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+  <h1>Source code for convlab.agent.algorithm.external</h1><div class="highlight"><pre>
+<span></span><span class="c1"># Modified by Microsoft Corporation.</span>
+<span class="c1"># Licensed under the MIT license.</span>
+
+<span class="sd">&#39;&#39;&#39;</span>
+<span class="sd">The random agent algorithm</span>
+<span class="sd">For basic dev purpose.</span>
+<span class="sd">&#39;&#39;&#39;</span>
+<span class="kn">from</span> <span class="nn">copy</span> <span class="k">import</span> <span class="n">deepcopy</span>
+
+<span class="kn">import</span> <span class="nn">pydash</span> <span class="k">as</span> <span class="nn">ps</span>
+
+<span class="kn">from</span> <span class="nn">convlab.agent.algorithm</span> <span class="k">import</span> <span class="n">policy_util</span>
+<span class="kn">from</span> <span class="nn">convlab.agent.algorithm.base</span> <span class="k">import</span> <span class="n">Algorithm</span>
+<span class="kn">from</span> <span class="nn">convlab.lib</span> <span class="k">import</span> <span class="n">logger</span><span class="p">,</span> <span class="n">util</span>
+<span class="kn">from</span> <span class="nn">convlab.lib.decorator</span> <span class="k">import</span> <span class="n">lab_api</span>
+<span class="kn">from</span> <span class="nn">convlab.modules</span> <span class="k">import</span> <span class="n">policy</span><span class="p">,</span> <span class="n">word_policy</span><span class="p">,</span> <span class="n">e2e</span>
+
+<span class="n">logger</span> <span class="o">=</span> <span class="n">logger</span><span class="o">.</span><span class="n">get_logger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="ExternalPolicy"><a class="viewcode-back" href="../../../../convlab.agent.algorithm.html#convlab.agent.algorithm.external.ExternalPolicy">[docs]</a><span class="k">class</span> <span class="nc">ExternalPolicy</span><span class="p">(</span><span class="n">Algorithm</span><span class="p">):</span>
+    <span class="sd">&#39;&#39;&#39;</span>
+<span class="sd">    Example Random agent that works in both discrete and continuous envs</span>
+<span class="sd">    &#39;&#39;&#39;</span>
+
+<div class="viewcode-block" id="ExternalPolicy.init_algorithm_params"><a class="viewcode-back" href="../../../../convlab.agent.algorithm.html#convlab.agent.algorithm.external.ExternalPolicy.init_algorithm_params">[docs]</a>    <span class="nd">@lab_api</span>
+    <span class="k">def</span> <span class="nf">init_algorithm_params</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&#39;&#39;&#39;Initialize other algorithm parameters&#39;&#39;&#39;</span>
+        <span class="c1"># set default</span>
+        <span class="n">util</span><span class="o">.</span><span class="n">set_attr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="nb">dict</span><span class="p">(</span>
+            <span class="n">action_pdtype</span><span class="o">=</span><span class="s1">&#39;default&#39;</span><span class="p">,</span>
+            <span class="n">action_policy</span><span class="o">=</span><span class="s1">&#39;default&#39;</span><span class="p">,</span>
+        <span class="p">))</span>
+        <span class="n">util</span><span class="o">.</span><span class="n">set_attr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">algorithm_spec</span><span class="p">,</span> <span class="p">[</span>
+            <span class="s1">&#39;policy_name&#39;</span><span class="p">,</span>
+            <span class="s1">&#39;action_pdtype&#39;</span><span class="p">,</span>
+            <span class="s1">&#39;action_policy&#39;</span><span class="p">,</span>
+        <span class="p">])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">action_policy</span> <span class="o">=</span> <span class="nb">getattr</span><span class="p">(</span><span class="n">policy_util</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">action_policy</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">policy</span> <span class="o">=</span> <span class="kc">None</span> 
+        <span class="k">if</span> <span class="s1">&#39;word_policy&#39;</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">algorithm_spec</span><span class="p">:</span>
+            <span class="n">params</span> <span class="o">=</span> <span class="n">deepcopy</span><span class="p">(</span><span class="n">ps</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">algorithm_spec</span><span class="p">,</span> <span class="s1">&#39;word_policy&#39;</span><span class="p">))</span>
+            <span class="n">PolicyClass</span> <span class="o">=</span> <span class="nb">getattr</span><span class="p">(</span><span class="n">word_policy</span><span class="p">,</span> <span class="n">params</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s1">&#39;name&#39;</span><span class="p">))</span>
+        <span class="k">elif</span> <span class="s1">&#39;e2e&#39;</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">algorithm_spec</span><span class="p">:</span>
+            <span class="n">params</span> <span class="o">=</span> <span class="n">deepcopy</span><span class="p">(</span><span class="n">ps</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">algorithm_spec</span><span class="p">,</span> <span class="s1">&#39;e2e&#39;</span><span class="p">))</span>
+            <span class="n">PolicyClass</span> <span class="o">=</span> <span class="nb">getattr</span><span class="p">(</span><span class="n">e2e</span><span class="p">,</span> <span class="n">params</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s1">&#39;name&#39;</span><span class="p">))</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">params</span> <span class="o">=</span> <span class="n">deepcopy</span><span class="p">(</span><span class="n">ps</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">algorithm_spec</span><span class="p">,</span> <span class="s1">&#39;policy&#39;</span><span class="p">))</span>
+            <span class="n">PolicyClass</span> <span class="o">=</span> <span class="nb">getattr</span><span class="p">(</span><span class="n">policy</span><span class="p">,</span> <span class="n">params</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s1">&#39;name&#39;</span><span class="p">))</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">policy</span> <span class="o">=</span> <span class="n">PolicyClass</span><span class="p">(</span><span class="o">**</span><span class="n">params</span><span class="p">)</span> </div>
+
+<div class="viewcode-block" id="ExternalPolicy.reset"><a class="viewcode-back" href="../../../../convlab.agent.algorithm.html#convlab.agent.algorithm.external.ExternalPolicy.reset">[docs]</a>    <span class="k">def</span> <span class="nf">reset</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">policy</span><span class="o">.</span><span class="n">init_session</span><span class="p">()</span></div>
+
+<div class="viewcode-block" id="ExternalPolicy.init_nets"><a class="viewcode-back" href="../../../../convlab.agent.algorithm.html#convlab.agent.algorithm.external.ExternalPolicy.init_nets">[docs]</a>    <span class="nd">@lab_api</span>
+    <span class="k">def</span> <span class="nf">init_nets</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">global_nets</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="k">pass</span></div>
+
+<div class="viewcode-block" id="ExternalPolicy.act"><a class="viewcode-back" href="../../../../convlab.agent.algorithm.html#convlab.agent.algorithm.external.ExternalPolicy.act">[docs]</a>    <span class="nd">@lab_api</span>
+    <span class="k">def</span> <span class="nf">act</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">state</span><span class="p">):</span>
+        <span class="n">action</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">policy</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">state</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">action</span></div>
+
+<div class="viewcode-block" id="ExternalPolicy.sample"><a class="viewcode-back" href="../../../../convlab.agent.algorithm.html#convlab.agent.algorithm.external.ExternalPolicy.sample">[docs]</a>    <span class="nd">@lab_api</span>
+    <span class="k">def</span> <span class="nf">sample</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">pass</span></div>
+
+<div class="viewcode-block" id="ExternalPolicy.train"><a class="viewcode-back" href="../../../../convlab.agent.algorithm.html#convlab.agent.algorithm.external.ExternalPolicy.train">[docs]</a>    <span class="nd">@lab_api</span>
+    <span class="k">def</span> <span class="nf">train</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">pass</span></div>
+
+<div class="viewcode-block" id="ExternalPolicy.update"><a class="viewcode-back" href="../../../../convlab.agent.algorithm.html#convlab.agent.algorithm.external.ExternalPolicy.update">[docs]</a>    <span class="nd">@lab_api</span>
+    <span class="k">def</span> <span class="nf">update</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">pass</span></div></div>
+</pre></div>
+
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