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<!DOCTYPE html>
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<h1>Source code for feldera.output_handler</h1><div class="highlight"><pre>
<span></span><span class="kn">import</span><span class="w"> </span><span class="nn">pandas</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">pd</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">Optional</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">threading</span><span class="w"> </span><span class="kn">import</span> <span class="n">Event</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">feldera</span><span class="w"> </span><span class="kn">import</span> <span class="n">FelderaClient</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">feldera._callback_runner</span><span class="w"> </span><span class="kn">import</span> <span class="n">CallbackRunner</span>
<div class="viewcode-block" id="OutputHandler">
<a class="viewcode-back" href="../../feldera.html#feldera.output_handler.OutputHandler">[docs]</a>
<span class="k">class</span><span class="w"> </span><span class="nc">OutputHandler</span><span class="p">:</span>
<div class="viewcode-block" id="OutputHandler.__init__">
<a class="viewcode-back" href="../../feldera.html#feldera.output_handler.OutputHandler.__init__">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span>
<span class="bp">self</span><span class="p">,</span>
<span class="n">client</span><span class="p">:</span> <span class="n">FelderaClient</span><span class="p">,</span>
<span class="n">pipeline_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
<span class="n">view_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
<span class="p">):</span>
<span class="w"> </span><span class="sd">"""</span>
<span class="sd"> Initializes the output handler, but doesn't start it.</span>
<span class="sd"> To start the output handler, call the `.OutputHandler.start` method.</span>
<span class="sd"> """</span>
<span class="bp">self</span><span class="o">.</span><span class="n">client</span><span class="p">:</span> <span class="n">FelderaClient</span> <span class="o">=</span> <span class="n">client</span>
<span class="bp">self</span><span class="o">.</span><span class="n">pipeline_name</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">pipeline_name</span>
<span class="bp">self</span><span class="o">.</span><span class="n">view_name</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">view_name</span>
<span class="bp">self</span><span class="o">.</span><span class="n">buffer</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
<span class="bp">self</span><span class="o">.</span><span class="n">exception</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="ne">BaseException</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
<span class="bp">self</span><span class="o">.</span><span class="n">event</span> <span class="o">=</span> <span class="n">Event</span><span class="p">()</span>
<span class="c1"># the callback that is passed to the `CallbackRunner`</span>
<span class="k">def</span><span class="w"> </span><span class="nf">callback</span><span class="p">(</span><span class="n">df</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">,</span> <span class="n">_</span><span class="p">:</span> <span class="nb">int</span><span class="p">):</span>
<span class="k">if</span> <span class="ow">not</span> <span class="n">df</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">buffer</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">df</span><span class="p">)</span>
<span class="k">def</span><span class="w"> </span><span class="nf">exception_callback</span><span class="p">(</span><span class="n">exception</span><span class="p">:</span> <span class="ne">BaseException</span><span class="p">):</span>
<span class="bp">self</span><span class="o">.</span><span class="n">exception</span> <span class="o">=</span> <span class="n">exception</span>
<span class="c1"># sets up the callback runner</span>
<span class="bp">self</span><span class="o">.</span><span class="n">handler</span> <span class="o">=</span> <span class="n">CallbackRunner</span><span class="p">(</span>
<span class="bp">self</span><span class="o">.</span><span class="n">client</span><span class="p">,</span>
<span class="bp">self</span><span class="o">.</span><span class="n">pipeline_name</span><span class="p">,</span>
<span class="bp">self</span><span class="o">.</span><span class="n">view_name</span><span class="p">,</span>
<span class="n">callback</span><span class="p">,</span>
<span class="n">exception_callback</span><span class="p">,</span>
<span class="bp">self</span><span class="o">.</span><span class="n">event</span><span class="p">,</span>
<span class="p">)</span></div>
<div class="viewcode-block" id="OutputHandler.start">
<a class="viewcode-back" href="../../feldera.html#feldera.output_handler.OutputHandler.start">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">start</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="w"> </span><span class="sd">"""</span>
<span class="sd"> Starts the output handler in a separate thread</span>
<span class="sd"> """</span>
<span class="bp">self</span><span class="o">.</span><span class="n">handler</span><span class="o">.</span><span class="n">start</span><span class="p">()</span>
<span class="n">_</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">event</span><span class="o">.</span><span class="n">wait</span><span class="p">()</span></div>
<div class="viewcode-block" id="OutputHandler.to_pandas">
<a class="viewcode-back" href="../../feldera.html#feldera.output_handler.OutputHandler.to_pandas">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">to_pandas</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">clear_buffer</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="w"> </span><span class="sd">"""</span>
<span class="sd"> Returns the output of the pipeline as a pandas DataFrame</span>
<span class="sd"> :param clear_buffer: Whether to clear the buffer after getting the output.</span>
<span class="sd"> """</span>
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">exception</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
<span class="k">raise</span> <span class="bp">self</span><span class="o">.</span><span class="n">exception</span>
<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">buffer</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
<span class="k">return</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">()</span>
<span class="n">res</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">buffer</span><span class="p">,</span> <span class="n">ignore_index</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="k">if</span> <span class="n">clear_buffer</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">buffer</span><span class="o">.</span><span class="n">clear</span><span class="p">()</span>
<span class="k">return</span> <span class="n">res</span></div>
<div class="viewcode-block" id="OutputHandler.to_dict">
<a class="viewcode-back" href="../../feldera.html#feldera.output_handler.OutputHandler.to_dict">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">to_dict</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">clear_buffer</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="w"> </span><span class="sd">"""</span>
<span class="sd"> Returns the output of the pipeline as a list of python dictionaries</span>
<span class="sd"> :param clear_buffer: Whether to clear the buffer after getting the output.</span>
<span class="sd"> """</span>
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">to_pandas</span><span class="p">(</span><span class="n">clear_buffer</span><span class="p">)</span><span class="o">.</span><span class="n">to_dict</span><span class="p">(</span><span class="n">orient</span><span class="o">=</span><span class="s2">"records"</span><span class="p">)</span></div>
</div>
</pre></div>
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