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| <h1>Source code for airflow.providers.google.cloud.hooks.mlengine</h1><div class="highlight"><pre> |
| <span></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="sd">"""This module contains a Google ML Engine Hook."""</span> |
| <span class="kn">import</span> <span class="nn">logging</span> |
| <span class="kn">import</span> <span class="nn">random</span> |
| <span class="kn">import</span> <span class="nn">time</span> |
| <span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Callable</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="kn">from</span> <span class="nn">googleapiclient.discovery</span> <span class="kn">import</span> <span class="n">Resource</span><span class="p">,</span> <span class="n">build</span> |
| <span class="kn">from</span> <span class="nn">googleapiclient.errors</span> <span class="kn">import</span> <span class="n">HttpError</span> |
| |
| <span class="kn">from</span> <span class="nn">airflow.providers.google.common.hooks.base_google</span> <span class="kn">import</span> <span class="n">GoogleBaseHook</span> |
| <span class="kn">from</span> <span class="nn">airflow.version</span> <span class="kn">import</span> <span class="n">version</span> <span class="k">as</span> <span class="n">airflow_version</span> |
| |
| <div class="viewcode-block" id="log"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/hooks/mlengine/index.html#airflow.providers.google.cloud.hooks.mlengine.log">[docs]</a><span class="n">log</span> <span class="o">=</span> <span class="n">logging</span><span class="o">.</span><span class="n">getLogger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span></div> |
| |
| <div class="viewcode-block" id="_AIRFLOW_VERSION"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/hooks/mlengine/index.html#airflow.providers.google.cloud.hooks.mlengine._AIRFLOW_VERSION">[docs]</a><span class="n">_AIRFLOW_VERSION</span> <span class="o">=</span> <span class="s1">'v'</span> <span class="o">+</span> <span class="n">airflow_version</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">'.'</span><span class="p">,</span> <span class="s1">'-'</span><span class="p">)</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">'+'</span><span class="p">,</span> <span class="s1">'-'</span><span class="p">)</span></div> |
| |
| |
| <div class="viewcode-block" id="_poll_with_exponential_delay"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/hooks/mlengine/index.html#airflow.providers.google.cloud.hooks.mlengine._poll_with_exponential_delay">[docs]</a><span class="k">def</span> <span class="nf">_poll_with_exponential_delay</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="n">execute_num_retries</span><span class="p">,</span> <span class="n">max_n</span><span class="p">,</span> <span class="n">is_done_func</span><span class="p">,</span> <span class="n">is_error_func</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Execute request with exponential delay.</span> |
| |
| <span class="sd"> This method is intended to handle and retry in case of api-specific errors,</span> |
| <span class="sd"> such as 429 "Too Many Requests", unlike the `request.execute` which handles</span> |
| <span class="sd"> lower level errors like `ConnectionError`/`socket.timeout`/`ssl.SSLError`.</span> |
| |
| <span class="sd"> :param request: request to be executed.</span> |
| <span class="sd"> :type request: googleapiclient.http.HttpRequest</span> |
| <span class="sd"> :param execute_num_retries: num_retries for `request.execute` method.</span> |
| <span class="sd"> :type execute_num_retries: int</span> |
| <span class="sd"> :param max_n: number of times to retry request in this method.</span> |
| <span class="sd"> :type max_n: int</span> |
| <span class="sd"> :param is_done_func: callable to determine if operation is done.</span> |
| <span class="sd"> :type is_done_func: callable</span> |
| <span class="sd"> :param is_error_func: callable to determine if operation is failed.</span> |
| <span class="sd"> :type is_error_func: callable</span> |
| <span class="sd"> :return: response</span> |
| <span class="sd"> :rtype: httplib2.Response</span> |
| <span class="sd"> """</span> |
| <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">max_n</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">request</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">num_retries</span><span class="o">=</span><span class="n">execute_num_retries</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">is_error_func</span><span class="p">(</span><span class="n">response</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="s1">'The response contained an error: </span><span class="si">{</span><span class="n">response</span><span class="si">}</span><span class="s1">'</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">is_done_func</span><span class="p">(</span><span class="n">response</span><span class="p">):</span> |
| <span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">'Operation is done: </span><span class="si">%s</span><span class="s1">'</span><span class="p">,</span> <span class="n">response</span><span class="p">)</span> |
| <span class="k">return</span> <span class="n">response</span> |
| |
| <span class="n">time</span><span class="o">.</span><span class="n">sleep</span><span class="p">((</span><span class="mi">2</span> <span class="o">**</span> <span class="n">i</span><span class="p">)</span> <span class="o">+</span> <span class="p">(</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1000</span><span class="p">)</span> <span class="o">/</span> <span class="mi">1000</span><span class="p">))</span> |
| <span class="k">except</span> <span class="n">HttpError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span> |
| <span class="k">if</span> <span class="n">e</span><span class="o">.</span><span class="n">resp</span><span class="o">.</span><span class="n">status</span> <span class="o">!=</span> <span class="mi">429</span><span class="p">:</span> |
| <span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">'Something went wrong. Not retrying: </span><span class="si">%s</span><span class="s1">'</span><span class="p">,</span> <span class="nb">format</span><span class="p">(</span><span class="n">e</span><span class="p">))</span> |
| <span class="k">raise</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="n">time</span><span class="o">.</span><span class="n">sleep</span><span class="p">((</span><span class="mi">2</span> <span class="o">**</span> <span class="n">i</span><span class="p">)</span> <span class="o">+</span> <span class="p">(</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1000</span><span class="p">)</span> <span class="o">/</span> <span class="mi">1000</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="s1">'Connection could not be established after </span><span class="si">{</span><span class="n">max_n</span><span class="si">}</span><span class="s1"> retries.'</span><span class="p">)</span></div> |
| |
| |
| <div class="viewcode-block" id="MLEngineHook"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/hooks/mlengine/index.html#airflow.providers.google.cloud.hooks.mlengine.MLEngineHook">[docs]</a><span class="k">class</span> <span class="nc">MLEngineHook</span><span class="p">(</span><span class="n">GoogleBaseHook</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Hook for Google ML Engine APIs.</span> |
| |
| <span class="sd"> All the methods in the hook where project_id is used must be called with</span> |
| <span class="sd"> keyword arguments rather than positional.</span> |
| <span class="sd"> """</span> |
| |
| <div class="viewcode-block" id="MLEngineHook.get_conn"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/hooks/mlengine/index.html#airflow.providers.google.cloud.hooks.mlengine.MLEngineHook.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="o">-></span> <span class="n">Resource</span><span class="p">:</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Retrieves the connection to MLEngine.</span> |
| |
| <span class="sd"> :return: Google MLEngine services object.</span> |
| <span class="sd"> """</span> |
| <span class="n">authed_http</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_authorize</span><span class="p">()</span> |
| <span class="k">return</span> <span class="n">build</span><span class="p">(</span><span class="s1">'ml'</span><span class="p">,</span> <span class="s1">'v1'</span><span class="p">,</span> <span class="n">http</span><span class="o">=</span><span class="n">authed_http</span><span class="p">,</span> <span class="n">cache_discovery</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span></div> |
| |
| <span class="nd">@GoogleBaseHook</span><span class="o">.</span><span class="n">fallback_to_default_project_id</span> |
| <div class="viewcode-block" id="MLEngineHook.create_job"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/hooks/mlengine/index.html#airflow.providers.google.cloud.hooks.mlengine.MLEngineHook.create_job">[docs]</a> <span class="k">def</span> <span class="nf">create_job</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">job</span><span class="p">:</span> <span class="nb">dict</span><span class="p">,</span> <span class="n">project_id</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">use_existing_job_fn</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Callable</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">)</span> <span class="o">-></span> <span class="nb">dict</span><span class="p">:</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Launches a MLEngine job and wait for it to reach a terminal state.</span> |
| |
| <span class="sd"> :param project_id: The Google Cloud project id within which MLEngine</span> |
| <span class="sd"> job will be launched. If set to None or missing, the default project_id from the Google Cloud</span> |
| <span class="sd"> connection is used.</span> |
| <span class="sd"> :type project_id: str</span> |
| <span class="sd"> :param job: MLEngine Job object that should be provided to the MLEngine</span> |
| <span class="sd"> API, such as: ::</span> |
| |
| <span class="sd"> {</span> |
| <span class="sd"> 'jobId': 'my_job_id',</span> |
| <span class="sd"> 'trainingInput': {</span> |
| <span class="sd"> 'scaleTier': 'STANDARD_1',</span> |
| <span class="sd"> ...</span> |
| <span class="sd"> }</span> |
| <span class="sd"> }</span> |
| |
| <span class="sd"> :type job: dict</span> |
| <span class="sd"> :param use_existing_job_fn: In case that a MLEngine job with the same</span> |
| <span class="sd"> job_id already exist, this method (if provided) will decide whether</span> |
| <span class="sd"> we should use this existing job, continue waiting for it to finish</span> |
| <span class="sd"> and returning the job object. It should accepts a MLEngine job</span> |
| <span class="sd"> object, and returns a boolean value indicating whether it is OK to</span> |
| <span class="sd"> reuse the existing job. If 'use_existing_job_fn' is not provided,</span> |
| <span class="sd"> we by default reuse the existing MLEngine job.</span> |
| <span class="sd"> :type use_existing_job_fn: function</span> |
| <span class="sd"> :return: The MLEngine job object if the job successfully reach a</span> |
| <span class="sd"> terminal state (which might be FAILED or CANCELLED state).</span> |
| <span class="sd"> :rtype: dict</span> |
| <span class="sd"> """</span> |
| <span class="n">hook</span> <span class="o">=</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">_append_label</span><span class="p">(</span><span class="n">job</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">"Creating job."</span><span class="p">)</span> |
| <span class="c1"># pylint: disable=no-member</span> |
| <span class="n">request</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">projects</span><span class="p">()</span><span class="o">.</span><span class="n">jobs</span><span class="p">()</span><span class="o">.</span><span class="n">create</span><span class="p">(</span><span class="n">parent</span><span class="o">=</span><span class="sa">f</span><span class="s1">'projects/</span><span class="si">{</span><span class="n">project_id</span><span class="si">}</span><span class="s1">'</span><span class="p">,</span> <span class="n">body</span><span class="o">=</span><span class="n">job</span><span class="p">)</span> |
| <span class="n">job_id</span> <span class="o">=</span> <span class="n">job</span><span class="p">[</span><span class="s1">'jobId'</span><span class="p">]</span> |
| |
| <span class="k">try</span><span class="p">:</span> |
| <span class="n">request</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">num_retries</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">num_retries</span><span class="p">)</span> |
| <span class="k">except</span> <span class="n">HttpError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span> |
| <span class="c1"># 409 means there is an existing job with the same job ID.</span> |
| <span class="k">if</span> <span class="n">e</span><span class="o">.</span><span class="n">resp</span><span class="o">.</span><span class="n">status</span> <span class="o">==</span> <span class="mi">409</span><span class="p">:</span> |
| <span class="k">if</span> <span class="n">use_existing_job_fn</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="n">existing_job</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_job</span><span class="p">(</span><span class="n">project_id</span><span class="p">,</span> <span class="n">job_id</span><span class="p">)</span> |
| <span class="k">if</span> <span class="ow">not</span> <span class="n">use_existing_job_fn</span><span class="p">(</span><span class="n">existing_job</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">error</span><span class="p">(</span> |
| <span class="s1">'Job with job_id </span><span class="si">%s</span><span class="s1"> already exist, but it does not match our expectation: </span><span class="si">%s</span><span class="s1">'</span><span class="p">,</span> |
| <span class="n">job_id</span><span class="p">,</span> |
| <span class="n">existing_job</span><span class="p">,</span> |
| <span class="p">)</span> |
| <span class="k">raise</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">'Job with job_id </span><span class="si">%s</span><span class="s1"> already exist. Will waiting for it to finish'</span><span class="p">,</span> <span class="n">job_id</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">log</span><span class="o">.</span><span class="n">error</span><span class="p">(</span><span class="s1">'Failed to create MLEngine job: </span><span class="si">%s</span><span class="s1">'</span><span class="p">,</span> <span class="n">e</span><span class="p">)</span> |
| <span class="k">raise</span> |
| |
| <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_wait_for_job_done</span><span class="p">(</span><span class="n">project_id</span><span class="p">,</span> <span class="n">job_id</span><span class="p">)</span></div> |
| |
| <span class="nd">@GoogleBaseHook</span><span class="o">.</span><span class="n">fallback_to_default_project_id</span> |
| <div class="viewcode-block" id="MLEngineHook.cancel_job"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/hooks/mlengine/index.html#airflow.providers.google.cloud.hooks.mlengine.MLEngineHook.cancel_job">[docs]</a> <span class="k">def</span> <span class="nf">cancel_job</span><span class="p">(</span> |
| <span class="bp">self</span><span class="p">,</span> |
| <span class="n">job_id</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> |
| <span class="n">project_id</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> |
| <span class="p">)</span> <span class="o">-></span> <span class="nb">dict</span><span class="p">:</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Cancels a MLEngine job.</span> |
| |
| <span class="sd"> :param project_id: The Google Cloud project id within which MLEngine</span> |
| <span class="sd"> job will be cancelled. If set to None or missing, the default project_id from the Google Cloud</span> |
| <span class="sd"> connection is used.</span> |
| <span class="sd"> :type project_id: str</span> |
| <span class="sd"> :param job_id: A unique id for the want-to-be cancelled Google MLEngine training job.</span> |
| <span class="sd"> :type job_id: str</span> |
| |
| <span class="sd"> :return: Empty dict if cancelled successfully</span> |
| <span class="sd"> :rtype: dict</span> |
| <span class="sd"> :raises: googleapiclient.errors.HttpError</span> |
| <span class="sd"> """</span> |
| <span class="n">hook</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span> |
| <span class="c1"># pylint: disable=no-member</span> |
| <span class="n">request</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">projects</span><span class="p">()</span><span class="o">.</span><span class="n">jobs</span><span class="p">()</span><span class="o">.</span><span class="n">cancel</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="sa">f</span><span class="s1">'projects/</span><span class="si">{</span><span class="n">project_id</span><span class="si">}</span><span class="s1">/jobs/</span><span class="si">{</span><span class="n">job_id</span><span class="si">}</span><span class="s1">'</span><span class="p">)</span> |
| |
| <span class="k">try</span><span class="p">:</span> |
| <span class="k">return</span> <span class="n">request</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">num_retries</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">num_retries</span><span class="p">)</span> |
| <span class="k">except</span> <span class="n">HttpError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span> |
| <span class="k">if</span> <span class="n">e</span><span class="o">.</span><span class="n">resp</span><span class="o">.</span><span class="n">status</span> <span class="o">==</span> <span class="mi">404</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">error</span><span class="p">(</span><span class="s1">'Job with job_id </span><span class="si">%s</span><span class="s1"> does not exist. '</span><span class="p">,</span> <span class="n">job_id</span><span class="p">)</span> |
| <span class="k">raise</span> |
| <span class="k">elif</span> <span class="n">e</span><span class="o">.</span><span class="n">resp</span><span class="o">.</span><span class="n">status</span> <span class="o">==</span> <span class="mi">400</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">'Job with job_id </span><span class="si">%s</span><span class="s1"> is already complete, cancellation aborted.'</span><span class="p">,</span> <span class="n">job_id</span><span class="p">)</span> |
| <span class="k">return</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">log</span><span class="o">.</span><span class="n">error</span><span class="p">(</span><span class="s1">'Failed to cancel MLEngine job: </span><span class="si">%s</span><span class="s1">'</span><span class="p">,</span> <span class="n">e</span><span class="p">)</span> |
| <span class="k">raise</span></div> |
| |
| <div class="viewcode-block" id="MLEngineHook._get_job"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/hooks/mlengine/index.html#airflow.providers.google.cloud.hooks.mlengine.MLEngineHook._get_job">[docs]</a> <span class="k">def</span> <span class="nf">_get_job</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">project_id</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">job_id</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="nb">dict</span><span class="p">:</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Gets a MLEngine job based on the job id.</span> |
| |
| <span class="sd"> :param project_id: The project in which the Job is located. If set to None or missing, the default</span> |
| <span class="sd"> project_id from the Google Cloud connection is used. (templated)</span> |
| <span class="sd"> :type project_id: str</span> |
| <span class="sd"> :param job_id: A unique id for the Google MLEngine job. (templated)</span> |
| <span class="sd"> :type job_id: str</span> |
| <span class="sd"> :return: MLEngine job object if succeed.</span> |
| <span class="sd"> :rtype: dict</span> |
| <span class="sd"> :raises: googleapiclient.errors.HttpError</span> |
| <span class="sd"> """</span> |
| <span class="n">hook</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span> |
| <span class="n">job_name</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">'projects/</span><span class="si">{</span><span class="n">project_id</span><span class="si">}</span><span class="s1">/jobs/</span><span class="si">{</span><span class="n">job_id</span><span class="si">}</span><span class="s1">'</span> |
| <span class="n">request</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">projects</span><span class="p">()</span><span class="o">.</span><span class="n">jobs</span><span class="p">()</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="n">job_name</span><span class="p">)</span> <span class="c1"># pylint: disable=no-member</span> |
| <span class="k">while</span> <span class="kc">True</span><span class="p">:</span> |
| <span class="k">try</span><span class="p">:</span> |
| <span class="k">return</span> <span class="n">request</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">num_retries</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">num_retries</span><span class="p">)</span> |
| <span class="k">except</span> <span class="n">HttpError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span> |
| <span class="k">if</span> <span class="n">e</span><span class="o">.</span><span class="n">resp</span><span class="o">.</span><span class="n">status</span> <span class="o">==</span> <span class="mi">429</span><span class="p">:</span> |
| <span class="c1"># polling after 30 seconds when quota failure occurs</span> |
| <span class="n">time</span><span class="o">.</span><span class="n">sleep</span><span class="p">(</span><span class="mi">30</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">log</span><span class="o">.</span><span class="n">error</span><span class="p">(</span><span class="s1">'Failed to get MLEngine job: </span><span class="si">%s</span><span class="s1">'</span><span class="p">,</span> <span class="n">e</span><span class="p">)</span> |
| <span class="k">raise</span></div> |
| |
| <div class="viewcode-block" id="MLEngineHook._wait_for_job_done"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/hooks/mlengine/index.html#airflow.providers.google.cloud.hooks.mlengine.MLEngineHook._wait_for_job_done">[docs]</a> <span class="k">def</span> <span class="nf">_wait_for_job_done</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">project_id</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">job_id</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">interval</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">30</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Waits for the Job to reach a terminal state.</span> |
| |
| <span class="sd"> This method will periodically check the job state until the job reach</span> |
| <span class="sd"> a terminal state.</span> |
| |
| <span class="sd"> :param project_id: The project in which the Job is located. If set to None or missing, the default</span> |
| <span class="sd"> project_id from the Google Cloud connection is used. (templated)</span> |
| <span class="sd"> :type project_id: str</span> |
| <span class="sd"> :param job_id: A unique id for the Google MLEngine job. (templated)</span> |
| <span class="sd"> :type job_id: str</span> |
| <span class="sd"> :param interval: Time expressed in seconds after which the job status is checked again. (templated)</span> |
| <span class="sd"> :type interval: int</span> |
| <span class="sd"> :raises: googleapiclient.errors.HttpError</span> |
| <span class="sd"> """</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">"Waiting for job. job_id=</span><span class="si">%s</span><span class="s2">"</span><span class="p">,</span> <span class="n">job_id</span><span class="p">)</span> |
| |
| <span class="k">if</span> <span class="n">interval</span> <span class="o"><=</span> <span class="mi">0</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">"Interval must be > 0"</span><span class="p">)</span> |
| <span class="k">while</span> <span class="kc">True</span><span class="p">:</span> |
| <span class="n">job</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_job</span><span class="p">(</span><span class="n">project_id</span><span class="p">,</span> <span class="n">job_id</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">job</span><span class="p">[</span><span class="s1">'state'</span><span class="p">]</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">'SUCCEEDED'</span><span class="p">,</span> <span class="s1">'FAILED'</span><span class="p">,</span> <span class="s1">'CANCELLED'</span><span class="p">]:</span> |
| <span class="k">return</span> <span class="n">job</span> |
| <span class="n">time</span><span class="o">.</span><span class="n">sleep</span><span class="p">(</span><span class="n">interval</span><span class="p">)</span></div> |
| |
| <span class="nd">@GoogleBaseHook</span><span class="o">.</span><span class="n">fallback_to_default_project_id</span> |
| <div class="viewcode-block" id="MLEngineHook.create_version"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/hooks/mlengine/index.html#airflow.providers.google.cloud.hooks.mlengine.MLEngineHook.create_version">[docs]</a> <span class="k">def</span> <span class="nf">create_version</span><span class="p">(</span> |
| <span class="bp">self</span><span class="p">,</span> |
| <span class="n">model_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> |
| <span class="n">version_spec</span><span class="p">:</span> <span class="n">Dict</span><span class="p">,</span> |
| <span class="n">project_id</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> |
| <span class="p">)</span> <span class="o">-></span> <span class="nb">dict</span><span class="p">:</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Creates the Version on Google Cloud ML Engine.</span> |
| |
| <span class="sd"> :param version_spec: A dictionary containing the information about the version. (templated)</span> |
| <span class="sd"> :type version_spec: dict</span> |
| <span class="sd"> :param model_name: The name of the Google Cloud ML Engine model that the version belongs to.</span> |
| <span class="sd"> (templated)</span> |
| <span class="sd"> :type model_name: str</span> |
| <span class="sd"> :param project_id: The Google Cloud project name to which MLEngine model belongs.</span> |
| <span class="sd"> If set to None or missing, the default project_id from the Google Cloud connection is used.</span> |
| <span class="sd"> (templated)</span> |
| <span class="sd"> :type project_id: str</span> |
| <span class="sd"> :return: If the version was created successfully, returns the operation.</span> |
| <span class="sd"> Otherwise raises an error .</span> |
| <span class="sd"> :rtype: dict</span> |
| <span class="sd"> """</span> |
| <span class="n">hook</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span> |
| <span class="n">parent_name</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">'projects/</span><span class="si">{</span><span class="n">project_id</span><span class="si">}</span><span class="s1">/models/</span><span class="si">{</span><span class="n">model_name</span><span class="si">}</span><span class="s1">'</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">_append_label</span><span class="p">(</span><span class="n">version_spec</span><span class="p">)</span> |
| |
| <span class="c1"># pylint: disable=no-member</span> |
| <span class="n">create_request</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">projects</span><span class="p">()</span><span class="o">.</span><span class="n">models</span><span class="p">()</span><span class="o">.</span><span class="n">versions</span><span class="p">()</span><span class="o">.</span><span class="n">create</span><span class="p">(</span><span class="n">parent</span><span class="o">=</span><span class="n">parent_name</span><span class="p">,</span> <span class="n">body</span><span class="o">=</span><span class="n">version_spec</span><span class="p">)</span> |
| <span class="n">response</span> <span class="o">=</span> <span class="n">create_request</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">num_retries</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">num_retries</span><span class="p">)</span> |
| <span class="n">get_request</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">projects</span><span class="p">()</span><span class="o">.</span><span class="n">operations</span><span class="p">()</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="n">response</span><span class="p">[</span><span class="s1">'name'</span><span class="p">])</span> <span class="c1"># pylint: disable=no-member</span> |
| |
| <span class="k">return</span> <span class="n">_poll_with_exponential_delay</span><span class="p">(</span> |
| <span class="n">request</span><span class="o">=</span><span class="n">get_request</span><span class="p">,</span> |
| <span class="n">execute_num_retries</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">num_retries</span><span class="p">,</span> |
| <span class="n">max_n</span><span class="o">=</span><span class="mi">9</span><span class="p">,</span> |
| <span class="n">is_done_func</span><span class="o">=</span><span class="k">lambda</span> <span class="n">resp</span><span class="p">:</span> <span class="n">resp</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'done'</span><span class="p">,</span> <span class="kc">False</span><span class="p">),</span> |
| <span class="n">is_error_func</span><span class="o">=</span><span class="k">lambda</span> <span class="n">resp</span><span class="p">:</span> <span class="n">resp</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'error'</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">,</span></div> |
| <span class="p">)</span> |
| |
| <span class="nd">@GoogleBaseHook</span><span class="o">.</span><span class="n">fallback_to_default_project_id</span> |
| <div class="viewcode-block" id="MLEngineHook.set_default_version"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/hooks/mlengine/index.html#airflow.providers.google.cloud.hooks.mlengine.MLEngineHook.set_default_version">[docs]</a> <span class="k">def</span> <span class="nf">set_default_version</span><span class="p">(</span> |
| <span class="bp">self</span><span class="p">,</span> |
| <span class="n">model_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> |
| <span class="n">version_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> |
| <span class="n">project_id</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> |
| <span class="p">)</span> <span class="o">-></span> <span class="nb">dict</span><span class="p">:</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Sets a version to be the default. Blocks until finished.</span> |
| |
| <span class="sd"> :param model_name: The name of the Google Cloud ML Engine model that the version belongs to.</span> |
| <span class="sd"> (templated)</span> |
| <span class="sd"> :type model_name: str</span> |
| <span class="sd"> :param version_name: A name to use for the version being operated upon. (templated)</span> |
| <span class="sd"> :type version_name: str</span> |
| <span class="sd"> :param project_id: The Google Cloud project name to which MLEngine model belongs. If set to None</span> |
| <span class="sd"> or missing, the default project_id from the Google Cloud connection is used. (templated)</span> |
| <span class="sd"> :type project_id: str</span> |
| <span class="sd"> :return: If successful, return an instance of Version.</span> |
| <span class="sd"> Otherwise raises an error.</span> |
| <span class="sd"> :rtype: dict</span> |
| <span class="sd"> :raises: googleapiclient.errors.HttpError</span> |
| <span class="sd"> """</span> |
| <span class="n">hook</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span> |
| <span class="n">full_version_name</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">'projects/</span><span class="si">{</span><span class="n">project_id</span><span class="si">}</span><span class="s1">/models/</span><span class="si">{</span><span class="n">model_name</span><span class="si">}</span><span class="s1">/versions/</span><span class="si">{</span><span class="n">version_name</span><span class="si">}</span><span class="s1">'</span> |
| <span class="c1"># pylint: disable=no-member</span> |
| <span class="n">request</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">projects</span><span class="p">()</span><span class="o">.</span><span class="n">models</span><span class="p">()</span><span class="o">.</span><span class="n">versions</span><span class="p">()</span><span class="o">.</span><span class="n">setDefault</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="n">full_version_name</span><span class="p">,</span> <span class="n">body</span><span class="o">=</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">request</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">num_retries</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">num_retries</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">'Successfully set version: </span><span class="si">%s</span><span class="s1"> to default'</span><span class="p">,</span> <span class="n">response</span><span class="p">)</span> |
| <span class="k">return</span> <span class="n">response</span> |
| <span class="k">except</span> <span class="n">HttpError</span> <span class="k">as</span> <span class="n">e</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">error</span><span class="p">(</span><span class="s1">'Something went wrong: </span><span class="si">%s</span><span class="s1">'</span><span class="p">,</span> <span class="n">e</span><span class="p">)</span> |
| <span class="k">raise</span></div> |
| |
| <span class="nd">@GoogleBaseHook</span><span class="o">.</span><span class="n">fallback_to_default_project_id</span> |
| <div class="viewcode-block" id="MLEngineHook.list_versions"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/hooks/mlengine/index.html#airflow.providers.google.cloud.hooks.mlengine.MLEngineHook.list_versions">[docs]</a> <span class="k">def</span> <span class="nf">list_versions</span><span class="p">(</span> |
| <span class="bp">self</span><span class="p">,</span> |
| <span class="n">model_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> |
| <span class="n">project_id</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> |
| <span class="p">)</span> <span class="o">-></span> <span class="n">List</span><span class="p">[</span><span class="nb">dict</span><span class="p">]:</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Lists all available versions of a model. Blocks until finished.</span> |
| |
| <span class="sd"> :param model_name: The name of the Google Cloud ML Engine model that the version</span> |
| <span class="sd"> belongs to. (templated)</span> |
| <span class="sd"> :type model_name: str</span> |
| <span class="sd"> :param project_id: The Google Cloud project name to which MLEngine model belongs. If set to None or</span> |
| <span class="sd"> missing, the default project_id from the Google Cloud connection is used. (templated)</span> |
| <span class="sd"> :type project_id: str</span> |
| <span class="sd"> :return: return an list of instance of Version.</span> |
| <span class="sd"> :rtype: List[Dict]</span> |
| <span class="sd"> :raises: googleapiclient.errors.HttpError</span> |
| <span class="sd"> """</span> |
| <span class="n">hook</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span> |
| <span class="n">result</span> <span class="o">=</span> <span class="p">[]</span> <span class="c1"># type: List[Dict]</span> |
| <span class="n">full_parent_name</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">'projects/</span><span class="si">{</span><span class="n">project_id</span><span class="si">}</span><span class="s1">/models/</span><span class="si">{</span><span class="n">model_name</span><span class="si">}</span><span class="s1">'</span> |
| <span class="c1"># pylint: disable=no-member</span> |
| <span class="n">request</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">projects</span><span class="p">()</span><span class="o">.</span><span class="n">models</span><span class="p">()</span><span class="o">.</span><span class="n">versions</span><span class="p">()</span><span class="o">.</span><span class="n">list</span><span class="p">(</span><span class="n">parent</span><span class="o">=</span><span class="n">full_parent_name</span><span class="p">,</span> <span class="n">pageSize</span><span class="o">=</span><span class="mi">100</span><span class="p">)</span> |
| |
| <span class="k">while</span> <span class="n">request</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="n">response</span> <span class="o">=</span> <span class="n">request</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">num_retries</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">num_retries</span><span class="p">)</span> |
| <span class="n">result</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">response</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'versions'</span><span class="p">,</span> <span class="p">[]))</span> |
| <span class="c1"># pylint: disable=no-member</span> |
| <span class="n">request</span> <span class="o">=</span> <span class="p">(</span> |
| <span class="n">hook</span><span class="o">.</span><span class="n">projects</span><span class="p">()</span> |
| <span class="o">.</span><span class="n">models</span><span class="p">()</span> |
| <span class="o">.</span><span class="n">versions</span><span class="p">()</span> |
| <span class="o">.</span><span class="n">list_next</span><span class="p">(</span><span class="n">previous_request</span><span class="o">=</span><span class="n">request</span><span class="p">,</span> <span class="n">previous_response</span><span class="o">=</span><span class="n">response</span><span class="p">)</span> |
| <span class="p">)</span> |
| <span class="n">time</span><span class="o">.</span><span class="n">sleep</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span> |
| <span class="k">return</span> <span class="n">result</span></div> |
| |
| <span class="nd">@GoogleBaseHook</span><span class="o">.</span><span class="n">fallback_to_default_project_id</span> |
| <div class="viewcode-block" id="MLEngineHook.delete_version"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/hooks/mlengine/index.html#airflow.providers.google.cloud.hooks.mlengine.MLEngineHook.delete_version">[docs]</a> <span class="k">def</span> <span class="nf">delete_version</span><span class="p">(</span> |
| <span class="bp">self</span><span class="p">,</span> |
| <span class="n">model_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> |
| <span class="n">version_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> |
| <span class="n">project_id</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> |
| <span class="p">)</span> <span class="o">-></span> <span class="nb">dict</span><span class="p">:</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Deletes the given version of a model. Blocks until finished.</span> |
| |
| <span class="sd"> :param model_name: The name of the Google Cloud ML Engine model that the version</span> |
| <span class="sd"> belongs to. (templated)</span> |
| <span class="sd"> :type model_name: str</span> |
| <span class="sd"> :param project_id: The Google Cloud project name to which MLEngine</span> |
| <span class="sd"> model belongs.</span> |
| <span class="sd"> :type project_id: str</span> |
| <span class="sd"> :return: If the version was deleted successfully, returns the operation.</span> |
| <span class="sd"> Otherwise raises an error.</span> |
| <span class="sd"> :rtype: Dict</span> |
| <span class="sd"> """</span> |
| <span class="n">hook</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span> |
| <span class="n">full_name</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">'projects/</span><span class="si">{</span><span class="n">project_id</span><span class="si">}</span><span class="s1">/models/</span><span class="si">{</span><span class="n">model_name</span><span class="si">}</span><span class="s1">/versions/</span><span class="si">{</span><span class="n">version_name</span><span class="si">}</span><span class="s1">'</span> |
| <span class="n">delete_request</span> <span class="o">=</span> <span class="p">(</span> |
| <span class="n">hook</span><span class="o">.</span><span class="n">projects</span><span class="p">()</span><span class="o">.</span><span class="n">models</span><span class="p">()</span><span class="o">.</span><span class="n">versions</span><span class="p">()</span><span class="o">.</span><span class="n">delete</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="n">full_name</span><span class="p">)</span> <span class="c1"># pylint: disable=no-member</span> |
| <span class="p">)</span> |
| <span class="n">response</span> <span class="o">=</span> <span class="n">delete_request</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">num_retries</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">num_retries</span><span class="p">)</span> |
| <span class="n">get_request</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">projects</span><span class="p">()</span><span class="o">.</span><span class="n">operations</span><span class="p">()</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="n">response</span><span class="p">[</span><span class="s1">'name'</span><span class="p">])</span> <span class="c1"># pylint: disable=no-member</span> |
| |
| <span class="k">return</span> <span class="n">_poll_with_exponential_delay</span><span class="p">(</span> |
| <span class="n">request</span><span class="o">=</span><span class="n">get_request</span><span class="p">,</span> |
| <span class="n">execute_num_retries</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">num_retries</span><span class="p">,</span> |
| <span class="n">max_n</span><span class="o">=</span><span class="mi">9</span><span class="p">,</span> |
| <span class="n">is_done_func</span><span class="o">=</span><span class="k">lambda</span> <span class="n">resp</span><span class="p">:</span> <span class="n">resp</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'done'</span><span class="p">,</span> <span class="kc">False</span><span class="p">),</span> |
| <span class="n">is_error_func</span><span class="o">=</span><span class="k">lambda</span> <span class="n">resp</span><span class="p">:</span> <span class="n">resp</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'error'</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">,</span></div> |
| <span class="p">)</span> |
| |
| <span class="nd">@GoogleBaseHook</span><span class="o">.</span><span class="n">fallback_to_default_project_id</span> |
| <div class="viewcode-block" id="MLEngineHook.create_model"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/hooks/mlengine/index.html#airflow.providers.google.cloud.hooks.mlengine.MLEngineHook.create_model">[docs]</a> <span class="k">def</span> <span class="nf">create_model</span><span class="p">(</span> |
| <span class="bp">self</span><span class="p">,</span> |
| <span class="n">model</span><span class="p">:</span> <span class="nb">dict</span><span class="p">,</span> |
| <span class="n">project_id</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> |
| <span class="p">)</span> <span class="o">-></span> <span class="nb">dict</span><span class="p">:</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Create a Model. Blocks until finished.</span> |
| |
| <span class="sd"> :param model: A dictionary containing the information about the model.</span> |
| <span class="sd"> :type model: dict</span> |
| <span class="sd"> :param project_id: The Google Cloud project name to which MLEngine model belongs. If set to None or</span> |
| <span class="sd"> missing, the default project_id from the Google Cloud connection is used. (templated)</span> |
| <span class="sd"> :type project_id: str</span> |
| <span class="sd"> :return: If the version was created successfully, returns the instance of Model.</span> |
| <span class="sd"> Otherwise raises an error.</span> |
| <span class="sd"> :rtype: Dict</span> |
| <span class="sd"> :raises: googleapiclient.errors.HttpError</span> |
| <span class="sd"> """</span> |
| <span class="n">hook</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span> |
| <span class="k">if</span> <span class="s1">'name'</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">model</span> <span class="ow">or</span> <span class="ow">not</span> <span class="n">model</span><span class="p">[</span><span class="s1">'name'</span><span class="p">]:</span> |
| <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">"Model name must be provided and "</span> <span class="s2">"could not be an empty string"</span><span class="p">)</span> |
| <span class="n">project</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">'projects/</span><span class="si">{</span><span class="n">project_id</span><span class="si">}</span><span class="s1">'</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">_append_label</span><span class="p">(</span><span class="n">model</span><span class="p">)</span> |
| <span class="k">try</span><span class="p">:</span> |
| <span class="n">request</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">projects</span><span class="p">()</span><span class="o">.</span><span class="n">models</span><span class="p">()</span><span class="o">.</span><span class="n">create</span><span class="p">(</span><span class="n">parent</span><span class="o">=</span><span class="n">project</span><span class="p">,</span> <span class="n">body</span><span class="o">=</span><span class="n">model</span><span class="p">)</span> <span class="c1"># pylint: disable=no-member</span> |
| <span class="n">response</span> <span class="o">=</span> <span class="n">request</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">num_retries</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">num_retries</span><span class="p">)</span> |
| <span class="k">except</span> <span class="n">HttpError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span> |
| <span class="k">if</span> <span class="n">e</span><span class="o">.</span><span class="n">resp</span><span class="o">.</span><span class="n">status</span> <span class="o">!=</span> <span class="mi">409</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="n">e</span> |
| <span class="nb">str</span><span class="p">(</span><span class="n">e</span><span class="p">)</span> <span class="c1"># Fills in the error_details field</span> |
| <span class="k">if</span> <span class="ow">not</span> <span class="n">e</span><span class="o">.</span><span class="n">error_details</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">error_details</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">1</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="n">e</span> |
| |
| <span class="n">error_detail</span> <span class="o">=</span> <span class="n">e</span><span class="o">.</span><span class="n">error_details</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> |
| <span class="k">if</span> <span class="n">error_detail</span><span class="p">[</span><span class="s2">"@type"</span><span class="p">]</span> <span class="o">!=</span> <span class="s1">'type.googleapis.com/google.rpc.BadRequest'</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="n">e</span> |
| |
| <span class="k">if</span> <span class="s2">"fieldViolations"</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">error_detail</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">error_detail</span><span class="p">[</span><span class="s1">'fieldViolations'</span><span class="p">])</span> <span class="o">!=</span> <span class="mi">1</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="n">e</span> |
| |
| <span class="n">field_violation</span> <span class="o">=</span> <span class="n">error_detail</span><span class="p">[</span><span class="s1">'fieldViolations'</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> |
| <span class="k">if</span> <span class="p">(</span> |
| <span class="n">field_violation</span><span class="p">[</span><span class="s2">"field"</span><span class="p">]</span> <span class="o">!=</span> <span class="s2">"model.name"</span> |
| <span class="ow">or</span> <span class="n">field_violation</span><span class="p">[</span><span class="s2">"description"</span><span class="p">]</span> <span class="o">!=</span> <span class="s2">"A model with the same name already exists."</span> |
| <span class="p">):</span> |
| <span class="k">raise</span> <span class="n">e</span> |
| <span class="n">response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_model</span><span class="p">(</span><span class="n">model_name</span><span class="o">=</span><span class="n">model</span><span class="p">[</span><span class="s1">'name'</span><span class="p">],</span> <span class="n">project_id</span><span class="o">=</span><span class="n">project_id</span><span class="p">)</span> |
| |
| <span class="k">return</span> <span class="n">response</span></div> |
| |
| <span class="nd">@GoogleBaseHook</span><span class="o">.</span><span class="n">fallback_to_default_project_id</span> |
| <div class="viewcode-block" id="MLEngineHook.get_model"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/hooks/mlengine/index.html#airflow.providers.google.cloud.hooks.mlengine.MLEngineHook.get_model">[docs]</a> <span class="k">def</span> <span class="nf">get_model</span><span class="p">(</span> |
| <span class="bp">self</span><span class="p">,</span> |
| <span class="n">model_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> |
| <span class="n">project_id</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> |
| <span class="p">)</span> <span class="o">-></span> <span class="n">Optional</span><span class="p">[</span><span class="nb">dict</span><span class="p">]:</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Gets a Model. Blocks until finished.</span> |
| |
| <span class="sd"> :param model_name: The name of the model.</span> |
| <span class="sd"> :type model_name: str</span> |
| <span class="sd"> :param project_id: The Google Cloud project name to which MLEngine model belongs. If set to None</span> |
| <span class="sd"> or missing, the default project_id from the Google Cloud connection is used. (templated)</span> |
| <span class="sd"> :type project_id: str</span> |
| <span class="sd"> :return: If the model exists, returns the instance of Model.</span> |
| <span class="sd"> Otherwise return None.</span> |
| <span class="sd"> :rtype: Dict</span> |
| <span class="sd"> :raises: googleapiclient.errors.HttpError</span> |
| <span class="sd"> """</span> |
| <span class="n">hook</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span> |
| <span class="k">if</span> <span class="ow">not</span> <span class="n">model_name</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">"Model name must be provided and "</span> <span class="s2">"it could not be an empty string"</span><span class="p">)</span> |
| <span class="n">full_model_name</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">'projects/</span><span class="si">{</span><span class="n">project_id</span><span class="si">}</span><span class="s1">/models/</span><span class="si">{</span><span class="n">model_name</span><span class="si">}</span><span class="s1">'</span> |
| <span class="n">request</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">projects</span><span class="p">()</span><span class="o">.</span><span class="n">models</span><span class="p">()</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="n">full_model_name</span><span class="p">)</span> <span class="c1"># pylint: disable=no-member</span> |
| <span class="k">try</span><span class="p">:</span> |
| <span class="k">return</span> <span class="n">request</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">num_retries</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">num_retries</span><span class="p">)</span> |
| <span class="k">except</span> <span class="n">HttpError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span> |
| <span class="k">if</span> <span class="n">e</span><span class="o">.</span><span class="n">resp</span><span class="o">.</span><span class="n">status</span> <span class="o">==</span> <span class="mi">404</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">error</span><span class="p">(</span><span class="s1">'Model was not found: </span><span class="si">%s</span><span class="s1">'</span><span class="p">,</span> <span class="n">e</span><span class="p">)</span> |
| <span class="k">return</span> <span class="kc">None</span> |
| <span class="k">raise</span></div> |
| |
| <span class="nd">@GoogleBaseHook</span><span class="o">.</span><span class="n">fallback_to_default_project_id</span> |
| <div class="viewcode-block" id="MLEngineHook.delete_model"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/hooks/mlengine/index.html#airflow.providers.google.cloud.hooks.mlengine.MLEngineHook.delete_model">[docs]</a> <span class="k">def</span> <span class="nf">delete_model</span><span class="p">(</span> |
| <span class="bp">self</span><span class="p">,</span> |
| <span class="n">model_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> |
| <span class="n">project_id</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> |
| <span class="n">delete_contents</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span> |
| <span class="p">)</span> <span class="o">-></span> <span class="kc">None</span><span class="p">:</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Delete a Model. Blocks until finished.</span> |
| |
| <span class="sd"> :param model_name: The name of the model.</span> |
| <span class="sd"> :type model_name: str</span> |
| <span class="sd"> :param delete_contents: Whether to force the deletion even if the models is not empty.</span> |
| <span class="sd"> Will delete all version (if any) in the dataset if set to True.</span> |
| <span class="sd"> The default value is False.</span> |
| <span class="sd"> :type delete_contents: bool</span> |
| <span class="sd"> :param project_id: The Google Cloud project name to which MLEngine model belongs. If set to None</span> |
| <span class="sd"> or missing, the default project_id from the Google Cloud connection is used. (templated)</span> |
| <span class="sd"> :type project_id: str</span> |
| <span class="sd"> :raises: googleapiclient.errors.HttpError</span> |
| <span class="sd"> """</span> |
| <span class="n">hook</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span> |
| |
| <span class="k">if</span> <span class="ow">not</span> <span class="n">model_name</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">"Model name must be provided and it could not be an empty string"</span><span class="p">)</span> |
| <span class="n">model_path</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">'projects/</span><span class="si">{</span><span class="n">project_id</span><span class="si">}</span><span class="s1">/models/</span><span class="si">{</span><span class="n">model_name</span><span class="si">}</span><span class="s1">'</span> |
| <span class="k">if</span> <span class="n">delete_contents</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_delete_all_versions</span><span class="p">(</span><span class="n">model_name</span><span class="p">,</span> <span class="n">project_id</span><span class="p">)</span> |
| <span class="n">request</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">projects</span><span class="p">()</span><span class="o">.</span><span class="n">models</span><span class="p">()</span><span class="o">.</span><span class="n">delete</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="n">model_path</span><span class="p">)</span> <span class="c1"># pylint: disable=no-member</span> |
| <span class="k">try</span><span class="p">:</span> |
| <span class="n">request</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">num_retries</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">num_retries</span><span class="p">)</span> |
| <span class="k">except</span> <span class="n">HttpError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span> |
| <span class="k">if</span> <span class="n">e</span><span class="o">.</span><span class="n">resp</span><span class="o">.</span><span class="n">status</span> <span class="o">==</span> <span class="mi">404</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">error</span><span class="p">(</span><span class="s1">'Model was not found: </span><span class="si">%s</span><span class="s1">'</span><span class="p">,</span> <span class="n">e</span><span class="p">)</span> |
| <span class="k">return</span> |
| <span class="k">raise</span></div> |
| |
| <div class="viewcode-block" id="MLEngineHook._delete_all_versions"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/hooks/mlengine/index.html#airflow.providers.google.cloud.hooks.mlengine.MLEngineHook._delete_all_versions">[docs]</a> <span class="k">def</span> <span class="nf">_delete_all_versions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">project_id</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span> |
| <span class="n">versions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">list_versions</span><span class="p">(</span><span class="n">project_id</span><span class="o">=</span><span class="n">project_id</span><span class="p">,</span> <span class="n">model_name</span><span class="o">=</span><span class="n">model_name</span><span class="p">)</span> |
| <span class="c1"># The default version can only be deleted when it is the last one in the model</span> |
| <span class="n">non_default_versions</span> <span class="o">=</span> <span class="p">(</span><span class="n">version</span> <span class="k">for</span> <span class="n">version</span> <span class="ow">in</span> <span class="n">versions</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">version</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'isDefault'</span><span class="p">,</span> <span class="kc">False</span><span class="p">))</span> |
| <span class="k">for</span> <span class="n">version</span> <span class="ow">in</span> <span class="n">non_default_versions</span><span class="p">:</span> |
| <span class="n">_</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">version_name</span> <span class="o">=</span> <span class="n">version</span><span class="p">[</span><span class="s1">'name'</span><span class="p">]</span><span class="o">.</span><span class="n">rpartition</span><span class="p">(</span><span class="s1">'/'</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">delete_version</span><span class="p">(</span><span class="n">project_id</span><span class="o">=</span><span class="n">project_id</span><span class="p">,</span> <span class="n">model_name</span><span class="o">=</span><span class="n">model_name</span><span class="p">,</span> <span class="n">version_name</span><span class="o">=</span><span class="n">version_name</span><span class="p">)</span> |
| <span class="n">default_versions</span> <span class="o">=</span> <span class="p">(</span><span class="n">version</span> <span class="k">for</span> <span class="n">version</span> <span class="ow">in</span> <span class="n">versions</span> <span class="k">if</span> <span class="n">version</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'isDefault'</span><span class="p">,</span> <span class="kc">False</span><span class="p">))</span> |
| <span class="k">for</span> <span class="n">version</span> <span class="ow">in</span> <span class="n">default_versions</span><span class="p">:</span> |
| <span class="n">_</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">version_name</span> <span class="o">=</span> <span class="n">version</span><span class="p">[</span><span class="s1">'name'</span><span class="p">]</span><span class="o">.</span><span class="n">rpartition</span><span class="p">(</span><span class="s1">'/'</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">delete_version</span><span class="p">(</span><span class="n">project_id</span><span class="o">=</span><span class="n">project_id</span><span class="p">,</span> <span class="n">model_name</span><span class="o">=</span><span class="n">model_name</span><span class="p">,</span> <span class="n">version_name</span><span class="o">=</span><span class="n">version_name</span><span class="p">)</span></div> |
| |
| <div class="viewcode-block" id="MLEngineHook._append_label"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/hooks/mlengine/index.html#airflow.providers.google.cloud.hooks.mlengine.MLEngineHook._append_label">[docs]</a> <span class="k">def</span> <span class="nf">_append_label</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model</span><span class="p">:</span> <span class="nb">dict</span><span class="p">)</span> <span class="o">-></span> <span class="kc">None</span><span class="p">:</span> |
| <span class="n">model</span><span class="p">[</span><span class="s1">'labels'</span><span class="p">]</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'labels'</span><span class="p">,</span> <span class="p">{})</span> |
| <span class="n">model</span><span class="p">[</span><span class="s1">'labels'</span><span class="p">][</span><span class="s1">'airflow-version'</span><span class="p">]</span> <span class="o">=</span> <span class="n">_AIRFLOW_VERSION</span></div></div> |
| </pre></div> |
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