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| <div class="section" id="upgrade-check-script"> |
| <h1>Upgrade Check Script<a class="headerlink" href="#upgrade-check-script" title="Permalink to this headline">¶</a></h1> |
| <div class="contents local topic" id="contents"> |
| <ul class="simple"> |
| <li><p><a class="reference internal" href="#getting-the-airflow-upgrade-check-package" id="id1">Getting the Airflow Upgrade Check Package</a></p></li> |
| <li><p><a class="reference internal" href="#running-the-airflow-upgrade-check-package" id="id2">Running the Airflow Upgrade Check Package</a></p></li> |
| <li><p><a class="reference internal" href="#understanding-what-is-being-checked" id="id3">Understanding what is being checked</a></p></li> |
| <li><p><a class="reference internal" href="#applying-the-recommendations" id="id4">Applying the Recommendations</a></p></li> |
| <li><p><a class="reference internal" href="#turning-off-checks" id="id5">Turning off checks</a></p></li> |
| <li><p><a class="reference internal" href="#adding-custom-checks" id="id6">Adding custom checks</a></p></li> |
| </ul> |
| </div> |
| <div class="section" id="getting-the-airflow-upgrade-check-package"> |
| <span id="upgrade-check"></span><h2><a class="toc-backref" href="#id1">Getting the Airflow Upgrade Check Package</a><a class="headerlink" href="#getting-the-airflow-upgrade-check-package" title="Permalink to this headline">¶</a></h2> |
| <p>Apache Airflow is published as <code class="docutils literal notranslate"><span class="pre">apache-airflow</span></code> package in PyPI. The Upgrade Check Script is part of a |
| separate Python Package, since it is separate from the core Apache Airflow package and is only needed for |
| a period of time and specifically only for upgrading from Airflow 1.10 releases to Airflow 2.0.</p> |
| <p>While there has been a lot of work put into making this upgrade as easy as possible, there are some |
| changes which are compatible between Airflow 1.10 and Airflow 2.0. In order to make this as simple to |
| navigate, we recommend that people first upgrade to the latest release in the 1.10 series (at the |
| time of writing: 1.10.15) and then to download this package and run the script as detailed below.</p> |
| <div class="admonition note"> |
| <p class="admonition-title">Note</p> |
| <p>Only <code class="docutils literal notranslate"><span class="pre">pip</span></code> installation is currently officially supported.</p> |
| <p>While they are some successes with using other tools like <a class="reference external" href="https://python-poetry.org/">poetry</a> or |
| <a class="reference external" href="https://pypi.org/project/pip-tools/">pip-tools</a>, they do not share the same workflow as |
| <code class="docutils literal notranslate"><span class="pre">pip</span></code> - especially when it comes to constraint vs. requirements management. |
| Installing via <code class="docutils literal notranslate"><span class="pre">Poetry</span></code> or <code class="docutils literal notranslate"><span class="pre">pip-tools</span></code> is not currently supported.</p> |
| <p>If you wish to install airflow using those tools you should use the constraint files and convert |
| them to appropriate format and workflow that your tool requires.</p> |
| </div> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>pip install apache-airflow-upgrade-check |
| </pre></div> |
| </div> |
| <p>This will install the latest version of the Airflow Upgrade check package.</p> |
| </div> |
| <div class="section" id="running-the-airflow-upgrade-check-package"> |
| <h2><a class="toc-backref" href="#id2">Running the Airflow Upgrade Check Package</a><a class="headerlink" href="#running-the-airflow-upgrade-check-package" title="Permalink to this headline">¶</a></h2> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>airflow upgrade_check |
| </pre></div> |
| </div> |
| <p>This will print out to the screen a number of actions that should be taken before upgrading the Airflow |
| release to 2.0.0 or higher.</p> |
| <p>The exit code of the command will be 0 (success) if no problems are found in running the command, or 1 if |
| problems were encountered in running the check.</p> |
| <p>A sample output as a result of a successful run of the upgrade check is shown below.</p> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="o">==============================================</span> <span class="nv">STATUS</span> <span class="o">============================================</span> |
| |
| Check <span class="k">for</span> latest versions of apache-airflow and checker..................................SUCCESS |
| Remove airflow.AirflowMacroPlugin class..................................................SUCCESS |
| Chain between DAG and operator not allowed...............................................SUCCESS |
| Connection.conn_id is not unique.........................................................SUCCESS |
| Connection.conn_type is not nullable.....................................................SUCCESS |
| Fernet is enabled by default.............................................................FAIL |
| GCP service account key deprecation......................................................SUCCESS |
| Changes <span class="k">in</span> import paths of hooks, operators, sensors and others..........................FAIL |
| Users must delete deprecated configs <span class="k">for</span> KubernetesExecutor..............................FAIL |
| Legacy UI is deprecated by default.......................................................SUCCESS |
| Logging configuration has been moved to new section......................................FAIL |
| Removal of Mesos Executor................................................................SUCCESS |
| Users must <span class="nb">set</span> a kubernetes.pod_template_file value......................................FAIL |
| SendGrid email uses old airflow.contrib module...........................................SUCCESS |
| Changes <span class="k">in</span> import path of remote task handlers...........................................SUCCESS |
| Jinja Template Variables cannot be undefined.............................................FAIL |
| Found <span class="m">7</span> problems. |
| |
| <span class="o">==========================================</span> <span class="nv">RECOMMENDATIONS</span> <span class="o">========================================</span> |
| |
| Fernet is enabled by default |
| ---------------------------- |
| The fernet mechanism is enabled by default to increase the security of the default installation. |
| |
| Problems: |
| |
| <span class="m">1</span>. fernet_key <span class="k">in</span> airflow.cfg must be explicitly <span class="nb">set</span> empty as fernet mechanism is enabledby default. This means that the apache-airflow<span class="o">[</span>crypto<span class="o">]</span> extra-packages are always installed.However, this requires that your operating system has libffi-dev installed. |
| |
| Changes <span class="k">in</span> import paths of hooks, operators, sensors and others |
| --------------------------------------------------------------- |
| Many hooks, operators and other classes has been renamed and moved. Those changes were part of unifying names and imports paths as described <span class="k">in</span> AIP-21. |
| The contrib folder has been replaced by providers directory and packages: |
| https://github.com/apache/airflow#backport-packages |
| |
| Problems: |
| |
| <span class="m">1</span>. Using <span class="sb">``</span>airflow.operators.python_operator.PythonOperator<span class="sb">``</span> will be replaced by <span class="sb">``</span>airflow.operators.python.PythonOperator<span class="sb">``</span>. Affected file: |
| </pre></div> |
| </div> |
| <p>The following sections describe what is being done and how to apply the recommendations shown above. |
| Please note that the above results shown are only a partial set, where only the first |
| two of the seven problems identified are shown in the section above. In reality, |
| all the problems are shown on the screen.</p> |
| </div> |
| <div class="section" id="understanding-what-is-being-checked"> |
| <h2><a class="toc-backref" href="#id3">Understanding what is being checked</a><a class="headerlink" href="#understanding-what-is-being-checked" title="Permalink to this headline">¶</a></h2> |
| <p>The Upgrade Check checks the configuration data from airflow.cfg, the meta data from the Airflow |
| database, as well as the DAGs which have been set up in the current Airflow environment.</p> |
| <p>Using the above results as an example, there are two specific problems which have |
| been identified.</p> |
| <p>The first problem is identified in the configuration file airflow.cfg where the current configuration |
| option for the fernet_key is no longer acceptable and needs to be changed. This is because as of |
| Airflow 2.0, the fernet_key cannot be left empty, but needs to have a defined value. Examining the |
| problematic airflow.cfg and searching for the fernet_key entries would show the following:</p> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="nv">fernet_key</span> <span class="o">=</span> |
| </pre></div> |
| </div> |
| <p>The second problem was identified in one of the DAGs. In this case, this import |
| statement for the <code class="docutils literal notranslate"><span class="pre">PythonOperator</span></code> needs to be changed, since the location is different |
| in Airflow 2.0. Examining the DAG file would probably show the following:</p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">airflow.operators.python_operator</span> <span class="kn">import</span> <span class="n">PythonOperator</span> |
| </pre></div> |
| </div> |
| <p>We will discuss how to fix these and make them compatible with Airflow 2.0 in the next |
| section.</p> |
| </div> |
| <div class="section" id="applying-the-recommendations"> |
| <h2><a class="toc-backref" href="#id4">Applying the Recommendations</a><a class="headerlink" href="#applying-the-recommendations" title="Permalink to this headline">¶</a></h2> |
| <p>In most cases, the Recommendations result section of the Upgrade check contains |
| enough information to make the change.</p> |
| <p>For the first problem identified above with respect to the fernet_key, the solution is |
| to enter a valid value in the Airflow Configuration file airflow.cfg for the fernet_key.</p> |
| <p>For the second problem, looking at the source of the DAG file and changing the import |
| statement for the Python Operator to be as follows will make this DAG work in Airflow 2.0.</p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">airflow.operators.python</span> <span class="kn">import</span> <span class="n">PythonOperator</span> |
| </pre></div> |
| </div> |
| <p>However, at the time of writing, this is incompatible in Airflow 1.10.15. So, this change |
| can only be made while moving to Airflow 2.0.</p> |
| </div> |
| <div class="section" id="turning-off-checks"> |
| <h2><a class="toc-backref" href="#id5">Turning off checks</a><a class="headerlink" href="#turning-off-checks" title="Permalink to this headline">¶</a></h2> |
| <p>Advanced Airflow users or those with multiple Airflow deployments may want to |
| customize the Upgrade Checks to their environment by turning off certain |
| checks which are not applicable to them. An example of this is users with |
| Airflow deployments not using the <code class="docutils literal notranslate"><span class="pre">KubernetesPodOperator</span></code> may want to turn off upgrade |
| checks related to the <code class="docutils literal notranslate"><span class="pre">KubernetesPodOperator</span></code>.</p> |
| <p>This can be done by creating an “upgrade config file” in YAML as shown below:</p> |
| <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">ignored_rules</span><span class="p">:</span> |
| <span class="o">-</span> <span class="n">PodTemplateFileRule</span> |
| </pre></div> |
| </div> |
| <p>To use this configuration file (named <code class="docutils literal notranslate"><span class="pre">upgrade-configuration.yaml</span></code> for this |
| example) while running the upgrade check script, use the following command syntax:</p> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>airflow upgrade_check --config<span class="o">=</span>./upgrade-configuration.yaml |
| </pre></div> |
| </div> |
| </div> |
| <div class="section" id="adding-custom-checks"> |
| <h2><a class="toc-backref" href="#id6">Adding custom checks</a><a class="headerlink" href="#adding-custom-checks" title="Permalink to this headline">¶</a></h2> |
| <p>Advanced Airflow users or those with multiple Airflow deployments may also |
| want to add additional upgrade checks for specific elements in their |
| environment whether it is DAGs or configuration related.</p> |
| <p>These additional checks should be defined in a Python class and added as |
| <code class="docutils literal notranslate"><span class="pre">custom_rules</span></code> in the “upgrade config file” as shown below:</p> |
| <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">custom_rules</span><span class="p">:</span> |
| <span class="o">-</span> <span class="n">path</span><span class="o">.</span><span class="n">CustomCheckClass1</span> |
| <span class="o">-</span> <span class="n">path</span><span class="o">.</span><span class="n">CustomCheckClass2</span> |
| </pre></div> |
| </div> |
| <p>Now, invoke the upgrade check script using this configuration file as shown |
| below (the config file is named <code class="docutils literal notranslate"><span class="pre">upgrade-configuration.yaml</span></code> in |
| this example):</p> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>airflow upgrade_check --config<span class="o">=</span>./upgrade-configuration.yaml |
| </pre></div> |
| </div> |
| </div> |
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