code for sionna.channel.discrete_channel</h1><div class="highlight"><
<span class="n">q</span> <span class="o">=</span> <span class="o">-</span> <span class="n">tf</span><span class="o">.</span><span class="n">math</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="o">-</span> <span class="n">tf</span><span class="o">.</span><span class="n">math</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">u</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_eps</span><span class="p">)</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_eps</span><span class="p">)</span>
<span class="n">p</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">stack</span><span class="p">((</span><span class="n">pb</span><span class="p">,</span><span class="mi">1</span><span class="o">-</span><span class="n">pb</span><span class="p">),</span> <span class="n">axis</span><span class="o">=-</span><span class="mi">1</span><span class="p">)</span>
<span class="n">p</span> <span class="o">=</span> <span class="n">expand_to_rank</span><span class="p">(</span><span class="n">p</span><span class="p">,</span> <span class="n">tf</span><span class="o">.</span><span class="n">rank</span><span class="p">(</span><span class="n">q</span><span class="p">),</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">p</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">p</span><span class="p">,</span> <span class="n">q</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="n">p</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">p</span><span class="p">,</span> <span class="n">tf</span><span class="o">.</span><span class="n">shape</span><span class="p">(</span><span class="n">q</span><span class="p">))</span>
<span class="n">a</span> <span class="o">=</span> <span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">math</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">p</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_eps</span><span class="p">)</span> <span class="o">+</span> <span class="n">q</span><span class="p">)</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">_temperature</span>

<span class="c1"># apply softmax</span>
Expand Down Expand Up @@ -1210,8 +1210,8 @@ <h1>Source code for sionna.channel.discrete_channel</h1><div class="highlight"><
<span class="c1"># check x for consistency (binary, bipolar)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_check_inputs</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>

<span class="n">e0</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sample_errors</span><span class="p">(</span><span class="n">pb0</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="n">e1</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sample_errors</span><span class="p">(</span><span class="n">pb1</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="n">e0</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sample_errors</span><span class="p">(</span><span class="n">pb0</span><span class="p">,</span> <span class="n">tf</span><span class="o">.</span><span class="n">shape</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
<span class="n">e1</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sample_errors</span><span class="p">(</span><span class="n">pb1</span><span class="p">,</span> <span class="n">tf</span><span class="o">.</span><span class="n">shape</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>

<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_bipolar_input</span><span class="p">:</span>
<span class="n">neutral_element</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">constant</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">)</span>
Expand Down Expand Up @@ -1559,7 +1559,7 @@ <h1>Source code for sionna.channel.discrete_channel</h1><div class="highlight"><
<span class="bp">self</span><span class="o">.</span><span class="n">_check_inputs</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>

<span class="c1"># sample erasure pattern</span>
<span class="n">e</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sample_errors</span><span class="p">(</span><span class="n">pb</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="n">e</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sample_errors</span><span class="p">(</span><span class="n">pb</span><span class="p">,</span> <span class="n">tf</span><span class="o">.</span><span class="n">shape</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>

<span class="c1"># if LLRs should be returned</span>
<span class="c1"># remark: the Sionna logit definition is llr = log[p(x=1)/p(x=0)]</span>
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