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<h1>Source code for pyspark.resource.profile</h1><div class="highlight"><pre>
<span></span><span class="c1">#</span>
<span class="c1"># Licensed to the Apache Software Foundation (ASF) under one or more</span>
<span class="c1"># contributor license agreements. See the NOTICE file distributed with</span>
<span class="c1"># this work for additional information regarding copyright ownership.</span>
<span class="c1"># The ASF licenses this file to You under the Apache License, Version 2.0</span>
<span class="c1"># (the &quot;License&quot;); you may not use this file except in compliance with</span>
<span class="c1"># 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, software</span>
<span class="c1"># distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
<span class="c1"># WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
<span class="c1"># See the License for the specific language governing permissions and</span>
<span class="c1"># limitations under the License.</span>
<span class="c1">#</span>
<span class="kn">from</span> <span class="nn">pyspark.resource.requests</span> <span class="kn">import</span> <span class="n">TaskResourceRequest</span><span class="p">,</span> <span class="n">TaskResourceRequests</span><span class="p">,</span> \
<span class="n">ExecutorResourceRequests</span><span class="p">,</span> <span class="n">ExecutorResourceRequest</span>
<div class="viewcode-block" id="ResourceProfile"><a class="viewcode-back" href="../../../reference/api/pyspark.resource.ResourceProfile.html#pyspark.resource.ResourceProfile">[docs]</a><span class="k">class</span> <span class="nc">ResourceProfile</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Resource profile to associate with an RDD. A :class:`pyspark.resource.ResourceProfile`</span>
<span class="sd"> allows the user to specify executor and task requirements for an RDD that will get</span>
<span class="sd"> applied during a stage. This allows the user to change the resource requirements between</span>
<span class="sd"> stages. This is meant to be immutable so user cannot change it after building.</span>
<span class="sd"> .. versionadded:: 3.1.0</span>
<span class="sd"> Notes</span>
<span class="sd"> -----</span>
<span class="sd"> This API is evolving.</span>
<span class="sd"> &quot;&quot;&quot;</span>
<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">_java_resource_profile</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">_exec_req</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">_task_req</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
<span class="k">if</span> <span class="n">_java_resource_profile</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_java_resource_profile</span> <span class="o">=</span> <span class="n">_java_resource_profile</span>
<span class="k">else</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_java_resource_profile</span> <span class="o">=</span> <span class="kc">None</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_executor_resource_requests</span> <span class="o">=</span> <span class="n">_exec_req</span> <span class="ow">or</span> <span class="p">{}</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_task_resource_requests</span> <span class="o">=</span> <span class="n">_task_req</span> <span class="ow">or</span> <span class="p">{}</span>
<span class="nd">@property</span>
<span class="k">def</span> <span class="nf">id</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_java_resource_profile</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_java_resource_profile</span><span class="o">.</span><span class="n">id</span><span class="p">()</span>
<span class="k">else</span><span class="p">:</span>
<span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span><span class="s2">&quot;SparkContext must be created to get the id, get the id &quot;</span>
<span class="s2">&quot;after adding the ResourceProfile to an RDD&quot;</span><span class="p">)</span>
<span class="nd">@property</span>
<span class="k">def</span> <span class="nf">taskResources</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_java_resource_profile</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
<span class="n">taskRes</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_java_resource_profile</span><span class="o">.</span><span class="n">taskResourcesJMap</span><span class="p">()</span>
<span class="n">result</span> <span class="o">=</span> <span class="p">{}</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">taskRes</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
<span class="n">result</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">=</span> <span class="n">TaskResourceRequest</span><span class="p">(</span><span class="n">v</span><span class="o">.</span><span class="n">resourceName</span><span class="p">(),</span> <span class="n">v</span><span class="o">.</span><span class="n">amount</span><span class="p">())</span>
<span class="k">return</span> <span class="n">result</span>
<span class="k">else</span><span class="p">:</span>
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_task_resource_requests</span>
<span class="nd">@property</span>
<span class="k">def</span> <span class="nf">executorResources</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_java_resource_profile</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
<span class="n">execRes</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_java_resource_profile</span><span class="o">.</span><span class="n">executorResourcesJMap</span><span class="p">()</span>
<span class="n">result</span> <span class="o">=</span> <span class="p">{}</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">execRes</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
<span class="n">result</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">=</span> <span class="n">ExecutorResourceRequest</span><span class="p">(</span><span class="n">v</span><span class="o">.</span><span class="n">resourceName</span><span class="p">(),</span> <span class="n">v</span><span class="o">.</span><span class="n">amount</span><span class="p">(),</span>
<span class="n">v</span><span class="o">.</span><span class="n">discoveryScript</span><span class="p">(),</span> <span class="n">v</span><span class="o">.</span><span class="n">vendor</span><span class="p">())</span>
<span class="k">return</span> <span class="n">result</span>
<span class="k">else</span><span class="p">:</span>
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_executor_resource_requests</span></div>
<div class="viewcode-block" id="ResourceProfileBuilder"><a class="viewcode-back" href="../../../reference/api/pyspark.resource.ResourceProfileBuilder.html#pyspark.resource.ResourceProfileBuilder">[docs]</a><span class="k">class</span> <span class="nc">ResourceProfileBuilder</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Resource profile Builder to build a resource profile to associate with an RDD.</span>
<span class="sd"> A ResourceProfile allows the user to specify executor and task requirements for</span>
<span class="sd"> an RDD that will get applied during a stage. This allows the user to change the</span>
<span class="sd"> resource requirements between stages.</span>
<span class="sd"> .. versionadded:: 3.1.0</span>
<span class="sd"> Notes</span>
<span class="sd"> -----</span>
<span class="sd"> This API is evolving.</span>
<span class="sd"> &quot;&quot;&quot;</span>
<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="kn">from</span> <span class="nn">pyspark.context</span> <span class="kn">import</span> <span class="n">SparkContext</span>
<span class="n">_jvm</span> <span class="o">=</span> <span class="n">SparkContext</span><span class="o">.</span><span class="n">_jvm</span>
<span class="k">if</span> <span class="n">_jvm</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_jvm</span> <span class="o">=</span> <span class="n">_jvm</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_java_resource_profile_builder</span> <span class="o">=</span> \
<span class="n">_jvm</span><span class="o">.</span><span class="n">org</span><span class="o">.</span><span class="n">apache</span><span class="o">.</span><span class="n">spark</span><span class="o">.</span><span class="n">resource</span><span class="o">.</span><span class="n">ResourceProfileBuilder</span><span class="p">()</span>
<span class="k">else</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_jvm</span> <span class="o">=</span> <span class="kc">None</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_java_resource_profile_builder</span> <span class="o">=</span> <span class="kc">None</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_executor_resource_requests</span> <span class="o">=</span> <span class="p">{}</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_task_resource_requests</span> <span class="o">=</span> <span class="p">{}</span>
<span class="k">def</span> <span class="nf">require</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">resourceRequest</span><span class="p">):</span>
<span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">resourceRequest</span><span class="p">,</span> <span class="n">TaskResourceRequests</span><span class="p">):</span>
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_java_resource_profile_builder</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
<span class="k">if</span> <span class="n">resourceRequest</span><span class="o">.</span><span class="n">_java_task_resource_requests</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_java_resource_profile_builder</span><span class="o">.</span><span class="n">require</span><span class="p">(</span>
<span class="n">resourceRequest</span><span class="o">.</span><span class="n">_java_task_resource_requests</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">taskReqs</span> <span class="o">=</span> <span class="n">TaskResourceRequests</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_jvm</span><span class="p">,</span> <span class="n">resourceRequest</span><span class="o">.</span><span class="n">requests</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_java_resource_profile_builder</span><span class="o">.</span><span class="n">require</span><span class="p">(</span>
<span class="n">taskReqs</span><span class="o">.</span><span class="n">_java_task_resource_requests</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_task_resource_requests</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">resourceRequest</span><span class="o">.</span><span class="n">requests</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_java_resource_profile_builder</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
<span class="k">if</span> <span class="n">resourceRequest</span><span class="o">.</span><span class="n">_java_executor_resource_requests</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_java_resource_profile_builder</span><span class="o">.</span><span class="n">require</span><span class="p">(</span>
<span class="n">resourceRequest</span><span class="o">.</span><span class="n">_java_executor_resource_requests</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">execReqs</span> <span class="o">=</span> <span class="n">ExecutorResourceRequests</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_jvm</span><span class="p">,</span> <span class="n">resourceRequest</span><span class="o">.</span><span class="n">requests</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_java_resource_profile_builder</span><span class="o">.</span><span class="n">require</span><span class="p">(</span>
<span class="n">execReqs</span><span class="o">.</span><span class="n">_java_executor_resource_requests</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_executor_resource_requests</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">resourceRequest</span><span class="o">.</span><span class="n">requests</span><span class="p">)</span>
<span class="k">return</span> <span class="bp">self</span>
<span class="k">def</span> <span class="nf">clearExecutorResourceRequests</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_java_resource_profile_builder</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_java_resource_profile_builder</span><span class="o">.</span><span class="n">clearExecutorResourceRequests</span><span class="p">()</span>
<span class="k">else</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_executor_resource_requests</span> <span class="o">=</span> <span class="p">{}</span>
<span class="k">def</span> <span class="nf">clearTaskResourceRequests</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_java_resource_profile_builder</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_java_resource_profile_builder</span><span class="o">.</span><span class="n">clearTaskResourceRequests</span><span class="p">()</span>
<span class="k">else</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">_task_resource_requests</span> <span class="o">=</span> <span class="p">{}</span>
<span class="nd">@property</span>
<span class="k">def</span> <span class="nf">taskResources</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_java_resource_profile_builder</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
<span class="n">taskRes</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_java_resource_profile_builder</span><span class="o">.</span><span class="n">taskResourcesJMap</span><span class="p">()</span>
<span class="n">result</span> <span class="o">=</span> <span class="p">{}</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">taskRes</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
<span class="n">result</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">=</span> <span class="n">TaskResourceRequest</span><span class="p">(</span><span class="n">v</span><span class="o">.</span><span class="n">resourceName</span><span class="p">(),</span> <span class="n">v</span><span class="o">.</span><span class="n">amount</span><span class="p">())</span>
<span class="k">return</span> <span class="n">result</span>
<span class="k">else</span><span class="p">:</span>
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_task_resource_requests</span>
<span class="nd">@property</span>
<span class="k">def</span> <span class="nf">executorResources</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_java_resource_profile_builder</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
<span class="n">result</span> <span class="o">=</span> <span class="p">{}</span>
<span class="n">execRes</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_java_resource_profile_builder</span><span class="o">.</span><span class="n">executorResourcesJMap</span><span class="p">()</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">execRes</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
<span class="n">result</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">=</span> <span class="n">ExecutorResourceRequest</span><span class="p">(</span><span class="n">v</span><span class="o">.</span><span class="n">resourceName</span><span class="p">(),</span> <span class="n">v</span><span class="o">.</span><span class="n">amount</span><span class="p">(),</span>
<span class="n">v</span><span class="o">.</span><span class="n">discoveryScript</span><span class="p">(),</span> <span class="n">v</span><span class="o">.</span><span class="n">vendor</span><span class="p">())</span>
<span class="k">return</span> <span class="n">result</span>
<span class="k">else</span><span class="p">:</span>
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_executor_resource_requests</span>
<span class="nd">@property</span>
<span class="k">def</span> <span class="nf">build</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_java_resource_profile_builder</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
<span class="n">jresourceProfile</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_java_resource_profile_builder</span><span class="o">.</span><span class="n">build</span><span class="p">()</span>
<span class="k">return</span> <span class="n">ResourceProfile</span><span class="p">(</span><span class="n">_java_resource_profile</span><span class="o">=</span><span class="n">jresourceProfile</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="k">return</span> <span class="n">ResourceProfile</span><span class="p">(</span><span class="n">_exec_req</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_executor_resource_requests</span><span class="p">,</span>
<span class="n">_task_req</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_task_resource_requests</span><span class="p">)</span></div>
</pre></div>
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