Update stable dir

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@@ -16,7 +16,7 @@
 
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         <title>cleanlab.benchmarking.noise_generation - cleanlab</title>
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@@ -169,7 +169,7 @@
 
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@@ -378,6 +378,15 @@
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+                >v2.7.1</a
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                 id="v2.7.0"
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@@ -649,14 +675,14 @@ <h1>Source code for cleanlab.benchmarking.noise_generation</h1><div class="highl
 <span class="sd">generating noisy labels given a noise matrix, generating valid noise matrices with a specific trace value, and more.</span>
 <span class="sd">&quot;&quot;&quot;</span>
 
-<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Optional</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">Optional</span>
 
-<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
-<span class="kn">from</span> <span class="nn">cleanlab.internal.util</span> <span class="kn">import</span> <span class="n">value_counts</span>
-<span class="kn">from</span> <span class="nn">cleanlab.internal.constants</span> <span class="kn">import</span> <span class="n">FLOATING_POINT_COMPARISON</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">cleanlab.internal.util</span><span class="w"> </span><span class="kn">import</span> <span class="n">value_counts</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">cleanlab.internal.constants</span><span class="w"> </span><span class="kn">import</span> <span class="n">FLOATING_POINT_COMPARISON</span>
 
 
-<div class="viewcode-block" id="noise_matrix_is_valid"><a class="viewcode-back" href="../../../cleanlab/benchmarking/noise_generation.html#cleanlab.benchmarking.noise_generation.noise_matrix_is_valid">[docs]</a><span class="k">def</span> <span class="nf">noise_matrix_is_valid</span><span class="p">(</span><span class="n">noise_matrix</span><span class="p">,</span> <span class="n">py</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">bool</span><span class="p">:</span>
+<div class="viewcode-block" id="noise_matrix_is_valid"><a class="viewcode-back" href="../../../cleanlab/benchmarking/noise_generation.html#cleanlab.benchmarking.noise_generation.noise_matrix_is_valid">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">noise_matrix_is_valid</span><span class="p">(</span><span class="n">noise_matrix</span><span class="p">,</span> <span class="n">py</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">bool</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Given a prior `py` representing ``p(true_label=k)``, checks if the given `noise_matrix` is a</span>
 <span class="sd">    learnable matrix. Learnability means that it is possible to achieve</span>
 <span class="sd">    better than random performance, on average, for the amount of noise in</span>
@@ -734,7 +760,7 @@ <h1>Source code for cleanlab.benchmarking.noise_generation</h1><div class="highl
     <span class="k">return</span> <span class="kc">True</span></div>
 
 
-<div class="viewcode-block" id="generate_noisy_labels"><a class="viewcode-back" href="../../../cleanlab/benchmarking/noise_generation.html#cleanlab.benchmarking.noise_generation.generate_noisy_labels">[docs]</a><span class="k">def</span> <span class="nf">generate_noisy_labels</span><span class="p">(</span><span class="n">true_labels</span><span class="p">,</span> <span class="n">noise_matrix</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">:</span>
+<div class="viewcode-block" id="generate_noisy_labels"><a class="viewcode-back" href="../../../cleanlab/benchmarking/noise_generation.html#cleanlab.benchmarking.noise_generation.generate_noisy_labels">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">generate_noisy_labels</span><span class="p">(</span><span class="n">true_labels</span><span class="p">,</span> <span class="n">noise_matrix</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Generates noisy `labels` from perfect labels `true_labels`,</span>
 <span class="sd">    &quot;exactly&quot; yielding the provided `noise_matrix` between `labels` and `true_labels`.</span>
 
@@ -816,7 +842,7 @@ <h1>Source code for cleanlab.benchmarking.noise_generation</h1><div class="highl
     <span class="k">return</span> <span class="n">labels</span></div>
 
 
-<div class="viewcode-block" id="generate_noise_matrix_from_trace"><a class="viewcode-back" href="../../../cleanlab/benchmarking/noise_generation.html#cleanlab.benchmarking.noise_generation.generate_noise_matrix_from_trace">[docs]</a><span class="k">def</span> <span class="nf">generate_noise_matrix_from_trace</span><span class="p">(</span>
+<div class="viewcode-block" id="generate_noise_matrix_from_trace"><a class="viewcode-back" href="../../../cleanlab/benchmarking/noise_generation.html#cleanlab.benchmarking.noise_generation.generate_noise_matrix_from_trace">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">generate_noise_matrix_from_trace</span><span class="p">(</span>
     <span class="n">K</span><span class="p">,</span>
     <span class="n">trace</span><span class="p">,</span>
     <span class="o">*</span><span class="p">,</span>
@@ -981,7 +1007,7 @@ <h1>Source code for cleanlab.benchmarking.noise_generation</h1><div class="highl
     <span class="k">return</span> <span class="kc">None</span></div>
 
 
-<div class="viewcode-block" id="generate_n_rand_probabilities_that_sum_to_m"><a class="viewcode-back" href="../../../cleanlab/benchmarking/noise_generation.html#cleanlab.benchmarking.noise_generation.generate_n_rand_probabilities_that_sum_to_m">[docs]</a><span class="k">def</span> <span class="nf">generate_n_rand_probabilities_that_sum_to_m</span><span class="p">(</span>
+<div class="viewcode-block" id="generate_n_rand_probabilities_that_sum_to_m"><a class="viewcode-back" href="../../../cleanlab/benchmarking/noise_generation.html#cleanlab.benchmarking.noise_generation.generate_n_rand_probabilities_that_sum_to_m">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">generate_n_rand_probabilities_that_sum_to_m</span><span class="p">(</span>
     <span class="n">n</span><span class="p">,</span>
     <span class="n">m</span><span class="p">,</span>
     <span class="o">*</span><span class="p">,</span>
@@ -1073,7 +1099,7 @@ <h1>Source code for cleanlab.benchmarking.noise_generation</h1><div class="highl
     <span class="k">return</span> <span class="n">result</span></div>
 
 
-<div class="viewcode-block" id="randomly_distribute_N_balls_into_K_bins"><a class="viewcode-back" href="../../../cleanlab/benchmarking/noise_generation.html#cleanlab.benchmarking.noise_generation.randomly_distribute_N_balls_into_K_bins">[docs]</a><span class="k">def</span> <span class="nf">randomly_distribute_N_balls_into_K_bins</span><span class="p">(</span>
+<div class="viewcode-block" id="randomly_distribute_N_balls_into_K_bins"><a class="viewcode-back" href="../../../cleanlab/benchmarking/noise_generation.html#cleanlab.benchmarking.noise_generation.randomly_distribute_N_balls_into_K_bins">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">randomly_distribute_N_balls_into_K_bins</span><span class="p">(</span>
     <span class="n">N</span><span class="p">,</span>  <span class="c1"># int</span>
     <span class="n">K</span><span class="p">,</span>  <span class="c1"># int</span>
     <span class="o">*</span><span class="p">,</span>
@@ -1140,7 +1166,7 @@ <h1>Source code for cleanlab.benchmarking.noise_generation</h1><div class="highl
         <div class="bottom-of-page">
           <div class="left-details">
             <div class="copyright">
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+                Copyright &#169; 2025, Cleanlab Inc.
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@@ -1191,5 +1217,6 @@ <h1>Source code for cleanlab.benchmarking.noise_generation</h1><div class="highl
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