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<h1>Source code for airflow.providers.apache.livy.hooks.livy</h1><div class="highlight"><pre>
<span></span><span class="c1"># Licensed to the Apache Software Foundation (ASF) under one</span>
<span class="c1"># or more contributor license agreements. See the NOTICE file</span>
<span class="c1"># distributed with this work for additional information</span>
<span class="c1"># regarding copyright ownership. The ASF licenses this file</span>
<span class="c1"># to you under the Apache License, Version 2.0 (the</span>
<span class="c1"># &quot;License&quot;); you may not use this file except in compliance</span>
<span class="c1"># with the License. You may obtain a copy of the License at</span>
<span class="c1">#</span>
<span class="c1"># http://www.apache.org/licenses/LICENSE-2.0</span>
<span class="c1">#</span>
<span class="c1"># Unless required by applicable law or agreed to in writing,</span>
<span class="c1"># software distributed under the License is distributed on an</span>
<span class="c1"># &quot;AS IS&quot; BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY</span>
<span class="c1"># KIND, either express or implied. See the License for the</span>
<span class="c1"># specific language governing permissions and limitations</span>
<span class="c1"># under the License.</span>
<span class="sd">&quot;&quot;&quot;This module contains the Apache Livy hook.&quot;&quot;&quot;</span>
<span class="kn">import</span> <span class="nn">json</span>
<span class="kn">import</span> <span class="nn">re</span>
<span class="kn">from</span> <span class="nn">enum</span> <span class="kn">import</span> <span class="n">Enum</span>
<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Any</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">Optional</span><span class="p">,</span> <span class="n">Sequence</span><span class="p">,</span> <span class="n">Union</span>
<span class="kn">import</span> <span class="nn">requests</span>
<span class="kn">from</span> <span class="nn">airflow.exceptions</span> <span class="kn">import</span> <span class="n">AirflowException</span>
<span class="kn">from</span> <span class="nn">airflow.providers.http.hooks.http</span> <span class="kn">import</span> <span class="n">HttpHook</span>
<span class="kn">from</span> <span class="nn">airflow.utils.log.logging_mixin</span> <span class="kn">import</span> <span class="n">LoggingMixin</span>
<div class="viewcode-block" id="BatchState"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.BatchState">[docs]</a><span class="k">class</span> <span class="nc">BatchState</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
<span class="sd">&quot;&quot;&quot;Batch session states&quot;&quot;&quot;</span>
<div class="viewcode-block" id="BatchState.NOT_STARTED"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.BatchState.NOT_STARTED">[docs]</a> <span class="n">NOT_STARTED</span> <span class="o">=</span> <span class="s1">&#39;not_started&#39;</span></div>
<div class="viewcode-block" id="BatchState.STARTING"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.BatchState.STARTING">[docs]</a> <span class="n">STARTING</span> <span class="o">=</span> <span class="s1">&#39;starting&#39;</span></div>
<div class="viewcode-block" id="BatchState.RUNNING"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.BatchState.RUNNING">[docs]</a> <span class="n">RUNNING</span> <span class="o">=</span> <span class="s1">&#39;running&#39;</span></div>
<div class="viewcode-block" id="BatchState.IDLE"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.BatchState.IDLE">[docs]</a> <span class="n">IDLE</span> <span class="o">=</span> <span class="s1">&#39;idle&#39;</span></div>
<div class="viewcode-block" id="BatchState.BUSY"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.BatchState.BUSY">[docs]</a> <span class="n">BUSY</span> <span class="o">=</span> <span class="s1">&#39;busy&#39;</span></div>
<div class="viewcode-block" id="BatchState.SHUTTING_DOWN"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.BatchState.SHUTTING_DOWN">[docs]</a> <span class="n">SHUTTING_DOWN</span> <span class="o">=</span> <span class="s1">&#39;shutting_down&#39;</span></div>
<div class="viewcode-block" id="BatchState.ERROR"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.BatchState.ERROR">[docs]</a> <span class="n">ERROR</span> <span class="o">=</span> <span class="s1">&#39;error&#39;</span></div>
<div class="viewcode-block" id="BatchState.DEAD"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.BatchState.DEAD">[docs]</a> <span class="n">DEAD</span> <span class="o">=</span> <span class="s1">&#39;dead&#39;</span></div>
<div class="viewcode-block" id="BatchState.KILLED"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.BatchState.KILLED">[docs]</a> <span class="n">KILLED</span> <span class="o">=</span> <span class="s1">&#39;killed&#39;</span></div>
<div class="viewcode-block" id="BatchState.SUCCESS"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.BatchState.SUCCESS">[docs]</a> <span class="n">SUCCESS</span> <span class="o">=</span> <span class="s1">&#39;success&#39;</span></div></div>
<div class="viewcode-block" id="LivyHook"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.LivyHook">[docs]</a><span class="k">class</span> <span class="nc">LivyHook</span><span class="p">(</span><span class="n">HttpHook</span><span class="p">,</span> <span class="n">LoggingMixin</span><span class="p">):</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Hook for Apache Livy through the REST API.</span>
<span class="sd"> :param livy_conn_id: reference to a pre-defined Livy Connection.</span>
<span class="sd"> :type livy_conn_id: str</span>
<span class="sd"> .. seealso::</span>
<span class="sd"> For more details refer to the Apache Livy API reference:</span>
<span class="sd"> https://livy.apache.org/docs/latest/rest-api.html</span>
<span class="sd"> &quot;&quot;&quot;</span>
<div class="viewcode-block" id="LivyHook.TERMINAL_STATES"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.LivyHook.TERMINAL_STATES">[docs]</a> <span class="n">TERMINAL_STATES</span> <span class="o">=</span> <span class="p">{</span>
<span class="n">BatchState</span><span class="o">.</span><span class="n">SUCCESS</span><span class="p">,</span>
<span class="n">BatchState</span><span class="o">.</span><span class="n">DEAD</span><span class="p">,</span>
<span class="n">BatchState</span><span class="o">.</span><span class="n">KILLED</span><span class="p">,</span>
<span class="n">BatchState</span><span class="o">.</span><span class="n">ERROR</span><span class="p">,</span></div>
<span class="p">}</span>
<div class="viewcode-block" id="LivyHook._def_headers"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.LivyHook._def_headers">[docs]</a> <span class="n">_def_headers</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;Content-Type&#39;</span><span class="p">:</span> <span class="s1">&#39;application/json&#39;</span><span class="p">,</span> <span class="s1">&#39;Accept&#39;</span><span class="p">:</span> <span class="s1">&#39;application/json&#39;</span><span class="p">}</span></div>
<div class="viewcode-block" id="LivyHook.conn_name_attr"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.LivyHook.conn_name_attr">[docs]</a> <span class="n">conn_name_attr</span> <span class="o">=</span> <span class="s1">&#39;livy_conn_id&#39;</span></div>
<div class="viewcode-block" id="LivyHook.default_conn_name"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.LivyHook.default_conn_name">[docs]</a> <span class="n">default_conn_name</span> <span class="o">=</span> <span class="s1">&#39;livy_default&#39;</span></div>
<div class="viewcode-block" id="LivyHook.conn_type"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.LivyHook.conn_type">[docs]</a> <span class="n">conn_type</span> <span class="o">=</span> <span class="s1">&#39;livy&#39;</span></div>
<div class="viewcode-block" id="LivyHook.hook_name"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.LivyHook.hook_name">[docs]</a> <span class="n">hook_name</span> <span class="o">=</span> <span class="s1">&#39;Apache Livy&#39;</span></div>
<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">livy_conn_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">default_conn_name</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
<span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">http_conn_id</span><span class="o">=</span><span class="n">livy_conn_id</span><span class="p">)</span>
<div class="viewcode-block" id="LivyHook.get_conn"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.LivyHook.get_conn">[docs]</a> <span class="k">def</span> <span class="nf">get_conn</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">headers</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Any</span><span class="p">:</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Returns http session for use with requests</span>
<span class="sd"> :param headers: additional headers to be passed through as a dictionary</span>
<span class="sd"> :type headers: dict</span>
<span class="sd"> :return: requests session</span>
<span class="sd"> :rtype: requests.Session</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="n">tmp_headers</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_def_headers</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> <span class="c1"># setting default headers</span>
<span class="k">if</span> <span class="n">headers</span><span class="p">:</span>
<span class="n">tmp_headers</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">headers</span><span class="p">)</span>
<span class="k">return</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="n">get_conn</span><span class="p">(</span><span class="n">tmp_headers</span><span class="p">)</span></div>
<div class="viewcode-block" id="LivyHook.run_method"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.LivyHook.run_method">[docs]</a> <span class="k">def</span> <span class="nf">run_method</span><span class="p">(</span>
<span class="bp">self</span><span class="p">,</span>
<span class="n">endpoint</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
<span class="n">method</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s1">&#39;GET&#39;</span><span class="p">,</span>
<span class="n">data</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Any</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">headers</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">extra_options</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="n">Any</span><span class="p">,</span> <span class="n">Any</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">Any</span><span class="p">:</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Wrapper for HttpHook, allows to change method on the same HttpHook</span>
<span class="sd"> :param method: http method</span>
<span class="sd"> :type method: str</span>
<span class="sd"> :param endpoint: endpoint</span>
<span class="sd"> :type endpoint: str</span>
<span class="sd"> :param data: request payload</span>
<span class="sd"> :type data: dict</span>
<span class="sd"> :param headers: headers</span>
<span class="sd"> :type headers: dict</span>
<span class="sd"> :param extra_options: extra options</span>
<span class="sd"> :type extra_options: dict</span>
<span class="sd"> :return: http response</span>
<span class="sd"> :rtype: requests.Response</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="k">if</span> <span class="n">method</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">(</span><span class="s1">&#39;GET&#39;</span><span class="p">,</span> <span class="s1">&#39;POST&#39;</span><span class="p">,</span> <span class="s1">&#39;PUT&#39;</span><span class="p">,</span> <span class="s1">&#39;DELETE&#39;</span><span class="p">,</span> <span class="s1">&#39;HEAD&#39;</span><span class="p">):</span>
<span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Invalid http method &#39;</span><span class="si">{</span><span class="n">method</span><span class="si">}</span><span class="s2">&#39;&quot;</span><span class="p">)</span>
<span class="k">if</span> <span class="n">extra_options</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
<span class="n">extra_options</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;check_response&#39;</span><span class="p">:</span> <span class="kc">False</span><span class="p">}</span>
<span class="n">back_method</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">method</span>
<span class="bp">self</span><span class="o">.</span><span class="n">method</span> <span class="o">=</span> <span class="n">method</span>
<span class="k">try</span><span class="p">:</span>
<span class="n">result</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">endpoint</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">headers</span><span class="p">,</span> <span class="n">extra_options</span><span class="p">)</span>
<span class="k">finally</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">method</span> <span class="o">=</span> <span class="n">back_method</span>
<span class="k">return</span> <span class="n">result</span></div>
<div class="viewcode-block" id="LivyHook.post_batch"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.LivyHook.post_batch">[docs]</a> <span class="k">def</span> <span class="nf">post_batch</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">:</span> <span class="n">Any</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">:</span> <span class="n">Any</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Any</span><span class="p">:</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Perform request to submit batch</span>
<span class="sd"> :return: batch session id</span>
<span class="sd"> :rtype: int</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="n">batch_submit_body</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">build_post_batch_body</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">))</span>
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">base_url</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
<span class="c1"># need to init self.base_url</span>
<span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span>
<span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;Submitting job </span><span class="si">%s</span><span class="s2"> to </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">batch_submit_body</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">base_url</span><span class="p">)</span>
<span class="n">response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">run_method</span><span class="p">(</span><span class="n">method</span><span class="o">=</span><span class="s1">&#39;POST&#39;</span><span class="p">,</span> <span class="n">endpoint</span><span class="o">=</span><span class="s1">&#39;/batches&#39;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">batch_submit_body</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Got response: </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">response</span><span class="o">.</span><span class="n">text</span><span class="p">)</span>
<span class="k">try</span><span class="p">:</span>
<span class="n">response</span><span class="o">.</span><span class="n">raise_for_status</span><span class="p">()</span>
<span class="k">except</span> <span class="n">requests</span><span class="o">.</span><span class="n">exceptions</span><span class="o">.</span><span class="n">HTTPError</span> <span class="k">as</span> <span class="n">err</span><span class="p">:</span>
<span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span>
<span class="s2">&quot;Could not submit batch. Status code: </span><span class="si">{}</span><span class="s2">. Message: &#39;</span><span class="si">{}</span><span class="s2">&#39;&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
<span class="n">err</span><span class="o">.</span><span class="n">response</span><span class="o">.</span><span class="n">status_code</span><span class="p">,</span> <span class="n">err</span><span class="o">.</span><span class="n">response</span><span class="o">.</span><span class="n">text</span>
<span class="p">)</span>
<span class="p">)</span>
<span class="n">batch_id</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_parse_post_response</span><span class="p">(</span><span class="n">response</span><span class="o">.</span><span class="n">json</span><span class="p">())</span>
<span class="k">if</span> <span class="n">batch_id</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
<span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">&quot;Unable to parse the batch session id&quot;</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;Batch submitted with session id: </span><span class="si">%d</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">batch_id</span><span class="p">)</span>
<span class="k">return</span> <span class="n">batch_id</span></div>
<div class="viewcode-block" id="LivyHook.get_batch"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.LivyHook.get_batch">[docs]</a> <span class="k">def</span> <span class="nf">get_batch</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session_id</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Any</span><span class="p">:</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Fetch info about the specified batch</span>
<span class="sd"> :param session_id: identifier of the batch sessions</span>
<span class="sd"> :type session_id: int</span>
<span class="sd"> :return: response body</span>
<span class="sd"> :rtype: dict</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_validate_session_id</span><span class="p">(</span><span class="n">session_id</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Fetching info for batch session </span><span class="si">%d</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">session_id</span><span class="p">)</span>
<span class="n">response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">run_method</span><span class="p">(</span><span class="n">endpoint</span><span class="o">=</span><span class="sa">f</span><span class="s1">&#39;/batches/</span><span class="si">{</span><span class="n">session_id</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="k">try</span><span class="p">:</span>
<span class="n">response</span><span class="o">.</span><span class="n">raise_for_status</span><span class="p">()</span>
<span class="k">except</span> <span class="n">requests</span><span class="o">.</span><span class="n">exceptions</span><span class="o">.</span><span class="n">HTTPError</span> <span class="k">as</span> <span class="n">err</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span><span class="s2">&quot;Got status code </span><span class="si">%d</span><span class="s2"> for session </span><span class="si">%d</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">err</span><span class="o">.</span><span class="n">response</span><span class="o">.</span><span class="n">status_code</span><span class="p">,</span> <span class="n">session_id</span><span class="p">)</span>
<span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span>
<span class="sa">f</span><span class="s2">&quot;Unable to fetch batch with id: </span><span class="si">{</span><span class="n">session_id</span><span class="si">}</span><span class="s2">. Message: </span><span class="si">{</span><span class="n">err</span><span class="o">.</span><span class="n">response</span><span class="o">.</span><span class="n">text</span><span class="si">}</span><span class="s2">&quot;</span>
<span class="p">)</span>
<span class="k">return</span> <span class="n">response</span><span class="o">.</span><span class="n">json</span><span class="p">()</span></div>
<div class="viewcode-block" id="LivyHook.get_batch_state"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.LivyHook.get_batch_state">[docs]</a> <span class="k">def</span> <span class="nf">get_batch_state</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session_id</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">BatchState</span><span class="p">:</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Fetch the state of the specified batch</span>
<span class="sd"> :param session_id: identifier of the batch sessions</span>
<span class="sd"> :type session_id: Union[int, str]</span>
<span class="sd"> :return: batch state</span>
<span class="sd"> :rtype: BatchState</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_validate_session_id</span><span class="p">(</span><span class="n">session_id</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Fetching info for batch session </span><span class="si">%d</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">session_id</span><span class="p">)</span>
<span class="n">response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">run_method</span><span class="p">(</span><span class="n">endpoint</span><span class="o">=</span><span class="sa">f</span><span class="s1">&#39;/batches/</span><span class="si">{</span><span class="n">session_id</span><span class="si">}</span><span class="s1">/state&#39;</span><span class="p">)</span>
<span class="k">try</span><span class="p">:</span>
<span class="n">response</span><span class="o">.</span><span class="n">raise_for_status</span><span class="p">()</span>
<span class="k">except</span> <span class="n">requests</span><span class="o">.</span><span class="n">exceptions</span><span class="o">.</span><span class="n">HTTPError</span> <span class="k">as</span> <span class="n">err</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span><span class="s2">&quot;Got status code </span><span class="si">%d</span><span class="s2"> for session </span><span class="si">%d</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">err</span><span class="o">.</span><span class="n">response</span><span class="o">.</span><span class="n">status_code</span><span class="p">,</span> <span class="n">session_id</span><span class="p">)</span>
<span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span>
<span class="sa">f</span><span class="s2">&quot;Unable to fetch batch with id: </span><span class="si">{</span><span class="n">session_id</span><span class="si">}</span><span class="s2">. Message: </span><span class="si">{</span><span class="n">err</span><span class="o">.</span><span class="n">response</span><span class="o">.</span><span class="n">text</span><span class="si">}</span><span class="s2">&quot;</span>
<span class="p">)</span>
<span class="n">jresp</span> <span class="o">=</span> <span class="n">response</span><span class="o">.</span><span class="n">json</span><span class="p">()</span>
<span class="k">if</span> <span class="s1">&#39;state&#39;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">jresp</span><span class="p">:</span>
<span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Unable to get state for batch with id: </span><span class="si">{</span><span class="n">session_id</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
<span class="k">return</span> <span class="n">BatchState</span><span class="p">(</span><span class="n">jresp</span><span class="p">[</span><span class="s1">&#39;state&#39;</span><span class="p">])</span></div>
<div class="viewcode-block" id="LivyHook.delete_batch"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.LivyHook.delete_batch">[docs]</a> <span class="k">def</span> <span class="nf">delete_batch</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session_id</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Any</span><span class="p">:</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Delete the specified batch</span>
<span class="sd"> :param session_id: identifier of the batch sessions</span>
<span class="sd"> :type session_id: int</span>
<span class="sd"> :return: response body</span>
<span class="sd"> :rtype: dict</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_validate_session_id</span><span class="p">(</span><span class="n">session_id</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;Deleting batch session </span><span class="si">%d</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">session_id</span><span class="p">)</span>
<span class="n">response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">run_method</span><span class="p">(</span><span class="n">method</span><span class="o">=</span><span class="s1">&#39;DELETE&#39;</span><span class="p">,</span> <span class="n">endpoint</span><span class="o">=</span><span class="sa">f</span><span class="s1">&#39;/batches/</span><span class="si">{</span><span class="n">session_id</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="k">try</span><span class="p">:</span>
<span class="n">response</span><span class="o">.</span><span class="n">raise_for_status</span><span class="p">()</span>
<span class="k">except</span> <span class="n">requests</span><span class="o">.</span><span class="n">exceptions</span><span class="o">.</span><span class="n">HTTPError</span> <span class="k">as</span> <span class="n">err</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span><span class="s2">&quot;Got status code </span><span class="si">%d</span><span class="s2"> for session </span><span class="si">%d</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">err</span><span class="o">.</span><span class="n">response</span><span class="o">.</span><span class="n">status_code</span><span class="p">,</span> <span class="n">session_id</span><span class="p">)</span>
<span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span>
<span class="s2">&quot;Could not kill the batch with session id: </span><span class="si">{}</span><span class="s2">. Message: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
<span class="n">session_id</span><span class="p">,</span> <span class="n">err</span><span class="o">.</span><span class="n">response</span><span class="o">.</span><span class="n">text</span>
<span class="p">)</span>
<span class="p">)</span>
<span class="k">return</span> <span class="n">response</span><span class="o">.</span><span class="n">json</span><span class="p">()</span></div>
<span class="nd">@staticmethod</span>
<div class="viewcode-block" id="LivyHook._validate_session_id"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.LivyHook._validate_session_id">[docs]</a> <span class="k">def</span> <span class="nf">_validate_session_id</span><span class="p">(</span><span class="n">session_id</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Validate session id is a int</span>
<span class="sd"> :param session_id: session id</span>
<span class="sd"> :type session_id: Union[int, str]</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="k">try</span><span class="p">:</span>
<span class="nb">int</span><span class="p">(</span><span class="n">session_id</span><span class="p">)</span>
<span class="k">except</span> <span class="p">(</span><span class="ne">TypeError</span><span class="p">,</span> <span class="ne">ValueError</span><span class="p">):</span>
<span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s2">&quot;&#39;session_id&#39; must be an integer&quot;</span><span class="p">)</span></div>
<span class="nd">@staticmethod</span>
<div class="viewcode-block" id="LivyHook._parse_post_response"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.LivyHook._parse_post_response">[docs]</a> <span class="k">def</span> <span class="nf">_parse_post_response</span><span class="p">(</span><span class="n">response</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="n">Any</span><span class="p">,</span> <span class="n">Any</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Any</span><span class="p">:</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Parse batch response for batch id</span>
<span class="sd"> :param response: response body</span>
<span class="sd"> :type response: dict</span>
<span class="sd"> :return: session id</span>
<span class="sd"> :rtype: int</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="k">return</span> <span class="n">response</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;id&#39;</span><span class="p">)</span></div>
<span class="nd">@staticmethod</span>
<div class="viewcode-block" id="LivyHook.build_post_batch_body"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.LivyHook.build_post_batch_body">[docs]</a> <span class="k">def</span> <span class="nf">build_post_batch_body</span><span class="p">(</span>
<span class="n">file</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
<span class="n">args</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Sequence</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">class_name</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">jars</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">py_files</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">files</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">archives</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">name</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">driver_memory</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">driver_cores</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">str</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">executor_memory</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">executor_cores</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">num_executors</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">str</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">queue</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">proxy_user</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">conf</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="n">Any</span><span class="p">,</span> <span class="n">Any</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">Any</span><span class="p">:</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Build the post batch request body.</span>
<span class="sd"> For more information about the format refer to</span>
<span class="sd"> .. seealso:: https://livy.apache.org/docs/latest/rest-api.html</span>
<span class="sd"> :param file: Path of the file containing the application to execute (required).</span>
<span class="sd"> :type file: str</span>
<span class="sd"> :param proxy_user: User to impersonate when running the job.</span>
<span class="sd"> :type proxy_user: str</span>
<span class="sd"> :param class_name: Application Java/Spark main class string.</span>
<span class="sd"> :type class_name: str</span>
<span class="sd"> :param args: Command line arguments for the application s.</span>
<span class="sd"> :type args: Sequence[Union[str, int, float]]</span>
<span class="sd"> :param jars: jars to be used in this sessions.</span>
<span class="sd"> :type jars: Sequence[str]</span>
<span class="sd"> :param py_files: Python files to be used in this session.</span>
<span class="sd"> :type py_files: Sequence[str]</span>
<span class="sd"> :param files: files to be used in this session.</span>
<span class="sd"> :type files: Sequence[str]</span>
<span class="sd"> :param driver_memory: Amount of memory to use for the driver process string.</span>
<span class="sd"> :type driver_memory: str</span>
<span class="sd"> :param driver_cores: Number of cores to use for the driver process int.</span>
<span class="sd"> :type driver_cores: Union[str, int]</span>
<span class="sd"> :param executor_memory: Amount of memory to use per executor process string.</span>
<span class="sd"> :type executor_memory: str</span>
<span class="sd"> :param executor_cores: Number of cores to use for each executor int.</span>
<span class="sd"> :type executor_cores: Union[int, str]</span>
<span class="sd"> :param num_executors: Number of executors to launch for this session int.</span>
<span class="sd"> :type num_executors: Union[str, int]</span>
<span class="sd"> :param archives: Archives to be used in this session.</span>
<span class="sd"> :type archives: Sequence[str]</span>
<span class="sd"> :param queue: The name of the YARN queue to which submitted string.</span>
<span class="sd"> :type queue: str</span>
<span class="sd"> :param name: The name of this session string.</span>
<span class="sd"> :type name: str</span>
<span class="sd"> :param conf: Spark configuration properties.</span>
<span class="sd"> :type conf: dict</span>
<span class="sd"> :return: request body</span>
<span class="sd"> :rtype: dict</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="c1"># pylint: disable-msg=too-many-arguments</span>
<span class="n">body</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;file&#39;</span><span class="p">:</span> <span class="n">file</span><span class="p">}</span>
<span class="k">if</span> <span class="n">proxy_user</span><span class="p">:</span>
<span class="n">body</span><span class="p">[</span><span class="s1">&#39;proxyUser&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">proxy_user</span>
<span class="k">if</span> <span class="n">class_name</span><span class="p">:</span>
<span class="n">body</span><span class="p">[</span><span class="s1">&#39;className&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">class_name</span>
<span class="k">if</span> <span class="n">args</span> <span class="ow">and</span> <span class="n">LivyHook</span><span class="o">.</span><span class="n">_validate_list_of_stringables</span><span class="p">(</span><span class="n">args</span><span class="p">):</span>
<span class="n">body</span><span class="p">[</span><span class="s1">&#39;args&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">val</span><span class="p">)</span> <span class="k">for</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">args</span><span class="p">]</span>
<span class="k">if</span> <span class="n">jars</span> <span class="ow">and</span> <span class="n">LivyHook</span><span class="o">.</span><span class="n">_validate_list_of_stringables</span><span class="p">(</span><span class="n">jars</span><span class="p">):</span>
<span class="n">body</span><span class="p">[</span><span class="s1">&#39;jars&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">jars</span>
<span class="k">if</span> <span class="n">py_files</span> <span class="ow">and</span> <span class="n">LivyHook</span><span class="o">.</span><span class="n">_validate_list_of_stringables</span><span class="p">(</span><span class="n">py_files</span><span class="p">):</span>
<span class="n">body</span><span class="p">[</span><span class="s1">&#39;pyFiles&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">py_files</span>
<span class="k">if</span> <span class="n">files</span> <span class="ow">and</span> <span class="n">LivyHook</span><span class="o">.</span><span class="n">_validate_list_of_stringables</span><span class="p">(</span><span class="n">files</span><span class="p">):</span>
<span class="n">body</span><span class="p">[</span><span class="s1">&#39;files&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">files</span>
<span class="k">if</span> <span class="n">driver_memory</span> <span class="ow">and</span> <span class="n">LivyHook</span><span class="o">.</span><span class="n">_validate_size_format</span><span class="p">(</span><span class="n">driver_memory</span><span class="p">):</span>
<span class="n">body</span><span class="p">[</span><span class="s1">&#39;driverMemory&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">driver_memory</span>
<span class="k">if</span> <span class="n">driver_cores</span><span class="p">:</span>
<span class="n">body</span><span class="p">[</span><span class="s1">&#39;driverCores&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">driver_cores</span>
<span class="k">if</span> <span class="n">executor_memory</span> <span class="ow">and</span> <span class="n">LivyHook</span><span class="o">.</span><span class="n">_validate_size_format</span><span class="p">(</span><span class="n">executor_memory</span><span class="p">):</span>
<span class="n">body</span><span class="p">[</span><span class="s1">&#39;executorMemory&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">executor_memory</span>
<span class="k">if</span> <span class="n">executor_cores</span><span class="p">:</span>
<span class="n">body</span><span class="p">[</span><span class="s1">&#39;executorCores&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">executor_cores</span>
<span class="k">if</span> <span class="n">num_executors</span><span class="p">:</span>
<span class="n">body</span><span class="p">[</span><span class="s1">&#39;numExecutors&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">num_executors</span>
<span class="k">if</span> <span class="n">archives</span> <span class="ow">and</span> <span class="n">LivyHook</span><span class="o">.</span><span class="n">_validate_list_of_stringables</span><span class="p">(</span><span class="n">archives</span><span class="p">):</span>
<span class="n">body</span><span class="p">[</span><span class="s1">&#39;archives&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">archives</span>
<span class="k">if</span> <span class="n">queue</span><span class="p">:</span>
<span class="n">body</span><span class="p">[</span><span class="s1">&#39;queue&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">queue</span>
<span class="k">if</span> <span class="n">name</span><span class="p">:</span>
<span class="n">body</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">name</span>
<span class="k">if</span> <span class="n">conf</span> <span class="ow">and</span> <span class="n">LivyHook</span><span class="o">.</span><span class="n">_validate_extra_conf</span><span class="p">(</span><span class="n">conf</span><span class="p">):</span>
<span class="n">body</span><span class="p">[</span><span class="s1">&#39;conf&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">conf</span>
<span class="k">return</span> <span class="n">body</span></div>
<span class="nd">@staticmethod</span>
<div class="viewcode-block" id="LivyHook._validate_size_format"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.LivyHook._validate_size_format">[docs]</a> <span class="k">def</span> <span class="nf">_validate_size_format</span><span class="p">(</span><span class="n">size</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">bool</span><span class="p">:</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Validate size format.</span>
<span class="sd"> :param size: size value</span>
<span class="sd"> :type size: str</span>
<span class="sd"> :return: true if valid format</span>
<span class="sd"> :rtype: bool</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="k">if</span> <span class="n">size</span> <span class="ow">and</span> <span class="ow">not</span> <span class="p">(</span><span class="nb">isinstance</span><span class="p">(</span><span class="n">size</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span> <span class="ow">and</span> <span class="n">re</span><span class="o">.</span><span class="n">match</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;^\d+[kmgt]b?$&#39;</span><span class="p">,</span> <span class="n">size</span><span class="p">,</span> <span class="n">re</span><span class="o">.</span><span class="n">IGNORECASE</span><span class="p">)):</span>
<span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Invalid java size format for string&#39;</span><span class="si">{</span><span class="n">size</span><span class="si">}</span><span class="s2">&#39;&quot;</span><span class="p">)</span>
<span class="k">return</span> <span class="kc">True</span></div>
<span class="nd">@staticmethod</span>
<div class="viewcode-block" id="LivyHook._validate_list_of_stringables"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.LivyHook._validate_list_of_stringables">[docs]</a> <span class="k">def</span> <span class="nf">_validate_list_of_stringables</span><span class="p">(</span><span class="n">vals</span><span class="p">:</span> <span class="n">Sequence</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]])</span> <span class="o">-&gt;</span> <span class="nb">bool</span><span class="p">:</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Check the values in the provided list can be converted to strings.</span>
<span class="sd"> :param vals: list to validate</span>
<span class="sd"> :type vals: Sequence[Union[str, int, float]]</span>
<span class="sd"> :return: true if valid</span>
<span class="sd"> :rtype: bool</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="k">if</span> <span class="p">(</span>
<span class="n">vals</span> <span class="ow">is</span> <span class="kc">None</span>
<span class="ow">or</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">vals</span><span class="p">,</span> <span class="p">(</span><span class="nb">tuple</span><span class="p">,</span> <span class="nb">list</span><span class="p">))</span>
<span class="ow">or</span> <span class="nb">any</span><span class="p">(</span><span class="mi">1</span> <span class="k">for</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">vals</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">val</span><span class="p">,</span> <span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">)))</span>
<span class="p">):</span>
<span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;List of strings expected&quot;</span><span class="p">)</span>
<span class="k">return</span> <span class="kc">True</span></div>
<span class="nd">@staticmethod</span>
<div class="viewcode-block" id="LivyHook._validate_extra_conf"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/apache/livy/hooks/livy/index.html#airflow.providers.apache.livy.hooks.livy.LivyHook._validate_extra_conf">[docs]</a> <span class="k">def</span> <span class="nf">_validate_extra_conf</span><span class="p">(</span><span class="n">conf</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="n">Any</span><span class="p">,</span> <span class="n">Any</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="nb">bool</span><span class="p">:</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Check configuration values are either strings or ints.</span>
<span class="sd"> :param conf: configuration variable</span>
<span class="sd"> :type conf: dict</span>
<span class="sd"> :return: true if valid</span>
<span class="sd"> :rtype: bool</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="k">if</span> <span class="n">conf</span><span class="p">:</span>
<span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">conf</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
<span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;&#39;conf&#39; argument must be a dict&quot;</span><span class="p">)</span>
<span class="k">if</span> <span class="nb">any</span><span class="p">(</span><span class="kc">True</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">conf</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="n">v</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span> <span class="ow">or</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="nb">int</span><span class="p">))):</span>
<span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;&#39;conf&#39; values must be either strings or ints&quot;</span><span class="p">)</span>
<span class="k">return</span> <span class="kc">True</span></div></div>
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