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47 changed files with 146 additions and 128 deletions
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<link rel="icon" href="../../media/favicon.ico">
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<meta name="generator" content="mkdocs-1.3.0, mkdocs-material-8.3.9">
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<meta name="generator" content="mkdocs-1.3.1, mkdocs-material-8.3.9">
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@ -2474,7 +2474,15 @@ language tagging.</p>
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<span class="normal"><a href="#__codelineno-0-109">109</a></span>
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<span class="normal"><a href="#__codelineno-0-110">110</a></span>
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<span class="normal"><a href="#__codelineno-0-111">111</a></span>
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<span class="normal"><a href="#__codelineno-0-112">112</a></span></pre></div></td><td class="code"><div><pre><span></span><code><a id="__codelineno-0-15" name="__codelineno-0-15"></a><span class="k">def</span> <span class="nf">evaluate_ranking</span><span class="p">(</span>
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<span class="normal"><a href="#__codelineno-0-112">112</a></span>
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<span class="normal"><a href="#__codelineno-0-113">113</a></span>
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<span class="normal"><a href="#__codelineno-0-114">114</a></span>
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<span class="normal"><a href="#__codelineno-0-115">115</a></span>
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<span class="normal"><a href="#__codelineno-0-116">116</a></span>
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<span class="normal"><a href="#__codelineno-0-117">117</a></span>
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<span class="normal"><a href="#__codelineno-0-118">118</a></span>
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<span class="normal"><a href="#__codelineno-0-119">119</a></span>
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<span class="normal"><a href="#__codelineno-0-120">120</a></span></pre></div></td><td class="code"><div><pre><span></span><code><a id="__codelineno-0-15" name="__codelineno-0-15"></a><span class="k">def</span> <span class="nf">evaluate_ranking</span><span class="p">(</span>
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<a id="__codelineno-0-16" name="__codelineno-0-16"></a> <span class="n">expected</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">T</span><span class="p">],</span>
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<a id="__codelineno-0-17" name="__codelineno-0-17"></a> <span class="n">actual_scores</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">float</span><span class="p">],</span>
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<a id="__codelineno-0-18" name="__codelineno-0-18"></a> <span class="n">target_recall</span><span class="p">:</span> <span class="nb">float</span><span class="p">,</span>
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@ -2529,49 +2537,57 @@ language tagging.</p>
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<a id="__codelineno-0-67" name="__codelineno-0-67"></a> <span class="p">(</span><span class="n">v</span> <span class="o"><</span> <span class="n">classes</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="k">if</span> <span class="n">reverse_order</span> <span class="k">else</span> <span class="p">(</span><span class="n">v</span> <span class="o">></span> <span class="n">classes</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
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<a id="__codelineno-0-68" name="__codelineno-0-68"></a> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">expected</span>
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<a id="__codelineno-0-69" name="__codelineno-0-69"></a> <span class="p">]</span>
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<a id="__codelineno-0-70" name="__codelineno-0-70"></a> <span class="n">precision</span><span class="p">,</span> <span class="n">recall</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="n">precision_recall_curve</span><span class="p">(</span>
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<a id="__codelineno-0-71" name="__codelineno-0-71"></a> <span class="n">binarized_expected</span><span class="p">,</span> <span class="n">actual_scores</span>
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<a id="__codelineno-0-72" name="__codelineno-0-72"></a> <span class="p">)</span>
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<a id="__codelineno-0-73" name="__codelineno-0-73"></a>
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<a id="__codelineno-0-74" name="__codelineno-0-74"></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">disable_interpolation</span><span class="p">:</span>
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<a id="__codelineno-0-75" name="__codelineno-0-75"></a> <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">precision</span><span class="p">)):</span>
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<a id="__codelineno-0-76" name="__codelineno-0-76"></a> <span class="n">precision</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">precision</span><span class="p">[</span><span class="n">j</span> <span class="o">-</span> <span class="mi">1</span><span class="p">],</span> <span class="n">precision</span><span class="p">[</span><span class="n">j</span><span class="p">])</span>
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<a id="__codelineno-0-77" name="__codelineno-0-77"></a>
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<a id="__codelineno-0-78" name="__codelineno-0-78"></a> <span class="n">closest_recall_index</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">argmin</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">recall</span> <span class="o">-</span> <span class="n">target_recall</span><span class="p">))</span>
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<a id="__codelineno-0-79" name="__codelineno-0-79"></a> <span class="n">precision_at_closest_recall</span> <span class="o">=</span> <span class="n">precision</span><span class="p">[</span><span class="n">closest_recall_index</span><span class="p">]</span>
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<a id="__codelineno-0-80" name="__codelineno-0-80"></a> <span class="n">average_precision</span> <span class="o">=</span> <span class="n">average_precision_score</span><span class="p">(</span>
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<a id="__codelineno-0-81" name="__codelineno-0-81"></a> <span class="n">binarized_expected</span><span class="p">,</span> <span class="n">actual_scores</span>
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<a id="__codelineno-0-82" name="__codelineno-0-82"></a> <span class="p">)</span>
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<a id="__codelineno-0-83" name="__codelineno-0-83"></a> <span class="n">results</span><span class="p">[</span><span class="n">classes</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="n">precision_at_closest_recall</span>
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<a id="__codelineno-0-84" name="__codelineno-0-84"></a>
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<a id="__codelineno-0-85" name="__codelineno-0-85"></a> <span class="k">if</span> <span class="n">plot</span><span class="p">:</span>
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<a id="__codelineno-0-86" name="__codelineno-0-86"></a> <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
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<a id="__codelineno-0-87" name="__codelineno-0-87"></a> <span class="n">recall</span><span class="p">,</span>
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<a id="__codelineno-0-88" name="__codelineno-0-88"></a> <span class="n">precision</span><span class="p">,</span>
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<a id="__codelineno-0-89" name="__codelineno-0-89"></a> <span class="n">label</span><span class="o">=</span><span class="sa">f</span><span class="s2">"</span><span class="si">{</span><span class="s1">'|'</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">str_classes</span><span class="p">[:</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">])</span><span class="si">}</span><span class="s2"> ↔ </span><span class="si">{</span><span class="s1">'|'</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">str_classes</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">:])</span><span class="si">}</span><span class="s2"> (P@</span><span class="si">{</span><span class="n">target_recall</span><span class="si">:</span><span class="s2">.2f</span><span class="si">}</span><span class="s2">=</span><span class="si">{</span><span class="n">precision_at_closest_recall</span><span class="si">:</span><span class="s2">.2f</span><span class="si">}</span><span class="s2">, AP=</span><span class="si">{</span><span class="n">average_precision</span><span class="si">:</span><span class="s2">.2f</span><span class="si">}</span><span class="s2">)"</span><span class="p">,</span>
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<a id="__codelineno-0-90" name="__codelineno-0-90"></a> <span class="p">)</span>
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<a id="__codelineno-0-91" name="__codelineno-0-91"></a>
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<a id="__codelineno-0-92" name="__codelineno-0-92"></a> <span class="k">if</span> <span class="n">plot</span><span class="p">:</span>
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<a id="__codelineno-0-93" name="__codelineno-0-93"></a> <span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="s2">"upper right"</span><span class="p">)</span>
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<a id="__codelineno-0-94" name="__codelineno-0-94"></a> <span class="n">ax</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="n">target_recall</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s2">"--"</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">"#55c6bb"</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mf">2.0</span><span class="p">)</span>
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<a id="__codelineno-0-95" name="__codelineno-0-95"></a>
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<a id="__codelineno-0-96" name="__codelineno-0-96"></a> <span class="k">if</span> <span class="n">title</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
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<a id="__codelineno-0-97" name="__codelineno-0-97"></a> <span class="n">title</span> <span class="o">=</span> <span class="s2">"Ranking evaluation"</span>
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<a id="__codelineno-0-98" name="__codelineno-0-98"></a>
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<a id="__codelineno-0-99" name="__codelineno-0-99"></a> <span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="sa">f</span><span class="s1">'</span><span class="si">{</span><span class="n">title</span><span class="si">}</span><span class="s1"> (</span><span class="si">{</span><span class="s2">" < "</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">str_classes</span><span class="p">)</span><span class="si">}</span><span class="s1">)'</span><span class="p">,</span> <span class="n">pad</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
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<a id="__codelineno-0-100" name="__codelineno-0-100"></a>
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<a id="__codelineno-0-101" name="__codelineno-0-101"></a> <span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">"Recall"</span><span class="p">)</span>
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<a id="__codelineno-0-102" name="__codelineno-0-102"></a> <span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">"Precision"</span><span class="p">)</span>
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<a id="__codelineno-0-70" name="__codelineno-0-70"></a>
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<a id="__codelineno-0-71" name="__codelineno-0-71"></a> <span class="n">sorted_expected_actual</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span>
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<a id="__codelineno-0-72" name="__codelineno-0-72"></a> <span class="nb">zip</span><span class="p">(</span><span class="n">binarized_expected</span><span class="p">,</span> <span class="n">actual_scores</span><span class="p">),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">v</span><span class="p">:</span> <span class="n">v</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span>
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<a id="__codelineno-0-73" name="__codelineno-0-73"></a> <span class="p">)</span>
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<a id="__codelineno-0-74" name="__codelineno-0-74"></a> <span class="n">precision</span> <span class="o">=</span> <span class="p">[]</span>
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<a id="__codelineno-0-75" name="__codelineno-0-75"></a> <span class="n">recall</span> <span class="o">=</span> <span class="p">[]</span>
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<a id="__codelineno-0-76" name="__codelineno-0-76"></a> <span class="n">correct</span> <span class="o">=</span> <span class="mi">0</span>
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<a id="__codelineno-0-77" name="__codelineno-0-77"></a> <span class="k">for</span> <span class="nb">all</span><span class="p">,</span> <span class="p">(</span><span class="n">e</span><span class="p">,</span> <span class="n">score</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">sorted_expected_actual</span><span class="p">,</span> <span class="n">start</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
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<a id="__codelineno-0-78" name="__codelineno-0-78"></a> <span class="n">correct</span> <span class="o">+=</span> <span class="nb">int</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
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<a id="__codelineno-0-79" name="__codelineno-0-79"></a> <span class="n">precision</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">correct</span> <span class="o">/</span> <span class="nb">all</span><span class="p">)</span>
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<a id="__codelineno-0-80" name="__codelineno-0-80"></a> <span class="n">recall</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">all</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="n">sorted_expected_actual</span><span class="p">))</span>
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<a id="__codelineno-0-81" name="__codelineno-0-81"></a>
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<a id="__codelineno-0-82" name="__codelineno-0-82"></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">disable_interpolation</span><span class="p">:</span>
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<a id="__codelineno-0-83" name="__codelineno-0-83"></a> <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">precision</span><span class="p">)</span> <span class="o">-</span> <span class="mi">2</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>
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<a id="__codelineno-0-84" name="__codelineno-0-84"></a> <span class="n">precision</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">precision</span><span class="p">[</span><span class="n">j</span><span class="p">],</span> <span class="n">precision</span><span class="p">[</span><span class="n">j</span> <span class="o">+</span> <span class="mi">1</span><span class="p">])</span>
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<a id="__codelineno-0-85" name="__codelineno-0-85"></a>
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<a id="__codelineno-0-86" name="__codelineno-0-86"></a> <span class="n">closest_recall_index</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">argmin</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">recall</span><span class="p">)</span> <span class="o">-</span> <span class="n">target_recall</span><span class="p">))</span>
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<a id="__codelineno-0-87" name="__codelineno-0-87"></a> <span class="n">precision_at_closest_recall</span> <span class="o">=</span> <span class="n">precision</span><span class="p">[</span><span class="n">closest_recall_index</span><span class="p">]</span>
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<a id="__codelineno-0-88" name="__codelineno-0-88"></a> <span class="n">average_precision</span> <span class="o">=</span> <span class="n">average_precision_score</span><span class="p">(</span>
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<a id="__codelineno-0-89" name="__codelineno-0-89"></a> <span class="n">binarized_expected</span><span class="p">,</span> <span class="n">actual_scores</span>
|
||||
<a id="__codelineno-0-90" name="__codelineno-0-90"></a> <span class="p">)</span>
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||||
<a id="__codelineno-0-91" name="__codelineno-0-91"></a> <span class="n">results</span><span class="p">[</span><span class="n">classes</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="o">=</span> <span class="n">precision_at_closest_recall</span>
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<a id="__codelineno-0-92" name="__codelineno-0-92"></a>
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<a id="__codelineno-0-93" name="__codelineno-0-93"></a> <span class="k">if</span> <span class="n">plot</span><span class="p">:</span>
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<a id="__codelineno-0-94" name="__codelineno-0-94"></a> <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
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<a id="__codelineno-0-95" name="__codelineno-0-95"></a> <span class="n">recall</span><span class="p">,</span>
|
||||
<a id="__codelineno-0-96" name="__codelineno-0-96"></a> <span class="n">precision</span><span class="p">,</span>
|
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<a id="__codelineno-0-97" name="__codelineno-0-97"></a> <span class="n">label</span><span class="o">=</span><span class="sa">f</span><span class="s2">"</span><span class="si">{</span><span class="s1">'|'</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">str_classes</span><span class="p">[:</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">])</span><span class="si">}</span><span class="s2"> ↔ </span><span class="si">{</span><span class="s1">'|'</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">str_classes</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">:])</span><span class="si">}</span><span class="s2"> (P@</span><span class="si">{</span><span class="n">target_recall</span><span class="si">:</span><span class="s2">.2f</span><span class="si">}</span><span class="s2">=</span><span class="si">{</span><span class="n">precision_at_closest_recall</span><span class="si">:</span><span class="s2">.2f</span><span class="si">}</span><span class="s2">, AP=</span><span class="si">{</span><span class="n">average_precision</span><span class="si">:</span><span class="s2">.2f</span><span class="si">}</span><span class="s2">)"</span><span class="p">,</span>
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||||
<a id="__codelineno-0-98" name="__codelineno-0-98"></a> <span class="p">)</span>
|
||||
<a id="__codelineno-0-99" name="__codelineno-0-99"></a>
|
||||
<a id="__codelineno-0-100" name="__codelineno-0-100"></a> <span class="k">if</span> <span class="n">plot</span><span class="p">:</span>
|
||||
<a id="__codelineno-0-101" name="__codelineno-0-101"></a> <span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="s2">"upper right"</span><span class="p">)</span>
|
||||
<a id="__codelineno-0-102" name="__codelineno-0-102"></a> <span class="n">ax</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="n">target_recall</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s2">"--"</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">"#55c6bb"</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mf">2.0</span><span class="p">)</span>
|
||||
<a id="__codelineno-0-103" name="__codelineno-0-103"></a>
|
||||
<a id="__codelineno-0-104" name="__codelineno-0-104"></a> <span class="n">ax</span><span class="o">.</span><span class="n">set_xticks</span><span class="p">([</span><span class="n">target_recall</span><span class="p">]</span> <span class="o">+</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">ax</span><span class="o">.</span><span class="n">get_xticks</span><span class="p">()))</span>
|
||||
<a id="__codelineno-0-105" name="__codelineno-0-105"></a>
|
||||
<a id="__codelineno-0-106" name="__codelineno-0-106"></a> <span class="k">if</span> <span class="n">plot</span> <span class="ow">and</span> <span class="n">output_svg</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
|
||||
<a id="__codelineno-0-107" name="__codelineno-0-107"></a> <span class="k">if</span> <span class="n">axes</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
|
||||
<a id="__codelineno-0-108" name="__codelineno-0-108"></a> <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
|
||||
<a id="__codelineno-0-109" name="__codelineno-0-109"></a> <span class="k">elif</span> <span class="n">output_svg</span><span class="p">:</span>
|
||||
<a id="__codelineno-0-110" name="__codelineno-0-110"></a> <span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="n">output_svg</span><span class="p">,</span> <span class="nb">format</span><span class="o">=</span><span class="s2">"svg"</span><span class="p">)</span>
|
||||
<a id="__codelineno-0-104" name="__codelineno-0-104"></a> <span class="k">if</span> <span class="n">title</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
|
||||
<a id="__codelineno-0-105" name="__codelineno-0-105"></a> <span class="n">title</span> <span class="o">=</span> <span class="s2">"Ranking evaluation"</span>
|
||||
<a id="__codelineno-0-106" name="__codelineno-0-106"></a>
|
||||
<a id="__codelineno-0-107" name="__codelineno-0-107"></a> <span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="sa">f</span><span class="s1">'</span><span class="si">{</span><span class="n">title</span><span class="si">}</span><span class="s1"> (</span><span class="si">{</span><span class="s2">" < "</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">str_classes</span><span class="p">)</span><span class="si">}</span><span class="s1">)'</span><span class="p">,</span> <span class="n">pad</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
|
||||
<a id="__codelineno-0-108" name="__codelineno-0-108"></a>
|
||||
<a id="__codelineno-0-109" name="__codelineno-0-109"></a> <span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">"Recall"</span><span class="p">)</span>
|
||||
<a id="__codelineno-0-110" name="__codelineno-0-110"></a> <span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">"Precision"</span><span class="p">)</span>
|
||||
<a id="__codelineno-0-111" name="__codelineno-0-111"></a>
|
||||
<a id="__codelineno-0-112" name="__codelineno-0-112"></a> <span class="k">return</span> <span class="n">results</span>
|
||||
<a id="__codelineno-0-112" name="__codelineno-0-112"></a> <span class="n">ax</span><span class="o">.</span><span class="n">set_xticks</span><span class="p">([</span><span class="n">target_recall</span><span class="p">]</span> <span class="o">+</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">ax</span><span class="o">.</span><span class="n">get_xticks</span><span class="p">()))</span>
|
||||
<a id="__codelineno-0-113" name="__codelineno-0-113"></a>
|
||||
<a id="__codelineno-0-114" name="__codelineno-0-114"></a> <span class="k">if</span> <span class="n">plot</span> <span class="ow">and</span> <span class="n">output_svg</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
|
||||
<a id="__codelineno-0-115" name="__codelineno-0-115"></a> <span class="k">if</span> <span class="n">axes</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
|
||||
<a id="__codelineno-0-116" name="__codelineno-0-116"></a> <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
|
||||
<a id="__codelineno-0-117" name="__codelineno-0-117"></a> <span class="k">elif</span> <span class="n">output_svg</span><span class="p">:</span>
|
||||
<a id="__codelineno-0-118" name="__codelineno-0-118"></a> <span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="n">output_svg</span><span class="p">,</span> <span class="nb">format</span><span class="o">=</span><span class="s2">"svg"</span><span class="p">)</span>
|
||||
<a id="__codelineno-0-119" name="__codelineno-0-119"></a>
|
||||
<a id="__codelineno-0-120" name="__codelineno-0-120"></a> <span class="k">return</span> <span class="n">results</span>
|
||||
</code></pre></div></td></tr></table></div>
|
||||
</details>
|
||||
</div>
|
||||
|
|
|
|||
Loading…
Add table
Add a link
Reference in a new issue