From 629451e5123f6babba9a63264651228878b6cc9c Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Fri, 13 Dec 2024 10:31:01 +0000
Subject: [PATCH] deploy: f97481961b1ed87dd37ed1ee1be2048c642d4ee6

---
 _modules/index.html                       |   4 +-
 _modules/lkj.html                         |  24 +--
 _modules/lkj/chunking.html                | 237 ++++++++++++++++++++++
 _modules/lkj/dicts.html                   |   1 +
 _modules/lkj/filesys.html                 |   1 +
 _modules/lkj/funcs.html                   |   1 +
 _modules/lkj/importing.html               |   1 +
 _modules/lkj/iterables.html               |   1 +
 _modules/lkj/loggers.html                 |   1 +
 _modules/lkj/misc.html                    |   1 +
 _modules/lkj/strings.html                 |   1 +
 _sources/module_docs/lkj/chunking.rst.txt |   4 +
 _sources/table_of_contents.rst.txt        |   1 +
 genindex.html                             |  18 +-
 index.html                                |   9 +-
 module_docs/lkj.html                      |  18 +-
 module_docs/lkj/chunking.html             | 200 ++++++++++++++++++
 module_docs/lkj/dicts.html                |   5 +-
 module_docs/lkj/filesys.html              |   1 +
 module_docs/lkj/funcs.html                |   1 +
 module_docs/lkj/importing.html            |   1 +
 module_docs/lkj/iterables.html            |   1 +
 module_docs/lkj/loggers.html              |   1 +
 module_docs/lkj/misc.html                 |   1 +
 module_docs/lkj/strings.html              |   1 +
 objects.inv                               | Bin 1145 -> 1178 bytes
 py-modindex.html                          |   6 +
 search.html                               |   1 +
 searchindex.js                            |   2 +-
 table_of_contents.html                    |   7 +-
 30 files changed, 504 insertions(+), 47 deletions(-)
 create mode 100644 _modules/lkj/chunking.html
 create mode 100644 _sources/module_docs/lkj/chunking.rst.txt
 create mode 100644 module_docs/lkj/chunking.html

diff --git a/_modules/index.html b/_modules/index.html
index c9d6c5a..db8ddcd 100644
--- a/_modules/index.html
+++ b/_modules/index.html
@@ -47,6 +47,7 @@
               <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../module_docs/lkj.html">lkj</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../module_docs/lkj/chunking.html">lkj.chunking</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../module_docs/lkj/dicts.html">lkj.dicts</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../module_docs/lkj/filesys.html">lkj.filesys</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../module_docs/lkj/funcs.html">lkj.funcs</a></li>
@@ -82,7 +83,8 @@
              
   <h1>All modules for which code is available</h1>
 <ul><li><a href="lkj.html">lkj</a></li>
-<ul><li><a href="lkj/dicts.html">lkj.dicts</a></li>
+<ul><li><a href="lkj/chunking.html">lkj.chunking</a></li>
+<li><a href="lkj/dicts.html">lkj.dicts</a></li>
 <li><a href="lkj/filesys.html">lkj.filesys</a></li>
 <li><a href="lkj/funcs.html">lkj.funcs</a></li>
 <li><a href="lkj/importing.html">lkj.importing</a></li>
diff --git a/_modules/lkj.html b/_modules/lkj.html
index 546f7d3..6aea3bb 100644
--- a/_modules/lkj.html
+++ b/_modules/lkj.html
@@ -47,6 +47,7 @@
               <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../module_docs/lkj.html">lkj</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../module_docs/lkj/chunking.html">lkj.chunking</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../module_docs/lkj/dicts.html">lkj.dicts</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../module_docs/lkj/filesys.html">lkj.filesys</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../module_docs/lkj/funcs.html">lkj.funcs</a></li>
@@ -115,33 +116,12 @@ <h1>Source code for lkj</h1><div class="highlight"><pre>
     <span class="n">wrapped_print</span><span class="p">,</span>
 <span class="p">)</span>
 <span class="kn">from</span> <span class="nn">lkj.importing</span> <span class="kn">import</span> <span class="n">import_object</span><span class="p">,</span> <span class="n">register_namespace_forwarding</span>
+<span class="kn">from</span> <span class="nn">lkj.chunking</span> <span class="kn">import</span> <span class="n">chunk_iterable</span><span class="p">,</span> <span class="n">chunker</span>
 <span class="kn">from</span> <span class="nn">lkj.misc</span> <span class="kn">import</span> <span class="n">identity</span><span class="p">,</span> <span class="n">value_in_interval</span>
 
 <span class="n">ddir</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">obj</span><span class="p">:</span> <span class="nb">list</span><span class="p">(</span><span class="nb">filter</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="ow">not</span> <span class="n">x</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s1">&#39;_&#39;</span><span class="p">),</span> <span class="nb">dir</span><span class="p">(</span><span class="n">obj</span><span class="p">)))</span>
 
 
-<div class="viewcode-block" id="chunker">
-<a class="viewcode-back" href="../module_docs/lkj.html#lkj.chunker">[docs]</a>
-<span class="k">def</span> <span class="nf">chunker</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">chk_size</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">include_tail</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;Chunks an iterable into non-overlapping chunks of size chk_size.</span>
-
-<span class="sd">    &gt;&gt;&gt; list(chunker(range(8), 3))</span>
-<span class="sd">    [(0, 1, 2), (3, 4, 5), (6, 7)]</span>
-<span class="sd">    &gt;&gt;&gt; list(chunker(range(8), 3, include_tail=False))</span>
-<span class="sd">    [(0, 1, 2), (3, 4, 5)]</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="kn">from</span> <span class="nn">itertools</span> <span class="kn">import</span> <span class="n">zip_longest</span>
-
-    <span class="n">it</span> <span class="o">=</span> <span class="nb">iter</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">include_tail</span><span class="p">:</span>
-        <span class="n">sentinel</span> <span class="o">=</span> <span class="nb">object</span><span class="p">()</span>
-        <span class="k">for</span> <span class="n">chunk</span> <span class="ow">in</span> <span class="n">zip_longest</span><span class="p">(</span><span class="o">*</span><span class="p">([</span><span class="n">it</span><span class="p">]</span> <span class="o">*</span> <span class="n">chk_size</span><span class="p">),</span> <span class="n">fillvalue</span><span class="o">=</span><span class="n">sentinel</span><span class="p">):</span>
-            <span class="k">yield</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">chunk</span> <span class="k">if</span> <span class="n">item</span> <span class="ow">is</span> <span class="ow">not</span> <span class="n">sentinel</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">yield from</span> <span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="p">([</span><span class="n">it</span><span class="p">]</span> <span class="o">*</span> <span class="n">chk_size</span><span class="p">))</span></div>
-
-
-
 <div class="viewcode-block" id="user_machine_id">
 <a class="viewcode-back" href="../module_docs/lkj.html#lkj.user_machine_id">[docs]</a>
 <span class="k">def</span> <span class="nf">user_machine_id</span><span class="p">():</span>
diff --git a/_modules/lkj/chunking.html b/_modules/lkj/chunking.html
new file mode 100644
index 0000000..64b7d17
--- /dev/null
+++ b/_modules/lkj/chunking.html
@@ -0,0 +1,237 @@
+
+
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" data-content_root="../../">
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>lkj.chunking &mdash; lkj 0.1.10 documentation</title>
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=80d5e7a1" />
+      <link rel="stylesheet" type="text/css" href="../../_static/css/theme.css?v=e59714d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/copybutton.css?v=76b2166b" />
+      <link rel="stylesheet" type="text/css" href="../../_static/graphviz.css?v=fd3f3429" />
+
+  
+      <script src="../../_static/jquery.js?v=5d32c60e"></script>
+      <script src="../../_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
+      <script src="../../_static/documentation_options.js?v=bafade30"></script>
+      <script src="../../_static/doctools.js?v=9a2dae69"></script>
+      <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
+      <script src="../../_static/toggleprompt.js?v=d7ede5d2"></script>
+      <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
+      <script src="../../_static/copybutton.js?v=f281be69"></script>
+    <script src="../../_static/js/theme.js"></script>
+    <link rel="index" title="Index" href="../../genindex.html" />
+    <link rel="search" title="Search" href="../../search.html" /> 
+</head>
+
+<body class="wy-body-for-nav"> 
+  <div class="wy-grid-for-nav">
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
+        <div class="wy-side-nav-search" >
+
+          
+          
+          <a href="../../index.html" class="icon icon-home">
+            lkj
+          </a>
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="../../search.html" method="get">
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
+    <input type="hidden" name="check_keywords" value="yes" />
+    <input type="hidden" name="area" value="default" />
+  </form>
+</div>
+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj.html">lkj</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/chunking.html">lkj.chunking</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/dicts.html">lkj.dicts</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/filesys.html">lkj.filesys</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/funcs.html">lkj.funcs</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/importing.html">lkj.importing</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/iterables.html">lkj.iterables</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/loggers.html">lkj.loggers</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/misc.html">lkj.misc</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/strings.html">lkj.strings</a></li>
+</ul>
+
+        </div>
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="../../index.html">lkj</a>
+      </nav>
+
+      <div class="wy-nav-content">
+        <div class="rst-content">
+          <div role="navigation" aria-label="Page navigation">
+  <ul class="wy-breadcrumbs">
+      <li><a href="../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../index.html">Module code</a></li>
+          <li class="breadcrumb-item"><a href="../lkj.html">lkj</a></li>
+      <li class="breadcrumb-item active">lkj.chunking</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for lkj.chunking</h1><div class="highlight"><pre>
+<span></span><span class="sd">&quot;&quot;&quot;Tools for chunking (segumentation, batching, slicing, etc.)&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">itertools</span> <span class="kn">import</span> <span class="n">zip_longest</span><span class="p">,</span> <span class="n">chain</span><span class="p">,</span> <span class="n">islice</span>
+
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="p">(</span>
+    <span class="n">Iterable</span><span class="p">,</span>
+    <span class="n">Union</span><span class="p">,</span>
+    <span class="n">Dict</span><span class="p">,</span>
+    <span class="n">List</span><span class="p">,</span>
+    <span class="n">Tuple</span><span class="p">,</span>
+    <span class="n">Mapping</span><span class="p">,</span>
+    <span class="n">TypeVar</span><span class="p">,</span>
+    <span class="n">Iterator</span><span class="p">,</span>
+    <span class="n">Callable</span><span class="p">,</span>
+    <span class="n">Optional</span><span class="p">,</span>
+    <span class="n">T</span><span class="p">,</span>
+<span class="p">)</span>
+
+<span class="n">KT</span> <span class="o">=</span> <span class="n">TypeVar</span><span class="p">(</span><span class="s1">&#39;KT&#39;</span><span class="p">)</span>  <span class="c1"># there&#39;s a typing.KT, but pylance won&#39;t allow me to use it!</span>
+<span class="n">VT</span> <span class="o">=</span> <span class="n">TypeVar</span><span class="p">(</span><span class="s1">&#39;VT&#39;</span><span class="p">)</span>  <span class="c1"># there&#39;s a typing.VT, but pylance won&#39;t allow me to use it!</span>
+
+
+<div class="viewcode-block" id="chunk_iterable">
+<a class="viewcode-back" href="../../module_docs/lkj/chunking.html#lkj.chunking.chunk_iterable">[docs]</a>
+<span class="k">def</span> <span class="nf">chunk_iterable</span><span class="p">(</span>
+    <span class="n">iterable</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="n">Iterable</span><span class="p">[</span><span class="n">T</span><span class="p">],</span> <span class="n">Mapping</span><span class="p">[</span><span class="n">KT</span><span class="p">,</span> <span class="n">VT</span><span class="p">]],</span>
+    <span class="n">chk_size</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span>
+    <span class="o">*</span><span class="p">,</span>
+    <span class="n">chunk_type</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Callable</span><span class="p">[</span><span class="o">...</span><span class="p">,</span> <span class="n">Union</span><span class="p">[</span><span class="n">Iterable</span><span class="p">[</span><span class="n">T</span><span class="p">],</span> <span class="n">Mapping</span><span class="p">[</span><span class="n">KT</span><span class="p">,</span> <span class="n">VT</span><span class="p">]]]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+<span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Iterator</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">T</span><span class="p">],</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">T</span><span class="p">,</span> <span class="o">...</span><span class="p">],</span> <span class="n">Dict</span><span class="p">[</span><span class="n">KT</span><span class="p">,</span> <span class="n">VT</span><span class="p">]]]:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Divide an iterable into chunks/batches of a specific size.</span>
+
+<span class="sd">    Handles both mappings (e.g. dicts) and non-mappings (lists, tuples, sets...)</span>
+<span class="sd">    as you probably expect it to (if you give a dict input, it will chunk on the</span>
+<span class="sd">    (key, value) items and return dicts of these).</span>
+<span class="sd">    Thought note that you always can control the type of the chunks with the</span>
+<span class="sd">    `chunk_type` argument.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        iterable: The iterable or mapping to divide.</span>
+<span class="sd">        chk_size: The size of each chunk.</span>
+<span class="sd">        chunk_type: The type of the chunks (list, tuple, set, dict...).</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        An iterator of dicts if the input is a Mapping, otherwise an iterator</span>
+<span class="sd">        of collections (list, tuple, set...).</span>
+
+<span class="sd">    Examples:</span>
+<span class="sd">        &gt;&gt;&gt; list(chunk_iterable([1, 2, 3, 4, 5], 2))</span>
+<span class="sd">        [[1, 2], [3, 4], [5]]</span>
+
+<span class="sd">        &gt;&gt;&gt; list(chunk_iterable((1, 2, 3, 4, 5), 3, chunk_type=tuple))</span>
+<span class="sd">        [(1, 2, 3), (4, 5)]</span>
+
+<span class="sd">        &gt;&gt;&gt; list(chunk_iterable({&quot;a&quot;: 1, &quot;b&quot;: 2, &quot;c&quot;: 3}, 2))</span>
+<span class="sd">        [{&#39;a&#39;: 1, &#39;b&#39;: 2}, {&#39;c&#39;: 3}]</span>
+
+<span class="sd">        &gt;&gt;&gt; list(chunk_iterable({&quot;x&quot;: 1, &quot;y&quot;: 2, &quot;z&quot;: 3}, 1, chunk_type=dict))</span>
+<span class="sd">        [{&#39;x&#39;: 1}, {&#39;y&#39;: 2}, {&#39;z&#39;: 3}]</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">iterable</span><span class="p">,</span> <span class="n">Mapping</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">chunk_type</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">chunk_type</span> <span class="o">=</span> <span class="nb">dict</span>
+        <span class="n">it</span> <span class="o">=</span> <span class="nb">iter</span><span class="p">(</span><span class="n">iterable</span><span class="o">.</span><span class="n">items</span><span class="p">())</span>
+        <span class="k">for</span> <span class="n">first</span> <span class="ow">in</span> <span class="n">it</span><span class="p">:</span>
+            <span class="k">yield</span> <span class="p">{</span>
+                <span class="n">key</span><span class="p">:</span> <span class="n">value</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">chain</span><span class="p">([</span><span class="n">first</span><span class="p">],</span> <span class="n">islice</span><span class="p">(</span><span class="n">it</span><span class="p">,</span> <span class="n">chk_size</span> <span class="o">-</span> <span class="mi">1</span><span class="p">))</span>
+            <span class="p">}</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">if</span> <span class="n">chunk_type</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">iterable</span><span class="p">,</span> <span class="p">(</span><span class="nb">list</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">,</span> <span class="nb">set</span><span class="p">)):</span>
+                <span class="n">chunk_type</span> <span class="o">=</span> <span class="nb">type</span><span class="p">(</span><span class="n">iterable</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">chunk_type</span> <span class="o">=</span> <span class="nb">list</span>
+        <span class="n">it</span> <span class="o">=</span> <span class="nb">iter</span><span class="p">(</span><span class="n">iterable</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">first</span> <span class="ow">in</span> <span class="n">it</span><span class="p">:</span>
+            <span class="k">yield</span> <span class="n">chunk_type</span><span class="p">(</span><span class="n">chain</span><span class="p">([</span><span class="n">first</span><span class="p">],</span> <span class="n">islice</span><span class="p">(</span><span class="n">it</span><span class="p">,</span> <span class="n">chk_size</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)))</span></div>
+
+
+
+<div class="viewcode-block" id="chunker">
+<a class="viewcode-back" href="../../module_docs/lkj/chunking.html#lkj.chunking.chunker">[docs]</a>
+<span class="k">def</span> <span class="nf">chunker</span><span class="p">(</span>
+    <span class="n">a</span><span class="p">:</span> <span class="n">Iterable</span><span class="p">[</span><span class="n">T</span><span class="p">],</span>
+    <span class="n">chk_size</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span>
+    <span class="o">*</span><span class="p">,</span>
+    <span class="n">include_tail</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
+<span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Iterator</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="n">T</span><span class="p">,</span> <span class="o">...</span><span class="p">]]:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Chunks an iterable into non-overlapping chunks of size `chk_size`.</span>
+
+<span class="sd">    Note: This chunker is simpler, but also less efficient than `chunk_iterable`.</span>
+<span class="sd">    It does have the extra `include_tail` argument, though.</span>
+<span class="sd">    Though note that you can get the effect of `include_tail=False` in `chunk_iterable`</span>
+<span class="sd">    by using `filter(lambda x: len(x) == chk_size, chunk_iterable(...))`.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        a: The iterable to be chunked.</span>
+<span class="sd">        chk_size: The size of each chunk.</span>
+<span class="sd">        include_tail: If True, includes the remaining elements as the last chunk</span>
+<span class="sd">                      even if they are fewer than `chk_size`. Defaults to True.</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        An iterator of tuples, where each tuple is a chunk of size `chk_size`</span>
+<span class="sd">        (or fewer elements if `include_tail` is True).</span>
+
+<span class="sd">    Examples:</span>
+<span class="sd">        &gt;&gt;&gt; list(chunker(range(8), 3))</span>
+<span class="sd">        [(0, 1, 2), (3, 4, 5), (6, 7)]</span>
+<span class="sd">        &gt;&gt;&gt; list(chunker(range(8), 3, include_tail=False))</span>
+<span class="sd">        [(0, 1, 2), (3, 4, 5)]</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">it</span> <span class="o">=</span> <span class="nb">iter</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
+    <span class="k">if</span> <span class="n">include_tail</span><span class="p">:</span>
+        <span class="n">sentinel</span> <span class="o">=</span> <span class="nb">object</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">chunk</span> <span class="ow">in</span> <span class="n">zip_longest</span><span class="p">(</span><span class="o">*</span><span class="p">([</span><span class="n">it</span><span class="p">]</span> <span class="o">*</span> <span class="n">chk_size</span><span class="p">),</span> <span class="n">fillvalue</span><span class="o">=</span><span class="n">sentinel</span><span class="p">):</span>
+            <span class="k">yield</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">item</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">chunk</span> <span class="k">if</span> <span class="n">item</span> <span class="ow">is</span> <span class="ow">not</span> <span class="n">sentinel</span><span class="p">)</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="k">yield from</span> <span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="p">([</span><span class="n">it</span><span class="p">]</span> <span class="o">*</span> <span class="n">chk_size</span><span class="p">))</span></div>
+
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright NO COPYRIGHT.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+   
+
+</footer>
+        </div>
+      </div>
+    </section>
+  </div>
+  <script>
+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script> 
+
+</body>
+</html>
\ No newline at end of file
diff --git a/_modules/lkj/dicts.html b/_modules/lkj/dicts.html
index 30c7db5..157fc2c 100644
--- a/_modules/lkj/dicts.html
+++ b/_modules/lkj/dicts.html
@@ -47,6 +47,7 @@
               <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj.html">lkj</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/chunking.html">lkj.chunking</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/dicts.html">lkj.dicts</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/filesys.html">lkj.filesys</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/funcs.html">lkj.funcs</a></li>
diff --git a/_modules/lkj/filesys.html b/_modules/lkj/filesys.html
index 1f81f8a..ed0ebaa 100644
--- a/_modules/lkj/filesys.html
+++ b/_modules/lkj/filesys.html
@@ -47,6 +47,7 @@
               <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj.html">lkj</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/chunking.html">lkj.chunking</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/dicts.html">lkj.dicts</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/filesys.html">lkj.filesys</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/funcs.html">lkj.funcs</a></li>
diff --git a/_modules/lkj/funcs.html b/_modules/lkj/funcs.html
index 7be8e82..57ddcc2 100644
--- a/_modules/lkj/funcs.html
+++ b/_modules/lkj/funcs.html
@@ -47,6 +47,7 @@
               <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj.html">lkj</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/chunking.html">lkj.chunking</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/dicts.html">lkj.dicts</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/filesys.html">lkj.filesys</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/funcs.html">lkj.funcs</a></li>
diff --git a/_modules/lkj/importing.html b/_modules/lkj/importing.html
index 8673df8..f220767 100644
--- a/_modules/lkj/importing.html
+++ b/_modules/lkj/importing.html
@@ -47,6 +47,7 @@
               <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj.html">lkj</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/chunking.html">lkj.chunking</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/dicts.html">lkj.dicts</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/filesys.html">lkj.filesys</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/funcs.html">lkj.funcs</a></li>
diff --git a/_modules/lkj/iterables.html b/_modules/lkj/iterables.html
index a7c5cfb..2838b44 100644
--- a/_modules/lkj/iterables.html
+++ b/_modules/lkj/iterables.html
@@ -47,6 +47,7 @@
               <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj.html">lkj</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/chunking.html">lkj.chunking</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/dicts.html">lkj.dicts</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/filesys.html">lkj.filesys</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/funcs.html">lkj.funcs</a></li>
diff --git a/_modules/lkj/loggers.html b/_modules/lkj/loggers.html
index 7b791ad..7265d8b 100644
--- a/_modules/lkj/loggers.html
+++ b/_modules/lkj/loggers.html
@@ -47,6 +47,7 @@
               <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj.html">lkj</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/chunking.html">lkj.chunking</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/dicts.html">lkj.dicts</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/filesys.html">lkj.filesys</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/funcs.html">lkj.funcs</a></li>
diff --git a/_modules/lkj/misc.html b/_modules/lkj/misc.html
index 3c08bec..91e5885 100644
--- a/_modules/lkj/misc.html
+++ b/_modules/lkj/misc.html
@@ -47,6 +47,7 @@
               <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj.html">lkj</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/chunking.html">lkj.chunking</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/dicts.html">lkj.dicts</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/filesys.html">lkj.filesys</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/funcs.html">lkj.funcs</a></li>
diff --git a/_modules/lkj/strings.html b/_modules/lkj/strings.html
index caace31..df35d60 100644
--- a/_modules/lkj/strings.html
+++ b/_modules/lkj/strings.html
@@ -47,6 +47,7 @@
               <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj.html">lkj</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/chunking.html">lkj.chunking</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/dicts.html">lkj.dicts</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/filesys.html">lkj.filesys</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../module_docs/lkj/funcs.html">lkj.funcs</a></li>
diff --git a/_sources/module_docs/lkj/chunking.rst.txt b/_sources/module_docs/lkj/chunking.rst.txt
new file mode 100644
index 0000000..8b1486b
--- /dev/null
+++ b/_sources/module_docs/lkj/chunking.rst.txt
@@ -0,0 +1,4 @@
+lkj.chunking
+============
+.. automodule:: lkj.chunking
+   :members:
diff --git a/_sources/table_of_contents.rst.txt b/_sources/table_of_contents.rst.txt
index d3e710d..4438235 100644
--- a/_sources/table_of_contents.rst.txt
+++ b/_sources/table_of_contents.rst.txt
@@ -3,6 +3,7 @@
    :caption: Contents:
 
    module_docs/lkj
+   module_docs/lkj/chunking
    module_docs/lkj/dicts
    module_docs/lkj/filesys
    module_docs/lkj/funcs
diff --git a/genindex.html b/genindex.html
index 324608d..46216f0 100644
--- a/genindex.html
+++ b/genindex.html
@@ -47,6 +47,7 @@
               <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="module_docs/lkj.html">lkj</a></li>
+<li class="toctree-l1"><a class="reference internal" href="module_docs/lkj/chunking.html">lkj.chunking</a></li>
 <li class="toctree-l1"><a class="reference internal" href="module_docs/lkj/dicts.html">lkj.dicts</a></li>
 <li class="toctree-l1"><a class="reference internal" href="module_docs/lkj/filesys.html">lkj.filesys</a></li>
 <li class="toctree-l1"><a class="reference internal" href="module_docs/lkj/funcs.html">lkj.funcs</a></li>
@@ -122,7 +123,9 @@ <h2 id="C">C</h2>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="module_docs/lkj/strings.html#lkj.strings.camel_to_snake">camel_to_snake() (in module lkj.strings)</a>
 </li>
-      <li><a href="module_docs/lkj.html#lkj.chunker">chunker() (in module lkj)</a>
+      <li><a href="module_docs/lkj/chunking.html#lkj.chunking.chunk_iterable">chunk_iterable() (in module lkj.chunking)</a>
+</li>
+      <li><a href="module_docs/lkj/chunking.html#lkj.chunking.chunker">chunker() (in module lkj.chunking)</a>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
@@ -227,6 +230,13 @@ <h2 id="L">L</h2>
 
       <ul>
         <li><a href="module_docs/lkj.html#module-lkj">module</a>
+</li>
+      </ul></li>
+      <li>
+    lkj.chunking
+
+      <ul>
+        <li><a href="module_docs/lkj/chunking.html#module-lkj.chunking">module</a>
 </li>
       </ul></li>
       <li>
@@ -250,6 +260,8 @@ <h2 id="L">L</h2>
         <li><a href="module_docs/lkj/funcs.html#module-lkj.funcs">module</a>
 </li>
       </ul></li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li>
     lkj.importing
 
@@ -257,8 +269,6 @@ <h2 id="L">L</h2>
         <li><a href="module_docs/lkj/importing.html#module-lkj.importing">module</a>
 </li>
       </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li>
     lkj.iterables
 
@@ -302,6 +312,8 @@ <h2 id="M">M</h2>
 
       <ul>
         <li><a href="module_docs/lkj.html#module-lkj">lkj</a>
+</li>
+        <li><a href="module_docs/lkj/chunking.html#module-lkj.chunking">lkj.chunking</a>
 </li>
         <li><a href="module_docs/lkj/dicts.html#module-lkj.dicts">lkj.dicts</a>
 </li>
diff --git a/index.html b/index.html
index 9bac4f8..33822e1 100644
--- a/index.html
+++ b/index.html
@@ -49,6 +49,7 @@
               <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="module_docs/lkj.html">lkj</a></li>
+<li class="toctree-l1"><a class="reference internal" href="module_docs/lkj/chunking.html">lkj.chunking</a></li>
 <li class="toctree-l1"><a class="reference internal" href="module_docs/lkj/dicts.html">lkj.dicts</a></li>
 <li class="toctree-l1"><a class="reference internal" href="module_docs/lkj/filesys.html">lkj.filesys</a></li>
 <li class="toctree-l1"><a class="reference internal" href="module_docs/lkj/funcs.html">lkj.funcs</a></li>
@@ -91,11 +92,15 @@ <h1>Welcome to lkj’s documentation!<a class="headerlink" href="#welcome-to-lkj
 <li class="toctree-l1"><a class="reference internal" href="module_docs/lkj.html">lkj</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="module_docs/lkj.html#lkj.add_as_attribute_of"><code class="docutils literal notranslate"><span class="pre">add_as_attribute_of()</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="module_docs/lkj.html#lkj.add_attr"><code class="docutils literal notranslate"><span class="pre">add_attr()</span></code></a></li>
-<li class="toctree-l2"><a class="reference internal" href="module_docs/lkj.html#lkj.chunker"><code class="docutils literal notranslate"><span class="pre">chunker()</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="module_docs/lkj.html#lkj.get_caller_package_name"><code class="docutils literal notranslate"><span class="pre">get_caller_package_name()</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="module_docs/lkj.html#lkj.user_machine_id"><code class="docutils literal notranslate"><span class="pre">user_machine_id()</span></code></a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="module_docs/lkj/chunking.html">lkj.chunking</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="module_docs/lkj/chunking.html#lkj.chunking.chunk_iterable"><code class="docutils literal notranslate"><span class="pre">chunk_iterable()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="module_docs/lkj/chunking.html#lkj.chunking.chunker"><code class="docutils literal notranslate"><span class="pre">chunker()</span></code></a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="module_docs/lkj/dicts.html">lkj.dicts</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="module_docs/lkj/dicts.html#lkj.dicts.exclusive_subdict"><code class="docutils literal notranslate"><span class="pre">exclusive_subdict()</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="module_docs/lkj/dicts.html#lkj.dicts.inclusive_subdict"><code class="docutils literal notranslate"><span class="pre">inclusive_subdict()</span></code></a></li>
@@ -170,7 +175,7 @@ <h1>Indices and tables<a class="headerlink" href="#indices-and-tables" title="Li
 <li><p><a class="reference internal" href="search.html"><span class="std std-ref">Search Page</span></a></p></li>
 </ul>
 <p>Release: 0.1.10</p>
-<p>Last change: Dec 07, 2024</p>
+<p>Last change: Dec 13, 2024</p>
 </section>
 
 
diff --git a/module_docs/lkj.html b/module_docs/lkj.html
index 5b75065..4dc762f 100644
--- a/module_docs/lkj.html
+++ b/module_docs/lkj.html
@@ -24,7 +24,7 @@
     <script src="../_static/js/theme.js"></script>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
-    <link rel="next" title="lkj.dicts" href="lkj/dicts.html" />
+    <link rel="next" title="lkj.chunking" href="lkj/chunking.html" />
     <link rel="prev" title="Welcome to lkj’s documentation!" href="../index.html" /> 
 </head>
 
@@ -52,11 +52,11 @@
 <li class="toctree-l1 current"><a class="current reference internal" href="#">lkj</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="#lkj.add_as_attribute_of"><code class="docutils literal notranslate"><span class="pre">add_as_attribute_of()</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="#lkj.add_attr"><code class="docutils literal notranslate"><span class="pre">add_attr()</span></code></a></li>
-<li class="toctree-l2"><a class="reference internal" href="#lkj.chunker"><code class="docutils literal notranslate"><span class="pre">chunker()</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="#lkj.get_caller_package_name"><code class="docutils literal notranslate"><span class="pre">get_caller_package_name()</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="#lkj.user_machine_id"><code class="docutils literal notranslate"><span class="pre">user_machine_id()</span></code></a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="lkj/chunking.html">lkj.chunking</a></li>
 <li class="toctree-l1"><a class="reference internal" href="lkj/dicts.html">lkj.dicts</a></li>
 <li class="toctree-l1"><a class="reference internal" href="lkj/filesys.html">lkj.filesys</a></li>
 <li class="toctree-l1"><a class="reference internal" href="lkj/funcs.html">lkj.funcs</a></li>
@@ -206,18 +206,6 @@
 </div>
 </dd></dl>
 
-<dl class="py function">
-<dt class="sig sig-object py" id="lkj.chunker">
-<span class="sig-prename descclassname"><span class="pre">lkj.</span></span><span class="sig-name descname"><span class="pre">chunker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">a</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chk_size</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include_tail</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/lkj.html#chunker"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#lkj.chunker" title="Link to this definition"></a></dt>
-<dd><p>Chunks an iterable into non-overlapping chunks of size chk_size.</p>
-<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="nb">list</span><span class="p">(</span><span class="n">chunker</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">8</span><span class="p">),</span> <span class="mi">3</span><span class="p">))</span>
-<span class="go">[(0, 1, 2), (3, 4, 5), (6, 7)]</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="nb">list</span><span class="p">(</span><span class="n">chunker</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">8</span><span class="p">),</span> <span class="mi">3</span><span class="p">,</span> <span class="n">include_tail</span><span class="o">=</span><span class="kc">False</span><span class="p">))</span>
-<span class="go">[(0, 1, 2), (3, 4, 5)]</span>
-</pre></div>
-</div>
-</dd></dl>
-
 <dl class="py function">
 <dt class="sig sig-object py" id="lkj.get_caller_package_name">
 <span class="sig-prename descclassname"><span class="pre">lkj.</span></span><span class="sig-name descname"><span class="pre">get_caller_package_name</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/lkj.html#get_caller_package_name"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#lkj.get_caller_package_name" title="Link to this definition"></a></dt>
@@ -238,7 +226,7 @@
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
         <a href="../index.html" class="btn btn-neutral float-left" title="Welcome to lkj’s documentation!" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
-        <a href="lkj/dicts.html" class="btn btn-neutral float-right" title="lkj.dicts" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+        <a href="lkj/chunking.html" class="btn btn-neutral float-right" title="lkj.chunking" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
     </div>
 
   <hr/>
diff --git a/module_docs/lkj/chunking.html b/module_docs/lkj/chunking.html
new file mode 100644
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--- /dev/null
+++ b/module_docs/lkj/chunking.html
@@ -0,0 +1,200 @@
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+<li class="toctree-l2"><a class="reference internal" href="#lkj.chunking.chunk_iterable"><code class="docutils literal notranslate"><span class="pre">chunk_iterable()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="#lkj.chunking.chunker"><code class="docutils literal notranslate"><span class="pre">chunker()</span></code></a></li>
+</ul>
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+             
+  <section id="module-lkj.chunking">
+<span id="lkj-chunking"></span><h1>lkj.chunking<a class="headerlink" href="#module-lkj.chunking" title="Link to this heading"></a></h1>
+<p>Tools for chunking (segumentation, batching, slicing, etc.)</p>
+<dl class="py function">
+<dt class="sig sig-object py" id="lkj.chunking.chunk_iterable">
+<span class="sig-prename descclassname"><span class="pre">lkj.chunking.</span></span><span class="sig-name descname"><span class="pre">chunk_iterable</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">iterable</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Iterable</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Mapping</span><span class="p"><span class="pre">[</span></span><span class="pre">KT</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">VT</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chk_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chunk_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">...</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Iterable</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Mapping</span><span class="p"><span class="pre">[</span></span><span class="pre">KT</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">VT</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Iterator</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">T</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="p"><span class="pre">...</span></span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">KT</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">VT</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="../../_modules/lkj/chunking.html#chunk_iterable"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#lkj.chunking.chunk_iterable" title="Link to this definition"></a></dt>
+<dd><p>Divide an iterable into chunks/batches of a specific size.</p>
+<p>Handles both mappings (e.g. dicts) and non-mappings (lists, tuples, sets…)
+as you probably expect it to (if you give a dict input, it will chunk on the
+(key, value) items and return dicts of these).
+Thought note that you always can control the type of the chunks with the
+<cite>chunk_type</cite> argument.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>iterable</strong> – The iterable or mapping to divide.</p></li>
+<li><p><strong>chk_size</strong> – The size of each chunk.</p></li>
+<li><p><strong>chunk_type</strong> – The type of the chunks (list, tuple, set, dict…).</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>An iterator of dicts if the input is a Mapping, otherwise an iterator
+of collections (list, tuple, set…).</p>
+</dd>
+</dl>
+<p class="rubric">Examples</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="nb">list</span><span class="p">(</span><span class="n">chunk_iterable</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">],</span> <span class="mi">2</span><span class="p">))</span>
+<span class="go">[[1, 2], [3, 4], [5]]</span>
+</pre></div>
+</div>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="nb">list</span><span class="p">(</span><span class="n">chunk_iterable</span><span class="p">((</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">),</span> <span class="mi">3</span><span class="p">,</span> <span class="n">chunk_type</span><span class="o">=</span><span class="nb">tuple</span><span class="p">))</span>
+<span class="go">[(1, 2, 3), (4, 5)]</span>
+</pre></div>
+</div>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="nb">list</span><span class="p">(</span><span class="n">chunk_iterable</span><span class="p">({</span><span class="s2">&quot;a&quot;</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span> <span class="s2">&quot;b&quot;</span><span class="p">:</span> <span class="mi">2</span><span class="p">,</span> <span class="s2">&quot;c&quot;</span><span class="p">:</span> <span class="mi">3</span><span class="p">},</span> <span class="mi">2</span><span class="p">))</span>
+<span class="go">[{&#39;a&#39;: 1, &#39;b&#39;: 2}, {&#39;c&#39;: 3}]</span>
+</pre></div>
+</div>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="nb">list</span><span class="p">(</span><span class="n">chunk_iterable</span><span class="p">({</span><span class="s2">&quot;x&quot;</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">:</span> <span class="mi">2</span><span class="p">,</span> <span class="s2">&quot;z&quot;</span><span class="p">:</span> <span class="mi">3</span><span class="p">},</span> <span class="mi">1</span><span class="p">,</span> <span class="n">chunk_type</span><span class="o">=</span><span class="nb">dict</span><span class="p">))</span>
+<span class="go">[{&#39;x&#39;: 1}, {&#39;y&#39;: 2}, {&#39;z&#39;: 3}]</span>
+</pre></div>
+</div>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="lkj.chunking.chunker">
+<span class="sig-prename descclassname"><span class="pre">lkj.chunking.</span></span><span class="sig-name descname"><span class="pre">chunker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">a</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Iterable</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chk_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include_tail</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Iterator</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">T</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="p"><span class="pre">...</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="../../_modules/lkj/chunking.html#chunker"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#lkj.chunking.chunker" title="Link to this definition"></a></dt>
+<dd><p>Chunks an iterable into non-overlapping chunks of size <cite>chk_size</cite>.</p>
+<p>Note: This chunker is simpler, but also less efficient than <cite>chunk_iterable</cite>.
+It does have the extra <cite>include_tail</cite> argument, though.
+Though note that you can get the effect of <cite>include_tail=False</cite> in <cite>chunk_iterable</cite>
+by using <cite>filter(lambda x: len(x) == chk_size, chunk_iterable(…))</cite>.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>a</strong> – The iterable to be chunked.</p></li>
+<li><p><strong>chk_size</strong> – The size of each chunk.</p></li>
+<li><p><strong>include_tail</strong> – If True, includes the remaining elements as the last chunk
+even if they are fewer than <cite>chk_size</cite>. Defaults to True.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>An iterator of tuples, where each tuple is a chunk of size <cite>chk_size</cite>
+(or fewer elements if <cite>include_tail</cite> is True).</p>
+</dd>
+</dl>
+<p class="rubric">Examples</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="nb">list</span><span class="p">(</span><span class="n">chunker</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">8</span><span class="p">),</span> <span class="mi">3</span><span class="p">))</span>
+<span class="go">[(0, 1, 2), (3, 4, 5), (6, 7)]</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="nb">list</span><span class="p">(</span><span class="n">chunker</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">8</span><span class="p">),</span> <span class="mi">3</span><span class="p">,</span> <span class="n">include_tail</span><span class="o">=</span><span class="kc">False</span><span class="p">))</span>
+<span class="go">[(0, 1, 2), (3, 4, 5)]</span>
+</pre></div>
+</div>
+</dd></dl>
+
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="../lkj.html" class="btn btn-neutral float-left" title="lkj" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="dicts.html" class="btn btn-neutral float-right" title="lkj.dicts" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+    </div>
+
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+
+  <div role="contentinfo">
+    <p>&#169; Copyright NO COPYRIGHT.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
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+</html>
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diff --git a/module_docs/lkj/dicts.html b/module_docs/lkj/dicts.html
index e768f2b..a5ca831 100644
--- a/module_docs/lkj/dicts.html
+++ b/module_docs/lkj/dicts.html
@@ -25,7 +25,7 @@
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
     <link rel="next" title="lkj.filesys" href="filesys.html" />
-    <link rel="prev" title="lkj" href="../lkj.html" /> 
+    <link rel="prev" title="lkj.chunking" href="chunking.html" /> 
 </head>
 
 <body class="wy-body-for-nav"> 
@@ -50,6 +50,7 @@
               <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
 <ul class="current">
 <li class="toctree-l1"><a class="reference internal" href="../lkj.html">lkj</a></li>
+<li class="toctree-l1"><a class="reference internal" href="chunking.html">lkj.chunking</a></li>
 <li class="toctree-l1 current"><a class="current reference internal" href="#">lkj.dicts</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="#lkj.dicts.exclusive_subdict"><code class="docutils literal notranslate"><span class="pre">exclusive_subdict()</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="#lkj.dicts.inclusive_subdict"><code class="docutils literal notranslate"><span class="pre">inclusive_subdict()</span></code></a></li>
@@ -154,7 +155,7 @@
            </div>
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
-        <a href="../lkj.html" class="btn btn-neutral float-left" title="lkj" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="chunking.html" class="btn btn-neutral float-left" title="lkj.chunking" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
         <a href="filesys.html" class="btn btn-neutral float-right" title="lkj.filesys" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
     </div>
 
diff --git a/module_docs/lkj/filesys.html b/module_docs/lkj/filesys.html
index 9b8ad1f..9e64021 100644
--- a/module_docs/lkj/filesys.html
+++ b/module_docs/lkj/filesys.html
@@ -50,6 +50,7 @@
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 <ul class="current">
 <li class="toctree-l1"><a class="reference internal" href="../lkj.html">lkj</a></li>
+<li class="toctree-l1"><a class="reference internal" href="chunking.html">lkj.chunking</a></li>
 <li class="toctree-l1"><a class="reference internal" href="dicts.html">lkj.dicts</a></li>
 <li class="toctree-l1 current"><a class="current reference internal" href="#">lkj.filesys</a><ul>
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diff --git a/module_docs/lkj/funcs.html b/module_docs/lkj/funcs.html
index 92bf1c1..a43c137 100644
--- a/module_docs/lkj/funcs.html
+++ b/module_docs/lkj/funcs.html
@@ -50,6 +50,7 @@
               <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
 <ul class="current">
 <li class="toctree-l1"><a class="reference internal" href="../lkj.html">lkj</a></li>
+<li class="toctree-l1"><a class="reference internal" href="chunking.html">lkj.chunking</a></li>
 <li class="toctree-l1"><a class="reference internal" href="dicts.html">lkj.dicts</a></li>
 <li class="toctree-l1"><a class="reference internal" href="filesys.html">lkj.filesys</a></li>
 <li class="toctree-l1 current"><a class="current reference internal" href="#">lkj.funcs</a><ul>
diff --git a/module_docs/lkj/importing.html b/module_docs/lkj/importing.html
index 5ca01be..6815bf5 100644
--- a/module_docs/lkj/importing.html
+++ b/module_docs/lkj/importing.html
@@ -50,6 +50,7 @@
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 <ul class="current">
 <li class="toctree-l1"><a class="reference internal" href="../lkj.html">lkj</a></li>
+<li class="toctree-l1"><a class="reference internal" href="chunking.html">lkj.chunking</a></li>
 <li class="toctree-l1"><a class="reference internal" href="dicts.html">lkj.dicts</a></li>
 <li class="toctree-l1"><a class="reference internal" href="filesys.html">lkj.filesys</a></li>
 <li class="toctree-l1"><a class="reference internal" href="funcs.html">lkj.funcs</a></li>
diff --git a/module_docs/lkj/iterables.html b/module_docs/lkj/iterables.html
index be460bc..cc1b751 100644
--- a/module_docs/lkj/iterables.html
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@@ -50,6 +50,7 @@
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 <ul class="current">
 <li class="toctree-l1"><a class="reference internal" href="../lkj.html">lkj</a></li>
+<li class="toctree-l1"><a class="reference internal" href="chunking.html">lkj.chunking</a></li>
 <li class="toctree-l1"><a class="reference internal" href="dicts.html">lkj.dicts</a></li>
 <li class="toctree-l1"><a class="reference internal" href="filesys.html">lkj.filesys</a></li>
 <li class="toctree-l1"><a class="reference internal" href="funcs.html">lkj.funcs</a></li>
diff --git a/module_docs/lkj/loggers.html b/module_docs/lkj/loggers.html
index d62c4ec..54b2b26 100644
--- a/module_docs/lkj/loggers.html
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@@ -50,6 +50,7 @@
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 <ul class="current">
 <li class="toctree-l1"><a class="reference internal" href="../lkj.html">lkj</a></li>
+<li class="toctree-l1"><a class="reference internal" href="chunking.html">lkj.chunking</a></li>
 <li class="toctree-l1"><a class="reference internal" href="dicts.html">lkj.dicts</a></li>
 <li class="toctree-l1"><a class="reference internal" href="filesys.html">lkj.filesys</a></li>
 <li class="toctree-l1"><a class="reference internal" href="funcs.html">lkj.funcs</a></li>
diff --git a/module_docs/lkj/misc.html b/module_docs/lkj/misc.html
index 6a04605..d4e743b 100644
--- a/module_docs/lkj/misc.html
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@@ -50,6 +50,7 @@
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+<li class="toctree-l1"><a class="reference internal" href="chunking.html">lkj.chunking</a></li>
 <li class="toctree-l1"><a class="reference internal" href="dicts.html">lkj.dicts</a></li>
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diff --git a/module_docs/lkj/strings.html b/module_docs/lkj/strings.html
index 9f2ad5c..3347912 100644
--- a/module_docs/lkj/strings.html
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 <ul class="current">
 <li class="toctree-l1"><a class="reference internal" href="../lkj.html">lkj</a></li>
+<li class="toctree-l1"><a class="reference internal" href="chunking.html">lkj.chunking</a></li>
 <li class="toctree-l1"><a class="reference internal" href="dicts.html">lkj.dicts</a></li>
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 <ul>
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\ No newline at end of file
diff --git a/table_of_contents.html b/table_of_contents.html
index 44de596..257108d 100644
--- a/table_of_contents.html
+++ b/table_of_contents.html
@@ -48,6 +48,7 @@
               <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="module_docs/lkj.html">lkj</a></li>
+<li class="toctree-l1"><a class="reference internal" href="module_docs/lkj/chunking.html">lkj.chunking</a></li>
 <li class="toctree-l1"><a class="reference internal" href="module_docs/lkj/dicts.html">lkj.dicts</a></li>
 <li class="toctree-l1"><a class="reference internal" href="module_docs/lkj/filesys.html">lkj.filesys</a></li>
 <li class="toctree-l1"><a class="reference internal" href="module_docs/lkj/funcs.html">lkj.funcs</a></li>
@@ -88,11 +89,15 @@
 <li class="toctree-l1"><a class="reference internal" href="module_docs/lkj.html">lkj</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="module_docs/lkj.html#lkj.add_as_attribute_of"><code class="docutils literal notranslate"><span class="pre">add_as_attribute_of()</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="module_docs/lkj.html#lkj.add_attr"><code class="docutils literal notranslate"><span class="pre">add_attr()</span></code></a></li>
-<li class="toctree-l2"><a class="reference internal" href="module_docs/lkj.html#lkj.chunker"><code class="docutils literal notranslate"><span class="pre">chunker()</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="module_docs/lkj.html#lkj.get_caller_package_name"><code class="docutils literal notranslate"><span class="pre">get_caller_package_name()</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="module_docs/lkj.html#lkj.user_machine_id"><code class="docutils literal notranslate"><span class="pre">user_machine_id()</span></code></a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="module_docs/lkj/chunking.html">lkj.chunking</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="module_docs/lkj/chunking.html#lkj.chunking.chunk_iterable"><code class="docutils literal notranslate"><span class="pre">chunk_iterable()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="module_docs/lkj/chunking.html#lkj.chunking.chunker"><code class="docutils literal notranslate"><span class="pre">chunker()</span></code></a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="module_docs/lkj/dicts.html">lkj.dicts</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="module_docs/lkj/dicts.html#lkj.dicts.exclusive_subdict"><code class="docutils literal notranslate"><span class="pre">exclusive_subdict()</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="module_docs/lkj/dicts.html#lkj.dicts.inclusive_subdict"><code class="docutils literal notranslate"><span class="pre">inclusive_subdict()</span></code></a></li>