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| <h1>Source code for airflow.contrib.operators.sagemaker_endpoint_config_operator</h1><div class="highlight"><pre> |
| <span></span><span class="c1"># -*- coding: utf-8 -*-</span> |
| <span class="c1">#</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"># "License"); 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"># "AS IS" 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="kn">from</span> <span class="nn">airflow.contrib.operators.sagemaker_base_operator</span> <span class="k">import</span> <span class="n">SageMakerBaseOperator</span> |
| <span class="kn">from</span> <span class="nn">airflow.utils.decorators</span> <span class="k">import</span> <span class="n">apply_defaults</span> |
| <span class="kn">from</span> <span class="nn">airflow.exceptions</span> <span class="k">import</span> <span class="n">AirflowException</span> |
| |
| |
| <div class="viewcode-block" id="SageMakerEndpointConfigOperator"><a class="viewcode-back" href="../../../../integration.html#airflow.contrib.operators.sagemaker_endpoint_config_operator.SageMakerEndpointConfigOperator">[docs]</a><span class="k">class</span> <span class="nc">SageMakerEndpointConfigOperator</span><span class="p">(</span><span class="n">SageMakerBaseOperator</span><span class="p">):</span> |
| |
| <span class="sd">"""</span> |
| <span class="sd"> Create a SageMaker endpoint config.</span> |
| |
| <span class="sd"> This operator returns The ARN of the endpoint config created in Amazon SageMaker</span> |
| |
| <span class="sd"> :param config: The configuration necessary to create an endpoint config.</span> |
| |
| <span class="sd"> For details of the configuration parameter see :py:meth:`SageMaker.Client.create_endpoint_config`</span> |
| <span class="sd"> :type config: dict</span> |
| <span class="sd"> :param aws_conn_id: The AWS connection ID to use.</span> |
| <span class="sd"> :type aws_conn_id: str</span> |
| <span class="sd"> """</span> |
| |
| <span class="n">integer_fields</span> <span class="o">=</span> <span class="p">[</span> |
| <span class="p">[</span><span class="s1">'ProductionVariants'</span><span class="p">,</span> <span class="s1">'InitialInstanceCount'</span><span class="p">]</span> |
| <span class="p">]</span> |
| |
| <span class="nd">@apply_defaults</span> |
| <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> |
| <span class="n">config</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="nb">super</span><span class="p">(</span><span class="n">SageMakerEndpointConfigOperator</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="n">config</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="bp">self</span><span class="o">.</span><span class="n">config</span> <span class="o">=</span> <span class="n">config</span> |
| |
| <span class="k">def</span> <span class="nf">execute</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">context</span><span class="p">):</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">preprocess_config</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="s1">'Creating SageMaker Endpoint Config </span><span class="si">%s</span><span class="s1">.'</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="p">[</span><span class="s1">'EndpointConfigName'</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">hook</span><span class="o">.</span><span class="n">create_endpoint_config</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">response</span><span class="p">[</span><span class="s1">'ResponseMetadata'</span><span class="p">][</span><span class="s1">'HTTPStatusCode'</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">200</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span> |
| <span class="s1">'Sagemaker endpoint config creation failed: </span><span class="si">%s</span><span class="s1">'</span> <span class="o">%</span> <span class="n">response</span><span class="p">)</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="k">return</span> <span class="p">{</span> |
| <span class="s1">'EndpointConfig'</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">hook</span><span class="o">.</span><span class="n">describe_endpoint_config</span><span class="p">(</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">config</span><span class="p">[</span><span class="s1">'EndpointConfigName'</span><span class="p">]</span> |
| <span class="p">)</span> |
| <span class="p">}</span></div> |
| </pre></div> |
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