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<article role="main">
<section id="vector-environment-wrappers">
<h1>Vector Environment Wrappers<a class="headerlink" href="#vector-environment-wrappers" title="Permalink to this heading">#</a></h1>
<dl class="py class">
<dt class="sig sig-object py" id="gymnasium.experimental.vector.VectorWrapper">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">gymnasium.experimental.vector.</span></span><span class="sig-name descname"><span class="pre">VectorWrapper</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">env</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="../vector/#gymnasium.experimental.vector.VectorEnv" title="gymnasium.experimental.vector.vector_env.VectorEnv"><span class="pre">VectorEnv</span></a></span></em><span class="sig-paren">)</span><a class="headerlink" href="#gymnasium.experimental.vector.VectorWrapper" title="Permalink to this definition">#</a></dt>
<dd><p>Wraps the vectorized environment to allow a modular transformation.</p>
<p>This class is the base class for all wrappers for vectorized environments. The subclass
could override some methods to change the behavior of the original vectorized environment
without touching the original code.</p>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>Dont forget to call <code class="docutils literal notranslate"><span class="pre">super().__init__(env)</span></code> if the subclass overrides <code class="xref py py-meth docutils literal notranslate"><span class="pre">__init__()</span></code>.</p>
</div>
<p>Initialize the vectorized environment wrapper.</p>
</dd></dl>
<section id="vector-lambda-observation-wrappers">
<h2>Vector Lambda Observation Wrappers<a class="headerlink" href="#vector-lambda-observation-wrappers" title="Permalink to this heading">#</a></h2>
<dl class="py class">
<dt class="sig sig-object py" id="gymnasium.experimental.vector.VectorObservationWrapper">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">gymnasium.experimental.vector.</span></span><span class="sig-name descname"><span class="pre">VectorObservationWrapper</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">env</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="../vector/#gymnasium.experimental.vector.VectorEnv" title="gymnasium.experimental.vector.vector_env.VectorEnv"><span class="pre">VectorEnv</span></a></span></em><span class="sig-paren">)</span><a class="headerlink" href="#gymnasium.experimental.vector.VectorObservationWrapper" title="Permalink to this definition">#</a></dt>
<dd><p>Wraps the vectorized environment to allow a modular transformation of the observation. Equivalent to <code class="xref py py-class docutils literal notranslate"><span class="pre">gym.ObservationWrapper</span></code> for vectorized environments.</p>
<p>Initialize the vectorized environment wrapper.</p>
</dd></dl>
</section>
<section id="vector-lambda-action-wrappers">
<h2>Vector Lambda Action Wrappers<a class="headerlink" href="#vector-lambda-action-wrappers" title="Permalink to this heading">#</a></h2>
<dl class="py class">
<dt class="sig sig-object py" id="gymnasium.experimental.vector.VectorActionWrapper">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">gymnasium.experimental.vector.</span></span><span class="sig-name descname"><span class="pre">VectorActionWrapper</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">env</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="../vector/#gymnasium.experimental.vector.VectorEnv" title="gymnasium.experimental.vector.vector_env.VectorEnv"><span class="pre">VectorEnv</span></a></span></em><span class="sig-paren">)</span><a class="headerlink" href="#gymnasium.experimental.vector.VectorActionWrapper" title="Permalink to this definition">#</a></dt>
<dd><p>Wraps the vectorized environment to allow a modular transformation of the actions. Equivalent of <code class="xref py py-class docutils literal notranslate"><span class="pre">ActionWrapper</span></code> for vectorized environments.</p>
<p>Initialize the vectorized environment wrapper.</p>
</dd></dl>
</section>
<section id="vector-lambda-reward-wrappers">
<h2>Vector Lambda Reward Wrappers<a class="headerlink" href="#vector-lambda-reward-wrappers" title="Permalink to this heading">#</a></h2>
<dl class="py class">
<dt class="sig sig-object py" id="gymnasium.experimental.vector.VectorRewardWrapper">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">gymnasium.experimental.vector.</span></span><span class="sig-name descname"><span class="pre">VectorRewardWrapper</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">env</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="../vector/#gymnasium.experimental.vector.VectorEnv" title="gymnasium.experimental.vector.vector_env.VectorEnv"><span class="pre">VectorEnv</span></a></span></em><span class="sig-paren">)</span><a class="headerlink" href="#gymnasium.experimental.vector.VectorRewardWrapper" title="Permalink to this definition">#</a></dt>
<dd><p>Wraps the vectorized environment to allow a modular transformation of the reward. Equivalent of <code class="xref py py-class docutils literal notranslate"><span class="pre">RewardWrapper</span></code> for vectorized environments.</p>
<p>Initialize the vectorized environment wrapper.</p>
</dd></dl>
</section>
<section id="vector-common-wrappers">
<h2>Vector Common Wrappers<a class="headerlink" href="#vector-common-wrappers" title="Permalink to this heading">#</a></h2>
<dl class="py class">
<dt class="sig sig-object py" id="gymnasium.experimental.wrappers.vector.VectorRecordEpisodeStatistics">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">gymnasium.experimental.wrappers.vector.</span></span><span class="sig-name descname"><span class="pre">VectorRecordEpisodeStatistics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">env</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="../vector/#gymnasium.experimental.vector.VectorEnv" title="gymnasium.experimental.vector.vector_env.VectorEnv"><span class="pre">VectorEnv</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">deque_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</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">100</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#gymnasium.experimental.wrappers.vector.VectorRecordEpisodeStatistics" title="Permalink to this definition">#</a></dt>
<dd><p><code class="xref py py-attr docutils literal notranslate"><span class="pre">wrapped_env.return_queue</span></code> and <code class="xref py py-attr docutils literal notranslate"><span class="pre">wrapped_env.length_queue</span></code> respectively.</p>
<dl class="field-list simple">
<dt class="field-odd">Variables<span class="colon">:</span></dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>return_queue</strong> The cumulative rewards of the last <code class="docutils literal notranslate"><span class="pre">deque_size</span></code>-many episodes</p></li>
<li><p><strong>length_queue</strong> The lengths of the last <code class="docutils literal notranslate"><span class="pre">deque_size</span></code>-many episodes</p></li>
</ul>
</dd>
<dt class="field-even">Parameters<span class="colon">:</span></dt>
<dd class="field-even"><ul class="simple">
<li><p><strong>env</strong> (<a class="reference internal" href="../../env/#gymnasium.Env" title="gymnasium.Env"><em>Env</em></a>) The environment to apply the wrapper</p></li>
<li><p><strong>deque_size</strong> The size of the buffers <code class="xref py py-attr docutils literal notranslate"><span class="pre">return_queue</span></code> and <code class="xref py py-attr docutils literal notranslate"><span class="pre">length_queue</span></code></p></li>
</ul>
</dd>
</dl>
</dd></dl>
</section>
<section id="vector-only-wrappers">
<h2>Vector Only Wrappers<a class="headerlink" href="#vector-only-wrappers" title="Permalink to this heading">#</a></h2>
<dl class="py class">
<dt class="sig sig-object py" id="gymnasium.experimental.wrappers.vector.VectorListInfo">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">gymnasium.experimental.wrappers.vector.</span></span><span class="sig-name descname"><span class="pre">VectorListInfo</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">env</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="../vector/#gymnasium.experimental.vector.VectorEnv" title="gymnasium.experimental.vector.vector_env.VectorEnv"><span class="pre">VectorEnv</span></a></span></em><span class="sig-paren">)</span><a class="headerlink" href="#gymnasium.experimental.wrappers.vector.VectorListInfo" title="Permalink to this definition">#</a></dt>
<dd><p>Converts infos of vectorized environments from dict to List[dict].</p>
<p>This wrapper converts the info format of a
vector environment from a dictionary to a list of dictionaries.
This wrapper is intended to be used around vectorized
environments. If using other wrappers that perform
operation on info like <cite>RecordEpisodeStatistics</cite> this
need to be the outermost wrapper.</p>
<p>i.e. <cite>VectorListInfo(RecordEpisodeStatistics(envs))</cite></p>
<p>Example:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="c1"># actual</span>
<span class="gp">&gt;&gt;&gt; </span><span class="p">{</span>
<span class="gp">... </span> <span class="s2">&quot;k&quot;</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="mf">0.</span><span class="p">,</span> <span class="mf">0.</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">,</span> <span class="mf">0.3</span><span class="p">]),</span>
<span class="gp">... </span> <span class="s2">&quot;_k&quot;</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="kc">False</span><span class="p">,</span> <span class="kc">False</span><span class="p">,</span> <span class="kc">True</span><span class="p">,</span> <span class="kc">True</span><span class="p">])</span>
<span class="gp">... </span> <span class="p">}</span>
<span class="gp">&gt;&gt;&gt; </span><span class="c1"># classic</span>
<span class="gp">&gt;&gt;&gt; </span><span class="p">[{},</span> <span class="p">{},</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="mf">0.5</span><span class="p">},</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="mf">0.3</span><span class="p">}]</span>
</pre></div>
</div>
<dl class="field-list simple">
<dt class="field-odd">Parameters<span class="colon">:</span></dt>
<dd class="field-odd"><p><strong>env</strong> (<a class="reference internal" href="../../env/#gymnasium.Env" title="gymnasium.Env"><em>Env</em></a>) The environment to apply the wrapper</p>
</dd>
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<li><a class="reference internal" href="#">Vector Environment Wrappers</a><ul>
<li><a class="reference internal" href="#gymnasium.experimental.vector.VectorWrapper"><code class="docutils literal notranslate"><span class="pre">VectorWrapper</span></code></a></li>
<li><a class="reference internal" href="#vector-lambda-observation-wrappers">Vector Lambda Observation Wrappers</a><ul>
<li><a class="reference internal" href="#gymnasium.experimental.vector.VectorObservationWrapper"><code class="docutils literal notranslate"><span class="pre">VectorObservationWrapper</span></code></a></li>
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<li><a class="reference internal" href="#vector-lambda-action-wrappers">Vector Lambda Action Wrappers</a><ul>
<li><a class="reference internal" href="#gymnasium.experimental.vector.VectorActionWrapper"><code class="docutils literal notranslate"><span class="pre">VectorActionWrapper</span></code></a></li>
</ul>
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<li><a class="reference internal" href="#vector-lambda-reward-wrappers">Vector Lambda Reward Wrappers</a><ul>
<li><a class="reference internal" href="#gymnasium.experimental.vector.VectorRewardWrapper"><code class="docutils literal notranslate"><span class="pre">VectorRewardWrapper</span></code></a></li>
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<li><a class="reference internal" href="#vector-common-wrappers">Vector Common Wrappers</a><ul>
<li><a class="reference internal" href="#gymnasium.experimental.wrappers.vector.VectorRecordEpisodeStatistics"><code class="docutils literal notranslate"><span class="pre">VectorRecordEpisodeStatistics</span></code></a></li>
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<li><a class="reference internal" href="#vector-only-wrappers">Vector Only Wrappers</a><ul>
<li><a class="reference internal" href="#gymnasium.experimental.wrappers.vector.VectorListInfo"><code class="docutils literal notranslate"><span class="pre">VectorListInfo</span></code></a></li>
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