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Posted to commits@airflow.apache.org by cr...@apache.org on 2018/01/03 17:48:22 UTC

[22/35] incubator-airflow-site git commit: 1.9.0

http://git-wip-us.apache.org/repos/asf/incubator-airflow-site/blob/28a3eb60/_modules/airflow/operators/docker_operator.html
----------------------------------------------------------------------
diff --git a/_modules/airflow/operators/docker_operator.html b/_modules/airflow/operators/docker_operator.html
index 06aa65e..10ff19a 100644
--- a/_modules/airflow/operators/docker_operator.html
+++ b/_modules/airflow/operators/docker_operator.html
@@ -13,6 +13,8 @@
 
   
   
+  
+  
 
   
 
@@ -30,6 +32,9 @@
   
 
   
+        <link rel="index" title="Index"
+              href="../../../genindex.html"/>
+        <link rel="search" title="Search" href="../../../search.html"/>
     <link rel="top" title="Airflow Documentation" href="../../../index.html"/>
         <link rel="up" title="Module code" href="../../index.html"/> 
 
@@ -40,6 +45,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -76,7 +82,10 @@
           
             
             
-                <ul>
+              
+            
+            
+              <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../project.html">Project</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../license.html">License</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../start.html">Quick Start</a></li>
@@ -90,6 +99,8 @@
 <li class="toctree-l1"><a class="reference internal" href="../../../scheduler.html">Scheduling &amp; Triggers</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../plugins.html">Plugins</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../security.html">Security</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../api.html">Experimental Rest API</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../integration.html">Integration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../faq.html">FAQ</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../code.html">API Reference</a></li>
 </ul>
@@ -104,8 +115,10 @@
 
       
       <nav class="wy-nav-top" role="navigation" aria-label="top navigation">
-        <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
-        <a href="../../../index.html">Airflow</a>
+        
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="../../../index.html">Airflow</a>
+        
       </nav>
 
 
@@ -118,19 +131,36 @@
 
 
 
+
+
+
+
+
+
+
+
+
+
 <div role="navigation" aria-label="breadcrumbs navigation">
+
   <ul class="wy-breadcrumbs">
-    <li><a href="../../../index.html">Docs</a> &raquo;</li>
-      
+    
+      <li><a href="../../../index.html">Docs</a> &raquo;</li>
+        
           <li><a href="../../index.html">Module code</a> &raquo;</li>
-      
-    <li>airflow.operators.docker_operator</li>
+        
+      <li>airflow.operators.docker_operator</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -152,12 +182,13 @@
 <span class="c1"># limitations under the License.</span>
 
 <span class="kn">import</span> <span class="nn">json</span>
-<span class="kn">import</span> <span class="nn">logging</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.models</span> <span class="kn">import</span> <span class="n">BaseOperator</span>
-<span class="kn">from</span> <span class="nn">airflow.utils.decorators</span> <span class="kn">import</span> <span class="n">apply_defaults</span>
-<span class="kn">from</span> <span class="nn">airflow.utils.file</span> <span class="kn">import</span> <span class="n">TemporaryDirectory</span>
-<span class="kn">from</span> <span class="nn">docker</span> <span class="kn">import</span> <span class="n">Client</span><span class="p">,</span> <span class="n">tls</span>
+
+<span class="kn">from</span> <span class="nn">airflow.hooks.docker_hook</span> <span class="k">import</span> <span class="n">DockerHook</span>
+<span class="kn">from</span> <span class="nn">airflow.exceptions</span> <span class="k">import</span> <span class="n">AirflowException</span>
+<span class="kn">from</span> <span class="nn">airflow.models</span> <span class="k">import</span> <span class="n">BaseOperator</span>
+<span class="kn">from</span> <span class="nn">airflow.utils.decorators</span> <span class="k">import</span> <span class="n">apply_defaults</span>
+<span class="kn">from</span> <span class="nn">airflow.utils.file</span> <span class="k">import</span> <span class="n">TemporaryDirectory</span>
+<span class="kn">from</span> <span class="nn">docker</span> <span class="k">import</span> <span class="n">Client</span><span class="p">,</span> <span class="n">tls</span>
 <span class="kn">import</span> <span class="nn">ast</span>
 
 
@@ -169,9 +200,14 @@
 <span class="sd">    that together exceed the default disk size of 10GB in a container. The path to the mounted</span>
 <span class="sd">    directory can be accessed via the environment variable ``AIRFLOW_TMP_DIR``.</span>
 
+<span class="sd">    If a login to a private registry is required prior to pulling the image, a</span>
+<span class="sd">    Docker connection needs to be configured in Airflow and the connection ID</span>
+<span class="sd">    be provided with the parameter ``docker_conn_id``.</span>
+
 <span class="sd">    :param image: Docker image from which to create the container.</span>
 <span class="sd">    :type image: str</span>
-<span class="sd">    :param api_version: Remote API version.</span>
+<span class="sd">    :param api_version: Remote API version. Set to ``auto`` to automatically</span>
+<span class="sd">        detect the server&#39;s version.</span>
 <span class="sd">    :type api_version: str</span>
 <span class="sd">    :param command: Command to be run in the container.</span>
 <span class="sd">    :type command: str or list</span>
@@ -180,10 +216,11 @@
 <span class="sd">        https://docs.docker.com/engine/reference/run/#cpu-share-constraint</span>
 <span class="sd">    :type cpus: float</span>
 <span class="sd">    :param docker_url: URL of the host running the docker daemon.</span>
+<span class="sd">        Default is unix://var/run/docker.sock</span>
 <span class="sd">    :type docker_url: str</span>
 <span class="sd">    :param environment: Environment variables to set in the container.</span>
 <span class="sd">    :type environment: dict</span>
-<span class="sd">    :param force_pull: Pull the docker image on every run.</span>
+<span class="sd">    :param force_pull: Pull the docker image on every run. Default is false.</span>
 <span class="sd">    :type force_pull: bool</span>
 <span class="sd">    :param mem_limit: Maximum amount of memory the container can use. Either a float value, which</span>
 <span class="sd">        represents the limit in bytes, or a string like ``128m`` or ``1g``.</span>
@@ -209,11 +246,16 @@
 <span class="sd">    :type user: int or str</span>
 <span class="sd">    :param volumes: List of volumes to mount into the container, e.g.</span>
 <span class="sd">        ``[&#39;/host/path:/container/path&#39;, &#39;/host/path2:/container/path2:ro&#39;]``.</span>
+<span class="sd">    :param working_dir: Working directory to set on the container (equivalent to the -w switch</span>
+<span class="sd">        the docker client)</span>
+<span class="sd">    :type working_dir: str</span>
 <span class="sd">    :param xcom_push: Does the stdout will be pushed to the next step using XCom.</span>
 <span class="sd">           The default is False.</span>
 <span class="sd">    :type xcom_push: bool</span>
 <span class="sd">    :param xcom_all: Push all the stdout or just the last line. The default is False (last line).</span>
 <span class="sd">    :type xcom_all: bool</span>
+<span class="sd">    :param docker_conn_id: ID of the Airflow connection to use</span>
+<span class="sd">    :type docker_conn_id: str</span>
 <span class="sd">    &quot;&quot;&quot;</span>
     <span class="n">template_fields</span> <span class="o">=</span> <span class="p">(</span><span class="s1">&#39;command&#39;</span><span class="p">,)</span>
     <span class="n">template_ext</span> <span class="o">=</span> <span class="p">(</span><span class="s1">&#39;.sh&#39;</span><span class="p">,</span> <span class="s1">&#39;.bash&#39;</span><span class="p">,)</span>
@@ -222,28 +264,30 @@
     <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span>
             <span class="bp">self</span><span class="p">,</span>
             <span class="n">image</span><span class="p">,</span>
-            <span class="n">api_version</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">command</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
+            <span class="n">api_version</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">command</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
             <span class="n">cpus</span><span class="o">=</span><span class="mf">1.0</span><span class="p">,</span>
             <span class="n">docker_url</span><span class="o">=</span><span class="s1">&#39;unix://var/run/docker.sock&#39;</span><span class="p">,</span>
-            <span class="n">environment</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">force_pull</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">mem_limit</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">network_mode</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">tls_ca_cert</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">tls_client_cert</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">tls_client_key</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">tls_hostname</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">tls_ssl_version</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
+            <span class="n">environment</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">force_pull</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">mem_limit</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">network_mode</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">tls_ca_cert</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">tls_client_cert</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">tls_client_key</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">tls_hostname</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">tls_ssl_version</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
             <span class="n">tmp_dir</span><span class="o">=</span><span class="s1">&#39;/tmp/airflow&#39;</span><span class="p">,</span>
-            <span class="n">user</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">volumes</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">xcom_push</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">xcom_all</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
+            <span class="n">user</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">volumes</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">working_dir</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">xcom_push</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">xcom_all</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">docker_conn_id</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
             <span class="o">*</span><span class="n">args</span><span class="p">,</span>
             <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
 
-        <span class="nb">super</span><span class="p">(</span><span class="n">DockerOperator</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">DockerOperator</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">api_version</span> <span class="o">=</span> <span class="n">api_version</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">command</span> <span class="o">=</span> <span class="n">command</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">cpus</span> <span class="o">=</span> <span class="n">cpus</span>
@@ -261,27 +305,35 @@
         <span class="bp">self</span><span class="o">.</span><span class="n">tmp_dir</span> <span class="o">=</span> <span class="n">tmp_dir</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">user</span> <span class="o">=</span> <span class="n">user</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">volumes</span> <span class="o">=</span> <span class="n">volumes</span> <span class="ow">or</span> <span class="p">[]</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">xcom_push</span> <span class="o">=</span> <span class="n">xcom_push</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">working_dir</span> <span class="o">=</span> <span class="n">working_dir</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">xcom_push_flag</span> <span class="o">=</span> <span class="n">xcom_push</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">xcom_all</span> <span class="o">=</span> <span class="n">xcom_all</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">docker_conn_id</span> <span class="o">=</span> <span class="n">docker_conn_id</span>
 
-        <span class="bp">self</span><span class="o">.</span><span class="n">cli</span> <span class="o">=</span> <span class="bp">None</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">container</span> <span class="o">=</span> <span class="bp">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">cli</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">container</span> <span class="o">=</span> <span class="kc">None</span>
+
+    <span class="k">def</span> <span class="nf">get_hook</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="n">DockerHook</span><span class="p">(</span>
+            <span class="n">docker_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">docker_conn_id</span><span class="p">,</span>
+            <span class="n">base_url</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">base_url</span><span class="p">,</span>
+            <span class="n">version</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">api_version</span><span class="p">,</span>
+            <span class="n">tls</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">__get_tls_config</span><span class="p">()</span>
+        <span class="p">)</span>
 
     <span class="k">def</span> <span class="nf">execute</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">context</span><span class="p">):</span>
-        <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">&#39;Starting docker container from image &#39;</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">image</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">&#39;Starting docker container from image </span><span class="si">%s</span><span class="s1">&#39;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">image</span><span class="p">)</span>
 
-        <span class="n">tls_config</span> <span class="o">=</span> <span class="bp">None</span>
-        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">tls_ca_cert</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">tls_client_cert</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">tls_client_key</span><span class="p">:</span>
-            <span class="n">tls_config</span> <span class="o">=</span> <span class="n">tls</span><span class="o">.</span><span class="n">TLSConfig</span><span class="p">(</span>
-                    <span class="n">ca_cert</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">tls_ca_cert</span><span class="p">,</span>
-                    <span class="n">client_cert</span><span class="o">=</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">tls_client_cert</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">tls_client_key</span><span class="p">),</span>
-                    <span class="n">verify</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span>
-                    <span class="n">ssl_version</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">tls_ssl_version</span><span class="p">,</span>
-                    <span class="n">assert_hostname</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">tls_hostname</span>
-            <span class="p">)</span>
-            <span class="bp">self</span><span class="o">.</span><span class="n">docker_url</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">docker_url</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;tcp://&#39;</span><span class="p">,</span> <span class="s1">&#39;https://&#39;</span><span class="p">)</span>
+        <span class="n">tls_config</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">__get_tls_config</span><span class="p">()</span>
 
-        <span class="bp">self</span><span class="o">.</span><span class="n">cli</span> <span class="o">=</span> <span class="n">Client</span><span class="p">(</span><span class="n">base_url</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">docker_url</span><span class="p">,</span> <span class="n">version</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">api_version</span><span class="p">,</span> <span class="n">tls</span><span class="o">=</span><span class="n">tls_config</span><span class="p">)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">docker_conn_id</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">cli</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_hook</span><span class="p">()</span><span class="o">.</span><span class="n">get_conn</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">cli</span> <span class="o">=</span> <span class="n">Client</span><span class="p">(</span>
+                <span class="n">base_url</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">docker_url</span><span class="p">,</span>
+                <span class="n">version</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">api_version</span><span class="p">,</span>
+                <span class="n">tls</span><span class="o">=</span><span class="n">tls_config</span>
+            <span class="p">)</span>
 
         <span class="k">if</span> <span class="s1">&#39;:&#39;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">image</span><span class="p">:</span>
             <span class="n">image</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">image</span> <span class="o">+</span> <span class="s1">&#39;:latest&#39;</span>
@@ -289,16 +341,16 @@
             <span class="n">image</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">image</span>
 
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">force_pull</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">cli</span><span class="o">.</span><span class="n">images</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="n">image</span><span class="p">))</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-            <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">&#39;Pulling docker image &#39;</span> <span class="o">+</span> <span class="n">image</span><span class="p">)</span>
-            <span class="k">for</span> <span class="n">l</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">cli</span><span class="o">.</span><span class="n">pull</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">stream</span><span class="o">=</span><span class="bp">True</span><span class="p">):</span>
-                <span class="n">output</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">l</span><span class="p">)</span>
-                <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;{}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">output</span><span class="p">[</span><span class="s1">&#39;status&#39;</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">&#39;Pulling docker image </span><span class="si">%s</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">image</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">l</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">cli</span><span class="o">.</span><span class="n">pull</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">stream</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
+                <span class="n">output</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">l</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</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;</span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">output</span><span class="p">[</span><span class="s1">&#39;status&#39;</span><span class="p">])</span>
 
         <span class="n">cpu_shares</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="nb">round</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">cpus</span> <span class="o">*</span> <span class="mi">1024</span><span class="p">))</span>
 
         <span class="k">with</span> <span class="n">TemporaryDirectory</span><span class="p">(</span><span class="n">prefix</span><span class="o">=</span><span class="s1">&#39;airflowtmp&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">host_tmp_dir</span><span class="p">:</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">environment</span><span class="p">[</span><span class="s1">&#39;AIRFLOW_TMP_DIR&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">tmp_dir</span>
-            <span class="bp">self</span><span class="o">.</span><span class="n">volumes</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">&#39;{0}:{1}&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">host_tmp_dir</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">tmp_dir</span><span class="p">))</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">volumes</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">&#39;</span><span class="si">{0}</span><span class="s1">:</span><span class="si">{1}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">host_tmp_dir</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">tmp_dir</span><span class="p">))</span>
 
             <span class="bp">self</span><span class="o">.</span><span class="n">container</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">cli</span><span class="o">.</span><span class="n">create_container</span><span class="p">(</span>
                     <span class="n">command</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">get_command</span><span class="p">(),</span>
@@ -308,35 +360,55 @@
                                                             <span class="n">network_mode</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">network_mode</span><span class="p">),</span>
                     <span class="n">image</span><span class="o">=</span><span class="n">image</span><span class="p">,</span>
                     <span class="n">mem_limit</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">mem_limit</span><span class="p">,</span>
-                    <span class="n">user</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">user</span>
+                    <span class="n">user</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">user</span><span class="p">,</span>
+                    <span class="n">working_dir</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">working_dir</span>
             <span class="p">)</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">cli</span><span class="o">.</span><span class="n">start</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">container</span><span class="p">[</span><span class="s1">&#39;Id&#39;</span><span class="p">])</span>
 
             <span class="n">line</span> <span class="o">=</span> <span class="s1">&#39;&#39;</span>
-            <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">cli</span><span class="o">.</span><span class="n">logs</span><span class="p">(</span><span class="n">container</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">container</span><span class="p">[</span><span class="s1">&#39;Id&#39;</span><span class="p">],</span> <span class="n">stream</span><span class="o">=</span><span class="bp">True</span><span class="p">):</span>
-                <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;{}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()))</span>
+            <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">cli</span><span class="o">.</span><span class="n">logs</span><span class="p">(</span><span class="n">container</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">container</span><span class="p">[</span><span class="s1">&#39;Id&#39;</span><span class="p">],</span> <span class="n">stream</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
+                <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+                <span class="k">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">line</span><span class="p">,</span> <span class="s1">&#39;decode&#39;</span><span class="p">):</span>
+                    <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</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">line</span><span class="p">)</span>
 
             <span class="n">exit_code</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">cli</span><span class="o">.</span><span class="n">wait</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">container</span><span class="p">[</span><span class="s1">&#39;Id&#39;</span><span class="p">])</span>
             <span class="k">if</span> <span class="n">exit_code</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
                 <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s1">&#39;docker container failed&#39;</span><span class="p">)</span>
 
-            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">xcom_push</span><span class="p">:</span>
-                <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">cli</span><span class="o">.</span><span class="n">logs</span><span class="p">(</span><span class="n">container</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">container</span><span class="p">[</span><span class="s1">&#39;Id&#39;</span><span class="p">])</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">xcom_all</span> <span class="k">else</span> <span class="nb">str</span><span class="p">(</span><span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">())</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">xcom_push_flag</span><span class="p">:</span>
+                <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">cli</span><span class="o">.</span><span class="n">logs</span><span class="p">(</span><span class="n">container</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">container</span><span class="p">[</span><span class="s1">&#39;Id&#39;</span><span class="p">])</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">xcom_all</span> <span class="k">else</span> <span class="nb">str</span><span class="p">(</span><span class="n">line</span><span class="p">)</span>
 
     <span class="k">def</span> <span class="nf">get_command</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">command</span> <span class="ow">is</span> <span class="ow">not</span> <span class="bp">None</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">command</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">find</span><span class="p">(</span><span class="s1">&#39;[&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">command</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">command</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">find</span><span class="p">(</span><span class="s1">&#39;[&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
             <span class="n">commands</span> <span class="o">=</span> <span class="n">ast</span><span class="o">.</span><span class="n">literal_eval</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">command</span><span class="p">)</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="n">commands</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">command</span>
         <span class="k">return</span> <span class="n">commands</span>
 
     <span class="k">def</span> <span class="nf">on_kill</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">cli</span> <span class="ow">is</span> <span class="ow">not</span> <span class="bp">None</span><span class="p">:</span>
-            <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">&#39;Stopping docker container&#39;</span><span class="p">)</span>
-            <span class="bp">self</span><span class="o">.</span><span class="n">cli</span><span class="o">.</span><span class="n">stop</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">container</span><span class="p">[</span><span class="s1">&#39;Id&#39;</span><span class="p">])</span></div>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">cli</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</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">&#39;Stopping docker container&#39;</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">cli</span><span class="o">.</span><span class="n">stop</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">container</span><span class="p">[</span><span class="s1">&#39;Id&#39;</span><span class="p">])</span>
+
+    <span class="k">def</span> <span class="nf">__get_tls_config</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="n">tls_config</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">tls_ca_cert</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">tls_client_cert</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">tls_client_key</span><span class="p">:</span>
+            <span class="n">tls_config</span> <span class="o">=</span> <span class="n">tls</span><span class="o">.</span><span class="n">TLSConfig</span><span class="p">(</span>
+                <span class="n">ca_cert</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">tls_ca_cert</span><span class="p">,</span>
+                <span class="n">client_cert</span><span class="o">=</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">tls_client_cert</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">tls_client_key</span><span class="p">),</span>
+                <span class="n">verify</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+                <span class="n">ssl_version</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">tls_ssl_version</span><span class="p">,</span>
+                <span class="n">assert_hostname</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">tls_hostname</span>
+            <span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">docker_url</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">docker_url</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;tcp://&#39;</span><span class="p">,</span> <span class="s1">&#39;https://&#39;</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">tls_config</span></div>
 </pre></div>
 
            </div>
+           <div class="articleComments">
+            
+           </div>
           </div>
           <footer>
   
@@ -369,7 +441,8 @@
             VERSION:'',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
-            HAS_SOURCE:  true
+            HAS_SOURCE:  true,
+            SOURCELINK_SUFFIX: '.txt'
         };
     </script>
       <script type="text/javascript" src="../../../_static/jquery.js"></script>

http://git-wip-us.apache.org/repos/asf/incubator-airflow-site/blob/28a3eb60/_modules/airflow/operators/redshift_to_s3_operator.html
----------------------------------------------------------------------
diff --git a/_modules/airflow/operators/redshift_to_s3_operator.html b/_modules/airflow/operators/redshift_to_s3_operator.html
new file mode 100644
index 0000000..6b8e248
--- /dev/null
+++ b/_modules/airflow/operators/redshift_to_s3_operator.html
@@ -0,0 +1,337 @@
+
+
+<!DOCTYPE html>
+<!--[if IE 8]><html class="no-js lt-ie9" lang="en" > <![endif]-->
+<!--[if gt IE 8]><!--> <html class="no-js" lang="en" > <!--<![endif]-->
+<head>
+  <meta charset="utf-8">
+  
+  <meta name="viewport" content="width=device-width, initial-scale=1.0">
+  
+  <title>airflow.operators.redshift_to_s3_operator &mdash; Airflow Documentation</title>
+  
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+  
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+    <link rel="stylesheet" href="../../../_static/css/theme.css" type="text/css" />
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+        <link rel="index" title="Index"
+              href="../../../genindex.html"/>
+        <link rel="search" title="Search" href="../../../search.html"/>
+    <link rel="top" title="Airflow Documentation" href="../../../index.html"/>
+        <link rel="up" title="Module code" href="../../index.html"/> 
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+        <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation">
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+<li class="toctree-l1"><a class="reference internal" href="../../../ui.html">UI / Screenshots</a></li>
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+  <h1>Source code for airflow.operators.redshift_to_s3_operator</h1><div class="highlight"><pre>
+<span></span><span class="c1"># -*- coding: utf-8 -*-</span>
+<span class="c1">#</span>
+<span class="c1"># Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
+<span class="c1"># you may not use this file except in compliance with the License.</span>
+<span class="c1"># 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, software</span>
+<span class="c1"># distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
+<span class="c1"># WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
+<span class="c1"># See the License for the specific language governing permissions and</span>
+<span class="c1"># limitations under the License.</span>
+<span class="kn">from</span> <span class="nn">airflow.hooks.postgres_hook</span> <span class="k">import</span> <span class="n">PostgresHook</span>
+<span class="kn">from</span> <span class="nn">airflow.hooks.S3_hook</span> <span class="k">import</span> <span class="n">S3Hook</span>
+<span class="kn">from</span> <span class="nn">airflow.models</span> <span class="k">import</span> <span class="n">BaseOperator</span>
+<span class="kn">from</span> <span class="nn">airflow.utils.decorators</span> <span class="k">import</span> <span class="n">apply_defaults</span>
+
+
+<div class="viewcode-block" id="RedshiftToS3Transfer"><a class="viewcode-back" href="../../../integration.html#airflow.operators.redshift_to_s3_operator.RedshiftToS3Transfer">[docs]</a><span class="k">class</span> <span class="nc">RedshiftToS3Transfer</span><span class="p">(</span><span class="n">BaseOperator</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Executes an UNLOAD command to s3 as a CSV with headers</span>
+<span class="sd">    :param schema: reference to a specific schema in redshift database</span>
+<span class="sd">    :type schema: string</span>
+<span class="sd">    :param table: reference to a specific table in redshift database</span>
+<span class="sd">    :type table: string</span>
+<span class="sd">    :param s3_bucket: reference to a specific S3 bucket</span>
+<span class="sd">    :type s3_bucket: string</span>
+<span class="sd">    :param s3_key: reference to a specific S3 key</span>
+<span class="sd">    :type s3_key: string</span>
+<span class="sd">    :param redshift_conn_id: reference to a specific redshift database</span>
+<span class="sd">    :type redshift_conn_id: string</span>
+<span class="sd">    :param aws_conn_id: reference to a specific S3 connection</span>
+<span class="sd">    :type aws_conn_id: string</span>
+<span class="sd">    :param options: reference to a list of UNLOAD options</span>
+<span class="sd">    :type options: list</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">template_fields</span> <span class="o">=</span> <span class="p">()</span>
+    <span class="n">template_ext</span> <span class="o">=</span> <span class="p">()</span>
+    <span class="n">ui_color</span> <span class="o">=</span> <span class="s1">&#39;#ededed&#39;</span>
+
+    <span class="nd">@apply_defaults</span>
+    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span>
+            <span class="bp">self</span><span class="p">,</span>
+            <span class="n">schema</span><span class="p">,</span>
+            <span class="n">table</span><span class="p">,</span>
+            <span class="n">s3_bucket</span><span class="p">,</span>
+            <span class="n">s3_key</span><span class="p">,</span>
+            <span class="n">redshift_conn_id</span><span class="o">=</span><span class="s1">&#39;redshift_default&#39;</span><span class="p">,</span>
+            <span class="n">aws_conn_id</span><span class="o">=</span><span class="s1">&#39;aws_default&#39;</span><span class="p">,</span>
+            <span class="n">unload_options</span><span class="o">=</span><span class="nb">tuple</span><span class="p">(),</span>
+            <span class="n">autocommit</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">parameters</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">RedshiftToS3Transfer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">schema</span> <span class="o">=</span> <span class="n">schema</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">table</span> <span class="o">=</span> <span class="n">table</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">s3_bucket</span> <span class="o">=</span> <span class="n">s3_bucket</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">s3_key</span> <span class="o">=</span> <span class="n">s3_key</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">redshift_conn_id</span> <span class="o">=</span> <span class="n">redshift_conn_id</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">aws_conn_id</span> <span class="o">=</span> <span class="n">aws_conn_id</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">unload_options</span> <span class="o">=</span> <span class="n">unload_options</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">autocommit</span> <span class="o">=</span> <span class="n">autocommit</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parameters</span> <span class="o">=</span> <span class="n">parameters</span>
+
+    <span class="k">def</span> <span class="nf">execute</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">context</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">hook</span> <span class="o">=</span> <span class="n">PostgresHook</span><span class="p">(</span><span class="n">postgres_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">redshift_conn_id</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">s3</span> <span class="o">=</span> <span class="n">S3Hook</span><span class="p">(</span><span class="n">aws_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">aws_conn_id</span><span class="p">)</span>
+        <span class="n">a_key</span><span class="p">,</span> <span class="n">s_key</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">s3</span><span class="o">.</span><span class="n">get_credentials</span><span class="p">()</span>
+        <span class="n">unload_options</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="se">\n\t\t\t</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">unload_options</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;Retrieving headers from </span><span class="si">%s</span><span class="s2">.</span><span class="si">%s</span><span class="s2">...&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">schema</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">table</span><span class="p">)</span>
+
+        <span class="n">columns_query</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;SELECT column_name</span>
+<span class="s2">                            FROM information_schema.columns</span>
+<span class="s2">                            WHERE table_schema = &#39;</span><span class="si">{0}</span><span class="s2">&#39;</span>
+<span class="s2">                            AND   table_name = &#39;</span><span class="si">{1}</span><span class="s2">&#39;</span>
+<span class="s2">                            ORDER BY ordinal_position</span>
+<span class="s2">                        &quot;&quot;&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">schema</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">table</span><span class="p">)</span>
+
+        <span class="n">cursor</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">hook</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span><span class="o">.</span><span class="n">cursor</span><span class="p">()</span>
+        <span class="n">cursor</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">columns_query</span><span class="p">)</span>
+        <span class="n">rows</span> <span class="o">=</span> <span class="n">cursor</span><span class="o">.</span><span class="n">fetchall</span><span class="p">()</span>
+        <span class="n">columns</span> <span class="o">=</span> <span class="nb">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">row</span><span class="p">:</span> <span class="n">row</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">rows</span><span class="p">)</span>
+        <span class="n">column_names</span> <span class="o">=</span> <span class="s1">&#39;, &#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">c</span><span class="p">:</span> <span class="s2">&quot;</span><span class="se">\\</span><span class="s2">&#39;</span><span class="si">{0}</span><span class="se">\\</span><span class="s2">&#39;&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">c</span><span class="p">),</span> <span class="n">columns</span><span class="p">))</span>
+        <span class="n">column_castings</span> <span class="o">=</span> <span class="s1">&#39;, &#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">c</span><span class="p">:</span> <span class="s2">&quot;CAST(</span><span class="si">{0}</span><span class="s2"> AS text) AS </span><span class="si">{0}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">c</span><span class="p">),</span>
+                                        <span class="n">columns</span><span class="p">))</span>
+
+        <span class="n">unload_query</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">                        UNLOAD (&#39;SELECT </span><span class="si">{0}</span><span class="s2"></span>
+<span class="s2">                        UNION ALL</span>
+<span class="s2">                        SELECT </span><span class="si">{1}</span><span class="s2"> FROM </span><span class="si">{2}</span><span class="s2">.</span><span class="si">{3}</span><span class="s2"></span>
+<span class="s2">                        ORDER BY 1 DESC&#39;)</span>
+<span class="s2">                        TO &#39;s3://</span><span class="si">{4}</span><span class="s2">/</span><span class="si">{5}</span><span class="s2">/</span><span class="si">{3}</span><span class="s2">_&#39;</span>
+<span class="s2">                        with</span>
+<span class="s2">                        credentials &#39;aws_access_key_id=</span><span class="si">{6}</span><span class="s2">;aws_secret_access_key=</span><span class="si">{7}</span><span class="s2">&#39;</span>
+<span class="s2">                        </span><span class="si">{8}</span><span class="s2">;</span>
+<span class="s2">                        &quot;&quot;&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">column_names</span><span class="p">,</span> <span class="n">column_castings</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">schema</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">table</span><span class="p">,</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">s3_bucket</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">s3_key</span><span class="p">,</span> <span class="n">a_key</span><span class="p">,</span> <span class="n">s_key</span><span class="p">,</span> <span class="n">unload_options</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">&#39;Executing UNLOAD command...&#39;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">hook</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">unload_query</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">autocommit</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;UNLOAD command complete...&quot;</span><span class="p">)</span></div>
+</pre></div>
+
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+  <h1>Source code for airflow.operators.s3_file_transform_operator</h1><div class="highlight"><pre>
+<span></span><span class="c1"># -*- coding: utf-8 -*-</span>
+<span class="c1">#</span>
+<span class="c1"># Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
+<span class="c1"># you may not use this file except in compliance with the License.</span>
+<span class="c1"># 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, software</span>
+<span class="c1"># distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
+<span class="c1"># WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
+<span class="c1"># See the License for the specific language governing permissions and</span>
+<span class="c1"># limitations under the License.</span>
+
+<span class="kn">from</span> <span class="nn">tempfile</span> <span class="k">import</span> <span class="n">NamedTemporaryFile</span>
+<span class="kn">import</span> <span class="nn">subprocess</span>
+
+<span class="kn">from</span> <span class="nn">airflow.exceptions</span> <span class="k">import</span> <span class="n">AirflowException</span>
+<span class="kn">from</span> <span class="nn">airflow.hooks.S3_hook</span> <span class="k">import</span> <span class="n">S3Hook</span>
+<span class="kn">from</span> <span class="nn">airflow.models</span> <span class="k">import</span> <span class="n">BaseOperator</span>
+<span class="kn">from</span> <span class="nn">airflow.utils.decorators</span> <span class="k">import</span> <span class="n">apply_defaults</span>
+
+
+<div class="viewcode-block" id="S3FileTransformOperator"><a class="viewcode-back" href="../../../integration.html#airflow.operators.s3_file_transform_operator.S3FileTransformOperator">[docs]</a><span class="k">class</span> <span class="nc">S3FileTransformOperator</span><span class="p">(</span><span class="n">BaseOperator</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Copies data from a source S3 location to a temporary location on the</span>
+<span class="sd">    local filesystem. Runs a transformation on this file as specified by</span>
+<span class="sd">    the transformation script and uploads the output to a destination S3</span>
+<span class="sd">    location.</span>
+
+<span class="sd">    The locations of the source and the destination files in the local</span>
+<span class="sd">    filesystem is provided as an first and second arguments to the</span>
+<span class="sd">    transformation script. The transformation script is expected to read the</span>
+<span class="sd">    data from source , transform it and write the output to the local</span>
+<span class="sd">    destination file. The operator then takes over control and uploads the</span>
+<span class="sd">    local destination file to S3.</span>
+
+<span class="sd">    :param source_s3_key: The key to be retrieved from S3</span>
+<span class="sd">    :type source_s3_key: str</span>
+<span class="sd">    :param source_aws_conn_id: source s3 connection</span>
+<span class="sd">    :type source_aws_conn_id: str</span>
+<span class="sd">    :param dest_s3_key: The key to be written from S3</span>
+<span class="sd">    :type dest_s3_key: str</span>
+<span class="sd">    :param dest_aws_conn_id: destination s3 connection</span>
+<span class="sd">    :type dest_aws_conn_id: str</span>
+<span class="sd">    :param replace: Replace dest S3 key if it already exists</span>
+<span class="sd">    :type replace: bool</span>
+<span class="sd">    :param transform_script: location of the executable transformation script</span>
+<span class="sd">    :type transform_script: str</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">template_fields</span> <span class="o">=</span> <span class="p">(</span><span class="s1">&#39;source_s3_key&#39;</span><span class="p">,</span> <span class="s1">&#39;dest_s3_key&#39;</span><span class="p">)</span>
+    <span class="n">template_ext</span> <span class="o">=</span> <span class="p">()</span>
+    <span class="n">ui_color</span> <span class="o">=</span> <span class="s1">&#39;#f9c915&#39;</span>
+
+    <span class="nd">@apply_defaults</span>
+    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span>
+            <span class="bp">self</span><span class="p">,</span>
+            <span class="n">source_s3_key</span><span class="p">,</span>
+            <span class="n">dest_s3_key</span><span class="p">,</span>
+            <span class="n">transform_script</span><span class="p">,</span>
+            <span class="n">source_aws_conn_id</span><span class="o">=</span><span class="s1">&#39;aws_default&#39;</span><span class="p">,</span>
+            <span class="n">dest_aws_conn_id</span><span class="o">=</span><span class="s1">&#39;aws_default&#39;</span><span class="p">,</span>
+            <span class="n">replace</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">S3FileTransformOperator</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">source_s3_key</span> <span class="o">=</span> <span class="n">source_s3_key</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">source_aws_conn_id</span> <span class="o">=</span> <span class="n">source_aws_conn_id</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">dest_s3_key</span> <span class="o">=</span> <span class="n">dest_s3_key</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">dest_aws_conn_id</span> <span class="o">=</span> <span class="n">dest_aws_conn_id</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">replace</span> <span class="o">=</span> <span class="n">replace</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">transform_script</span> <span class="o">=</span> <span class="n">transform_script</span>
+
+    <span class="k">def</span> <span class="nf">execute</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">context</span><span class="p">):</span>
+        <span class="n">source_s3</span> <span class="o">=</span> <span class="n">S3Hook</span><span class="p">(</span><span class="n">aws_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">source_aws_conn_id</span><span class="p">)</span>
+        <span class="n">dest_s3</span> <span class="o">=</span> <span class="n">S3Hook</span><span class="p">(</span><span class="n">aws_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">dest_aws_conn_id</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;Downloading source S3 file </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">source_s3_key</span><span class="p">)</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">source_s3</span><span class="o">.</span><span class="n">check_for_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">source_s3_key</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">&quot;The source key </span><span class="si">{0}</span><span class="s2"> does not exist&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">source_s3_key</span><span class="p">))</span>
+        <span class="n">source_s3_key_object</span> <span class="o">=</span> <span class="n">source_s3</span><span class="o">.</span><span class="n">get_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">source_s3_key</span><span class="p">)</span>
+        <span class="k">with</span> <span class="n">NamedTemporaryFile</span><span class="p">(</span><span class="s2">&quot;w&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f_source</span><span class="p">,</span> <span class="n">NamedTemporaryFile</span><span class="p">(</span><span class="s2">&quot;w&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f_dest</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;Dumping S3 file </span><span class="si">%s</span><span class="s2"> contents to local file </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">source_s3_key</span><span class="p">,</span> <span class="n">f_source</span><span class="o">.</span><span class="n">name</span>
+            <span class="p">)</span>
+            <span class="n">source_s3_key_object</span><span class="o">.</span><span class="n">get_contents_to_file</span><span class="p">(</span><span class="n">f_source</span><span class="p">)</span>
+            <span class="n">f_source</span><span class="o">.</span><span class="n">flush</span><span class="p">()</span>
+            <span class="n">source_s3</span><span class="o">.</span><span class="n">connection</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
+            <span class="n">transform_script_process</span> <span class="o">=</span> <span class="n">subprocess</span><span class="o">.</span><span class="n">Popen</span><span class="p">(</span>
+                <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">transform_script</span><span class="p">,</span> <span class="n">f_source</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">f_dest</span><span class="o">.</span><span class="n">name</span><span class="p">],</span>
+                <span class="n">stdout</span><span class="o">=</span><span class="n">subprocess</span><span class="o">.</span><span class="n">PIPE</span><span class="p">,</span> <span class="n">stderr</span><span class="o">=</span><span class="n">subprocess</span><span class="o">.</span><span class="n">PIPE</span><span class="p">)</span>
+            <span class="p">(</span><span class="n">transform_script_stdoutdata</span><span class="p">,</span> <span class="n">transform_script_stderrdata</span><span class="p">)</span> <span class="o">=</span> <span class="n">transform_script_process</span><span class="o">.</span><span class="n">communicate</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;Transform script stdout </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">transform_script_stdoutdata</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">transform_script_process</span><span class="o">.</span><span class="n">returncode</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">&quot;Transform script failed </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">transform_script_stderrdata</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">info</span><span class="p">(</span>
+                    <span class="s2">&quot;Transform script successful. Output temporarily located at </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span>
+                    <span class="n">f_dest</span><span class="o">.</span><span class="n">name</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;Uploading transformed file to S3&quot;</span><span class="p">)</span>
+            <span class="n">f_dest</span><span class="o">.</span><span class="n">flush</span><span class="p">()</span>
+            <span class="n">dest_s3</span><span class="o">.</span><span class="n">load_file</span><span class="p">(</span>
+                <span class="n">filename</span><span class="o">=</span><span class="n">f_dest</span><span class="o">.</span><span class="n">name</span><span class="p">,</span>
+                <span class="n">key</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">dest_s3_key</span><span class="p">,</span>
+                <span class="n">replace</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">replace</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;Upload successful&quot;</span><span class="p">)</span>
+            <span class="n">dest_s3</span><span class="o">.</span><span class="n">connection</span><span class="o">.</span><span class="n">close</span><span class="p">()</span></div>
+</pre></div>
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