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| <div class="section" id="modules-management"> |
| <h1>Modules Management<a class="headerlink" href="#modules-management" title="Permalink to this headline">¶</a></h1> |
| <p>Airflow allows you to use your own Python modules in the DAG and in the |
| Airflow configuration. The following article will describe how you can |
| create your own module so that Airflow can load it correctly, as well as |
| diagnose problems when modules are not loaded properly.</p> |
| <div class="section" id="packages-loading-in-python"> |
| <h2>Packages Loading in Python<a class="headerlink" href="#packages-loading-in-python" title="Permalink to this headline">¶</a></h2> |
| <p>The list of directories from which Python tries to load the module is given |
| by the variable <code class="docutils literal notranslate"><span class="pre">sys.path</span></code>. Python really tries to |
| <a class="reference external" href="https://stackoverflow.com/a/38403654">intelligently determine the contents of</a> |
| of this variable, including depending on the operating system and how Python |
| is installed and which Python version is used.</p> |
| <p>You can check the contents of this variable for the current Python environment |
| by running an interactive terminal as in the example below:</p> |
| <div class="highlight-pycon notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="kn">import</span> <span class="nn">sys</span> |
| <span class="gp">>>> </span><span class="kn">from</span> <span class="nn">pprint</span> <span class="kn">import</span> <span class="n">pprint</span> |
| <span class="gp">>>> </span><span class="n">pprint</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">path</span><span class="p">)</span> |
| <span class="go">['',</span> |
| <span class="go"> '/home/arch/.pyenv/versions/3.7.4/lib/python37.zip',</span> |
| <span class="go"> '/home/arch/.pyenv/versions/3.7.4/lib/python3.7',</span> |
| <span class="go"> '/home/arch/.pyenv/versions/3.7.4/lib/python3.7/lib-dynload',</span> |
| <span class="go"> '/home/arch/venvs/airflow/lib/python3.7/site-packages']</span> |
| </pre></div> |
| </div> |
| <p><code class="docutils literal notranslate"><span class="pre">sys.path</span></code> is initialized during program startup. The first precedence is |
| given to the current directory, i.e, <code class="docutils literal notranslate"><span class="pre">path[0]</span></code> is the directory containing |
| the current script that was used to invoke or an empty string in case it was |
| an interactive shell. Second precedence is given to the <code class="docutils literal notranslate"><span class="pre">PYTHONPATH</span></code> if provided, |
| followed by installation-dependent default paths which is managed by |
| <a class="reference external" href="https://docs.python.org/3/library/site.html#module-site">site</a> module.</p> |
| <p><code class="docutils literal notranslate"><span class="pre">sys.path</span></code> can also be modified during a Python session by simply using append |
| (for example, <code class="docutils literal notranslate"><span class="pre">sys.path.append("/path/to/custom/package")</span></code>). Python will start |
| searching for packages in the newer paths once they’re added. Airflow makes use |
| of this feature as described in the section <a class="reference internal" href="#additional-modules-in-airflow"><span class="std std-ref">Additional modules in Airflow</span></a>.</p> |
| <p>In the variable <code class="docutils literal notranslate"><span class="pre">sys.path</span></code> there is a directory <code class="docutils literal notranslate"><span class="pre">site-packages</span></code> which |
| contains the installed <strong>external packages</strong>, which means you can install |
| packages with <code class="docutils literal notranslate"><span class="pre">pip</span></code> or <code class="docutils literal notranslate"><span class="pre">anaconda</span></code> and you can use them in Airflow. |
| In the next section, you will learn how to create your own simple |
| installable package and how to specify additional directories to be added |
| to <code class="docutils literal notranslate"><span class="pre">sys.path</span></code> using the environment variable <span class="target" id="index-0"></span><a class="reference external" href="https://docs.python.org/3/using/cmdline.html#envvar-PYTHONPATH" title="(in Python v3.9)"><code class="xref std std-envvar docutils literal notranslate"><span class="pre">PYTHONPATH</span></code></a>.</p> |
| </div> |
| <div class="section" id="creating-a-package-in-python"> |
| <h2>Creating a package in Python<a class="headerlink" href="#creating-a-package-in-python" title="Permalink to this headline">¶</a></h2> |
| <ol class="arabic simple"> |
| <li><p>Before starting, install the following packages:</p></li> |
| </ol> |
| <p><code class="docutils literal notranslate"><span class="pre">setuptools</span></code>: setuptools is a package development process library designed |
| for creating and distributing Python packages.</p> |
| <p><code class="docutils literal notranslate"><span class="pre">wheel</span></code>: The wheel package provides a bdist_wheel command for setuptools. It |
| creates .whl file which is directly installable through the <code class="docutils literal notranslate"><span class="pre">pip</span> <span class="pre">install</span></code> |
| command. We can then upload the same file to <a class="reference external" href="pypi.org">PyPI</a>.</p> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>pip install --upgrade pip setuptools wheel |
| </pre></div> |
| </div> |
| <ol class="arabic simple" start="2"> |
| <li><p>Create the package directory - in our case, we will call it <code class="docutils literal notranslate"><span class="pre">airflow_operators</span></code>.</p></li> |
| </ol> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>mkdir airflow_operators |
| </pre></div> |
| </div> |
| <ol class="arabic simple" start="3"> |
| <li><p>Create the file <code class="docutils literal notranslate"><span class="pre">__init__.py</span></code> inside the package and add following code:</p></li> |
| </ol> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">"Hello from airflow_operators"</span><span class="p">)</span> |
| </pre></div> |
| </div> |
| <p>When we import this package, it should print the above message.</p> |
| <ol class="arabic simple" start="4"> |
| <li><p>Create <code class="docutils literal notranslate"><span class="pre">setup.py</span></code>:</p></li> |
| </ol> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">setuptools</span> |
| |
| <span class="n">setuptools</span><span class="o">.</span><span class="n">setup</span><span class="p">(</span> |
| <span class="n">name</span><span class="o">=</span><span class="s1">'airflow_operators'</span><span class="p">,</span> |
| <span class="p">)</span> |
| </pre></div> |
| </div> |
| <ol class="arabic simple" start="5"> |
| <li><p>Build the wheel:</p></li> |
| </ol> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>python setup.py bdist_wheel |
| </pre></div> |
| </div> |
| <p>This will create a few directories in the project and the overall structure will |
| look like following:</p> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>. |
| ├── airflow_operators |
| │ ├── __init__.py |
| ├── airflow_operators.egg-info |
| │ ├── PKG-INFO |
| │ ├── SOURCES.txt |
| │ ├── dependency_links.txt |
| │ └── top_level.txt |
| ├── build |
| │ └── bdist.macosx-10.15-x86_64 |
| ├── dist |
| │ └── airflow_operators-0.0.0-py3-none-any.whl |
| └── setup.py |
| </pre></div> |
| </div> |
| <ol class="arabic simple" start="6"> |
| <li><p>Install the .whl file using pip:</p></li> |
| </ol> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>pip install dist/airflow_operators-0.0.0-py3-none-any.whl |
| </pre></div> |
| </div> |
| <ol class="arabic simple" start="7"> |
| <li><p>The package is now ready to use!</p></li> |
| </ol> |
| <div class="highlight-pycon notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="kn">import</span> <span class="nn">airflow_operators</span> |
| <span class="go">Hello from airflow_operators</span> |
| <span class="go">>>></span> |
| </pre></div> |
| </div> |
| <p>The package can be removed using pip command:</p> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>pip uninstall airflow_operators |
| </pre></div> |
| </div> |
| <p>For more details on how to create to create and publish python packages, |
| see <a class="reference external" href="https://packaging.python.org/tutorials/packaging-projects/">Packaging Python Projects</a>.</p> |
| </div> |
| <div class="section" id="adding-directories-to-the-path"> |
| <h2>Adding directories to the path<a class="headerlink" href="#adding-directories-to-the-path" title="Permalink to this headline">¶</a></h2> |
| <p>You can specify additional directories to be added to <code class="docutils literal notranslate"><span class="pre">sys.path</span></code> using the |
| environment variable <span class="target" id="index-1"></span><a class="reference external" href="https://docs.python.org/3/using/cmdline.html#envvar-PYTHONPATH" title="(in Python v3.9)"><code class="xref std std-envvar docutils literal notranslate"><span class="pre">PYTHONPATH</span></code></a>. Start the python shell by providing |
| the path to root of your project using the following command:</p> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="nv">PYTHONPATH</span><span class="o">=</span>/home/arch/projects/airflow_operators python |
| </pre></div> |
| </div> |
| <p>The <code class="docutils literal notranslate"><span class="pre">sys.path</span></code> variable will look like below:</p> |
| <div class="highlight-pycon notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="kn">import</span> <span class="nn">sys</span> |
| <span class="gp">>>> </span><span class="kn">from</span> <span class="nn">pprint</span> <span class="kn">import</span> <span class="n">pprint</span> |
| <span class="gp">>>> </span><span class="n">pprint</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">path</span><span class="p">)</span> |
| <span class="go">['',</span> |
| <span class="go"> '/home/arch/projects/airflow_operators'</span> |
| <span class="go"> '/home/arch/.pyenv/versions/3.7.4/lib/python37.zip',</span> |
| <span class="go"> '/home/arch/.pyenv/versions/3.7.4/lib/python3.7',</span> |
| <span class="go"> '/home/arch/.pyenv/versions/3.7.4/lib/python3.7/lib-dynload',</span> |
| <span class="go"> '/home/arch/venvs/airflow/lib/python3.7/site-packages']</span> |
| </pre></div> |
| </div> |
| <p>As we can see that our provided directory is now added to the path, let’s |
| try to import the package now:</p> |
| <div class="highlight-pycon notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="kn">import</span> <span class="nn">airflow_operators</span> |
| <span class="go">Hello from airflow_operators</span> |
| <span class="go">>>></span> |
| </pre></div> |
| </div> |
| <p>We can also use <span class="target" id="index-2"></span><a class="reference external" href="https://docs.python.org/3/using/cmdline.html#envvar-PYTHONPATH" title="(in Python v3.9)"><code class="xref std std-envvar docutils literal notranslate"><span class="pre">PYTHONPATH</span></code></a> variable with the airflow commands. |
| For example, if we run the following airflow command:</p> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="nv">PYTHONPATH</span><span class="o">=</span>/home/arch/projects/airflow_operators airflow info |
| </pre></div> |
| </div> |
| <p>We’ll see the <code class="docutils literal notranslate"><span class="pre">Python</span> <span class="pre">PATH</span></code> updated with our mentioned <span class="target" id="index-3"></span><a class="reference external" href="https://docs.python.org/3/using/cmdline.html#envvar-PYTHONPATH" title="(in Python v3.9)"><code class="xref std std-envvar docutils literal notranslate"><span class="pre">PYTHONPATH</span></code></a> |
| value as shown below:</p> |
| <div class="highlight-none notranslate"><div class="highlight"><pre><span></span>Python PATH: [/home/arch/venv/bin:/home/arch/projects/airflow_operators:/usr/lib/python38.zip:/usr/lib/python3.8:/usr/lib/python3.8/lib-dynload:/home/arch/venv/lib/python3.8/site-packages:/home/arch/airflow/dags:/home/arch/airflow/config:/home/arch/airflow/plugins] |
| </pre></div> |
| </div> |
| </div> |
| <div class="section" id="additional-modules-in-airflow"> |
| <span id="id1"></span><h2>Additional modules in Airflow<a class="headerlink" href="#additional-modules-in-airflow" title="Permalink to this headline">¶</a></h2> |
| <p>Airflow adds three additional directories to the <code class="docutils literal notranslate"><span class="pre">sys.path</span></code>:</p> |
| <ul class="simple"> |
| <li><p>DAGS folder: It is configured with option <code class="docutils literal notranslate"><span class="pre">dags_folder</span></code> in section <code class="docutils literal notranslate"><span class="pre">[core]</span></code>.</p></li> |
| <li><p>Config folder: It is configured by setting <code class="docutils literal notranslate"><span class="pre">AIRFLOW_HOME</span></code> variable (<code class="docutils literal notranslate"><span class="pre">{AIRFLOW_HOME}/config</span></code>) by default.</p></li> |
| <li><p>Plugins Folder: It is configured with option <code class="docutils literal notranslate"><span class="pre">plugins_folder</span></code> in section <code class="docutils literal notranslate"><span class="pre">[core]</span></code>.</p></li> |
| </ul> |
| <p>You can also see the exact paths using the <code class="docutils literal notranslate"><span class="pre">airflow</span> <span class="pre">info</span></code> command, |
| and use them similar to directories specified with the environment variable |
| <span class="target" id="index-4"></span><a class="reference external" href="https://docs.python.org/3/using/cmdline.html#envvar-PYTHONPATH" title="(in Python v3.9)"><code class="xref std std-envvar docutils literal notranslate"><span class="pre">PYTHONPATH</span></code></a>. An example of the contents of the sys.path variable |
| specified by this command may be as follows:</p> |
| <p>Python PATH: [/home/rootcss/venvs/airflow/bin:/usr/lib/python38.zip:/usr/lib/python3.8:/usr/lib/python3.8/lib-dynload:/home/rootcss/venvs/airflow/lib/python3.8/site-packages:/home/rootcss/airflow/dags:/home/rootcss/airflow/config:/home/rootcss/airflow/plugins]</p> |
| <p>Below is the sample output of the <code class="docutils literal notranslate"><span class="pre">airflow</span> <span class="pre">info</span></code> command:</p> |
| <div class="admonition seealso"> |
| <p class="admonition-title">See also</p> |
| <p><a class="reference internal" href="plugins.html#plugins-loading"><span class="std std-ref">When are plugins (re)loaded?</span></a></p> |
| </div> |
| <div class="highlight-none notranslate"><div class="highlight"><pre><span></span>Apache Airflow: 2.0.0b3 |
| |
| System info |
| OS | Linux |
| architecture | x86_64 |
| uname | uname_result(system='Linux', node='85cd7ab7018e', release='4.19.76-linuxkit', version='#1 SMP Tue May 26 11:42:35 UTC 2020', machine='x86_64', processor='') |
| locale | ('en_US', 'UTF-8') |
| python_version | 3.8.6 (default, Nov 25 2020, 02:47:44) [GCC 8.3.0] |
| python_location | /usr/local/bin/python |
| |
| Tools info |
| git | git version 2.20.1 |
| ssh | OpenSSH_7.9p1 Debian-10+deb10u2, OpenSSL 1.1.1d 10 Sep 2019 |
| kubectl | NOT AVAILABLE |
| gcloud | NOT AVAILABLE |
| cloud_sql_proxy | NOT AVAILABLE |
| mysql | mysql Ver 8.0.22 for Linux on x86_64 (MySQL Community Server - GPL) |
| sqlite3 | 3.27.2 2019-02-25 16:06:06 bd49a8271d650fa89e446b42e513b595a717b9212c91dd384aab871fc1d0alt1 |
| psql | psql (PostgreSQL) 11.9 (Debian 11.9-0+deb10u1) |
| |
| Paths info |
| airflow_home | /root/airflow |
| system_path | /opt/bats/bin:/usr/local/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin |
| python_path | /usr/local/bin:/opt/airflow:/files/plugins:/usr/local/lib/python38.zip:/usr/local/lib/python3.8:/usr/ |
| | local/lib/python3.8/lib-dynload:/usr/local/lib/python3.8/site-packages:/files/dags:/root/airflow/conf |
| | ig:/root/airflow/plugins |
| airflow_on_path | True |
| |
| Config info |
| executor | LocalExecutor |
| task_logging_handler | airflow.utils.log.file_task_handler.FileTaskHandler |
| sql_alchemy_conn | postgresql+psycopg2://postgres:airflow@postgres/airflow |
| dags_folder | /files/dags |
| plugins_folder | /root/airflow/plugins |
| base_log_folder | /root/airflow/logs |
| |
| Providers info |
| apache-airflow-providers-amazon | 1.0.0b2 |
| apache-airflow-providers-apache-cassandra | 1.0.0b2 |
| apache-airflow-providers-apache-druid | 1.0.0b2 |
| apache-airflow-providers-apache-hdfs | 1.0.0b2 |
| apache-airflow-providers-apache-hive | 1.0.0b2 |
| </pre></div> |
| </div> |
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