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<li class="toctree-l1"><a class="reference internal" href="../../../../../../connections/aws.html">Connection types</a></li>
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<h1>Source code for airflow.providers.amazon.aws.hooks.batch_client</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"># &quot;License&quot;); you may not use this file except in compliance</span>
<span class="c1"># with the License. You may obtain a copy of the License at</span>
<span class="c1">#</span>
<span class="c1"># http://www.apache.org/licenses/LICENSE-2.0</span>
<span class="c1">#</span>
<span class="c1"># Unless required by applicable law or agreed to in writing,</span>
<span class="c1"># software distributed under the License is distributed on an</span>
<span class="c1"># &quot;AS IS&quot; BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY</span>
<span class="c1"># KIND, either express or implied. See the License for the</span>
<span class="c1"># specific language governing permissions and limitations</span>
<span class="c1"># under the License.</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd">A client for AWS batch services</span>
<span class="sd">.. seealso::</span>
<span class="sd"> - http://boto3.readthedocs.io/en/latest/guide/configuration.html</span>
<span class="sd"> - http://boto3.readthedocs.io/en/latest/reference/services/batch.html</span>
<span class="sd"> - https://docs.aws.amazon.com/batch/latest/APIReference/Welcome.html</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="kn">from</span> <span class="nn">random</span> <span class="kn">import</span> <span class="n">uniform</span>
<span class="kn">from</span> <span class="nn">time</span> <span class="kn">import</span> <span class="n">sleep</span>
<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="n">Optional</span><span class="p">,</span> <span class="n">Union</span>
<span class="kn">import</span> <span class="nn">botocore.client</span>
<span class="kn">import</span> <span class="nn">botocore.exceptions</span>
<span class="kn">import</span> <span class="nn">botocore.waiter</span>
<span class="kn">from</span> <span class="nn">airflow.exceptions</span> <span class="kn">import</span> <span class="n">AirflowException</span>
<span class="kn">from</span> <span class="nn">airflow.providers.amazon.aws.hooks.base_aws</span> <span class="kn">import</span> <span class="n">AwsBaseHook</span>
<span class="kn">from</span> <span class="nn">airflow.typing_compat</span> <span class="kn">import</span> <span class="n">Protocol</span><span class="p">,</span> <span class="n">runtime_checkable</span>
<span class="c1"># Add exceptions to pylint for the boto3 protocol only; ideally the boto3 library</span>
<span class="c1"># could provide</span>
<span class="c1"># protocols for all their dynamically generated classes (try to migrate this to a PR on botocore).</span>
<span class="c1"># Note that the use of invalid-name parameters should be restricted to the boto3 mappings only;</span>
<span class="c1"># all the Airflow wrappers of boto3 clients should not adopt invalid-names to match boto3.</span>
<span class="c1"># pylint: disable=invalid-name, unused-argument</span>
<div class="viewcode-block" id="AwsBatchProtocol"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/amazon/aws/hooks/batch_client/index.html#airflow.providers.amazon.aws.hooks.batch_client.AwsBatchProtocol">[docs]</a><span class="nd">@runtime_checkable</span>
<span class="k">class</span> <span class="nc">AwsBatchProtocol</span><span class="p">(</span><span class="n">Protocol</span><span class="p">):</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> A structured Protocol for ``boto3.client(&#39;batch&#39;) -&gt; botocore.client.Batch``.</span>
<span class="sd"> This is used for type hints on :py:meth:`.AwsBatchClient.client`; it covers</span>
<span class="sd"> only the subset of client methods required.</span>
<span class="sd"> .. seealso::</span>
<span class="sd"> - https://mypy.readthedocs.io/en/latest/protocols.html</span>
<span class="sd"> - http://boto3.readthedocs.io/en/latest/reference/services/batch.html</span>
<span class="sd"> &quot;&quot;&quot;</span>
<div class="viewcode-block" id="AwsBatchProtocol.describe_jobs"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/amazon/aws/hooks/batch_client/index.html#airflow.providers.amazon.aws.hooks.batch_client.AwsBatchProtocol.describe_jobs">[docs]</a> <span class="k">def</span> <span class="nf">describe_jobs</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">jobs</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">:</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Get job descriptions from AWS batch</span>
<span class="sd"> :param jobs: a list of JobId to describe</span>
<span class="sd"> :type jobs: List[str]</span>
<span class="sd"> :return: an API response to describe jobs</span>
<span class="sd"> :rtype: Dict</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="o">...</span></div>
<div class="viewcode-block" id="AwsBatchProtocol.get_waiter"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/amazon/aws/hooks/batch_client/index.html#airflow.providers.amazon.aws.hooks.batch_client.AwsBatchProtocol.get_waiter">[docs]</a> <span class="k">def</span> <span class="nf">get_waiter</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">waiterName</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">botocore</span><span class="o">.</span><span class="n">waiter</span><span class="o">.</span><span class="n">Waiter</span><span class="p">:</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Get an AWS Batch service waiter</span>
<span class="sd"> :param waiterName: The name of the waiter. The name should match</span>
<span class="sd"> the name (including the casing) of the key name in the waiter</span>
<span class="sd"> model file (typically this is CamelCasing).</span>
<span class="sd"> :type waiterName: str</span>
<span class="sd"> :return: a waiter object for the named AWS batch service</span>
<span class="sd"> :rtype: botocore.waiter.Waiter</span>
<span class="sd"> .. note::</span>
<span class="sd"> AWS batch might not have any waiters (until botocore PR-1307 is released).</span>
<span class="sd"> .. code-block:: python</span>
<span class="sd"> import boto3</span>
<span class="sd"> boto3.client(&#39;batch&#39;).waiter_names == []</span>
<span class="sd"> .. seealso::</span>
<span class="sd"> - https://boto3.amazonaws.com/v1/documentation/api/latest/guide/clients.html#waiters</span>
<span class="sd"> - https://github.com/boto/botocore/pull/1307</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="o">...</span></div>
<div class="viewcode-block" id="AwsBatchProtocol.submit_job"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/amazon/aws/hooks/batch_client/index.html#airflow.providers.amazon.aws.hooks.batch_client.AwsBatchProtocol.submit_job">[docs]</a> <span class="k">def</span> <span class="nf">submit_job</span><span class="p">(</span>
<span class="bp">self</span><span class="p">,</span>
<span class="n">jobName</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
<span class="n">jobQueue</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
<span class="n">jobDefinition</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
<span class="n">arrayProperties</span><span class="p">:</span> <span class="n">Dict</span><span class="p">,</span>
<span class="n">parameters</span><span class="p">:</span> <span class="n">Dict</span><span class="p">,</span>
<span class="n">containerOverrides</span><span class="p">:</span> <span class="n">Dict</span><span class="p">,</span>
<span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">:</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Submit a batch job</span>
<span class="sd"> :param jobName: the name for the AWS batch job</span>
<span class="sd"> :type jobName: str</span>
<span class="sd"> :param jobQueue: the queue name on AWS Batch</span>
<span class="sd"> :type jobQueue: str</span>
<span class="sd"> :param jobDefinition: the job definition name on AWS Batch</span>
<span class="sd"> :type jobDefinition: str</span>
<span class="sd"> :param arrayProperties: the same parameter that boto3 will receive</span>
<span class="sd"> :type arrayProperties: Dict</span>
<span class="sd"> :param parameters: the same parameter that boto3 will receive</span>
<span class="sd"> :type parameters: Dict</span>
<span class="sd"> :param containerOverrides: the same parameter that boto3 will receive</span>
<span class="sd"> :type containerOverrides: Dict</span>
<span class="sd"> :return: an API response</span>
<span class="sd"> :rtype: Dict</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="o">...</span></div>
<div class="viewcode-block" id="AwsBatchProtocol.terminate_job"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/amazon/aws/hooks/batch_client/index.html#airflow.providers.amazon.aws.hooks.batch_client.AwsBatchProtocol.terminate_job">[docs]</a> <span class="k">def</span> <span class="nf">terminate_job</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">jobId</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">reason</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">:</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Terminate a batch job</span>
<span class="sd"> :param jobId: a job ID to terminate</span>
<span class="sd"> :type jobId: str</span>
<span class="sd"> :param reason: a reason to terminate job ID</span>
<span class="sd"> :type reason: str</span>
<span class="sd"> :return: an API response</span>
<span class="sd"> :rtype: Dict</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="o">...</span></div></div>
<span class="c1"># Note that the use of invalid-name parameters should be restricted to the boto3 mappings only;</span>
<span class="c1"># all the Airflow wrappers of boto3 clients should not adopt invalid-names to match boto3.</span>
<span class="c1"># pylint: enable=invalid-name, unused-argument</span>
<div class="viewcode-block" id="AwsBatchClientHook"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/amazon/aws/hooks/batch_client/index.html#airflow.providers.amazon.aws.hooks.batch_client.AwsBatchClientHook">[docs]</a><span class="k">class</span> <span class="nc">AwsBatchClientHook</span><span class="p">(</span><span class="n">AwsBaseHook</span><span class="p">):</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> A client for AWS batch services.</span>
<span class="sd"> :param max_retries: exponential back-off retries, 4200 = 48 hours;</span>
<span class="sd"> polling is only used when waiters is None</span>
<span class="sd"> :type max_retries: Optional[int]</span>
<span class="sd"> :param status_retries: number of HTTP retries to get job status, 10;</span>
<span class="sd"> polling is only used when waiters is None</span>
<span class="sd"> :type status_retries: Optional[int]</span>
<span class="sd"> .. note::</span>
<span class="sd"> Several methods use a default random delay to check or poll for job status, i.e.</span>
<span class="sd"> ``random.uniform(DEFAULT_DELAY_MIN, DEFAULT_DELAY_MAX)``</span>
<span class="sd"> Using a random interval helps to avoid AWS API throttle limits</span>
<span class="sd"> when many concurrent tasks request job-descriptions.</span>
<span class="sd"> To modify the global defaults for the range of jitter allowed when a</span>
<span class="sd"> random delay is used to check batch job status, modify these defaults, e.g.:</span>
<span class="sd"> .. code-block::</span>
<span class="sd"> AwsBatchClient.DEFAULT_DELAY_MIN = 0</span>
<span class="sd"> AwsBatchClient.DEFAULT_DELAY_MAX = 5</span>
<span class="sd"> When explict delay values are used, a 1 second random jitter is applied to the</span>
<span class="sd"> delay (e.g. a delay of 0 sec will be a ``random.uniform(0, 1)`` delay. It is</span>
<span class="sd"> generally recommended that random jitter is added to API requests. A</span>
<span class="sd"> convenience method is provided for this, e.g. to get a random delay of</span>
<span class="sd"> 10 sec +/- 5 sec: ``delay = AwsBatchClient.add_jitter(10, width=5, minima=0)``</span>
<span class="sd"> .. seealso::</span>
<span class="sd"> - https://boto3.amazonaws.com/v1/documentation/api/latest/reference/services/batch.html</span>
<span class="sd"> - https://docs.aws.amazon.com/general/latest/gr/api-retries.html</span>
<span class="sd"> - https://aws.amazon.com/blogs/architecture/exponential-backoff-and-jitter/</span>
<span class="sd"> &quot;&quot;&quot;</span>
<div class="viewcode-block" id="AwsBatchClientHook.MAX_RETRIES"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/amazon/aws/hooks/batch_client/index.html#airflow.providers.amazon.aws.hooks.batch_client.AwsBatchClientHook.MAX_RETRIES">[docs]</a> <span class="n">MAX_RETRIES</span> <span class="o">=</span> <span class="mi">4200</span></div>
<div class="viewcode-block" id="AwsBatchClientHook.STATUS_RETRIES"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/amazon/aws/hooks/batch_client/index.html#airflow.providers.amazon.aws.hooks.batch_client.AwsBatchClientHook.STATUS_RETRIES">[docs]</a> <span class="n">STATUS_RETRIES</span> <span class="o">=</span> <span class="mi">10</span></div>
<span class="c1"># delays are in seconds</span>
<div class="viewcode-block" id="AwsBatchClientHook.DEFAULT_DELAY_MIN"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/amazon/aws/hooks/batch_client/index.html#airflow.providers.amazon.aws.hooks.batch_client.AwsBatchClientHook.DEFAULT_DELAY_MIN">[docs]</a> <span class="n">DEFAULT_DELAY_MIN</span> <span class="o">=</span> <span class="mi">1</span></div>
<div class="viewcode-block" id="AwsBatchClientHook.DEFAULT_DELAY_MAX"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/amazon/aws/hooks/batch_client/index.html#airflow.providers.amazon.aws.hooks.batch_client.AwsBatchClientHook.DEFAULT_DELAY_MAX">[docs]</a> <span class="n">DEFAULT_DELAY_MAX</span> <span class="o">=</span> <span class="mi">10</span></div>
<span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span>
<span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="n">max_retries</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="n">status_retries</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span>
<span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
<span class="c1"># https://github.com/python/mypy/issues/6799 hence type: ignore</span>
<span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">client_type</span><span class="o">=</span><span class="s1">&#39;batch&#39;</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="c1"># type: ignore</span>
<span class="bp">self</span><span class="o">.</span><span class="n">max_retries</span> <span class="o">=</span> <span class="n">max_retries</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">MAX_RETRIES</span>
<span class="bp">self</span><span class="o">.</span><span class="n">status_retries</span> <span class="o">=</span> <span class="n">status_retries</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">STATUS_RETRIES</span>
<span class="nd">@property</span>
<div class="viewcode-block" id="AwsBatchClientHook.client"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/amazon/aws/hooks/batch_client/index.html#airflow.providers.amazon.aws.hooks.batch_client.AwsBatchClientHook.client">[docs]</a> <span class="k">def</span> <span class="nf">client</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Union</span><span class="p">[</span><span class="n">AwsBatchProtocol</span><span class="p">,</span> <span class="n">botocore</span><span class="o">.</span><span class="n">client</span><span class="o">.</span><span class="n">BaseClient</span><span class="p">]:</span> <span class="c1"># noqa: D402</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> An AWS API client for batch services, like ``boto3.client(&#39;batch&#39;)``</span>
<span class="sd"> :return: a boto3 &#39;batch&#39; client for the ``.region_name``</span>
<span class="sd"> :rtype: Union[AwsBatchProtocol, botocore.client.BaseClient]</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn</span></div>
<div class="viewcode-block" id="AwsBatchClientHook.terminate_job"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/amazon/aws/hooks/batch_client/index.html#airflow.providers.amazon.aws.hooks.batch_client.AwsBatchClientHook.terminate_job">[docs]</a> <span class="k">def</span> <span class="nf">terminate_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">reason</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">:</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Terminate a batch job</span>
<span class="sd"> :param job_id: a job ID to terminate</span>
<span class="sd"> :type job_id: str</span>
<span class="sd"> :param reason: a reason to terminate job ID</span>
<span class="sd"> :type reason: str</span>
<span class="sd"> :return: an API response</span>
<span class="sd"> :rtype: Dict</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="n">response</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="o">.</span><span class="n">terminate_job</span><span class="p">(</span><span class="n">jobId</span><span class="o">=</span><span class="n">job_id</span><span class="p">,</span> <span class="n">reason</span><span class="o">=</span><span class="n">reason</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="n">response</span><span class="p">)</span>
<span class="k">return</span> <span class="n">response</span></div>
<div class="viewcode-block" id="AwsBatchClientHook.check_job_success"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/amazon/aws/hooks/batch_client/index.html#airflow.providers.amazon.aws.hooks.batch_client.AwsBatchClientHook.check_job_success">[docs]</a> <span class="k">def</span> <span class="nf">check_job_success</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="o">-&gt;</span> <span class="nb">bool</span><span class="p">:</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Check the final status of the batch job; return True if the job</span>
<span class="sd"> &#39;SUCCEEDED&#39;, else raise an AirflowException</span>
<span class="sd"> :param job_id: a batch job ID</span>
<span class="sd"> :type job_id: str</span>
<span class="sd"> :rtype: bool</span>
<span class="sd"> :raises: AirflowException</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="n">job</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_job_description</span><span class="p">(</span><span class="n">job_id</span><span class="p">)</span>
<span class="n">job_status</span> <span class="o">=</span> <span class="n">job</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;status&quot;</span><span class="p">)</span>
<span class="k">if</span> <span class="n">job_status</span> <span class="o">==</span> <span class="s2">&quot;SUCCEEDED&quot;</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;AWS batch job (</span><span class="si">%s</span><span class="s2">) succeeded: </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">job_id</span><span class="p">,</span> <span class="n">job</span><span class="p">)</span>
<span class="k">return</span> <span class="kc">True</span>
<span class="k">if</span> <span class="n">job_status</span> <span class="o">==</span> <span class="s2">&quot;FAILED&quot;</span><span class="p">:</span>
<span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;AWS Batch job (</span><span class="si">{</span><span class="n">job_id</span><span class="si">}</span><span class="s2">) failed: </span><span class="si">{</span><span class="n">job</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
<span class="k">if</span> <span class="n">job_status</span> <span class="ow">in</span> <span class="p">[</span><span class="s2">&quot;SUBMITTED&quot;</span><span class="p">,</span> <span class="s2">&quot;PENDING&quot;</span><span class="p">,</span> <span class="s2">&quot;RUNNABLE&quot;</span><span class="p">,</span> <span class="s2">&quot;STARTING&quot;</span><span class="p">,</span> <span class="s2">&quot;RUNNING&quot;</span><span class="p">]:</span>
<span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;AWS Batch job (</span><span class="si">{</span><span class="n">job_id</span><span class="si">}</span><span class="s2">) is not complete: </span><span class="si">{</span><span class="n">job</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
<span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;AWS Batch job (</span><span class="si">{</span><span class="n">job_id</span><span class="si">}</span><span class="s2">) has unknown status: </span><span class="si">{</span><span class="n">job</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span></div>
<div class="viewcode-block" id="AwsBatchClientHook.wait_for_job"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/amazon/aws/hooks/batch_client/index.html#airflow.providers.amazon.aws.hooks.batch_client.AwsBatchClientHook.wait_for_job">[docs]</a> <span class="k">def</span> <span class="nf">wait_for_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">delay</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="kc">None</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Wait for batch job to complete</span>
<span class="sd"> :param job_id: a batch job ID</span>
<span class="sd"> :type job_id: str</span>
<span class="sd"> :param delay: a delay before polling for job status</span>
<span class="sd"> :type delay: Optional[Union[int, float]]</span>
<span class="sd"> :raises: AirflowException</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="bp">self</span><span class="o">.</span><span class="n">delay</span><span class="p">(</span><span class="n">delay</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">poll_for_job_running</span><span class="p">(</span><span class="n">job_id</span><span class="p">,</span> <span class="n">delay</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">poll_for_job_complete</span><span class="p">(</span><span class="n">job_id</span><span class="p">,</span> <span class="n">delay</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;AWS Batch job (</span><span class="si">%s</span><span class="s2">) has completed&quot;</span><span class="p">,</span> <span class="n">job_id</span><span class="p">)</span></div>
<div class="viewcode-block" id="AwsBatchClientHook.poll_for_job_running"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/amazon/aws/hooks/batch_client/index.html#airflow.providers.amazon.aws.hooks.batch_client.AwsBatchClientHook.poll_for_job_running">[docs]</a> <span class="k">def</span> <span class="nf">poll_for_job_running</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">delay</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="kc">None</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Poll for job running. The status that indicates a job is running or</span>
<span class="sd"> already complete are: &#39;RUNNING&#39;|&#39;SUCCEEDED&#39;|&#39;FAILED&#39;.</span>
<span class="sd"> So the status options that this will wait for are the transitions from:</span>
<span class="sd"> &#39;SUBMITTED&#39;&gt;&#39;PENDING&#39;&gt;&#39;RUNNABLE&#39;&gt;&#39;STARTING&#39;&gt;&#39;RUNNING&#39;|&#39;SUCCEEDED&#39;|&#39;FAILED&#39;</span>
<span class="sd"> The completed status options are included for cases where the status</span>
<span class="sd"> changes too quickly for polling to detect a RUNNING status that moves</span>
<span class="sd"> quickly from STARTING to RUNNING to completed (often a failure).</span>
<span class="sd"> :param job_id: a batch job ID</span>
<span class="sd"> :type job_id: str</span>
<span class="sd"> :param delay: a delay before polling for job status</span>
<span class="sd"> :type delay: Optional[Union[int, float]]</span>
<span class="sd"> :raises: AirflowException</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="bp">self</span><span class="o">.</span><span class="n">delay</span><span class="p">(</span><span class="n">delay</span><span class="p">)</span>
<span class="n">running_status</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;RUNNING&quot;</span><span class="p">,</span> <span class="s2">&quot;SUCCEEDED&quot;</span><span class="p">,</span> <span class="s2">&quot;FAILED&quot;</span><span class="p">]</span>
<span class="bp">self</span><span class="o">.</span><span class="n">poll_job_status</span><span class="p">(</span><span class="n">job_id</span><span class="p">,</span> <span class="n">running_status</span><span class="p">)</span></div>
<div class="viewcode-block" id="AwsBatchClientHook.poll_for_job_complete"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/amazon/aws/hooks/batch_client/index.html#airflow.providers.amazon.aws.hooks.batch_client.AwsBatchClientHook.poll_for_job_complete">[docs]</a> <span class="k">def</span> <span class="nf">poll_for_job_complete</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">delay</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="kc">None</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Poll for job completion. The status that indicates job completion</span>
<span class="sd"> are: &#39;SUCCEEDED&#39;|&#39;FAILED&#39;.</span>
<span class="sd"> So the status options that this will wait for are the transitions from:</span>
<span class="sd"> &#39;SUBMITTED&#39;&gt;&#39;PENDING&#39;&gt;&#39;RUNNABLE&#39;&gt;&#39;STARTING&#39;&gt;&#39;RUNNING&#39;&gt;&#39;SUCCEEDED&#39;|&#39;FAILED&#39;</span>
<span class="sd"> :param job_id: a batch job ID</span>
<span class="sd"> :type job_id: str</span>
<span class="sd"> :param delay: a delay before polling for job status</span>
<span class="sd"> :type delay: Optional[Union[int, float]]</span>
<span class="sd"> :raises: AirflowException</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="bp">self</span><span class="o">.</span><span class="n">delay</span><span class="p">(</span><span class="n">delay</span><span class="p">)</span>
<span class="n">complete_status</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;SUCCEEDED&quot;</span><span class="p">,</span> <span class="s2">&quot;FAILED&quot;</span><span class="p">]</span>
<span class="bp">self</span><span class="o">.</span><span class="n">poll_job_status</span><span class="p">(</span><span class="n">job_id</span><span class="p">,</span> <span class="n">complete_status</span><span class="p">)</span></div>
<div class="viewcode-block" id="AwsBatchClientHook.poll_job_status"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/amazon/aws/hooks/batch_client/index.html#airflow.providers.amazon.aws.hooks.batch_client.AwsBatchClientHook.poll_job_status">[docs]</a> <span class="k">def</span> <span class="nf">poll_job_status</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">match_status</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="nb">bool</span><span class="p">:</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Poll for job status using an exponential back-off strategy (with max_retries).</span>
<span class="sd"> :param job_id: a batch job ID</span>
<span class="sd"> :type job_id: str</span>
<span class="sd"> :param match_status: a list of job status to match; the batch job status are:</span>
<span class="sd"> &#39;SUBMITTED&#39;|&#39;PENDING&#39;|&#39;RUNNABLE&#39;|&#39;STARTING&#39;|&#39;RUNNING&#39;|&#39;SUCCEEDED&#39;|&#39;FAILED&#39;</span>
<span class="sd"> :type match_status: List[str]</span>
<span class="sd"> :rtype: bool</span>
<span class="sd"> :raises: AirflowException</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="n">retries</span> <span class="o">=</span> <span class="mi">0</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_description</span><span class="p">(</span><span class="n">job_id</span><span class="p">)</span>
<span class="n">job_status</span> <span class="o">=</span> <span class="n">job</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;status&quot;</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span>
<span class="s2">&quot;AWS Batch job (</span><span class="si">%s</span><span class="s2">) check status (</span><span class="si">%s</span><span class="s2">) in </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span>
<span class="n">job_id</span><span class="p">,</span>
<span class="n">job_status</span><span class="p">,</span>
<span class="n">match_status</span><span class="p">,</span>
<span class="p">)</span>
<span class="k">if</span> <span class="n">job_status</span> <span class="ow">in</span> <span class="n">match_status</span><span class="p">:</span>
<span class="k">return</span> <span class="kc">True</span>
<span class="k">if</span> <span class="n">retries</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">max_retries</span><span class="p">:</span>
<span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;AWS Batch job (</span><span class="si">{</span><span class="n">job_id</span><span class="si">}</span><span class="s2">) status checks exceed max_retries&quot;</span><span class="p">)</span>
<span class="n">retries</span> <span class="o">+=</span> <span class="mi">1</span>
<span class="n">pause</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">exponential_delay</span><span class="p">(</span><span class="n">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="s2">&quot;AWS Batch job (</span><span class="si">%s</span><span class="s2">) status check (</span><span class="si">%d</span><span class="s2"> of </span><span class="si">%d</span><span class="s2">) in the next </span><span class="si">%.2f</span><span class="s2"> seconds&quot;</span><span class="p">,</span>
<span class="n">job_id</span><span class="p">,</span>
<span class="n">retries</span><span class="p">,</span>
<span class="bp">self</span><span class="o">.</span><span class="n">max_retries</span><span class="p">,</span>
<span class="n">pause</span><span class="p">,</span>
<span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">delay</span><span class="p">(</span><span class="n">pause</span><span class="p">)</span></div>
<div class="viewcode-block" id="AwsBatchClientHook.get_job_description"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/amazon/aws/hooks/batch_client/index.html#airflow.providers.amazon.aws.hooks.batch_client.AwsBatchClientHook.get_job_description">[docs]</a> <span class="k">def</span> <span class="nf">get_job_description</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="o">-&gt;</span> <span class="n">Dict</span><span class="p">:</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Get job description (using status_retries).</span>
<span class="sd"> :param job_id: a batch job ID</span>
<span class="sd"> :type job_id: str</span>
<span class="sd"> :return: an API response for describe jobs</span>
<span class="sd"> :rtype: Dict</span>
<span class="sd"> :raises: AirflowException</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="n">retries</span> <span class="o">=</span> <span class="mi">0</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="n">response</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="o">.</span><span class="n">describe_jobs</span><span class="p">(</span><span class="n">jobs</span><span class="o">=</span><span class="p">[</span><span class="n">job_id</span><span class="p">])</span>
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">parse_job_description</span><span class="p">(</span><span class="n">job_id</span><span class="p">,</span> <span class="n">response</span><span class="p">)</span>
<span class="k">except</span> <span class="n">botocore</span><span class="o">.</span><span class="n">exceptions</span><span class="o">.</span><span class="n">ClientError</span> <span class="k">as</span> <span class="n">err</span><span class="p">:</span>
<span class="n">error</span> <span class="o">=</span> <span class="n">err</span><span class="o">.</span><span class="n">response</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;Error&quot;</span><span class="p">,</span> <span class="p">{})</span>
<span class="k">if</span> <span class="n">error</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;Code&quot;</span><span class="p">)</span> <span class="o">==</span> <span class="s2">&quot;TooManyRequestsException&quot;</span><span class="p">:</span>
<span class="k">pass</span> <span class="c1"># allow it to retry, if possible</span>
<span class="k">else</span><span class="p">:</span>
<span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;AWS Batch job (</span><span class="si">{</span><span class="n">job_id</span><span class="si">}</span><span class="s2">) description error: </span><span class="si">{</span><span class="n">err</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
<span class="n">retries</span> <span class="o">+=</span> <span class="mi">1</span>
<span class="k">if</span> <span class="n">retries</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">status_retries</span><span class="p">:</span>
<span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span>
<span class="s2">&quot;AWS Batch job (</span><span class="si">{}</span><span class="s2">) description error: exceeded &quot;</span>
<span class="s2">&quot;status_retries (</span><span class="si">{}</span><span class="s2">)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">job_id</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">status_retries</span><span class="p">)</span>
<span class="p">)</span>
<span class="n">pause</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">exponential_delay</span><span class="p">(</span><span class="n">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="s2">&quot;AWS Batch job (</span><span class="si">%s</span><span class="s2">) description retry (</span><span class="si">%d</span><span class="s2"> of </span><span class="si">%d</span><span class="s2">) in the next </span><span class="si">%.2f</span><span class="s2"> seconds&quot;</span><span class="p">,</span>
<span class="n">job_id</span><span class="p">,</span>
<span class="n">retries</span><span class="p">,</span>
<span class="bp">self</span><span class="o">.</span><span class="n">status_retries</span><span class="p">,</span>
<span class="n">pause</span><span class="p">,</span>
<span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">delay</span><span class="p">(</span><span class="n">pause</span><span class="p">)</span></div>
<span class="nd">@staticmethod</span>
<div class="viewcode-block" id="AwsBatchClientHook.parse_job_description"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/amazon/aws/hooks/batch_client/index.html#airflow.providers.amazon.aws.hooks.batch_client.AwsBatchClientHook.parse_job_description">[docs]</a> <span class="k">def</span> <span class="nf">parse_job_description</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">response</span><span class="p">:</span> <span class="n">Dict</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">:</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Parse job description to extract description for job_id</span>
<span class="sd"> :param job_id: a batch job ID</span>
<span class="sd"> :type job_id: str</span>
<span class="sd"> :param response: an API response for describe jobs</span>
<span class="sd"> :type response: Dict</span>
<span class="sd"> :return: an API response to describe job_id</span>
<span class="sd"> :rtype: Dict</span>
<span class="sd"> :raises: AirflowException</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="n">jobs</span> <span class="o">=</span> <span class="n">response</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;jobs&quot;</span><span class="p">,</span> <span class="p">[])</span>
<span class="n">matching_jobs</span> <span class="o">=</span> <span class="p">[</span><span class="n">job</span> <span class="k">for</span> <span class="n">job</span> <span class="ow">in</span> <span class="n">jobs</span> <span class="k">if</span> <span class="n">job</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;jobId&quot;</span><span class="p">)</span> <span class="o">==</span> <span class="n">job_id</span><span class="p">]</span>
<span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">matching_jobs</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">AirflowException</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;AWS Batch job (</span><span class="si">{</span><span class="n">job_id</span><span class="si">}</span><span class="s2">) description error: response: </span><span class="si">{</span><span class="n">response</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
<span class="k">return</span> <span class="n">matching_jobs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span></div>
<span class="nd">@staticmethod</span>
<div class="viewcode-block" id="AwsBatchClientHook.add_jitter"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/amazon/aws/hooks/batch_client/index.html#airflow.providers.amazon.aws.hooks.batch_client.AwsBatchClientHook.add_jitter">[docs]</a> <span class="k">def</span> <span class="nf">add_jitter</span><span class="p">(</span>
<span class="n">delay</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">],</span> <span class="n">width</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">minima</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
<span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Use delay +/- width for random jitter</span>
<span class="sd"> Adding jitter to status polling can help to avoid</span>
<span class="sd"> AWS batch API limits for monitoring batch jobs with</span>
<span class="sd"> a high concurrency in Airflow tasks.</span>
<span class="sd"> :param delay: number of seconds to pause;</span>
<span class="sd"> delay is assumed to be a positive number</span>
<span class="sd"> :type delay: Union[int, float]</span>
<span class="sd"> :param width: delay +/- width for random jitter;</span>
<span class="sd"> width is assumed to be a positive number</span>
<span class="sd"> :type width: Union[int, float]</span>
<span class="sd"> :param minima: minimum delay allowed;</span>
<span class="sd"> minima is assumed to be a non-negative number</span>
<span class="sd"> :type minima: Union[int, float]</span>
<span class="sd"> :return: uniform(delay - width, delay + width) jitter</span>
<span class="sd"> and it is a non-negative number</span>
<span class="sd"> :rtype: float</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="n">delay</span> <span class="o">=</span> <span class="nb">abs</span><span class="p">(</span><span class="n">delay</span><span class="p">)</span>
<span class="n">width</span> <span class="o">=</span> <span class="nb">abs</span><span class="p">(</span><span class="n">width</span><span class="p">)</span>
<span class="n">minima</span> <span class="o">=</span> <span class="nb">abs</span><span class="p">(</span><span class="n">minima</span><span class="p">)</span>
<span class="n">lower</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">minima</span><span class="p">,</span> <span class="n">delay</span> <span class="o">-</span> <span class="n">width</span><span class="p">)</span>
<span class="n">upper</span> <span class="o">=</span> <span class="n">delay</span> <span class="o">+</span> <span class="n">width</span>
<span class="k">return</span> <span class="n">uniform</span><span class="p">(</span><span class="n">lower</span><span class="p">,</span> <span class="n">upper</span><span class="p">)</span></div>
<span class="nd">@staticmethod</span>
<div class="viewcode-block" id="AwsBatchClientHook.delay"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/amazon/aws/hooks/batch_client/index.html#airflow.providers.amazon.aws.hooks.batch_client.AwsBatchClientHook.delay">[docs]</a> <span class="k">def</span> <span class="nf">delay</span><span class="p">(</span><span class="n">delay</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="kc">None</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Pause execution for ``delay`` seconds.</span>
<span class="sd"> :param delay: a delay to pause execution using ``time.sleep(delay)``;</span>
<span class="sd"> a small 1 second jitter is applied to the delay.</span>
<span class="sd"> :type delay: Optional[Union[int, float]]</span>
<span class="sd"> .. note::</span>
<span class="sd"> This method uses a default random delay, i.e.</span>
<span class="sd"> ``random.uniform(DEFAULT_DELAY_MIN, DEFAULT_DELAY_MAX)``;</span>
<span class="sd"> using a random interval helps to avoid AWS API throttle limits</span>
<span class="sd"> when many concurrent tasks request job-descriptions.</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="k">if</span> <span class="n">delay</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
<span class="n">delay</span> <span class="o">=</span> <span class="n">uniform</span><span class="p">(</span><span class="n">AwsBatchClientHook</span><span class="o">.</span><span class="n">DEFAULT_DELAY_MIN</span><span class="p">,</span> <span class="n">AwsBatchClientHook</span><span class="o">.</span><span class="n">DEFAULT_DELAY_MAX</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">delay</span> <span class="o">=</span> <span class="n">AwsBatchClientHook</span><span class="o">.</span><span class="n">add_jitter</span><span class="p">(</span><span class="n">delay</span><span class="p">)</span>
<span class="n">sleep</span><span class="p">(</span><span class="n">delay</span><span class="p">)</span></div>
<span class="nd">@staticmethod</span>
<div class="viewcode-block" id="AwsBatchClientHook.exponential_delay"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/amazon/aws/hooks/batch_client/index.html#airflow.providers.amazon.aws.hooks.batch_client.AwsBatchClientHook.exponential_delay">[docs]</a> <span class="k">def</span> <span class="nf">exponential_delay</span><span class="p">(</span><span class="n">tries</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> An exponential back-off delay, with random jitter. There is a maximum</span>
<span class="sd"> interval of 10 minutes (with random jitter between 3 and 10 minutes).</span>
<span class="sd"> This is used in the :py:meth:`.poll_for_job_status` method.</span>
<span class="sd"> :param tries: Number of tries</span>
<span class="sd"> :type tries: int</span>
<span class="sd"> :rtype: float</span>
<span class="sd"> Examples of behavior:</span>
<span class="sd"> .. code-block:: python</span>
<span class="sd"> def exp(tries):</span>
<span class="sd"> max_interval = 600.0 # 10 minutes in seconds</span>
<span class="sd"> delay = 1 + pow(tries * 0.6, 2)</span>
<span class="sd"> delay = min(max_interval, delay)</span>
<span class="sd"> print(delay / 3, delay)</span>
<span class="sd"> for tries in range(10):</span>
<span class="sd"> exp(tries)</span>
<span class="sd"> # 0.33 1.0</span>
<span class="sd"> # 0.45 1.35</span>
<span class="sd"> # 0.81 2.44</span>
<span class="sd"> # 1.41 4.23</span>
<span class="sd"> # 2.25 6.76</span>
<span class="sd"> # 3.33 10.00</span>
<span class="sd"> # 4.65 13.95</span>
<span class="sd"> # 6.21 18.64</span>
<span class="sd"> # 8.01 24.04</span>
<span class="sd"> # 10.05 30.15</span>
<span class="sd"> .. seealso::</span>
<span class="sd"> - https://docs.aws.amazon.com/general/latest/gr/api-retries.html</span>
<span class="sd"> - https://aws.amazon.com/blogs/architecture/exponential-backoff-and-jitter/</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="n">max_interval</span> <span class="o">=</span> <span class="mf">600.0</span> <span class="c1"># results in 3 to 10 minute delay</span>
<span class="n">delay</span> <span class="o">=</span> <span class="mi">1</span> <span class="o">+</span> <span class="nb">pow</span><span class="p">(</span><span class="n">tries</span> <span class="o">*</span> <span class="mf">0.6</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
<span class="n">delay</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="n">max_interval</span><span class="p">,</span> <span class="n">delay</span><span class="p">)</span>
<span class="k">return</span> <span class="n">uniform</span><span class="p">(</span><span class="n">delay</span> <span class="o">/</span> <span class="mi">3</span><span class="p">,</span> <span class="n">delay</span><span class="p">)</span></div></div>
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